From 2f52b9770e6cd029cd6be5ea20970934b9ba3e69 Mon Sep 17 00:00:00 2001
From: clcheng <chi.lung.cheng@cern.ch>
Date: Sun, 25 May 2025 19:59:01 -0700
Subject: [PATCH] Update tutorial

---
 notebooks/Test-DataModelling.ipynb | 380 +++++++++++++++++++++++++----
 1 file changed, 334 insertions(+), 46 deletions(-)

diff --git a/notebooks/Test-DataModelling.ipynb b/notebooks/Test-DataModelling.ipynb
index 1bdd6764..b75ab83b 100644
--- a/notebooks/Test-DataModelling.ipynb
+++ b/notebooks/Test-DataModelling.ipynb
@@ -45,7 +45,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 8,
    "id": "fbe6bcc7-cddf-44b2-9b1e-4ddc8731f92e",
    "metadata": {},
    "outputs": [
@@ -60,16 +60,16 @@
       "  Fit iteration 1 : FAIL\n",
       "  Fit iteration 2 : SUCCESS\n",
       "[INFO] chi^2/ndf = 0.8985689198968665, Number of Floating Parameters + Normalization = 7, Number of bins = 100, ndf = 93, chi^2 = 83.56690955040858, p_value = 0.7476808472431529\n",
-      "[INFO] Task finished. Total time taken: 7.039s\n"
+      "[INFO] Task finished. Total time taken: 3.582s\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<quickstats.interface.root.RooFitResult.RooFitResult at 0x7fa7c54db5d0>"
+       "<quickstats.interface.root.RooFitResult.RooFitResult at 0x7f8c60639750>"
       ]
      },
-     "execution_count": 2,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -80,7 +80,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 9,
    "id": "6ccdd40b-8d8f-451a-9876-da91ef5b37b3",
    "metadata": {},
    "outputs": [
@@ -95,7 +95,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 799.992x599.976 with 2 Axes>"
       ]
@@ -109,7 +109,7 @@
        "(<Axes: ylabel='Events / 1'>, <Axes: xlabel='x', ylabel='MC - Fit'>)"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -120,7 +120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 10,
    "id": "44ec9fe4-6762-4bef-9e8f-2ad46ff2dce3",
    "metadata": {},
    "outputs": [
@@ -135,16 +135,16 @@
       "  Fit iteration 1 : FAIL\n",
       "  Fit iteration 2 : SUCCESS\n",
       "[INFO] chi^2/ndf = 1.1480595106123108, Number of Floating Parameters + Normalization = 7, Number of bins = 55, ndf = 48, chi^2 = 55.10685650939092, p_value = 0.2237298980234304\n",
-      "[INFO] Task finished. Total time taken: 5.691s\n"
+      "[INFO] Task finished. Total time taken: 3.957s\n"
      ]
     },
     {
      "data": {
       "text/plain": [
-       "<quickstats.interface.root.RooFitResult.RooFitResult at 0x7fa7bb88bdd0>"
+       "<quickstats.interface.root.RooFitResult.RooFitResult at 0x7f8c566a6790>"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -157,7 +157,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 11,
    "id": "00284285-123e-4f37-9ec6-15b7b437c63c",
    "metadata": {
     "scrolled": true
@@ -170,7 +170,7 @@
       "Help on class DataModelling in module quickstats.components.modelling.data_modelling:\n",
       "\n",
       "class DataModelling(quickstats.components.root_object.ROOTObject)\n",
-      " |  DataModelling(functional_form: Union[str, Callable], fit_range: Union[numpy.ndarray, List[float], Tuple[float, ...], Dict[str, Union[numpy.ndarray, List[float], Tuple[float, ...]]]], bin_range: Union[numpy.ndarray, List[float], Tuple[float, ...], NoneType] = None, parameters: Union[List[quickstats.concepts.variables.RealVariable], Tuple[quickstats.concepts.variables.RealVariable, ...], quickstats.concepts.variables.RealVariableSet, Dict[str, Union[float, numpy.ndarray, List[float], Tuple[float, ...]]], NoneType] = None, nbins: Optional[int] = None, fit_options: Optional[Dict] = None, eval_options: Optional[Dict] = None, plot_options: Optional[Dict] = None, observable_name: str = 'observable', norm_name: str = 'norm', weight_name: Optional[str] = 'weight', extended: bool = False, verbosity: str = 'INFO')\n",
+      " |  DataModelling(functional_form: Union[str, Callable], fit_range: Union[numpy.ndarray, List[float], Tuple[float, ...], Dict[str, Union[numpy.ndarray, List[float], Tuple[float, ...]]]], bin_range: Union[numpy.ndarray, List[float], Tuple[float, ...], NoneType] = None, parameters: Union[List[quickstats.concepts.variables.RealVariable], Tuple[quickstats.concepts.variables.RealVariable, ...], quickstats.concepts.variables.RealVariableSet, Dict[str, Any], NoneType] = None, nbins: Optional[int] = None, fit_options: Optional[Dict] = None, eval_options: Optional[Dict] = None, plot_options: Optional[Dict] = None, observable_name: str = 'observable', norm_name: str = 'norm', weight_name: Optional[str] = 'weight', extended: bool = False, verbosity: str = 'INFO')\n",
       " |  \n",
       " |  Class for modeling data distributions with analytic functions.\n",
       " |  \n",
@@ -266,14 +266,14 @@
       " |  \n",
       " |  Methods defined here:\n",
       " |  \n",
-      " |  __init__(self, functional_form: Union[str, Callable], fit_range: Union[numpy.ndarray, List[float], Tuple[float, ...], Dict[str, Union[numpy.ndarray, List[float], Tuple[float, ...]]]], bin_range: Union[numpy.ndarray, List[float], Tuple[float, ...], NoneType] = None, parameters: Union[List[quickstats.concepts.variables.RealVariable], Tuple[quickstats.concepts.variables.RealVariable, ...], quickstats.concepts.variables.RealVariableSet, Dict[str, Union[float, numpy.ndarray, List[float], Tuple[float, ...]]], NoneType] = None, nbins: Optional[int] = None, fit_options: Optional[Dict] = None, eval_options: Optional[Dict] = None, plot_options: Optional[Dict] = None, observable_name: str = 'observable', norm_name: str = 'norm', weight_name: Optional[str] = 'weight', extended: bool = False, verbosity: str = 'INFO')\n",
+      " |  __init__(self, functional_form: Union[str, Callable], fit_range: Union[numpy.ndarray, List[float], Tuple[float, ...], Dict[str, Union[numpy.ndarray, List[float], Tuple[float, ...]]]], bin_range: Union[numpy.ndarray, List[float], Tuple[float, ...], NoneType] = None, parameters: Union[List[quickstats.concepts.variables.RealVariable], Tuple[quickstats.concepts.variables.RealVariable, ...], quickstats.concepts.variables.RealVariableSet, Dict[str, Any], NoneType] = None, nbins: Optional[int] = None, fit_options: Optional[Dict] = None, eval_options: Optional[Dict] = None, plot_options: Optional[Dict] = None, observable_name: str = 'observable', norm_name: str = 'norm', weight_name: Optional[str] = 'weight', extended: bool = False, verbosity: str = 'INFO')\n",
       " |      Modelling of a data distribution by a simple analytic function.\n",
       " |      \n",
       " |      Parameters:\n",
       " |          observable: str\n",
       " |              Name of observable.\n",
       " |  \n",
-      " |  configure_model(self, functional_form: Union[str, Callable], parameters: Union[List[quickstats.concepts.variables.RealVariable], Tuple[quickstats.concepts.variables.RealVariable, ...], quickstats.concepts.variables.RealVariableSet, Dict[str, Union[float, numpy.ndarray, List[float], Tuple[float, ...]]], NoneType] = None) -> None\n",
+      " |  configure_model(self, functional_form: Union[str, Callable], parameters: Union[List[quickstats.concepts.variables.RealVariable], Tuple[quickstats.concepts.variables.RealVariable, ...], quickstats.concepts.variables.RealVariableSet, Dict[str, Any], NoneType] = None) -> None\n",
       " |  \n",
       " |  configure_observable(self, name: str = 'observable', fit_range: Union[numpy.ndarray, List[float], Tuple[float, ...], Dict[str, Union[numpy.ndarray, List[float], Tuple[float, ...]]], NoneType] = None, bin_range: Union[numpy.ndarray, List[float], Tuple[float, ...], NoneType] = None, nbins: Optional[int] = None)\n",
       " |  \n",
@@ -436,7 +436,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 12,
    "id": "d83c7877-5ee1-49ee-9183-1317fe810c16",
    "metadata": {},
    "outputs": [
@@ -457,7 +457,7 @@
        " 'use_asym_error': False}"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -468,7 +468,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 13,
    "id": "5183dcdb-5a01-4fbe-a3b5-13de43beb413",
    "metadata": {},
    "outputs": [
@@ -494,7 +494,7 @@
        " 'extra_text_option': None}"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -513,7 +513,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 1,
    "id": "98aba5a3-2155-4e31-ad59-1419aca7ff6a",
    "metadata": {},
    "outputs": [],
@@ -532,7 +532,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 2,
    "id": "1aab40ce-90ff-4241-b075-efe114398c75",
    "metadata": {},
    "outputs": [
@@ -542,7 +542,7 @@
        "<Axes: ylabel='Events / 1'>"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 2,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -557,7 +557,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 799.992x599.976 with 1 Axes>"
       ]
@@ -573,7 +573,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 3,
    "id": "96c3df58-76d9-4c55-8592-979db84c657d",
    "metadata": {},
    "outputs": [
@@ -583,7 +583,7 @@
        "<Axes: ylabel='Events / 1'>"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     },
@@ -598,7 +598,7 @@
     },
     {
      "data": {
-      "image/png": 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",
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/adKkSR5t4JkzZxQVFaXZs2erbt26GjZsmOrWravZs2era9eu+umnn5y+79SpU/rLX/7icgg9NTVVt9xyizZu3KgBAwaodu3amj17tgYNGlQiKG/cuFGxsbFatWqV+vTpo4iICC1YsEDR0dHKy8vz6PUCAADABxg3rV692lgsFnPFFVeYt956y5w6dcpYLBYzePBgY4wxu3fvNr169TIBAQFm2bJl7p62TM8++6yRZKZMmWJXPmfOHCPJjB492un7HnzwQSPJSDKLFy+2O3b+/HkTFhZmIiIizA8//GArnzJlipFkZs+ebVf/6quvNvXr1zfbtm2zlf373/82ksykSZNKfO3irwsAAADfVFZeczvJ/fGPfzQBAQHm008/tZX9PiQbY8yhQ4eMxWIxsbGxl9jckq6//noTFBRkTp8+XeJYVFSUCQ4OLlG+bt06Y7FYTNeuXZ2G5I8++shIMrNmzbIrv3DhggkNDTW9evWyle3YscNIMhMnTizxdXr06GHCw8PNhQsX7MoJyQAAAL6trLzm9nSLbdu2qW3bturbt6/LOi1atFDr1q21e/fuSxnUdurgwYNq1aqV6tWr5/TrHT9+3G7KxenTp/WXv/xFPXv21MSJE52eMy0tTZIUHx9vVx4YGKi4uDht3rzZNo1ixYoVTusWl+Xl5WnLli2XdnEAAADwSW6vk1xUVKTg4OAy6zVp0kTHjh27nDbZeeedd9SoUaMS5YWFhfr0009Vu3ZthYaG2soff/xxHT58WMuWLXMZXnNychQYGKg2bdqUONauXTtJ0pEjRxQeHq6cnBxJUocOHVzWzc3NLf+FAQAAwGe5PZJ89dVXa+fOnTp69KjLOidOnNDu3bvVvXt3jzROkvr27VvifMYYTZgwQceOHdOIESMUEHDxMj755BO98sorevrpp9WlSxeX58zLy1NwcLDTzVEaN24sSbaVK4pHlENCQsqs68hisVzyCwAAAKXzZtZyOyTfcccdOnPmjO68804VFBSUOH7mzBndf//9On36tBISEsp3heWQm5ur22+/Xa+88oqaNm2qlJQUSf+dZtGjRw89/vjjpZ6joKBADRo0cHqsuLz4l4Hia61fv36ZdQEAAOAf3J5ucd999yktLU0fffSR2rRpo/79+0uSsrOzNWLECGVkZCgnJ0d9+/b1+DJw0sXR45deeklTp07VyZMn1a1bN73zzjtq3ry5JOmJJ57QDz/8oA8++EA1apR+WSEhIfrmm2+cHitee7l4aknxCPKpU6cUFBRUal1nbQYAAIB3XE7WKms0uVzrJL/33nt68cUXFRAQoA8++ECSdOjQIb377rs6ceKEkpOTvbKhSH5+vuLi4jRx4kQVFhZq2rRpyszMtM0T/vLLL/Xyyy/rySefdGuqR3h4uI4fP+60Y4tHjiMiImx1f19eWl0AAAD4h3KF5MDAQD388MM6cuSIvv76a61YsUIffvihdu3apaNHj+qpp55S3bp1PdrA06dPa9CgQUpPT9fAgQO1d+9eTZ06VbVr17bV2bt3r4wxSk5Otptrcs8990iSRo0aJYvFouTkZElSZGSkioqKtG/fvhJfb+/evbY6v//vnj17yqwLAAAA/+D2dIsNGzbopptukiTbyhDOVofwtKSkJH311VcaP368XnnlFadD4x06dNDDDz9cojw7O1tr167VwIED1b59e/Xu3VvSxaXb5s2bp7S0NLtVKwoLC5Wenq6oqCjb6HB8fLyefPJJpaWlKS4uzu78K1euVFhYmHr27OnJSwYAAEAlsxg3J3MEBASoZcuWGj16tEaPHq3WrVt7u206d+6cmjZtqqKiIv34449O10ouzcKFC3XPPfdo8eLFuuuuu2zlFy5cULNmzSRJW7Zssc1rnjp1qlJSUjRnzhw99NBDtvo9e/bU3r17lZGRoR49ekiSXnvtNd1333169NFH9c9//tPu6xYHeeYkAwAA+Kay8prbIfmaa66xrTtssVh0/fXXa8yYMRo+fLjTdYw9YdeuXeratatat26tQYMGuaw3a9Yspw/ruQrJkpSamqoRI0YoKChIMTExOnTokLKystS/f38tX77cLpBv3LhRcXFxMsYoNjZWx44dU0ZGhjp27Ki1a9cqLCzM7tyEZAAAAN/msZAsSd99952WLl2qpUuXasuWLbJYLKpdu7ZuueUWjRkzRnFxcbY1iz1h+fLlbi0nd/bsWbs5ysVKC8mStGrVKs2ZM0dffPGFmjVrptjYWKWkpDidV52ZmakZM2YoIyNDDRs2VL9+/TR9+nS7jUyKEZIBAAB8m0dD8u8dOnRIS5cu1bvvvmsLzFdccYXuuusujR492jYtoToiJAMAAPg2r4Xk3yteBu6NN97Qvn37ZLFYdOHChcs9bZVFSAYAAPBtZeU1t1e3cOXIkSNavXq11q5dqwMHDhAMAQAAUOVdUkg+ePCgUlNTlZqaqk2bNskYI2OMOnfurBEjRmj48OGebicAAABQYdwOyTt37tQHH3yg1NRU7dy5U9LF4emOHTtq+PDhGj58uDp27Oi1hgIAAAAVpVzrJFssFhlj1K5dO1sw7tKli7fbWOUwJxkAAMC3eWxOcqtWrWxTKbp37+6Z1gEAAAA+yCOrW8AeI8kAAAC+ray85nLnjx9++EFHjx4t9xd86623NG3atHK/zx9ZLBaXL6vVWtnNAwAA8GtWq9VlFiuLy5HkgIAADR48WMuXLy9xLCYmRn369NGzzz5b4tjgwYO1evVqFRYWXsKl+AdGkgEAAHzbZc1JdvWm9evXq06dOpfZNAAAAMA3uZxuAQAAAFRXhGQAAADAASEZAAAAcEBIBgAAABwQkgEAAAAHhGQAAADAASEZAAAAcFDqZiLu7EbiCpuJsJkIAACAr/LKZiLuflEAAACgKnIZkouKiiqyHQAAAIDPYE4yAAAA4ICQDAAAADggJAMAAAAOCMkAAACAA0KyF1ksFpcvq9Va2c0DAADwa1ar1WUWK4vLdZJx6VgnGQAAwLeVldcYSQYAAAAcEJIBAAAAB4RkAAAAwAEhGQAAAHBASAYAAAAcEJIBAAAAB4RkAAAAwAEhGQAAAHBASAYAAAAcEJIBAAAAB4RkAAAAwAEhGQAAAHBASAYAAAAcEJIBAAAAB4RkL7JYLC5fVqu1spsHAADg16xWq8ssVhaLMcZUQBurleKOp2sBAAB8U1l5jZFkAAAAwAEhGQAAAHBASAYAAAAcEJIBAAAAB4RkAAAAwAEhGQAAAHBASAYAAAAcVImQ/MsvvygxMVFdu3ZVgwYN1LVrVyUmJurEiRMl6i5ZskQ333yzQkJC1Lt3bz399NMqLCx0et5Vq1YpISFBTZo0Uffu3ZWYmKjTp087rZuZmalhw4YpMjJS7du317hx45Sfn+/R6wQAAIBv8PnNRM6cOaOuXbvqwIEDuuaaa9S5c2ft3r1bWVlZuvLKK7VlyxZdccUVkqQ5c+bokUceUWRkpPr166edO3dq9+7dGjZsmN566y0FBgbazpuamqoRI0YoKChIMTExOnTokLKysnTTTTdp5cqVql+/vq3uxo0bFRcXJ2OMYmJiVFBQoIyMDLVr107r169XeHi4XZvZTAQAAMC3lZnXjI979tlnjSQzZcoUu/I5c+YYSWb06NHGGGN++uknU7NmTdOpUydz4sQJW71Ro0YZSeajjz6ylZ0/f96EhYWZiIgI88MPP9jKp0yZYiSZ2bNn232tq6++2tSvX99s27bNVvbvf//bSDKTJk0q0WZJpgp0LQAAQLVVVl7z+ZHkG264QTt37tSRI0dUr149u2M9e/bUwYMHVVBQoBdffFETJ05Uamqqbr31Vludn3/+WeHh4brtttv07rvvSpKWLVumIUOGaNasWUpMTLTVLSwsVHh4uFq2bKmsrCxJ0s6dO9WtWzdNnDhRL7zwgt3Xv/rqq5Wbm6vDhw/bjVIzkgwAAODbqvy21AcPHlSrVq1KBGRJatGihY4fP66ffvpJaWlpqlWrlmJjY+3qhIaG6tprr9WKFStsZWlpaZKk+Ph4u7qBgYGKi4vT5s2blZeXJ0m29znWLS7Ly8vTli1bLu8iAQAA4FN8PiS/8847WrhwYYnywsJCffrpp6pdu7ZCQ0OVk5Oj5s2bq0GDBiXqtmvXTmfOnLE96JeTk6PAwEC1adPGaV1JOnLkiK2uJHXo0MFl3dzc3Eu8OgAAAPiiGpXdgLL07du3RJkxRhMmTNCxY8c0ZswYBQQEKC8vT1deeaXTczRu3FiSlJ+fr0aNGikvL0/BwcG2YXZXdSXZRpRDQkLKrAsAAAD/4PMjyY5yc3N1++2365VXXlHTpk2VkpIiSSooKHA6iizJVn706NFLqivJbrULV3UdWSyWS34BAACgdN7MWlUmJBtj9OKLL6p9+/ZKTU1Vt27dtHbtWjVv3lzSxZHekydPOn1v8TSL4ODgS6orSadOnSqzLgAAAPxDlQjJ+fn5iouL08SJE1VYWKhp06YpMzPTbp5weHi4bdTXUXF5RESEre7x48edPs3orO7vy0ur68gYc8kvAAAAlM6bWcvnQ/Lp06c1aNAgpaena+DAgdq7d6+mTp2q2rVr29WLjIzUjz/+6HSEeO/evapTp45tVDgyMlJFRUXat2+f07rFdX7/3z179pRZFwAAAP7B50NyUlKSvvrqK40fP16rV692+XBefHy8zp8/rzVr1tiV//zzz8rKytLgwYPt6kr/XQquWGFhodLT0xUVFWUbHXZVV5JWrlypsLAw9ezZ89IvEAAAAD7Hp0PyuXPntGDBAoWEhOj5558vdZL1XXfdpVq1amnKlCn65ZdfbOWJiYkqKirSvffeaysbPHiwwsLCNGPGDP3444+28qSkJBUUFNjV7datm6KiojR//nxt27bNVv7aa69px44dGjNmjGrWrOmhKwYAAIAv8Okd93bt2qWuXbuqdevWGjRokMt6s2bNUo0aNfTSSy9pwoQJioyMVHR0tHbs2KHdu3dr5MiRWrx4sQIC/vs7QWpqqkaMGKGgoCDFxMTo0KFDysrKUv/+/bV8+XK7zUs2btyouLg4GWMUGxurY8eOKSMjQx07dtTatWsVFhZm1x523AMAAPBtZeU1nw7Jy5cvV0JCQpn1zp49a5ujvGTJEr3xxhvavHmz2rVrp/j4eD311FN2AbnYqlWrNGfOHH3xxRdq1qyZYmNjlZKSorp165aom5mZqRkzZigjI0MNGzZUv379NH36dIWGhpaoS0gGAADwbVU6JFdVhGQAAADfVlZe8+k5yQAAAEBlICQDAAAADgjJAAAAgANCMgAAAOCAkAwAAAA4ICQDAAAADgjJAAAAgANCMgAAAOCAkOxFFovF5ctqtVZ28wAAAPya1Wp1mcXKwo57XsCOewAAAL6NHfcAAACAcqpR2Q2AZ3zyySdu142OjvZaOwAAAPwBI8kAAACAA0IyAAAA4ICQDAAAADggJAMAAAAOCMkAAACAA9ZJ9oKKXie549UDy/2e7K1rvNASAACAqoF1kgEAAIByYp1kP/KvWVPKrPM/k1IkubeuMuspAwCA6oqRZAAAAMABIRkAAABwQEgGAAAAHBCSAQAAAAeEZC+yWCwuX1artbKbBwAA4NesVqvLLFYWVrfwIpagBgAAqDxWq9XlwGRZQZnNRLygsjYTcWeDkPJuPMKmIwAAwB+xmQgAAABQTky3qGayt65xayOR4k1HAAAAqiNGkgEAAAAHhGQAAADAASEZAAAAcMCcZJTKnfnL0dHRXm8HAABARSIkV0PuhVoe3AMAANUX0y0AAAAAB4RkAAAAwAEhGQAAAHBASAYAAAAc8OAeSuXeznspyt66xuttAQAAqCiMJAMAAAAOGEmGU9lb17i1RrJ7I80AAABVCyHZiywWi8tjSUlJslqtFdcYL2PTEQAA4GusVquSk5Mv6b2EZC8yxlR2EwAAAKotq9XqclCytMFMiTnJAAAAQAmEZAAAAMABIRkAAABwwJxkuOTeg3bur27hzsN95fvaAAAA3kFIhke4uxTcv2ZN8XJLAAAALh/TLQAAAAAHjCTjslT2piPuTuFg+gYAACiPKjeS/Pzzz6tt27Yuj+/Zs0cJCQkKDQ1VkyZNNHjwYO3YscNp3VWrVikhIUFNmjRR9+7dlZiYqNOnTzutm5mZqWHDhikyMlLt27fXuHHjlJ+f75FrAgAAgG+pUiPJv/32m15//XWXx7dv367Y2Fj99ttvio6OVo0aNbR8+XJde+212rx5szp16mSrm5qaqhEjRigoKEgxMTE6dOiQZs+era+++korV65U/fr1bXU3btyouLg4GWMUExOjgoICLViwQBs3btT69esVHh7u1esGAABAxaoSITknJ0ebN2/WrFmztGfPHrVp06ZEHWOMhg0bplq1aunLL79Uq1atJEn/3//3/+mWW27R//7v/2r58uWSpAsXLmj8+PEKDQ1VVlaWmjdvLkmaOnWqUlJSNH/+fE2YMMF27ocfflhFRUXKyMhQ9+7dJUmvvfaa7rvvPs2YMUMzZ870dhf4DfenXaQoe+sar7YFAADAFZ+fblFYWKhmzZppyJAhpc4//fTTT7V//36lpKTYArIkJSQkaOzYsSosLFRRUZEkKS0tTfn5+Xr88cdtAVmSkpOTFRoaqkWLFtnKdu7cqa1bt2rcuHG2gCxJ48aNU48ePfTmm2+qsLDQg1cMAACAyubzI8kBAQH68MMPbX++//77ndZbtGiRatWqpdtvv73EMccpGmlpaZKk+Ph4u/LAwEDFxcVpyZIlysvLU3h4uFasWOG0bnFZSkqKtmzZot69e5fruvyJOw/FZW+NdvshO3dHmztePdCtehcxMg0AANzn8yHZYrFoyJAhtj8nJiY6rbd//341a9ZMQUFB+uyzz7Rp0yadP39evXr10s033yyLxWKrm5OTo8DAQKfTNtq1aydJOnLkiMLDw5WTkyNJ6tChg8u6ubm5l3x9cK08m48AAAB4ks+HZHfl5uYqODhYd999t/7zn//YHYuJidHbb7+tJk2aSJLy8vIUHBxsF5yLNW7cWJJsK1fk5eVJkkJCQsqs68jZ+d1ljLnk91Y3ZW1Q4q3l5wAAQOW6nKxVFp+fk+yu3Nxcbd26Venp6Vq6dKkKCgr07bff6qGHHtLatWs1adIkW92CggI1aNDA6XmKy48ePWqrK8lutQtXdQEAAOAf/CYkF/8msWjRIg0bNkzBwcG66qqrNGfOHN10001avHixbepESEiITp486fQ8J06ckCQFBwfb6krSqVOnyqzryBhzyS8AAACUzptZy29CckREhBo2bKjY2NgSx4ofutu1a5ckKTw8XMePH3faQcUjxxEREba6vy8vrS4AAAD8g9/MSY6IiHA5OhwUFCRJOnfunCQpMjJSRUVF2rdvX4kH8vbu3Wur8/v/7tmzR3/4wx9KrYvSub81NHOIAQBA5fKbkNy3b199/vnnOnDggFq3bm13LCsrS5LUtWtXSRdHlufNm6e0tDS7kFxYWKj09HRFRUXZRofj4+P15JNPKi0tTXFxcXbnXblypcLCwtSzZ09vXlq1xQN3AACgsvjNdItx48bJYrHof/7nf+zmD69du1aLFy9W37591aJFC0nS4MGDFRYWphkzZujHH3+01U1KSlJBQYHuvfdeW1m3bt0UFRWl+fPna9u2bbby1157TTt27NCYMWNUs2ZN718gXIqOji71BQAAUF4WU8WeEmvZsqVq1Kih/fv3lzj29NNPa9q0aWrevLn69eun/Px8rV27Vo0bN9Znn32mjh072uqmpqZqxIgRCgoKUkxMjA4dOqSsrCz1799fy5cvV7169Wx1N27cqLi4OBljFBsbq2PHjikjI0MdO3bU2rVrFRYWZteO4ocIK6prizfV8KfNMtxdI9mdEOyP/QMAAC5PWXnNb6ZbSNIzzzyjli1basmSJVqxYoWaNGmiMWPG6O9//3uJh+tuu+02LVu2THPmzNHatWvVrFkzTZo0SSkpKapbt65d3euvv14ff/yxZsyYoYyMDDVs2FBjx47V9OnTFRoaWpGXiMvgTvAuz8izJ4M8AADwLVUuJH/77belHh87dqzGjh3r1rni4uJKzDN2pXfv3nr//ffdqgsAAICqzW/mJAMAAACeQkgGAAAAHFS56RaoHpjHCwAAKhMhGfgddx/Gq8yvzS8QAAB4HyEZ1Ya7m5P8a9YUj53rohSWnwMAoIohJAMVoDJHqAEAQPkRkuH3sreucSukXso22GWNOrO1NgAAVROrWwAAAAAOGEn2ouLtDp1JSkqS1WqtuMbAbZUx+sscZwAAPM9qtSo5OfmS3ktI9iJXe4EDAADA+6xWq8tBydIGMyVCMmDjzqoWld0G5jgDAFAxCMmoFtxdW7g8q1C4d86LoZZwCwBA1cKDewAAAIADRpIBL3J3+bnyYnc+AAC8i5FkAAAAwAEjycDvMPIKAAAkQjLgM8rzICAAAPAuQjLgx5i7DADApSEkA15GAAUAoOohJANVUHnWXfaFTVIAAKhqWN0CAAAAcMBIMlCFlGfdZXb5AwDg0hGSAT/nXlhOUfbWNV5vCwAAVQXTLQAAAAAHjCR7kcVicXksKSlJVqu14hqDasfdB/aYlgEA8FdWq1XJycmX9F5CshcZYyq7CQAAANWW1Wp1OShZ2mCmREgGqpzyrLvs7kN+AADAHnOSAQAAAAeEZAAAAMAB0y0AP+be1Awe3AMAwBEhGYAk9+Yvl2c+NAAAVRnTLQAAAAAHhGQAAADAASEZAAAAcEBIBgAAABzw4B4ASe5uT52i7K1rvN4WAAAqGyPJAAAAgANGkoFqLnvrGreWf3NvpBkAAP/ASDIAAADggJAMAAAAOCAke5HFYnH5slqtld08AAAAv2a1Wl1msbIwJ9mLjDGV3QQAAIBqy2q1uhyYLCsoE5IBKDo62o1aPLgHAKg+mG4BAAAAOCAkAwAAAA4IyQAAAIADQjIAAADggJAMAAAAOCAkAwAAAA6qXEh+/vnn1bZtW6fHzp07J6vVqqioKAUFBal9+/a69957lZub67T+qlWrlJCQoCZNmqh79+5KTEzU6dOnndbNzMzUsGHDFBkZqfbt22vcuHHKz8/32HUBAADAd1SpkPzbb7/p9ddfd3rMGKMBAwYoOTlZ586d0+23367IyEi98cYb6tSpk/bu3WtXPzU1Vbfccos2btyoAQMGqHbt2po9e7YGDRpUIihv3LhRsbGxWrVqlfr06aOIiAgtWLBA0dHRysvL89r1AgAAoHJUiZCck5OjZcuWKS4uTnv27HFa5+2331ZGRobGjBmjHTt2aMGCBfrkk0+0bNky/fLLL7r//vttdS9cuKDx48crNDRU27dv19KlS5WZmakpU6Zow4YNmj9/vt25H374YRUVFenzzz/Xhx9+qE8//VRz585Vdna2ZsyY4dVrBwAAQMXz+ZBcWFioZs2aaciQIfrkk09c1lu+fLkkKSUlRQEB/72shIQE3XrrrdqwYYOOHz8uSUpLS1N+fr4ef/xxNW/e3FY3OTlZoaGhWrRoka1s586d2rp1q8aNG6fu3bvbyseNG6cePXrozTffVGFhoYeuFgAAAL7A50NyQECAPvzwQ9srLCzMab2DBw+qUaNGdqG3WIsWLSRJ+/fvl3QxJEtSfHy8Xb3AwEDFxcVp8+bNtmkUK1ascFq3uCwvL09btmy5xKsDAACAL6pR2Q0oi8Vi0ZAhQ2x/TkxMdFpv9uzZMsY4PbZu3TpJUrNmzSRdnL4RGBioNm3alKjbrl07SdKRI0cUHh6unJwcSVKHDh1c1nX1YCAAAACqJp8Pye7q3bu30/IZM2Zo+/bt6tu3r5o2bSpJysvLU3BwsCwWS4n6jRs3liTbyhXFI8ohISFl1gUAAIB/8JuQ7OjEiRN6/PHH9eqrr6pBgwZ66aWXbMcKCgrUoEEDp+8rLj969KitriTVr1+/zLqOnIVwd7kaFQcAAMBFl5O1yuLzc5IvxVtvvaV27drp1VdfVYsWLZSenq5u3brZjoeEhOjkyZNO33vixAlJUnBwsK2uJJ06darMugAAAPAPfhWST58+rVGjRunOO+/UsWPHNGnSJO3YsUPXXXedXb3w8HAdP37c6Wht8chxRESEre7vy0ur68gYc8kvAAAAlM6bWctvQnJhYaGGDx+uJUuWqGfPntq+fbtmzpyphg0blqgbGRmpoqIi7du3r8Sx4k1HIiMj7f7rbH1mx7oAAADwD34Tkv/1r38pLS1NCQkJ2rhxozp16uSybvFybsVLwRUrLCxUenq6oqKibKPDrupK0sqVKxUWFqaePXt66jIAAADgA/wmJL/66qsKDAzUyy+/rFq1apVad/DgwQoLC9OMGTP0448/2sqTkpJUUFCge++911bWrVs3RUVFaf78+dq2bZut/LXXXtOOHTs0ZswY1axZ0+PXAwAAgMrjF6tbnDp1Srt27VJYWJj+8Y9/uKw3depUhYeHq0aNGpo7d65GjBih7t27KyYmRocOHVJWVpb69++vsWPH2r3vpZdeUlxcnG666SbFxsbq2LFjysjIUJcuXfTYY495+/IAAABQwSymij0l1rJlS9WoUcO2e54k7dq1S127di3zvXv37lX79u1tf161apXmzJmjL774Qs2aNVNsbKxSUlJUt27dEu/NzMzUjBkzlJGRoYYNG6pfv36aPn26QkNDS9QtXo6korq249UDJUnZW9dUyNdD9cTnzD988sknbtWLjo72ajsAoLKVldeqXEiuCgjJ8Ed8zvwDIRkALiorr/nNnGQAAADAUwjJAAAAgANCMgAAAODAL1a3AACUrXheuXtSmH8OoFpjJBkAAABwwEgyAFQz/5o1pdTj/zMppYJaAgC+i5FkAAAAwAEjyQCAS+buussSay8DqFoYSfYii8Xi8mW1Wiu7eQAAAH7NarW6zGJlYSTZi9jMEEBF8eyILnOSAfgHq9XqcmCyrKDMSDIAAADggJAMAAAAOGC6BQDgkpRvcxKJDUoAVCWEZACo4sofVgEAZSEkAwCccvdhwLI2J5H+u0GJO+dkqTgAvoCQDAB+wp2wSgAFAPfw4B4AAADggJAMAAAAOGC6BQDAqeJ5xGVxbwpHSjnOySoYACofI8kAAACAA0aSAcBPeOqhvOyta9xe2cLdr+nuOd0dvQYAb2MkGQAAAHDASDIAwOewnjKAysZIMgAAAOCAkWQvslgsLo8lJSXJarVWXGMAoBy8MUpbnlUwPMnd+dUSo9OAv7FarUpOTr6k9xKSvcgYU9lNAAAAqLasVqvLQcnSBjMlQjIAwAexnjKAysacZAAAAMABI8kAAJ/h6fWUO149sJwtYHQawEWEZABAlVWeh/IAoDwIyQAAv/evWVPKrMNufwB+jznJAAAAgANGkgEAPqWy1lMGgN8jJAMAqiymSADwFkIyAMDvMToNoLwIyQCAKsfdpeIk72w1XZlfG0DF4ME9AAAAwAEjyQAA/A5rLwOQCMkAAFQpTPUAKgYhGQBQJVVWCCzfihopbm1kQqAFfA8hGQCASsYUD8D3EJK9yGKxuDyWlJQkq9VacY0BALjF3ZHiskaIWcMZqHxWq1XJycmX9F5CshcZYyq7CQAAP1LeqR7ZW9d4rS1AVWC1Wl0OSpY2mCkRkgEAkFS+tZfLw1Mj0wAqFiEZAAAfUJ5RYqZ6AN5HSAYAoJzcWY0ie2u0WyPTVSXQlmeUndU64A8IyQAAVCKmWQC+iZAMAMD/wwgogGKEZAAAqhD3gnzVmMIB+DJCMgAAXuLuyHRlbibinXnTLD+Hqs/vQvKZM2f097//XR9++KEOHjyoVq1aaciQIXryySdVt25du7pLlizRwoULlZWVpbZt2youLk5JSUkKDAwscd5Vq1bp5Zdf1hdffKFmzZqpf//+SklJUf369Svq0gAAfspb0zzYyQ+4dH4Vki9cuKABAwZo06ZN6tmzp4YPH66dO3fq//7v/7RmzRp9/vnnqlHj4iXPmTNHjzzyiCIjIxUXF6edO3dq2rRp2rt3r9566y27oJyamqoRI0YoKChIMTExOnTokGbPnq2vvvpKK1euJCgDAKoFdx4yLB51diegMwccviygshvgSfPnz9emTZv02GOPafPmzXr99deVlZWlxx57TF9++aVef/11SdLRo0c1efJkderUyRaKd+3apVGjRundd9/VihUrbOe8cOGCxo8fr9DQUG3fvl1Lly5VZmampkyZog0bNmj+/PmVdbkAAADwEr8aSc7IyJAk/fWvf7Urnzx5sv75z38qIyND999/v958802dP39eKSkpatiwoa3eCy+8oLfeekuLFi3SLbfcIklKS0tTfn6+Zs2apebNm9vqJicna+7cuVq0aJEmTJhQAVcHAIBnVZU1moHK4FchOSDg4sC4417cxVMnio+npaWpVq1aio2NtasXGhqqa6+91m4kOS0tTZIUHx9f4pxxcXFasmSJ8vLyFB4e7tmLAQDgMhGCgUvnVyE5OjpaCxcu1MyZMzV9+nRb+cyZMyVJ/fr1kyTl5OSoefPmatCgQYlztGvXThkZGTpx4oQaNWqknJwcBQYGqk2bNk7rStKRI0cIyQCAKsuducbuzx++GMzdC+gpHv7agOf4VUgePXq0Vq5cqRkzZmjdunXq0qWLdu3apaysLI0YMUKjR4+WJOXl5enKK690eo7GjRtLkvLz89WoUSPl5eUpODi4xOi0Y11nnL3HXcaYS34vAKB6y966hpUtUC1cTtYqi1+F5ICAAF133XV67733lJWVpaysLEkXp0bccMMNtmkXBQUF6tixo9NzFI8uHz16VG3btlVBQYHTEWfHugAAwP2AzlQQ+Dq/Wt1i6tSpmjRpkoYNG6Zdu3bp9OnT2rlzp4YOHaoJEyYoOTlZkhQSEqKTJ086PceJEyckScHBweWu68gYc8kvAAAAlM6bWctvRpKPHTum5557Tr169dKbb75pe0ivS5cueuutt7R//35Nnz5dkyZNUnh4uAoKCpyep7g8IiJCkhQeHq7NmzfLGFNiSN+xLgAAVU1lz/d1d+4yO/ihovlNSP7mm2907tw59e/f3xaQiwUGBqp///7atm2bDhw4oMjISK1fv14nT55UUFCQXd29e/eqTp06CgkJkSRFRkaqqKhI+/btU4cOHUrULa4DAIAvqezwC1R1fhOSW7ZsKeniyhXOHD58WJJ01VVXKT4+Xunp6VqzZo2GDh1qq/Pzzz8rKytLt956q60sPj5e8+bNU1paml1ILiwsVHp6uqKiohhJBgDgd9wJ6Nlbo5m7DJ/mNyH5iiuuUFRUlJYuXapx48bZfYN+/PHH+uCDD9SnTx+FhITorrvu0mOPPaYpU6YoNjbWtqFIYmKiioqKdO+999reO3jwYIWFhWnGjBkaPny4bUORpKQkFRQUaNq0aRV6nQAA4PK5u/oHI/LVl9+EZElauHChrr/+eg0YMED9+/fXVVddpW+++UafffaZGjZsqDfeeEPSxU1DnnvuOU2YMEEdOnRQdHS0duzYod27d2vkyJEaNGiQ7Zw1atTQ3LlzNWLECHXv3l0xMTE6dOiQsrKy1L9/f40dO7ayLhcAgGrDnVBLoIUn+dXqFl26dNHevXv1l7/8Rbm5uXr77bf1008/6f7779e+ffvsln175JFHtHjxYnXq1ElpaWmqV6+erFarFi9eXGJO82233aZly5bpuuuu09q1a3X27FlNmjRJK1asUL169Sr6MgEAAOBlFsN6Yx5XvApGRXVtx6sHShJP/sKr+Jz5Lv5u4M+KP9+e3Jmv+JzuqqzvLaaEeFdZec2vRpIBAAAAT/CrOckAAMA/eWM95bJGp1lZo3pjJBkAAABwwEgyAADwWdlb15RrPWV35/H6uvLNm2ZHQm8gJAMAAFwmfwnn+C9CMgAAqJbKXhWi8kenmTddeQjJAADAp7m3xFn1DotstuJ5hGQAAOA3fHlk1ZfbhpIIyV5UvEi1M0lJSbJarRXXGAAA4BXeDL/uTgmBc1arVcnJyZf0XkKyF7GZIQAAFcPdVTCKlWfqgadDsDu7B0pMj/AEq9XqclCytMFMiZAMAADgEe6GX2/wxmYr1R0hGQAAwInyjk7DvxCSAQCAX6gK0xM83cbybrYC9xGSAQAALlNVCOgoH0IyAACAC4Tf6ouQDAAAUIWx2Yp3BFR2AwAAAABfw0gyAABANcH21e5jJBkAAABwQEgGAAAAHDDdAgAAADbe2t67qiEkAwAAVBPubiri7hbb7gbqqhimCckAAADwqqoYpgnJAAAAfq6821eXZxtrd0edqxpCshdZLBaXx5KSkmS1WiuuMQAAAF7g6SkcnmS1WpWcnHxJ77UYY4yH21PtFYfjiurajlcPlHTxt0TAW/ic+S7+bgC4ozwP5LmjPKPN5VFRP8vKymuMJAMAAFQD7s73dTdMuzsy7K0w7W2EZAAAAHhNVQ3ThGQAAADYlGeFCU9P4fAlhGQAAABcEk9P4fAlhGQAAAB4lXth2remWwRUdgMAAAAAX0NIBgAAABwQkgEAAAAHhGQAAADAASEZAAAAcEBIBgAAABwQkgEAAAAHhGQAAADAASEZAAAAcEBI9iKLxeLyZbVaK7t5AAAAfs1qtbrMYmVhW2ovMsZUdhMAAACqLavV6nJgsqygzEgyAAAA4ICQDAAAADggJAMAAAAOCMkAAACAA0IyAAAA4ICQDAAAADggJAMAAAAO/D4kv/HGG7JYLMrIyChxbMmSJbr55psVEhKi3r176+mnn1ZhYaHT86xatUoJCQlq0qSJunfvrsTERJ0+fdrbzQcAAEAl8OuQfPjwYU2aNMnpsTlz5mjUqFHatWuX4uLi9Ouvv2ratGkaOXJkiaCcmpqqW265RRs3btSAAQNUu3ZtzZ49W4MGDSIoAwAA+CG/Dsn333+/Tpw4UaL86NGjmjx5sjp16qS9e/fqrbfe0q5duzRq1Ci9++67WrFiha3uhQsXNH78eIWGhmr79u1aunSpMjMzNWXKFG3YsEHz58+vyEsCAABABfDbkLxgwQKlpaWpa9euJY69+eabOn/+vFJSUtSwYUNb+QsvvKDAwEAtWrTIVpaWlqb8/Hw9/vjjat68ua08OTlZoaGhdnUBAADgH/wyJOfk5GjSpEm67bbbNHTo0BLH09LSVKtWLcXGxtqVh4aG6tprr7UbSU5LS5MkxcfH29UNDAxUXFycNm/erLy8PC9cBQAAACqLX4bk+++/XwEBAXrllVdksVhKHM/JyVHz5s3VoEGDEsfatWunM2fO2KZp5OTkKDAwUG3atHFaV5KOHDni4SsAAABAZfK7kPyf//xHK1as0IsvvqiIiAindfLy8hQSEuL0WOPGjSVJ+fn5trrBwcFOw7ZjXQAAAPgHvwrJOTk5SkxMVEJCgu666y6X9QoKCpyOIkuylR89erTcdR1ZLJZLfgEAAKB03sxafhWSH3jgARljNHfu3FLrhYSE6OTJk06PFU+zCA4OLnddAAAA+Icald0AT1m6dKmWL1+uN954Q02bNi21bnh4uAoKCpweKy4vnqoRHh6uzZs3yxhT4rcOx7qOjDHlugYAAAC473KyVlmjyX4zkpydnS1JGjt2rN1QutVqlSTdeOONslgsWrhwoSIjI/Xjjz86HSHeu3ev6tSpY5uzHBkZqaKiIu3bt89p3eI6AAAA8B9+M5Lcu3dvPfzwwyXKMzMzlZmZqaFDh6pp06bq0KGD4uPjlZ6erjVr1tgtEffzzz8rKytLt956q60sPj5e8+bNU1pamjp06GArLywsVHp6uqKiolyOJAMAAKBq8puQPGjQIA0aNKhEeXJysjIzMzV58mTdcMMNkqQ2bdroscce05QpUxQbG2vbUCQxMVFFRUW69957be8fPHiwwsLCNGPGDA0fPty2oUhSUpIKCgo0bdq0Crg6AAAAVCS/CcnlERoaqueee04TJkxQhw4dFB0drR07dmj37t0aOXKkXdiuUaOG5s6dqxEjRqh79+6KiYnRoUOHlJWVpf79+2vs2LGVeCUAAADwBr+Zk1xejzzyiBYvXqxOnTopLS1N9erVk9Vq1eLFixUQYN8tt912m5YtW6brrrtOa9eu1dmzZzVp0iStWLFC9erVq6QrAAAAgLdYDEsweFzx05IV1bUdrx4oScreuqZCvh6qJz5nvou/GwD+oKJ/lpWV16rtSDIAAADgCiEZAAAAcEBIBgAAABwQkgEAAAAHhGQAAADAASEZAAAAcEBIBgAAABwQkgEAAAAHhGQvslgsLl9Wq7WymwcAAODXrFaryyxWlhoV0L5qi80MAQAAKo/VanU5MFlWUGYkGQAAAHBASAYAAAAcEJIBAAAAB4RkAAAAwAEhGQAAAHBASAYAAAAcEJIBAAAAB4RkAAAAwAEhGQAAAHBASAYAAAAcEJIBAAAAB4RkAAAAwAEhGQAAAHBASAYAAAAcEJIBAAAAB4RkL7JYLC5fVqu1spsHAADg16xWq8ssVpYaFdC+assYU9lNAAAAqLasVqvLgcmygjIjyQAAAIADQjIAAADggJAMAAAAOCAkAwAAAA4IyQAAAIADQjIAAADggJAMAAAAOCAkAwAAAA4IyQAAAIADQjIAAADggJAMAAAAOCAkAwAAAA4IyQAAAIADQjIAAADggJDsRRaLxeXLarW6/X5cHvoRvoTPo2fQj55BP3oG/ei7rFaryyxWlhoV0L5qyxhT2U0AAACotqxWq8uBybKCMiPJAAAAgANCMgAAAOCAkAwAAAA4ICQDAAAADgjJAAAAgANCMgAAAOCAkFwNubNGc2Wez1vn9DT60TPoR99UXfuRz6Nn0I+eQT96xqW20WJYzNdtL774ot577z3t2LFD3bp109ChQ5WYmFiiXvG6e5fbte6ep+PVAyVJ2VvXuH1eT/61e/p8nj6np/4+nJ23OvVjeT9n7qpu/eiNz6M3/m6qYz8Wn5fPo2fOSz965rzVqR8r+j5T1t8bI8luevTRRzVx4kT9+OOPGjx4sH788UdNmjRJkydPruymAQAAwMMIyW7YsWOHnn/+eUVHR2vfvn168803tW/fPkVHR2vWrFnasWNHZTcRAAAAHkRIdsOCBQskSbNmzVLNmjUlSTVr1tQLL7wgSVq0aFEltQwAAADeQEh2Q1pampo2baoePXrYlXfv3l3NmjXTihUrKqdhAAAA8ApCshtycnLUoUMHp8fatWun3NzcCm4RAAAAvKlGZTfA1505c0YnT55USEiI0+ONGzfW8ePHde7cOdWqVcvuWPFTk5fL3fOU5+t5qm3eOp83zkkbffN83jgnbfTN83njnLTRN8/njXPSRt88nzfO6SttZCS5DAUFBZKkBg0aOD1eXP7zzz9XWJsAAADgXYwkl6F4BPnkyZNOj584cUKS1KhRI1sZS08DAABUbYwkl6Fu3boKCgqyjSg7KigoUMOGDVWvXr0KbhkAAAC8hZDshsjISGVnZ5cYITbG6Ouvv1ZkZGQltQwAAADeQEh2Q3x8vI4cOaKtW7falW/btk25ubmKj48v1/mef/55tW3b1uXxJUuW6Oabb1ZISIh69+6tp59+WoWFhWWeNzs7W3Xq1FFKSkq52lNVldWPxd5//33b+tbOFBUV6cUXX1SfPn3UqFEjtWzZUsOHD9fXX3/tyeb6rNL68dy5c7JarYqKilJQUJDat2+ve++91+WKLqtWrVJCQoKaNGmi7t27KzExUadPn/Zm832GJ/tx8eLFuu6669SoUSO1bt1ad999tw4fPuzN5vuM0vrxl19+0YQJE9SlSxfVr19fHTp00AMPPKC8vDyn9Q8fPqyRI0cqLCxMwcHBio6O1qeffurN5vsMd38+StK6desUEBCgJUuWlFmX+8x/vfbaa3rkkUecvt544w27utxnSv887tmzRwkJCQoNDVWTJk00ePBglxu1Veh9xqBMO3bsMJJM3759zfnz540xxpw7d85ER0cbSWbXrl1un+vs2bOmU6dOpk2bNk6Pv/TSS0aSiYyMNH/+859N586djSQzbNgwc+HCBZfnvXDhgunTp4+RZP7v//6vfBdYBZXVj8WKiopMbGysqVGjhss6I0eONJJMy5YtzahRo8wf//hHU6NGDVOnTh2zfv16D7fct5TWj0VFReaGG24wkkznzp3N3Xffbfr162ckmeDgYJOdnW1X/4MPPjA1a9Y0jRs3NsOGDTPXXHONkWRuuukmc+rUqYq6pErhyX589NFHjSTTokULM2bMGBMXF2cCAgJMSEiI+f777yvqkipFaf145swZ07ZtWyPJ9O7d24wdO9bceOONtp+XP//8s1397777zrRu3drUqVPHDBw40Pz5z3829evXNwEBAebjjz+uqEuqFO7+fDTGmJMnT5qrrrrKSDKLFy8utS73GXvFP+Ocvf785z/b1eU+47oft23bZpo0aWKCgoJMQkKCue2220zNmjVN3bp1ze7du+3qVvR9hpDspr/+9a9GkmnVqpUZOXKkadmypZFk/vd//9et9x8+fNh89NFHtmDt7MPy008/mZo1a5pOnTqZEydO2MpHjRplJJmPPvrI5fn/8Y9/2L45/fmHlzv9aIwx+fn5Jj093QwdOtRIchmSMzIyjCQTGxtrzpw5YyvPzMw09erVM61atTLnzp3zyrVUJnf68c033zSSzJgxY0xhYaGtfNmyZSYgIMDcdNNNtrLz58+bsLAwExERYX744Qdb+ZQpU4wkM3v2bO9eUCXxdD/u2bPHWCwWc9NNN9l9HpcvX24kmZEjR3r3giqJO/34z3/+00gyU6ZMsSufOXOmkWQeffRRu/KYmBgTFBRkMjMzbWVbt241AQEBpnPnzt65kErm7s/H33vwwQdt946yQjL3GXshISEmPj6+zPNxn3Hdj0VFRaZt27amadOm5sCBA7byZcuWGUl2/VsZ9xlCcjnMmjXL3HjjjaZRo0bmxhtvNC+99JJb77tw4UKJ3zKdfVhmz55tJJnU1FS78qNHj5rAwEBzxx13OD1/dna2qVOnjunatatf//Bytx+NMaZ58+Z29VyF5CeffNJIMhs2bChxbPLkyUaS2bZtm0evo7K524933nmnkWT3w6hY8S8fBQUFxhhjPvroIyPJzJo1q8TXCg0NNb169fLGpVQqb/Tj/PnzjSTz9ttvl6jbvn1784c//MHj11HZ3O3HP/3pTyYgIKDEaNGFCxdM7dq1TXR0tK3s4MGDxmKxmKSkpBLn+dvf/maio6NLjDxXdeX5+Vhs3bp1xmKx2O4dpYVk7jP2jh07ZiSZxMTEMs/JfcZ1P65fv95IMm+88UaJY2PHjjVxcXG2wYXKuM+wBFw5JCYmKjExsdzvCwgI0Icffmj78/333++0XlpammrVqqXY2Fi78tDQUF177bVOt78uKirS2LFjFRYWppSUFN1yyy3lbl9V4W4/Shfnip09e1aSNHXqVO3du9dpvYMHD0qSunTpUuJYixYtJElff/21unfvfqnN9jnu9uPBgwfVqFEjNW/evMSx4r7Zv3+/rrnmGqWlpUlSifn5gYGBiouL05IlS5SXl6fw8HAPXUXl80Y/BgRcfEzE2aL3gYGBtuP+xN1+rFOnjvr376/69evblQcGBqpevXp2z20sXrxYxhjdeeedJc7z7LPPeqbhPqY8Px8l6fTp0/rLX/6inj17avz48Ro3bpzLutxnSvrmm28kya1539xnXPfjokWLVKtWLd1+++0ljr3++ut2f66M+wwhuQJYLBYNGTLE9mdXQTsnJ0fNmzd3unFJu3btlJGRoRMnTtityTxz5kxt2rRJq1evVu3atT3edl/ibj9K0h//+Efb/7/wwgsu6/3tb3/T+PHjFRwcXOLYunXrJEnNmjUrd1t9mbv9OHv2bJdrfjv2TU5OjgIDA9WmTZsSddu1aydJOnLkiF+FZG/0Y9++fWWxWPTyyy9ryJAhtu/plStXKjs7W2PGjPHgFfgGd/vx3XffdVq+cuVKFRQUaMCAAbay/fv32z6PW7Zs0eeff66CggL16NFD8fHxpT7IW1WV5+ejJD3++OM6fPiwli1bpi1btpRal/tMSQcOHJAkff/99+rXr5+2bdum0NBQ9e7dW88++6xatWplq8t9xnU/7t+/X82aNVNQUJA+++wzbdq0SefPn1evXr1088032w0YVMZ9hpDsQ/Ly8nTllVc6Pda4cWNJUn5+vi0k79u3T0899ZTGjRunm2++udo8te1J3bp1c1q+ZMkSrVixQi1btlSfPn0quFW+oXfv3k7LZ8yYoe3bt6tv375q2rSppIuf3eDgYKcjoL//7FZH5enHVq1aadasWZo8ebI6dOigfv36KT8/X6tXr1bnzp01ffr0imy6z9qwYYPmzZunAwcOaNOmTRo6dKgeffRR2/Hc3FyFhoZq6tSp+vvf/2733quvvlrvvfeeXYipbj755BO98sormjZtmrp06VJqSOY+41zxSPKMGTPUo0cP3XrrrTpw4IDeeecdLV++XOvWrbN973OfcS03N1fBwcG6++679Z///MfuWExMjN5++201adJEUuXcZ/zv3+6qsIKCgjK3vz569Kik//7zV5MmTfTcc89VWBv93dmzZ5WUlKTRo0dLkubOnavAwMBKbpVvOHHihMaPH68nnnhCDRo00EsvvWQ7Vp7PbnVXWj9KUqdOndSkSRMdOnRICxcu1MqVK1VUVKTevXu77OPqZs+ePVq8eLG++OILGWMUFhZmN1qfm5ur/Px8zZkzR/PmzVN+fr4OHz6sZ555Rtu3b9c999xTbXdGLZ5m0aNHDz3++OOl1uU+49r333+vOnXq6Pnnn9fWrVu1cOFCff7553rvvff066+/avz48S4/Y9xn/is3N1dbt25Venq6li5dqoKCAn377bd66KGHtHbtWk2aNMlWtzLuM4RkHxISElLm9tfF/1wza9YsffHFF3r11Vftpl/g0q1Zs0adOnXSM888o8aNG+uDDz7QzTffXNnN8glvvfWW2rVrp1dffVUtWrRQenq63ehIeT671VlZ/bhq1SoNGjRIzZs31/r163Xy5El99913slqtWrBggW655ZZqG+5+74EHHtCFCxd04MAB/fWvf9XcuXM1fPhw2/HikaaZM2fqvvvu0xVXXKGmTZvqqaee0l133aUNGzZo06ZNldX8SvXEE0/ohx9+0BtvvKEaNUr/x2TuM67NmzdPZ86c0eTJk+3Kb7/9dt16663aunWrbS7y73GfsVf8vbpo0SINGzZMwcHBuuqqqzRnzhzddNNNWrx4sXJyciRVzn2GkOxDwsPDS93+WpIiIiL0/fff66mnntLdd9+twYMHV2QT/dKFCxc0efJk/fGPf9ShQ4c0ZswY7dq1SwkJCZXdtEp3+vRpjRo1SnfeeaeOHTumSZMmaceOHbruuuvs6oWHh+v48eNOA9zvP7vVlbv9OHXqVNWuXVsrVqxQdHS0GjRooD/84Q9KSkrSgw8+qPXr12vNmjWVdBW+JTAwUK1atdJzzz2ngQMHatWqVfr+++8l/fez5uxhoOKHfnbu3FlxjfURX375pV5++WU9+eSTZT4kxn3m0hV/X2dnZ9vKuM84FxERoYYNG5ZYsED67/fqrl27JFXOfYaQ7EMiIyP1448/Ov1Nae/evapTp45CQkL07bff6syZM1q4cKEsFovtFR0dLenijdZisWjs2LEVfAVV08MPP6xZs2apVatW2rBhgxYuXFitA12xwsJCDR8+XEuWLFHPnj21fft2zZw5Uw0bNixRNzIyUkVFRdq3b1+JY8Uri1TX7dvL04979uxR586dnX7+Bg4cKEnavXu319vsa44eParRo0frlVdecXq8Z8+eki4+tCNdvFFaLBanD5kFBQVJurgLYnWzd+9eGWOUnJxsd++45557JEmjRo2SxWJRcnIy95lSFBUV6eeff9apU6ecHi8eof/96Dv3GeciIiJUt25dp8ccv1cr4z7Dg3s+JD4+Xunp6VqzZo2GDh1qK//555+VlZWlW2+9VdLFp2AffvjhEu8/fPiwUlNT1adPH11zzTXV9kGA8li+fLleffVV9e7dW+np6fyT4u/861//UlpamhISEvTee++pVq1aLuvGx8dr3rx5SktLU4cOHWzlhYWFSk9PV1RUVLW9IZSnH1u2bOlyq+ribalbtmzplXb6ssaNGys1NVUHDhzQgw8+WOJ48UoDxctx9e3bV4sXL9amTZvsVr2QpKysLElS165dvdxq39OhQwen947s7GytXbtWAwcOVPv27dW7d2/uM6UoLCxU27ZtFRERoT179pQ4XvwZ69SpkyTuM6Xp27evPv/8cx04cECtW7e2O+b4vVop9xmPr7yMMl111VVOF9U+evSoqVWrlunQoYPTHfeWL19e6nk/+eQTv17k3ZGrfnQUHR3tcjORP/3pT0aS2bhxo6ebV2W46scuXbqYwMBAt7ZCLt4JKSwszOlOSHPmzPFom32RJ/qxeGOBZ5991q78u+++M1deeaUJCgoyeXl5HmuzL3LVjwkJCUaSSUtLsytft26dqVGjhrn22mttZSdPnjQNGjQw3bt3t+uv7du3m4YNG5q2bduas2fPeu8ifIC7Px+NMWbBggVu7bhnDPeZYuPGjXO6y9vKlStNQECAGT58uK2M+4zrfize+GfgwIHm5MmTtvKPP/7Y1KhRw/Tt29dWVhn3GUaSfUhoaKiee+45TZgwQR06dFB0dLR27Nih3bt3a+TIkRo0aFBlN9HvfPHFF6pTp46WLFmiN99802mdBx98UB07dqzgllWuU6dOadeuXQoLC9M//vEPl/WmTp2q8PBw1ahRQ3PnztWIESPUvXt3xcTE6NChQ8rKylL//v2r5T/JSuXvx2nTpmn16tV68skn9fbbbysqKko///yzPv74Y/32229auHChwsLCKvAKfMfMmTO1du1axcfHa8CAAWrRooUOHTqk9evXKygoyG7jgQYNGmjmzJkaP368OnfurAEDBujXX3/VmjVrFBgYqHnz5vn9er/wrr///e9KT0/XxIkT9fbbb6tjx446cOCAPvvsM7Vo0UIzZ8601eU+41rLli01depUTZs2TR07drQte7l27Vo1btxYc+fOtdWtlPuMx2M3ylTWb/iLFy82MTExplGjRuaaa64xVqvVti1jafgN3zlXI8knT54ssW2ms9eqVau80Xyf4awfd+7c6Vbf7N271+59K1euNPHx8aZx48ama9euZtKkSebXX3+tyMupNJ7qxzNnzphnnnnG9OzZ0zRo0MC0aNHCDBkyxGzevLmiL6lSlPZ9feDAATNy5EjTunVrU7duXdOpUydz3333mdzcXKf1ly1bZgYPHmyaNGli/vCHP5g77rjDfP31195svs9gJNkzSuvHw4cPmwceeMD2eezWrZtJTEw0v/zyi60O95mLyvo8vv766yYmJsYEBwebNm3amHvuucfl93VF3mcsxrCeEAAAAPB7rG4BAAAAOCAkAwAAAA4IyQAAAIADQjIAAADggJAMAAAAOCAkAwAAAA4IyQAAAIADQjIAAADggJAMAAAAOCAkAwAAAA7+f1OJqrHKIZ+YAAAAAElFTkSuQmCC",
       "text/plain": [
        "<Figure size 799.992x599.976 with 1 Axes>"
       ]
@@ -614,30 +614,45 @@
     "plotter.draw()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "b4e6e111-e2d6-4ddf-943e-51f2b1223c25",
+   "metadata": {},
+   "source": [
+    "## Exponential Polynomial (Masked Fit)\n",
+    "\n",
+    "$$ f(x) = \\exp(\\sum_{i} c_i \\cdot x_i) $$"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 13,
    "id": "a6e4917d-1e7e-4c5e-857c-bddb57664058",
    "metadata": {},
    "outputs": [],
    "source": [
     "from quickstats.components.modelling import DataModelling\n",
-    "# perform a fit in the side-band region\n",
+    "from quickstats.components.modelling.model_parameters import ExpPolyParameters\n",
+    "\n",
+    "# max degree 1\n",
+    "parameters = ExpPolyParameters(1)\n",
+    "\n",
     "modeller = DataModelling(\n",
-    "    'Exp',\n",
+    "    'ExpPoly',\n",
     "    fit_range={\n",
     "        'SB_Lo': (105, 120),\n",
     "        'SB_Hi': (130, 160),\n",
     "    },\n",
+    "    parameters=parameters,\n",
     "    bin_range=(105,160),\n",
     "    nbins=55,\n",
-    "    extended=True,\n",
+    "    extended=False,\n",
     ")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 14,
    "id": "98b6921b-f9d9-48b0-bfe3-ed53a8ee93ad",
    "metadata": {},
    "outputs": [
@@ -646,13 +661,13 @@
      "output_type": "stream",
      "text": [
       "[INFO] Begin model fitting...\n",
-      "            Model : model_RooExponential_extended\n",
+      "            Model : model_RooLegacyExpPoly\n",
       "          Dataset : dataset_observable\n",
       "       Observable : observable\n",
       "  Fit iteration 1 : SUCCESS\n",
       "  Fit iteration 2 : SUCCESS\n",
-      "[INFO] chi^2/ndf = 0.9984596067256764, Number of Floating Parameters + Normalization = 3, Number of bins = 55, ndf = 52, chi^2 = 51.91989954973517, p_value = 0.4770410754535873\n",
-      "[INFO] Task finished. Total time taken: 0.190s\n"
+      "[INFO] chi^2/ndf = 0.9640290474427915, Number of Floating Parameters + Normalization = 2, Number of bins = 55, ndf = 53, chi^2 = 51.09353951446795, p_value = 0.5487224407636062\n",
+      "[INFO] Task finished. Total time taken: 0.081s\n"
      ]
     }
    ],
@@ -664,28 +679,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
-   "id": "3213fee4-8721-4b11-bc59-d25f047638c4",
+   "execution_count": 15,
+   "id": "f4366b7e-3a7c-402c-911e-2477f82363aa",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "RealVariableSet(name='float_final', type='RealVariable', components=[c, norm])"
+       "{'c1': {'value': -0.020103699505299798,\n",
+       "  'range': (-10.0, 0.06136206040109051),\n",
+       "  'errors': (np.float64(0.008695805984478416),\n",
+       "   np.float64(0.008695805984478416))}}"
       ]
      },
-     "execution_count": 13,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "result.parameters"
+    "result.parameters.data"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 16,
    "id": "00232ba0-1daa-4afa-853b-001c18d161a1",
    "metadata": {},
    "outputs": [
@@ -700,7 +718,128 @@
     },
     {
      "data": {
-      "image/png": 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",
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",
+      "text/plain": [
+       "<Figure size 799.992x599.976 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(<Axes: ylabel='Events / 1'>, <Axes: xlabel='observable', ylabel='MC - Fit'>)"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modeller.create_plot(x, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "70dddb7f-5c82-4eee-8d44-2cfa6ef16de2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from quickstats.components.modelling import DataModelling\n",
+    "from quickstats.components.modelling.model_parameters import ExpPolyParameters\n",
+    "\n",
+    "# max degree 2\n",
+    "parameters = ExpPolyParameters(2)\n",
+    "\n",
+    "modeller = DataModelling(\n",
+    "    'ExpPoly',\n",
+    "    fit_range={\n",
+    "        'SB_Lo': (105, 120),\n",
+    "        'SB_Hi': (130, 160),\n",
+    "    },\n",
+    "    parameters=parameters,\n",
+    "    bin_range=(105,160),\n",
+    "    nbins=55,\n",
+    "    extended=False,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "9d189093-1a9f-4471-a239-2aacc2935ff0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[INFO] Begin model fitting...\n",
+      "            Model : model_RooLegacyExpPoly\n",
+      "          Dataset : dataset_observable\n",
+      "       Observable : observable\n",
+      "  Fit iteration 1 : FAIL\n",
+      "  Fit iteration 2 : FAIL\n",
+      "  Fit iteration 3 : FAIL\n",
+      "[INFO] chi^2/ndf = 0.9299508319747974, Number of Floating Parameters + Normalization = 3, Number of bins = 55, ndf = 52, chi^2 = 48.357443262689465, p_value = 0.6179345293927715\n",
+      "[INFO] Task finished. Total time taken: 0.017s\n"
+     ]
+    }
+   ],
+   "source": [
+    "x = histogram.bin_centers\n",
+    "y = histogram.bin_content\n",
+    "result = modeller.fit(x, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "67fcbc42-0035-4be7-8ac3-fb9e262b0037",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'c1': {'value': -0.012482588024584237,\n",
+       "  'range': (-10.0, 0.06136206040109051),\n",
+       "  'errors': (np.float64(0.2541047637553861), np.float64(0.2541047637553861))},\n",
+       " 'c2': {'value': -2.9266582795585243e-05,\n",
+       "  'range': (-10.0, 0.0003835128775068157),\n",
+       "  'errors': (np.float64(0.0009867698658876213),\n",
+       "   np.float64(0.0009867698658876213))}}"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result.parameters.data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "cf5d40f9-0086-4dcd-ab62-7f9e06b560c3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 640x480 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
       "text/plain": [
        "<Figure size 799.992x599.976 with 2 Axes>"
       ]
@@ -714,7 +853,7 @@
        "(<Axes: ylabel='Events / 1'>, <Axes: xlabel='observable', ylabel='MC - Fit'>)"
       ]
      },
-     "execution_count": 14,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -723,13 +862,162 @@
     "modeller.create_plot(x, y)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "9074ac36-31fa-41fb-8566-2ad62a71f9bd",
+   "metadata": {},
+   "source": [
+    "### First Order Power Law\n",
+    "\n",
+    "$$f(x) = \\sum_i a_i x^{b_i}$$"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "78b91d99-33ed-49d1-ab84-2697776bef17",
+   "execution_count": 86,
+   "id": "4b2731b7-a4e7-41a8-b6f1-ba86d89c28d9",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "from quickstats.components.modelling import DataModelling\n",
+    "from quickstats.components.modelling.model_parameters import PowerParameters\n",
+    "\n",
+    "x = histogram.bin_centers\n",
+    "y = histogram.bin_content\n",
+    "x0, y0, x1, y1 = x[0], y[0], x[-1], y[-1]\n",
+    "\n",
+    "a = np.exp((np.log(x1)*np.log(y0) - np.log(x0) * np.log(y1)) / (np.log(x1) - np.log(x0)))\n",
+    "b = (np.log(y0) - np.log(a)) / np.log(x0)\n",
+    "m = 10\n",
+    "n = 10\n",
+    "# max degree 1\n",
+    "parameters = PowerParameters(\n",
+    "    coefficients={\n",
+    "        'a1': {\n",
+    "            'value': a,\n",
+    "            'range': (min(a / m, a * m), max(a / m, a * m))\n",
+    "        }\n",
+    "    },\n",
+    "    exponents = {\n",
+    "        'b1': {\n",
+    "            'value': b,\n",
+    "            'range': (min(b / n, b * n), max(b / n, b * n))\n",
+    "        }\n",
+    "    }\n",
+    ")\n",
+    "\n",
+    "modeller = DataModelling(\n",
+    "    'Power',\n",
+    "    fit_range={\n",
+    "        'SB_Lo': (105, 120),\n",
+    "        'SB_Hi': (130, 160),\n",
+    "    },\n",
+    "    parameters=parameters,\n",
+    "    bin_range=(105,160),\n",
+    "    nbins=55,\n",
+    "    extended=True,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "a04fe16f-42aa-49f1-a54d-963d854a73a2",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[INFO] Begin model fitting...\n",
+      "            Model : model_RooPowerSum_extended\n",
+      "          Dataset : dataset_observable\n",
+      "       Observable : observable\n",
+      "  Fit iteration 1 : FAIL\n",
+      "  Fit iteration 2 : SUCCESS\n",
+      "[INFO] chi^2/ndf = 1.6800089303002128, Number of Floating Parameters + Normalization = 4, Number of bins = 55, ndf = 51, chi^2 = 85.68045544531086, p_value = 0.0016931569710175128\n",
+      "[INFO] Task finished. Total time taken: 0.007s\n",
+      "[#0] ERROR:Minimization -- RooMinimizer::calculateHessErrors() Error when calculating Hessian\n",
+      "[#0] ERROR:Minimization -- RooMinimizer::calculateHessErrors() Error when calculating Hessian\n",
+      "[#0] ERROR:Fitting -- RooAbsPdf::fitTo(model_RooPowerSum_extended) ERROR: Cannot apply sum-of-weights correction to covariance matrix: correction matrix calculated with weight-squared is singular\n"
+     ]
+    }
+   ],
+   "source": [
+    "result = modeller.fit(x, y)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "1bfec182-e131-42d6-a8b0-85abbfeabc88",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'a': {'value': 700974335.0677302,\n",
+       "  'range': (70097669.71408457, 7009766971.408457),\n",
+       "  'errors': (np.float64(2755245.7928615618), np.float64(2755245.7928615618))},\n",
+       " 'b': {'value': -2.586633759869937,\n",
+       "  'range': (-27.588405378339687, -0.27588405378339687),\n",
+       "  'errors': (np.float64(0.8625368212505247), np.float64(0.8625368212505247))},\n",
+       " 'norm': {'value': 60115.92484998865,\n",
+       "  'range': (-inf, inf),\n",
+       "  'errors': (np.float64(0.25338721590861046),\n",
+       "   np.float64(0.25338721590861046))}}"
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "result.parameters.data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "id": "ddda8303-9b5e-428e-a96c-13c9e0468fe1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<Figure size 640x480 with 0 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 799.992x599.976 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(<Axes: ylabel='Events / 1'>, <Axes: xlabel='observable', ylabel='MC - Fit'>)"
+      ]
+     },
+     "execution_count": 89,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "modeller.create_plot(x, y)"
+   ]
   }
  ],
  "metadata": {
@@ -748,7 +1036,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.9"
+   "version": "3.11.12"
   }
  },
  "nbformat": 4,
-- 
GitLab