{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "80fbe71f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([   6,   28,  496, 8128])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# array has special meaning in python, called ndarray\n",
    "\n",
    "np.array([6, 28, 496, 8128])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bce8647b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[   6   28  496 8128]\n",
      "[[1 2 6]\n",
      " [4 5 8]\n",
      " [8 3 5]\n",
      " [6 5 4]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[1, 2, 6],\n",
       "       [4, 5, 8],\n",
       "       [8, 3, 5],\n",
       "       [6, 5, 4]])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# looks different from lists, but has same function\n",
    "\n",
    "print(np.array([6, 28, 496, 8128]))\n",
    "\n",
    "# turn a regular list into a numpy array\n",
    "\n",
    "x=[[1,2,6],[4,5,8],[8,3,5],[6,5,4]]\n",
    "x=np.array(x)\n",
    "print(x)\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "646e3534-4aeb-4ff4-a2f1-9a7dfb305418",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 4 8 6]\n",
      "[4 5 8]\n"
     ]
    }
   ],
   "source": [
    "# access is the same as lists\n",
    "\n",
    "a = np.array([[1,2,6],[4,5,8],[8,3,5],[6,5,4]])\n",
    "#Print first column (useful for plotting)\n",
    "print(a[:,0])\n",
    "#Print second row\n",
    "print(a[1,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b103772b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "arange: [0 1 2 3 4 5]\n",
      "zeros: [0. 0. 0. 0.]\n",
      "ones:\n",
      " [[1. 1. 1.]\n",
      " [1. 1. 1.]]\n",
      "empty: [0. 0. 0. 0.]\n"
     ]
    }
   ],
   "source": [
    "# array methods\n",
    "\n",
    "print('arange:',np.arange(6))\n",
    "print('zeros:',np.zeros(4))\n",
    "print('ones:\\n',np.ones((2, 3)))\n",
    "print('empty:',np.empty(4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "890f977e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "linspace: [1.   1.25 1.5  1.75 2.  ]\n",
      "logspace: [10.   1.   0.1]\n"
     ]
    }
   ],
   "source": [
    "# comprehensions\n",
    "\n",
    "print('linspace:',np.linspace(1, 2, 5))\n",
    "print('logspace:',np.logspace(1, -1, 3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c979e37e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "floats [[1.0, 2.0], [3.0, 4.0], [5.0, 6.0], [7.0, 8.0], [9.0, 10.0]]\n",
      "x [1.0, 2.0]\n",
      "array [1. 2.]\n",
      "1.0 2.0 \n",
      "x [3.0, 4.0]\n",
      "array [3. 4.]\n",
      "3.0 4.0 \n",
      "x [5.0, 6.0]\n",
      "array [5. 6.]\n",
      "5.0 6.0 \n",
      "x [7.0, 8.0]\n",
      "array [7. 8.]\n",
      "7.0 8.0 \n",
      "x [9.0, 10.0]\n",
      "array [ 9. 10.]\n",
      "9.0 10.0 \n"
     ]
    }
   ],
   "source": [
    "# floats, raw and made into a numpy array\n",
    "\n",
    "# test.dat is\n",
    "# 1 2\n",
    "# 3 4\n",
    "# 5 6\n",
    "# 7 8\n",
    "# 9 10\n",
    "\n",
    "with open('data/test.dat','r') as f: data=[list(map(float,tmp.split())) for tmp in f.readlines()]\n",
    "print('floats',data)\n",
    "for x in data:\n",
    "  print('x',x)\n",
    "  xs=np.array(x)\n",
    "  print('array',xs)\n",
    "  for y in x: print(y,end=' ')\n",
    "  print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "628285ec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 1 2 3]\n",
      "[[0 1]\n",
      " [2 3]]\n",
      "[   6   28  496 8128]\n",
      "int64\n",
      "[6.000e+00 2.800e+01 4.960e+02 8.128e+03]\n",
      "float64\n",
      "[[ 0  1  2  3]\n",
      " [ 4  5  6  7]\n",
      " [ 8  9 10 11]\n",
      " [12 13 14 15]]\n",
      "[[ 5  6]\n",
      " [ 9 10]]\n",
      "[[ 1.  4.  7. 10.]\n",
      " [13. 16. 19. 22.]\n",
      " [25. 28. 31. 34.]\n",
      " [37. 40. 43. 46.]]\n"
     ]
    }
   ],
   "source": [
    "# N dimensional\n",
    "\n",
    "a = np.arange(4)\n",
    "print(a)\n",
    "a.shape = (2, 2)\n",
    "print(a)\n",
    "\n",
    "a = np.array([6, 28, 496, 8128])\n",
    "print(a)\n",
    "print(a.dtype)\n",
    "\n",
    "b = np.array([6, 28.0, 496, 8128])\n",
    "print(b)\n",
    "print(b.dtype)\n",
    "\n",
    "a = np.arange(16)\n",
    "a.shape = (4, 4)\n",
    "print(a)\n",
    "print(a[1:3, 1:3])\n",
    "\n",
    "print(2.*a+a+1.)"
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202023-10-21%20at%205.07.42%20PM.png": {
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"
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   },
   "cell_type": "markdown",
   "id": "74bf321a",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202023-10-21%20at%205.07.42%20PM.png](attachment:Screen%20Shot%202023-10-21%20at%205.07.42%20PM.png)"
   ]
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"
    }
   },
   "cell_type": "markdown",
   "id": "6f73a7a7",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202023-10-21%20at%205.16.36%20PM.png](attachment:Screen%20Shot%202023-10-21%20at%205.16.36%20PM.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5a72305c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0 1]\n",
      " [2 3]]\n",
      "[[42]\n",
      " [43]]\n",
      "times: [[  0  42]\n",
      " [ 86 129]]\n",
      "dot: [[ 43]\n",
      " [213]]\n"
     ]
    }
   ],
   "source": [
    "# perfect for vectors\n",
    "\n",
    "a = np.arange(4)\n",
    "a.shape = (2, 2)\n",
    "print(a)\n",
    "b = np.array([[42], [43]])\n",
    "print(b)\n",
    "print('times:',a * b)\n",
    "print('dot:',np.dot(a,b))"
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202023-10-21%20at%205.46.05%20PM.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "ffab8275",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202023-10-21%20at%205.46.05%20PM.png](attachment:Screen%20Shot%202023-10-21%20at%205.46.05%20PM.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "de24fee6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "a.shape (16,)\n",
      "a.shape (4, 4)\n",
      "[[ 0  1  2  3]\n",
      " [ 4  5  6  7]\n",
      " [ 8  9 10 11]\n",
      " [12 13 14 15]]\n",
      "[[ 0  1  2  3  4  5  6  7]\n",
      " [ 8  9 10 11 12 13 14 15]]\n",
      "[[ True False  True  True]\n",
      " [False  True False False]\n",
      " [False False  True  True]\n",
      " [ True  True False False]]\n",
      "mask: [ 0  2  3  5 10 11 12 13]\n"
     ]
    }
   ],
   "source": [
    "# matrix operations, create a mask\n",
    "\n",
    "a = np.arange(16)\n",
    "print('a.shape',a.shape)\n",
    "a.shape = (4,4)\n",
    "print('a.shape',a.shape)\n",
    "print(a)\n",
    "print(np.reshape(a,(2,8)))\n",
    "m = np.array([[1, 0, 1, 1],[False, True, False, False],[0, 0, 1, 1],[True, True, False, False]], dtype=bool)\n",
    "print(m)\n",
    "print('mask:',a[m])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c7298746",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sum over all elements: 10\n",
      "sum over rows: [4 6]\n",
      "sum over columns: [3 7]\n",
      "any x > 0: True\n",
      "all x > 0: False\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([ True,  True,  True,  True,  True, False, False, False, False,\n",
       "       False])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# sums and products\n",
    "\n",
    "a = [[1, 2], [3, 4]]\n",
    "print('sum over all elements:', np.sum(a))\n",
    "print('sum over rows:', np.sum(a, axis=0))\n",
    "print('sum over columns:', np.sum(a, axis=1))\n",
    "\n",
    "x = np.arange(10)\n",
    "print('any x > 0:', np.any(x > 0))\n",
    "print('all x > 0:', np.all(x > 0))\n",
    "x < 5"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da4aacfb-7dc8-411a-a10c-a7a88a677d88",
   "metadata": {},
   "source": [
    "The matrix $\\mathbf{B}$, defined below, may be manipulated as follows:\n",
    "\\begin{align*}\n",
    "\\mathbf{B} = \\left( \\begin{array}{cc} 1 & 3-j \\\\ 3j & -1 + j \\end{array} \\right), & \\quad \\mathbf{B}^\\mathrm{T} = \\left( \\begin{array}{cc} 1 & 3j \\\\ 3-j & -1 + j \\end{array} \\right)\\\\\n",
    "\\mathbf{B}^\\mathrm{\\dagger} = \\left( \\begin{array}{cc} 1 & -3j \\\\ 3+j & -1 - j \\end{array} \\right), & \\quad \\mathbf{B}^{-1} = \\left( \\begin{array}{cc} -\\frac{1}{20}-\\frac{3}{20}j & \\frac{1}{20} - \\frac{7}{20}j \\\\ \\frac{3}{10}+\\frac{3}{20}j & -\\frac{1}{20} + \\frac{1}{10}j \\end{array} \\right).\n",
    "\\end{align*}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0d43075d-5a9a-4a72-968e-42cbe5ece266",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "B [[ 1.+0.j  3.-1.j]\n",
      " [ 0.+3.j -1.+1.j]]\n",
      "B.T [[ 1.+0.j  0.+3.j]\n",
      " [ 3.-1.j -1.+1.j]]\n",
      "B.H [[ 1.-0.j  0.-3.j]\n",
      " [ 3.+1.j -1.-1.j]]\n",
      "B.I [[-0.05-0.15j  0.05-0.35j]\n",
      " [ 0.3 +0.15j -0.05+0.1j ]]\n",
      "trace: 1j\n",
      "determinant: (-4-8j)\n",
      "eigenvalues, eigenvectors:\n",
      "\n",
      "[ 2.50851535+2.09456868j -2.50851535-1.09456868j]\n",
      "\n",
      "[[ 0.77468569+0.j         -0.52924821+0.38116633j]\n",
      " [ 0.18832434+0.60365224j  0.7580294 +0.j        ]]\n"
     ]
    }
   ],
   "source": [
    "B = np.matrix([[1, 3-1j], [3j, -1+1j]])\n",
    "print('B',B)\n",
    "print('B.T',B.T)\n",
    "print('B.H',B.H)\n",
    "print('B.I',B.I)\n",
    "print('trace:',np.trace(B))\n",
    "print('determinant:',np.linalg.det(B))\n",
    "\n",
    "eigenvalues, eigenvectors = np.linalg.eig(B)\n",
    "print('eigenvalues, eigenvectors:',eigenvalues, eigenvectors, sep='\\n\\n')"
   ]
  },
  {
   "attachments": {
    "cfa30b23-37b5-45c1-a417-50cce1f7edb4.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "8d4ef710-9a59-4a82-9ed5-44833104703c",
   "metadata": {},
   "source": [
    "The currents flowing in the closed regions labelled $I_1$, $I_2$ and $I_3$ of the circuit given below may be analysed by <em>mesh analysis</em>.</p>\n",
    "\n",
    "![electrical-network.png](attachment:cfa30b23-37b5-45c1-a417-50cce1f7edb4.png)\n",
    "\n",
    "For each closed loop, we can apply Kirchoff's Voltage Law, $\\sum_k V_k = 0$, in conjunction with Ohm's Law, $V = IR$, to give three simultaneous equations:\n",
    "\\begin{align*}\n",
    "50I_1 - 30I_3 & = 80,\\\\\n",
    "40I_2 - 20I_3 & = 80,\\\\\n",
    "-30I_1 - 20I_2 + 100I_3 & = 0.\n",
    "\\end{align*}\n",
    "These can be expressed in matrix form as $\\mathbf{R}\\mathbf{I} = \\mathbf{V}$:\n",
    "$$\n",
    "\\left( \\begin{array}{rrr}50 & 0  -30\\\\0 & 40 & -20\\\\-30 & -20 & 100\\end{array} \\right)\n",
    "\\left( \\begin{array}{l}I_1 \\\\ I_2 \\\\ I_3\\end{array}\\right)\n",
    " = \\left( \\begin{array}{l}80 \\\\ 80 \\\\ 0\\end{array}\\right),\n",
    "$$\n",
    "We could use the numerically stable <code>np.linalg.solve</code> method to find the loop currents, $\\mathbf{I}$ here, but in this well-behaved system, let's find them by left multiplication by the matrix inverse, $\\mathbf{R^{-1}}$:\n",
    "$$\n",
    "\\mathbf{R^{-1}}\\mathbf{R}\\mathbf{I} = \\mathbf{I} = \\mathbf{R^{-1}}\\mathbf{V}.$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "902319fa-2edf-4e9e-acbe-d9d46390511d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[2.33333333]\n",
      " [2.61111111]\n",
      " [1.22222222]]\n"
     ]
    }
   ],
   "source": [
    "R = np.matrix('50 0 -30; 0 40 -20; -30 -20 100')\n",
    "V = np.matrix('80; 80; 0')\n",
    "I = np.linalg.inv(R) * V\n",
    "print(I)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d4a29f8f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x: [0.         0.78539816 1.57079633 2.35619449 3.14159265]\n",
      "sin x: [0.00000000e+00 7.07106781e-01 1.00000000e+00 7.07106781e-01\n",
      " 1.22464680e-16]\n",
      "x: [0.         0.78539816 1.57079633        nan 3.14159265]\n",
      "x cleaned: [0.         0.78539816 1.57079633 3.14159265]\n",
      "x sorted: [1 2 3 4 7 9]\n",
      "ints: [3 3 3 2 2 1 1 4 4]\n",
      "unique: [1 2 3 4]\n"
     ]
    }
   ],
   "source": [
    "# universal functions (Table 9-4)\n",
    "\n",
    "x = np.linspace(0.0, np.pi, 5)\n",
    "print('x:',x)\n",
    "print('sin x:',np.sin(x))\n",
    "\n",
    "x[3] = np.nan\n",
    "print('x:', x)\n",
    "print('x cleaned:', x[~np.isnan(x)])\n",
    "\n",
    "x = np.array([4, 1, 7, 2, 9, 3])\n",
    "print('x sorted:',np.sort(x))\n",
    "\n",
    "ints = np.array([3, 3, 3, 2, 2, 1, 1, 4, 4])\n",
    "print('ints:',ints)\n",
    "print('unique:',np.unique(ints))"
   ]
  },
  {
   "attachments": {
    "Screen%20Shot%202023-10-21%20at%205.21.32%20PM.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "0cb5c66c",
   "metadata": {},
   "source": [
    "![Screen%20Shot%202023-10-21%20at%205.21.32%20PM.png](attachment:Screen%20Shot%202023-10-21%20at%205.21.32%20PM.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ee7a1505-b1b1-4c67-b514-933d37674ec6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.isclose(-2.00231930436153, -2.0023193043615, atol=1.e-14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4be3c48f-2c15-4291-bfbc-d46562a981aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 100\n",
    "L = 1\n",
    "\n",
    "def f(i, n):\n",
    "    x = i * L / N\n",
    "    lam = 2*L/(n+1)\n",
    "    return x * (L-x) * np.sin(2*np.pi*x/lam)\n",
    "\n",
    "a = np.fromfunction(f, (N+1, 5)) # Construct an array by executing a function over each coordinate.\n",
    "min_i = a.argmin(axis=0)\n",
    "max_i = a.argmax(axis=0)\n",
    "plt.plot(a, c='m')\n",
    "plt.plot(min_i, a[min_i, np.arange(5)], 'v', c='k', markersize=10)\n",
    "plt.plot(max_i, a[max_i, np.arange(5)], '^', c='k', markersize=10)\n",
    "plt.xlabel(r'$x$')\n",
    "plt.ylabel(r'$f_n(x)$');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b53a4bab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5004279505105459\n",
      "[0.10995668 0.45465623 0.34512516]\n",
      "[[0.3034081  0.64335625 0.92398104]\n",
      " [0.33932555 0.6629347  0.18352734]\n",
      " [0.34707317 0.39597687 0.05322424]]\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# random numbers\n",
    "\n",
    "from numpy.random import default_rng\n",
    "rng = default_rng()\n",
    "print(rng.random())\n",
    "print(rng.random(3))\n",
    "print(rng.random((3, 3)))\n",
    "\n",
    "# normal distribution\n",
    "\n",
    "x=rng.normal(loc=5, scale=1, size=1000)\n",
    "import matplotlib.pyplot as plt\n",
    "plt.hist(x, bins=20,histtype='step',color='red',density=False);\n",
    "\n",
    "# note closing \";\" to suppress output from matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "949e33b7-3105-4111-b854-a3b86a166698",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[5 1 2 6 1 4 2 3 8 1]\n",
      "0.0290138244243604\n",
      "[[0.7337483  0.39495002]\n",
      " [0.80204712 0.25442113]\n",
      " [0.05688494 0.86664864]]\n",
      "-6\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# numpy has an excellent random number module\n",
    "\n",
    "np.random.seed(42)                     # so you can repeat your experiments\n",
    "print(np.random.randint(1,10,10))      # 10 random integers between 1 & 10\n",
    "print(np.random.random())              # a single random float\n",
    "print(np.random.random_sample((3,2)))  # or an array\n",
    "print(np.random.choice(np.arange(-10,10))) # make a random choice of a list\n",
    "\n",
    "plt.hist(np.random.random_sample(10000), bins=100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5c5fe970-06f9-4eef-94cc-c14a070e9cc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# random walk\n",
    "\n",
    "position = 0 ; walk = [] ; steps = 1000\n",
    "for i in np.arange(steps):\n",
    "  step = 1 if np.random.random() <= 0.5 else -1\n",
    "  position += step\n",
    "  walk.append(position)\n",
    "plt.plot(np.arange(steps),walk,color='r');\n",
    "\n",
    "# note there is a random generator option\n",
    "#rng = np.random.default_rng(seed=42)\n",
    "#position = 0 ; walk = [] ; steps = 1000\n",
    "#for i in np.arange(steps):\n",
    "#  step = 1 if rng.random() <= 0.5 else -1\n",
    "#  position += step\n",
    "#  walk.append(position)\n",
    "#plt.plot(np.arange(steps),walk,color='r');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "81ef7766",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "7\n",
      "3.6666666666666665\n",
      "3.5\n",
      "1.9720265943665387\n",
      "3.8888888888888893\n",
      "axis=0: [7 4 2]\n",
      "axis=1: [5 7]\n",
      "unweighted: 2.8600000000000003\n",
      "weighted: 2.995014662756598\n"
     ]
    }
   ],
   "source": [
    "# simple stats\n",
    "\n",
    "x = np.array([[5,4,1], [7,3,2]])\n",
    "print(np.min(x))\n",
    "print(np.max(x))\n",
    "print(np.mean(x))\n",
    "print(np.median(x))\n",
    "print(np.std(x))\n",
    "print(np.var(x))\n",
    "\n",
    "print('axis=0:', np.max(x, axis=0))\n",
    "print('axis=1:', np.max(x, axis=1))\n",
    "\n",
    "x = [3.1, 2.7, 2.5, 3.1, 2.9]\n",
    "xerr = np.array([0.05, 0.15, 0.6, 0.1, 0.05])\n",
    "print('unweighted:', np.average(x))\n",
    "print('weighted:', np.average(x, weights=1/xerr**2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bf089fe7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-6.56951880e-17  1.00000000e+00  1.04899707e-16  1.00000000e+00]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fitting\n",
    "\n",
    "x = [0, 2, 3, 5]\n",
    "y = [1, 5, 10, 26]\n",
    "z=np.polyfit(x, y, 3)\n",
    "print(z)\n",
    "\n",
    "# note: this is basically f(x) = x^2 + 1\n",
    "# values below 10-15 are numerical noise\n",
    "\n",
    "f = np.poly1d(z)\n",
    "# calculate new x's and y's\n",
    "x_new = np.linspace(x[0], x[-1], 50)\n",
    "y_new = f(x_new)\n",
    "plt.plot(x,y,'o', x_new, y_new)\n",
    "plt.xlim([x[0]-1, x[-1] + 1 ]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b1a87af9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "args:\n",
      "10\n",
      "19\n",
      "stealth\n",
      "\n",
      "kwargs:\n",
      "a: 10\n",
      "b: 12\n",
      "name: stealth_bird\n",
      "\n",
      "args:\n",
      "10\n",
      "19\n",
      "jupiter\n",
      "--\n",
      "kwargs:\n",
      "r: one_string\n",
      "g: a\n",
      "something_else: some other string\n",
      "input_list: [12, 13, 190]\n"
     ]
    }
   ],
   "source": [
    "# note how we use arguments that allows you to pass \n",
    "# an arbitrarily large number of arguments to a function.\n",
    "\n",
    "#for example:\n",
    "\n",
    "def foo(x, *args):\n",
    "    print(\"args:\")\n",
    "    for arg in args:\n",
    "        print(arg)\n",
    "\n",
    "def foo2(x, **kwargs):\n",
    "    print(\"kwargs:\")\n",
    "\n",
    "    for key in kwargs.keys():\n",
    "        print(\"{0:s}: {1}\".format(key, kwargs[key]))\n",
    "\n",
    "def foo3(x, *args, **kwargs):\n",
    "    print(\"args:\")\n",
    "    for arg in args:\n",
    "        print(arg)\n",
    "    print(\"--\")\n",
    "    print(\"kwargs:\")\n",
    "    for key in kwargs.keys():\n",
    "        print(\"{0:s}: {1}\".format(key, kwargs[key]))\n",
    "\n",
    "time = np.linspace(0,16,20,endpoint=False) \n",
    "foo(time, 10, 19, \"stealth\") ; print()\n",
    "foo2(time, a=10, b=12, name=\"stealth_bird\") ; print()\n",
    "foo3(time, 10, 19, \"jupiter\", r=\"one_string\", g='a', \\\n",
    "     something_else=\"some other string\", input_list=[12,13,190])\n",
    "\n",
    "# you will see this `pythonic' way of coding a lot\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9b385d31-d3d5-4b7d-a96a-fed3b9170c5e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# data files with numpy, numerous ways to read data, with numpy you can\n",
    "# use np.loadtxt, see the following webpage for an example\n",
    "\n",
    "# https://scipython.com/book2/chapter-6-numpy/examples/using-numpys-loadtxt-method/"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.2"
  }
 },
 "nbformat": 4,
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