{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "996e766c",
   "metadata": {},
   "source": [
    "## Tutorial 2 Afternoon Session\n",
    "\n",
    "This tutorial is a continuation of the first half of Tutorial 2. In this section, we will study topics including the Central Limit Theorem, the accept–reject sampling method, and marginal probability density functions.\n",
    "\n",
    "### Topics Covered\n",
    "1. Generating random variables from a target distribution using uniformly distributed random variables.\n",
    "2. Understanding and applying the accept–reject method.\n",
    "3. A problem combining the concepts discussed above."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8561ad1c",
   "metadata": {},
   "source": [
    "### Use a joint PDF to compute marginal pdfs\n",
    "\n",
    "Lets say $f(x,y) = 1.5(x^2 + y^2)$ over $0 \\leq x \\leq 1$ and $0 \\leq y \\leq 1$\n",
    "\n",
    "1. Is it a correctly normalised pdf?\n",
    "1. Plot the joint pdf.\n",
    "2. Compute the marginalised pdfs\n",
    "3. Compute correlation between x and y "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d6c748bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import integrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "393ce21a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# define pdf\n",
    "def f(x,y):\n",
    "    return 1.5*(x*x + y*y)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ddcb6fe3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.0000000000000002, 2.213221624998242e-14)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# check validity -> integrates to 1\n",
    "a, b = 0, 1  # x bounds\n",
    "c, d = 0, 1  # y bounds\n",
    "\n",
    "\n",
    "integrate.dblquad(f, a, b, lambda x: c, lambda x: d)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1d295108",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot\n",
    "x_vals = np.linspace(a, b, 100)\n",
    "y_vals = np.linspace(c, d, 100)\n",
    "X, Y = np.meshgrid(x_vals, y_vals)\n",
    "Z = f(X,Y)\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "surf = ax.plot_surface(X, Y, Z, cmap='viridis', edgecolor='none')\n",
    "ax.set_xlabel('X')\n",
    "ax.set_ylabel('Y')\n",
    "fig.colorbar(surf, ax=ax, label='f(x,y)');\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f39d1d18",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "3de78a40",
   "metadata": {},
   "source": [
    "## get marginals\n",
    "\n",
    "$f_X(x) = \\int_1^2 f(x,y)dy$\n",
    "\n",
    "and similarly for $f_Y(y)$\n",
    "\n",
    "Do the integrations analytically and compare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2db1bdf8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'fX')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def marginal_X(x, l1, l2):\n",
    "    return integrate.quad(lambda y: f(x,y), l1, l2)[0]\n",
    "\n",
    "def marginal_Y(y, l1, l2):\n",
    "    return integrate.quad(lambda x: f(x,y), l1, l2)[0]\n",
    "\n",
    "marginal_X = np.vectorize(marginal_X)\n",
    "marginal_Y = np.vectorize(marginal_Y)\n",
    "fX= marginal_X(x_vals, a, b)\n",
    "plt.plot(x_vals, fX)\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('fX')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b8ea3cd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'fY')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fY= marginal_X(y_vals, a, b)\n",
    "plt.plot(y_vals, fY)\n",
    "plt.xlabel('Y')\n",
    "plt.ylabel('fY')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbfeef10",
   "metadata": {},
   "source": [
    "Are fX and fY correctly normalised?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c404517",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(1.0)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "integrate.simpson(fY, y_vals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5f94236c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.015625 -0.20547945205479473\n"
     ]
    }
   ],
   "source": [
    "## Get correlation\n",
    "\n",
    "E_X, _ = integrate.dblquad(lambda y, x: x * f(y, x), a, b, lambda x: c, lambda x: d)\n",
    "\n",
    "\n",
    "E_Y, _ = integrate.dblquad(lambda y, x: y * f(y, x), a, b, lambda x: c, lambda x: d)\n",
    "\n",
    "# E[X^2]\n",
    "E_X2, _ = integrate.dblquad(lambda y, x: (x**2) * f(y, x), a, b, lambda x: c, lambda x: d)\n",
    "\n",
    "# E[Y^2]\n",
    "E_Y2, _ = integrate.dblquad(lambda y, x: (y**2) * f(y, x), a, b, lambda x: c, lambda x: d)\n",
    "\n",
    "# E[XY]\n",
    "E_XY, _ = integrate.dblquad(lambda y, x: x * y * f(y, x), a, b, lambda x: c, lambda x: d)\n",
    "\n",
    "Var_X = E_X2 - (E_X ** 2)\n",
    "Var_Y = E_Y2 - (E_Y ** 2)\n",
    "Cov_XY = E_XY - (E_X * E_Y)\n",
    "\n",
    "# 5. Compute the final Correlation Coefficient\n",
    "rho = Cov_XY / np.sqrt(Var_X * Var_Y)\n",
    "print(Cov_XY, rho)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a3a7f142",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualise with contours\n",
    "\n",
    "c = plt.contour(X,Y,Z, cmap=\"viridis\")\n",
    "\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.colorbar(c);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40d2b812",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "686d901f",
   "metadata": {},
   "source": [
    "## Accept Reject Sampling\n",
    "Given a uniform random number generator you are to generate a random number distributed according to a fuction :\n",
    "\n",
    "$f(x) = A  x^2 $ for x in range $0 \\le x \\le  20$ . \n",
    "1. First Find the Normalisation A analytically and numerically.\n",
    "2. Use Inverse Transform Sampling to get x which is distributed with above given distribution\n",
    "3. Do this same using the accept reject method \n",
    "3. Plot the histogram showing the distribution.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70767b7a",
   "metadata": {},
   "source": [
    "To make $f(x)$ a true probability distribution, the total area under the curve from $x = 0$ to $x = 20$ must equal 1.$$\\int_{0}^{20} A x^2 \\, dx = 1$$\n",
    "Integrating $x^2$ gives $\\frac{x^3}{3}$ hence.\n",
    " $$A = \\frac{3}{8000} = 0.000375$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ce688c19",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Normalisation Constant A: 0.00037500000000000006\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.integrate import quad\n",
    "\n",
    "\n",
    "Integration,_= quad( lambda x : x**2 ,0,20)\n",
    "\n",
    "A= 1/Integration\n",
    "print(\"Normalisation Constant A:\", A)\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "8bebdf82",
   "metadata": {},
   "source": [
    "#### Inverse Transform Sampling\n",
    "Just for the sake of visualising the inverse transform method to get the desired target distribution.\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35f69379",
   "metadata": {},
   "source": [
    "\n",
    "We want to generate random numbers distributed according to\n",
    "\n",
    "$$\n",
    "f(x)=Ax^2\n",
    "$$\n",
    "\n",
    "for\n",
    "\n",
    "$$\n",
    "0\\le x\\le 20\n",
    "$$\n",
    "\n",
    "with normalization constant\n",
    "\n",
    "$$\n",
    "A=\\frac{3}{8000}\n",
    "$$\n",
    "\n",
    "Thus the probability density function is\n",
    "\n",
    "$$\n",
    "f(x)=\\frac{3}{8000}x^2\n",
    "$$\n",
    "\n",
    "\n",
    "The cumulative distribution function is \n",
    "\n",
    "\n",
    "$$\n",
    "F(x)=\\left(\\frac{x}{20}\\right)^3\n",
    "$$\n",
    "\n",
    "\n",
    "We first generate random numbers uniformly distributed in the interval $[0,1]$:\n",
    "\n",
    "```python\n",
    "u = np.random.uniform(0, 1, n_samples)\n",
    "```\n",
    "\n",
    "Thus,\n",
    "\n",
    "$$\n",
    "u\\sim U(0,1)\n",
    "$$\n",
    "\n",
    "\n",
    "Inverse Transform Sampling works by solving\n",
    "\n",
    "$$\n",
    "u = F(x)\n",
    "$$\n",
    "\n",
    "Substitute the CDF:\n",
    "\n",
    "$$\n",
    "u=\\left(\\frac{x}{20}\\right)^3\n",
    "$$\n",
    "\n",
    "Now solve for $x$.\n",
    "\n",
    "Taking the cube root,\n",
    "\n",
    "$$\n",
    "\\frac{x}{20}=u^{1/3}\n",
    "$$\n",
    "\n",
    "Therefore,\n",
    "\n",
    "$$\n",
    "x=20u^{1/3}\n",
    "$$\n",
    "\n",
    "This gives the inverse CDF transformation.\n",
    "\n",
    "\n",
    "\n",
    "The transformed samples are generated using\n",
    "\n",
    "```python\n",
    "x_samples = 20 * np.power(u, 1/3)\n",
    "```\n",
    "\n",
    "Thus every uniformly distributed random number $u$ is transformed into a random variable $x$ following the desired probability density function.\n",
    "\n",
    "Inverse Transform Sampling reshapes uniformly distributed random numbers into the geometry of the target distribution.\n",
    "\n",
    "For this distribution:\n",
    "\n",
    "$$\n",
    "f(x)\\propto x^2\n",
    "$$\n",
    "\n",
    "larger values of $x$ are more probable.\n",
    "\n",
    "The transformation\n",
    "\n",
    "$$\n",
    "x=20u^{1/3}\n",
    "$$\n",
    "\n",
    "pushes more random numbers toward larger $x$ values, producing the correct probability distribution.\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0094af2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Inverse Transform Sampling\n",
    "\n",
    "#  Define parameters\n",
    "x_min, x_max = 0, 20\n",
    "n_samples = 10000\n",
    "\n",
    "A = 3 / 8000\n",
    "\n",
    "#  Generate uniform random numbers u in [0, 1)\n",
    "u = np.random.uniform(0, 1, n_samples)\n",
    "\n",
    "# Apply the inverted CDF transformation formula\n",
    "\n",
    "x_samples = 20 * np.power(u, 1/3)\n",
    "\n",
    "#  Plotting \n",
    "plt.figure(figsize=(8, 5))\n",
    "\n",
    "# Plot the normalized histogram of our samples\n",
    "plt.hist(x_samples, bins=50, density=True, \n",
    "                                alpha=0.6, color='skyblue', label='Sampled Data')\n",
    "\n",
    "\n",
    "# Plot the theoretical PDF for comparison\n",
    "x_line = np.linspace(x_min, x_max, 500)\n",
    "y_line = A * (x_line**2)\n",
    "plt.plot(x_line, y_line, color='darkblue', linewidth=2, label=r'Theoretical $f(x) = \\frac{3}{8000}x^2$')\n",
    "\n",
    "# Formatting the plot\n",
    "plt.title(r'Inverse Transform Sampling for $f(x) \\propto x^2$', fontsize=14)\n",
    "plt.xlabel(r'$x$', fontsize=12)\n",
    "plt.ylabel('Probability Density', fontsize=12)\n",
    "plt.xlim(x_min, x_max)\n",
    "plt.grid(True, linestyle='--', alpha=0.5)\n",
    "plt.legend(fontsize=11)\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2634b15",
   "metadata": {},
   "source": [
    "## Accept reject method\n",
    "You want samples distributed as\n",
    "\n",
    "$$\n",
    "f(x)=Ax^2\n",
    "$$\n",
    "\n",
    "for\n",
    "\n",
    "$$\n",
    "0\\le x\\le 20\n",
    "$$\n",
    "\n",
    "with\n",
    "\n",
    "$$\n",
    "A=\\frac{3}{8000}\n",
    "$$\n",
    "\n",
    "\n",
    "\n",
    "Since\n",
    "\n",
    "$$\n",
    "f(x)=Ax^2\n",
    "$$\n",
    "\n",
    "is largest at $x=20$,\n",
    "\n",
    "$$\n",
    "f_{\\max}=A(20)^2\n",
    "$$\n",
    "\n",
    "Compute:\n",
    "\n",
    "$$\n",
    "f_{\\max}\n",
    "=\n",
    "\\frac{3}{8000}\\times 400\n",
    "=\n",
    "0.15\n",
    "$$\n",
    "\n",
    "So the curve never rises above\n",
    "\n",
    "$$\n",
    "0.15\n",
    "$$\n",
    "\n",
    "---\n",
    "\n",
    "The algorithm creates a rectangle:\n",
    "\n",
    "### Horizontal range\n",
    "\n",
    "$$\n",
    "0\\le x\\le 20\n",
    "$$\n",
    "\n",
    "### Vertical range\n",
    "\n",
    "$$\n",
    "0\\le y\\le 0.15\n",
    "$$\n",
    "\n",
    "So the total rectangle area is\n",
    "\n",
    "$$\n",
    "20\\times0.15=3\n",
    "$$\n",
    "\n",
    "\n",
    "\n",
    "Now the important part:\n",
    "\n",
    "The area under the pdf is\n",
    "\n",
    "$$\n",
    "\\int_0^{20} f(x)\\,dx = 1\n",
    "$$\n",
    "\n",
    "because the pdf is normalized.\n",
    "\n",
    "Thus:\n",
    "\n",
    "- Area under curve $=1$\n",
    "- Area of rectangle $=3$\n",
    "\n",
    "Therefore only about\n",
    "\n",
    "$$\n",
    "\\frac{1}{3}\n",
    "$$\n",
    "\n",
    "of random proposal points should survive.\n",
    "\n",
    "That is the acceptance ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3ca10bce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# Parameters\n",
    "x_min, x_max = 0, 20\n",
    "A = 3 / 8000               # Normalization constant\n",
    "f_max = A * (x_max**2)     # Peak height of the function (at x = 20)\n",
    "\n",
    "\n",
    "n_proposals = 5000\n",
    "\n",
    "# Lists to store ALL proposals for plotting\n",
    "accepted_x, accepted_y = [], []\n",
    "rejected_x, rejected_y = [], []\n",
    "\n",
    "# Generate proposals and check acceptance\n",
    "for i in range(n_proposals):\n",
    "    x_prop = np.random.uniform(x_min, x_max)\n",
    "    y_prop = np.random.uniform(0, f_max)\n",
    "    \n",
    "    f_x = A * (x_prop**2)\n",
    "    \n",
    "    if y_prop <= f_x:\n",
    "        accepted_x.append(x_prop)\n",
    "        accepted_y.append(y_prop)\n",
    "    else:\n",
    "        rejected_x.append(x_prop)\n",
    "        rejected_y.append(y_prop)\n",
    "\n",
    "# Convert accepted samples to a numpy array for the histogram\n",
    "samples = np.array(accepted_x)\n",
    "\n",
    "# Create a figure with 1 row and 2 columns side-by-side\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 6))\n",
    "\n",
    "# Generate the theoretical line data for both plots\n",
    "x_line = np.linspace(x_min, x_max, 200)\n",
    "y_line = A * (x_line**2)\n",
    "\n",
    "# ==========================================\n",
    "# LEFT PLOT :  The Scatter Plot (The Process)\n",
    "# ==========================================\n",
    "\n",
    "ax1.scatter(rejected_x, rejected_y, color='tomato', alpha=0.4, s=8, label='Rejected Points')\n",
    "ax1.scatter(accepted_x, accepted_y, color='mediumseagreen', alpha=0.7, s=8, label='Accepted Samples')\n",
    "ax1.plot(x_line, y_line, color='darkblue', linewidth=2.5, label=r'Boundary $f(x) = \\frac{3}{8000}x^2$')\n",
    "ax1.set_title('Accept-Reject Sampling (Scatter)', fontsize=12)\n",
    "ax1.set_xlabel('$x$', fontsize=11)\n",
    "ax1.set_ylabel('$y$ (Proposal Height)', fontsize=11)\n",
    "ax1.set_xlim(x_min, x_max)\n",
    "ax1.set_ylim(0, f_max * 1.05)\n",
    "ax1.grid(True, linestyle='--', alpha=0.3)\n",
    "ax1.legend(loc='upper left')\n",
    "\n",
    "# ==========================================\n",
    "# RIGHT PLOT: The Histogram (The Density)\n",
    "# ==========================================\n",
    "ax2.hist(samples, bins=40, density=True, alpha=0.6, color='darkorange', label='Accepted Samples')\n",
    "ax2.plot(x_line, y_line, color='darkred', linewidth=2.5, label=r'Theoretical PDF')\n",
    "ax2.set_title('Normalized Density Histogram', fontsize=12)\n",
    "ax2.set_xlabel('$x$', fontsize=11)\n",
    "ax2.set_ylabel('Probability Density', fontsize=11)\n",
    "ax2.set_xlim(x_min, x_max)\n",
    "ax2.grid(True, linestyle='--', alpha=0.3)\n",
    "ax2.legend(loc='upper left')\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0fe74865",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "1b5b35f2",
   "metadata": {},
   "source": [
    "# Example : Central Limit Theorem in Particle Detection\n",
    "\n",
    "A detector measures the energy deposited by say muons passing through the it. Suppose the energy deposited by a single muon is a random variable with some mean $\\mu$=5 GeV.\n",
    "\n",
    "The exact distribution of single-muon energy deposits is highly skewed and is an exponential distribution . Now suppose the detector records the average energy deposited by n=100 independent muons during a fixed time interval. Let the sample mean energy be $\\bar E$. And if this same experiment is performed over 1000 times.\n",
    "\n",
    "1. What are the mean and standard deviation of  E ?\n",
    "1. What are the mean and standard deviation of $\\bar E$ ?\n",
    "\n",
    "1. According to the Central Limit Theorem, what is the approximate distribution of $\\bar E$ and plot it assumign E is drawn from a exponential distribution with mean 5 GeV?\n",
    "3. Estimate the probability that the measured average energy lies between 4.8 GeV and 5.2 GeV.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54b8756d",
   "metadata": {},
   "source": [
    "## Analytical Derivation of the Mean and Variance of an Exponential Distribution\n",
    "For a continuous random variable $x \\ge 0$, the Probability Density Function (PDF) of an exponential distribution with a rate parameter $\\lambda$ ($\\lambda > 0$) is defined as:\n",
    "$$f(x) = \\lambda e^{-\\lambda x}$$\n",
    "Alternatively, expressing this in terms of the scale parameter $\\beta$ (where $\\beta = \\frac{1}{\\lambda}$):\n",
    "$$f(x) = \\frac{1}{\\beta} e^{-x/\\beta}$$\n",
    "\n",
    "The expected value $E[X]$ is defined as the continuous weighted average over the entire domain $[0, \\infty)$:\n",
    "$$E[X] = \\int_{0}^{\\infty} x \\cdot f(x) \\, dx = \\int_{0}^{\\infty} x \\cdot \\lambda e^{-\\lambda x} \\, dx$$\n",
    "\n",
    "\n",
    "If substituting the scale parameter $\\beta = \\frac{1}{\\lambda}$, the mean simplifies directly to:\n",
    "$$\\mu = E[X] = \\beta$$\n",
    "\n",
    "\n",
    "\n",
    "$$\\text{Var}(X) = E[X^2] - (E[X])^2$$\n",
    "\n",
    "solving this we get in terms of the scale parameter $\\beta$:\n",
    "$$\\text{Var}(X) = \\beta^2$$\n",
    "\n",
    "Taking the square root of the variance yields the standard deviation ($\\sigma$):\n",
    "$$\\sigma = \\sqrt{\\text{Var}(X)} = \\sqrt{\\beta^2} = \\beta = \\mu$$\n",
    "For any truly exponential distribution, the **standard deviation ($\\sigma$) is identically equal to its mean ($\\mu$)**.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c18abe6",
   "metadata": {},
   "source": [
    "## Mean and Variance of $\\bar E$\n",
    "\n",
    "For $n$ independent and identically distributed (i.i.d.) energy measurements $E_1, E_2, \\dots, E_n$ sampled from a parent exponential distribution with a scale parameter $\\beta$, the estimator is defined as:\n",
    "$$\\bar{E} = \\frac{1}{n} \\sum_{i=1}^{n} E_i$$\n",
    "\n",
    "\n",
    "Since every individual measurement shares the identical parent expectation $E[E_i] = \\beta$:\n",
    "$$E[\\bar{E}] = \\frac{1}{n} (n\\beta) = \\beta \\implies \\mu_{\\bar{E}} = \\beta$$\n",
    "\n",
    "\n",
    "\n",
    "When pulling a scalar out of the variance operator, it scales quadratically. Because all particle events are physically independent, the covariance cross-terms drop out, simplifying the variance of the sum to the sum of the individual variances:\n",
    "$$\\text{Var}(\\bar{E}) = \\text{Var}\\left( \\frac{1}{n} \\sum_{i=1}^{n} E_i \\right) = \\frac{1}{n^2} \\sum_{i=1}^{n} \\text{Var}(E_i)$$\n",
    "\n",
    "Substituting the identical parent variance $\\text{Var}(E_i) = \\beta^2$ into the summation:\n",
    "$$\\text{Var}(\\bar{E}) = \\frac{1}{n^2} (n\\beta^2) = \\frac{\\beta^2}{n}$$\n",
    "\n",
    "Taking the square root yields the standard deviation of the sample mean (the **Standard Error**):\n",
    "$$\\sigma_{\\bar{E}} = \\sqrt{\\text{Var}(\\bar{E})} = \\frac{\\beta}{\\sqrt{n}}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "3fe006fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1400x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 1. Define the experiment parameters\n",
    "scale_param = 5     # The mean of our underlying exponential distribution\n",
    "sample_size = 100     # The size of a single array (your size=100)\n",
    "n_experiments = 1000 # How many times we want to run the experiment\n",
    "\n",
    "# Create an empty list to store the mean of each experiment\n",
    "all_sample_means = []\n",
    "\n",
    "# Keep track of just ONE single array X to show what it looks like on its own\n",
    "single_experiment_X = None\n",
    "\n",
    "# 2. Loop to run the experiment manually\n",
    "for i in range(n_experiments):\n",
    "    X = np.random.exponential(scale=scale_param, size=sample_size)\n",
    "    current_mean = np.mean(X)\n",
    "    all_sample_means.append(current_mean)\n",
    "    if i == 0:\n",
    "        single_experiment_X = X\n",
    "\n",
    "# Convert our list of means into a numpy array \n",
    "all_sample_means = np.array(all_sample_means)\n",
    "\n",
    "# 3. Plotting\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 5))\n",
    "\n",
    "# Left Panel: What your array X looks like on its own\n",
    "ax1.hist(single_experiment_X, bins=25, density=True, color='tomato', alpha=0.7, label='Sampled Data')\n",
    "ax1.set_title(f\"A Single Array 'X' (size={sample_size}) Looks purely Exponential\", fontsize=11)\n",
    "ax1.set_xlabel(\"Values inside X\")\n",
    "ax1.set_ylabel(\"Density\")\n",
    "\n",
    "# Analytical curve for Left Panel (Exponential Distribution)\n",
    "x1_line = np.linspace(0, np.max(single_experiment_X), 1000)\n",
    "y1_line = (1 / scale_param) * np.exp(-x1_line / scale_param)\n",
    "ax1.plot(x1_line, y1_line, color='darkred', linewidth=2.5, label=f'Theoretical PDF\\n$f(x) = \\\\frac{{1}}{{{scale_param}}} e^{{-x/{scale_param}}}$')\n",
    "ax1.legend()\n",
    "ax1.grid(True, linestyle='--', alpha=0.5)\n",
    "\n",
    "\n",
    "# Right Panel: What the distribution of all the gathered means looks like\n",
    "ax2.hist(all_sample_means, bins=30, density=True, color='teal', alpha=0.7, label='Sample Means')\n",
    "ax2.set_title(f\"Distribution of {n_experiments:,} Sample Means Converts to a Normal Bell Curve!\", fontsize=11)\n",
    "ax2.set_xlabel(\"Value of np.mean(X)\")\n",
    "\n",
    "\n",
    "\n",
    "# Analytical curve for Right Panel (Normal Distribution from CLT)\n",
    "mu_mean = scale_param\n",
    "sigma_mean = scale_param / np.sqrt(sample_size)\n",
    "x2_line = np.linspace(mu_mean - 4*sigma_mean, mu_mean + 4*sigma_mean, 1000)\n",
    "y2_line = (1 / (sigma_mean * np.sqrt(2 * np.pi))) * np.exp(-0.5 * ((x2_line - mu_mean) / sigma_mean)**2)\n",
    "ax2.plot(x2_line, y2_line, color='darkblue', linewidth=2.5, label=f'CLT Normal Prediction\\n$\\\\mu = {mu_mean}$, $\\\\sigma = {sigma_mean}$')\n",
    "ax2.legend()\n",
    "ax2.grid(True, linestyle='--', alpha=0.5)\n",
    "\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7dd26bd",
   "metadata": {},
   "source": [
    "\n",
    "## Probability of measured average energy lying between 4.8 adn 5.2 GeV\n",
    "\n",
    "For a sample size of $n = 100$ independent measurements, the properties of the sample mean estimator $\\bar{E}$ are:\n",
    "\n",
    "Mean of $\\bar E$:\n",
    "\n",
    " $\\mu_{\\bar{E}} = \\mu = 5\\text{GeV}$ \n",
    "\n",
    "Standard Deviation of $\\bar E$ (Standard Error): $\\sigma_{\\bar{E}} = \\frac{\\sigma_E}{\\sqrt{n}} = \\frac{5}{\\sqrt{100}} = \\frac{5}{10} = 0.5\\text{ GeV}$\n",
    "\n",
    "\n",
    "and from CLT\n",
    "$$\\bar{E} \\sim N(\\mu_{\\bar{E}}, \\sigma_{\\bar{E}}^2) \\implies \\bar{E} \\sim N(5, 0.5^2)$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "8cc4b847",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Probability that the measured average energy lies between 4.8 and 5.2: 0.3108\n"
     ]
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "\n",
    "#Probability of measured averge energy lies in between 4.8 adn 5.2\n",
    "Phi_4_8 = norm.cdf(4.8, 5, 0.5)\n",
    "Phi_5_2 = norm.cdf(5.2,5, 0.5)\n",
    "probability_between_4_8_and_5_2 = Phi_5_2 - Phi_4_8\n",
    "print(f\"Probability that the measured average energy lies between 4.8 and 5.2: {probability_between_4_8_and_5_2:.4f}\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9160517",
   "metadata": {},
   "source": [
    "## Custom Statistical Modeling & The Central Limit Theorem\n",
    "\n",
    "Standard data science libraries (eg `scipy.stats`) provide built-in generators for common distributions. In real-world (specially with Bayesian statistics), however, we can encounter complex distributions. Consider a continuous random variable $X$ strictly bounded on the finite domain $(X in [0, 10])$. Its probability profile follows a functional kernel $q(x)$:\n",
    "\n",
    "$q(x) =C (\\sin ^{2}(x) \\cdot (10x-x^{2})+0.1)$\n",
    "\n",
    "1. Find the constant `C` such that q(x) is a valid pdf\n",
    "2. Find the true mean and variance of this distribution\n",
    "3. Plot this distribution\n",
    "4. Using the Rejection Sampling Technique described, generate 1000 random numbers followining this $q(x)$\n",
    "5. Plot a normalized histogram of your 1,000 accepted samples. Overlay the true analytical curve  $q(x)$ on top of the histogram\n",
    "6. What is the acceptance ratio in the previous case\n",
    "7. Discussions: What can you do to improve this ratio?\n",
    "8. Now, we go for the CLT: Construct a simulation that runs 500 independent trials for each sample size $n \\in {2, 5, 30}$. For each individual trial, draw $n$ random samples from your rejection sampling engine.Compute the arithmetic mean $X$ of those $n$ samples.Store the result. Plot the distributions. Overlay the theoretical Normal curve $ \\mathcal{N}(\\mu, \\frac{\\sigma^2}{n}) $ predicted by the CLT onto each plot.$$$$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "658157b1",
   "metadata": {},
   "source": [
    "### Find the constant C such that $q(x)$ is a valid pdf\n",
    "\n",
    "$q(x)$ should integrate to 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2480df63",
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import integrate\n",
    "def q(x):\n",
    "    return (np.sin(x)**2) * (10*x - x**2) + 0.1\n",
    "\n",
    "a, b = 0, 10\n",
    "\n",
    "# 2. Numerically integrate q(x) to find the normalization constant C\n",
    "C, _ = integrate.quad(q, a, b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e8354bc1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "85.97931775425911"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cff3a227",
   "metadata": {},
   "outputs": [],
   "source": [
    "c1 = 1/C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9d80b3bd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Normalisation constant =  0.011630704059063827\n"
     ]
    }
   ],
   "source": [
    "print(\"Normalisation constant = \", c1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d1fd08c",
   "metadata": {},
   "source": [
    "### 2. Find the Mean (mu) and Standard Deviation (sigma) of the normalized distribution \n",
    "Expected Value $E[X] = \\int (x * f(x)) dx$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "695c0211",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sanity 1.0\n",
      "4.938354071841795 5.227688623310453 2.286413922130123\n"
     ]
    }
   ],
   "source": [
    "# Define the true, normalized PDF f(x)\n",
    "def f(x):\n",
    "    return q(x) / C\n",
    "\n",
    "verified_area, _ = integrate.quad(f, a, b)\n",
    "print(\"sanity\", verified_area)\n",
    "\n",
    "mean, _ = integrate.quad(lambda x: x * f(x), a, b)\n",
    "expected_x2, _ = integrate.quad(lambda x: (x**2) * f(x), a, b)\n",
    "\n",
    "variance = expected_x2 - (mean**2)\n",
    "sigma = np.sqrt(variance)\n",
    "\n",
    "print(mean, variance, sigma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0499f4ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x78ce25465590>]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 3. Plot the pdf\n",
    "\n",
    "x = np.linspace(0, 10, 1000)\n",
    "plt.plot(x, f(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c13a5c8",
   "metadata": {},
   "source": [
    "### 4. Rejection sampling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d8417f35",
   "metadata": {},
   "outputs": [],
   "source": [
    "M = 300.0\n",
    "envelope_height = M * 0.1  # 30.0 from prev plot max\n",
    "\n",
    "# 3. Rejection Sampling Loop\n",
    "def generate_samples(num_samples):\n",
    "    accepted_samples = []\n",
    "    total_trials = 0\n",
    "    \n",
    "    while len(accepted_samples) < num_samples:\n",
    "        total_trials += 1\n",
    "        \n",
    "        x_candidate = np.random.uniform(a, b)\n",
    "        \n",
    "        u = np.random.uniform(0, envelope_height)\n",
    "        \n",
    "        if u <= q(x_candidate):\n",
    "            accepted_samples.append(x_candidate)\n",
    "            \n",
    "    return np.array(accepted_samples), total_trials\n",
    "\n",
    "# Generate  samples\n",
    "num_requested = 1000\n",
    "samples, trials = generate_samples(num_requested)\n",
    "acceptance_rate = num_requested / trials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "937c3765",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x78ce255196d0>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(samples, bins=100, density=True, alpha=0.6,\n",
    "         label='Rejection Samples');\n",
    "plt.plot(x, f(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "aecfab30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.2805049088359046"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acceptance_rate"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ddb1330",
   "metadata": {},
   "source": [
    "To improve the acceptance, you can define piece functions, or choose a Gaussian - upto you"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cf64f0a",
   "metadata": {},
   "source": [
    "### Central limit theorem\n",
    "\n",
    "1. Generate `n` averages from this pdf.\n",
    "2. Get distribution for `N` averages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "8edf2123",
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_size = 3 # try different numberes\n",
    "N = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f7dd0e29",
   "metadata": {},
   "outputs": [],
   "source": [
    "avg = []\n",
    "for i in range(N):\n",
    "    sample, _ = generate_samples(sample_size)\n",
    "    avg.append(np.mean(sample))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "4a0b4416",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x78ce253934d0>]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(avg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a030b9fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0.01509739, 0.03705723, 0.10019177, 0.20999097, 0.2882229 ,\n",
       "        0.24567571, 0.2470482 , 0.13862149, 0.06176205, 0.02882229]),\n",
       " array([1.17129106, 1.89989382, 2.62849657, 3.35709933, 4.08570209,\n",
       "        4.81430485, 5.5429076 , 6.27151036, 7.00011312, 7.72871588,\n",
       "        8.45731863]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(avg, density=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5f68e19a",
   "metadata": {},
   "outputs": [],
   "source": [
    "## expectation from CLT\n",
    "standard_error = np.sqrt(variance / sample_size)\n",
    "x = np.linspace(mean-3.0*standard_error, mean+3.0*standard_error, 1000)\n",
    "theoretical_pdf = norm.pdf(x, mean, standard_error)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "1ae26b9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x78ce252fd950>]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(avg, density=True, bins=50)\n",
    "plt.plot(x, theoretical_pdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f9993bc",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "gammapy_env",
   "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": "3.13.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
