{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 10: Sparse matrices and graphs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Robert Johansson\n",
    "\n",
    "Source code listings for [Numerical Python - Scientific Computing and Data Science Applications with Numpy, SciPy and Matplotlib](https://link.springer.com/book/10.1007/979-8-8688-0413-7) (ISBN 979-8-8688-0412-0)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format='retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "# mpl.rcParams['text.usetex'] = True\n",
    "#mpl.rcParams['mathtext.fontset'] = 'stix'\n",
    "#mpl.rcParams['font.family'] = 'serif'\n",
    "#mpl.rcParams['font.sans-serif'] = 'stix'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "import scipy.sparse as sp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "import scipy.sparse.linalg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "import scipy.linalg as la"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Coordinate list format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "values = [1, 2, 3, 4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "rows = [0, 1, 2, 3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "cols = [1, 3, 2, 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "A = sp.coo_matrix((values, (rows, cols)), shape=[4, 4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[0, 1, 0, 0],\n",
       "        [0, 0, 0, 2],\n",
       "        [0, 0, 3, 0],\n",
       "        [4, 0, 0, 0]])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.todense()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<4x4 sparse matrix of type '<class 'numpy.int64'>'\n",
       "\twith 4 stored elements in COOrdinate format>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((4, 4), 4, dtype('int64'), 2)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.shape, A.size, A.dtype, A.ndim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4, array([1, 2, 3, 4]))"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.nnz, A.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3], dtype=int32)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.row"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 3, 2, 0], dtype=int32)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.col"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<4x4 sparse matrix of type '<class 'numpy.int64'>'\n",
       "\twith 4 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.tocsr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 1, 0, 0],\n",
       "       [0, 0, 0, 2],\n",
       "       [0, 0, 3, 0],\n",
       "       [4, 0, 0, 0]])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[0, 1, 0, 0],\n",
       "        [0, 0, 0, 2],\n",
       "        [0, 0, 3, 0],\n",
       "        [4, 0, 0, 0]])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.todense()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not all sparse matrix formats supports indexing:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'coo_matrix' object is not subscriptable",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[21], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mA\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m]\u001b[49m\n",
      "\u001b[0;31mTypeError\u001b[0m: 'coo_matrix' object is not subscriptable"
     ]
    }
   ],
   "source": [
    "A[1, 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "ename": "NotImplementedError",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNotImplementedError\u001b[0m                       Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[22], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mA\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtobsr\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m]\u001b[49m\n",
      "File \u001b[0;32m~/miniconda3/envs/npbook_py310/lib/python3.10/site-packages/scipy/sparse/bsr.py:329\u001b[0m, in \u001b[0;36mbsr_matrix.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    328\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__getitem__\u001b[39m(\u001b[38;5;28mself\u001b[39m,key):\n\u001b[0;32m--> 329\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mNotImplementedError\u001b[39;00m\n",
      "\u001b[0;31mNotImplementedError\u001b[0m: "
     ]
    }
   ],
   "source": [
    "A.tobsr()[1, 2]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But some do:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.tocsr()[1, 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<2x1 sparse matrix of type '<class 'numpy.int64'>'\n",
       "\twith 1 stored elements in List of Lists format>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.tolil()[1:3, 3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CSR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 2, 0, 0],\n",
       "       [0, 3, 4, 0],\n",
       "       [0, 0, 5, 6],\n",
       "       [7, 0, 8, 9]])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A = np.array([[1, 2, 0, 0], [0, 3, 4, 0], [0, 0, 5, 6], [7, 0, 8, 9]]); A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "A = sp.csr_matrix(A)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3, 4, 5, 6, 7, 8, 9])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 1, 2, 2, 3, 0, 2, 3], dtype=int32)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.indices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 2, 4, 6, 9], dtype=int32)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.indptr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "i = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4, 5)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.indptr[i], A.indptr[i+1]-1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 3], dtype=int32)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.indices[A.indptr[i]:A.indptr[i+1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([5, 6])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.data[A.indptr[i]:A.indptr[i+1]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Functions for constructing sparse matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "N = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "A = -2 * sp.eye(N) + sp.eye(N, k=1) + sp.eye(N, k=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<10x10 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 28 stored elements (3 diagonals) in DIAgonal format>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "matrix([[-2.,  1.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 1., -2.,  1.,  0.,  0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  1., -2.,  1.,  0.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  1., -2.,  1.,  0.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  1., -2.,  1.,  0.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  1., -2.,  1.,  0.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  1., -2.,  1.,  0.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0.,  1., -2.,  1.,  0.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  1., -2.,  1.],\n",
       "        [ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  1., -2.]])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.todense()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 470,
       "width": 459
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.spy(A)\n",
    "fig.tight_layout()\n",
    "fig.savefig(\"ch10-sparse-matrix-1.pdf\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "A = sp.diags([1,-2,1], [1,0,-1], shape=[N, N], format='csc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<10x10 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 28 stored elements in Compressed Sparse Column format>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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YXbyW8uro6IgVK1ZERMThhx8evXr12i3PW1MqlUq75Zk6oSVLlsTQoUOrPQYAAOzR7rvvvjjyyCN3y3M5hQwAAEij+udUFai+vr68fd9998WAAQOqOA0AAOw5Wltby2dDbf59+TvVpQNm82teBgwYEA0NDVWcBgAA9ky781p0p5ABAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKRRW+0BMhsze2GsWN1W8XXr+9bFvMkjKr7urnKcAADYXQTMO7BidVssf219tcfo9BwnAAB2F6eQAQAAaQgYAAAgDQEDAACkUbGAee655+Kcc86JwYMHR+/evaNfv34xdOjQ+OlPfxpr166t1BgAAEBiFbmI/9Zbb40vfvGL8eqrr5Z/b+3atbFkyZJYsmRJXHnllfH73/8+Bg4cWIlxAACApAp/B+aRRx6J8ePHx6uvvhp9+vSJiy66KO6555744x//GF/72tciIuIvf/lLjB49Ol5//fWixwEAABIr/B2Ys88+O9auXRu1tbVx++23x7Bhw8qPHXvssfHBD34wpk6dGsuWLYuZM2fGeeedV/RIAABAUoW+A7NkyZL405/+FBERp59++lviZZNvf/vbMXjw4IiIuOyyy2LDhg1FjgQAACRWaMDcfPPN5e1TTz116wN06xZf/vKXIyJi1apV5eABAAD4R4UGzN133x0REb17944jjjhim/sdffTR5e2FCxcWORIAAJBYoQGzdOnSiIg45JBDorZ225fbDBo0aIs/AwAA8I8Ku4h//fr1sXLlyoiIaGho2O6+++23X/Tu3TvWrFkTzc3NO71GS0vLdh9vbW3d6ecCAAA6v8ICZvXq1eXtPn367HD/TQHzdm6l3NjYuEuzAQAAORV2Ctn69evL2z179tzh/nV1dRERsW7duqJGAgAAkivsHZhevXqVt9vb23e4f1tbW0RE7LXXXju9xo5ON2ttbY2hQ4fu9PMBAACdW2EB07dv3/L2zpwWtmbNmojYudPNNtnRtTUAAEDXUtgpZL169Yr+/ftHxI4vtl+1alU5YFzXAgAAbEuht1EePHhwREQ89dRT0dHRsc39li1btsWfAQAA+EeFBsyIESMi4s3Twx544IFt7rdgwYLy9vDhw4scCQAASKzQgPnMZz5T3r7qqqu2us/GjRvjmmuuiYiIfffdN0aNGlXkSAAAQGKFBszQoUNj5MiRERExZ86cWLx48Rb7zJgxI5YuXRoREWeddVb06NGjyJEAAIDECrsL2SY/+9nPYvjw4bFu3bo44YQT4vvf/36MGjUq1q1bF9ddd1388pe/jIiIpqam+Pa3v130OAAAQGKFB8xHP/rR+O1vfxtf+tKX4rXXXovvf//7W+zT1NQUt95661tuvQwAAPCPCj2FbJMxY8bEo48+GlOmTImmpqZ417veFfvuu28MGTIkpk+fHg899FAccsghlRgFAABIrPB3YDZ53/veFzNnzoyZM2dWakkAAKCLqcg7MAAAALuDgAEAANIQMAAAQBoVuwamK6rvW7dHrburHCcAAHYXAfMOzJs8otojpOA4AQCwuziFDAAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAadRWe4DMxsxeGCtWt1V83fq+dTFv8oiKr7urHKed4zgBAOyYgHkHVqxui+Wvra/2GJ2e47RzHCcAgB1zChkAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASKO22gNkVt+3bo9ad1c5TjvHcQIA2LGaUqlUqvYQRWlpaYnGxsaIiGhubo6GhoYqTwQAAHuGor4XdwoZAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSqK32AHR9Y2YvjBWr2yq+bn3fupg3eUTF191VjtPOcZwAYM8mYCjcitVtsfy19dUeo9NznHaO4wQAezankAEAAGkIGAAAIA0BAwAApFFowDz44INx8cUXx4knnhiNjY1RV1cXffr0iaampvjKV74Sd999d5HLAwAAXUxhF/EfffTRcdddd23x++3t7fHkk0/Gk08+Gf/93/8dp5xySlx55ZXRs2fPokYBAAC6iMIC5vnnn4+IiAMPPDDGjRsXI0eOjIMOOijeeOONWLx4ccyYMSOef/75+PWvfx0dHR1x7bXXFjUKAADQRRQWMIMGDYqLL744Pve5z0X37t3f8tjHPvaxOOWUU2L48OHx17/+NebOnRuTJk2KkSNHFjUOAADQBRR2Dcwtt9wS48eP3yJeNunfv3/MmDGj/PWNN95Y1CgAAEAXUdW7kB1zzDHl7aeffrp6gwAAAClUNWDa29vL2926uaMzAACwfVWthgULFpS3Bw0aVMVJAACADAq7iH9HNm7cGJdcckn56/Hjx7/t52hpadnu462trW/7OQEAgM6ragEza9asuO+++yIiYuzYsTFkyJC3/RyNjY27eywAAKATq8opZAsWLIjvfe97ERGx//77x+WXX16NMQAAgGQq/g7Mn//85xg7dmx0dHREXV1dXH/99fGe97xnl56rubl5u4+3trbG0KFDd+m5AQCAzqeiAfPss8/GCSecEKtWrYru3bvH3Llz4+ijj97l52toaNiN0wEAAJ1dxU4he+GFF+K4446LF154IWpqauJXv/pVjB07tlLLAwAAXUBFAmblypVx/PHHxzPPPBMREbNnz44vf/nLlVgaAADoQgoPmFdffTU+9alPxRNPPBEREZdcckl84xvfKHpZAACgCyo0YNauXRujR4+OBx98MCIifvCDH8R3v/vdIpcEAAC6sMICpr29PcaOHRuLFi2KiIizzjorfvSjHxW1HAAAsAco7C5kEyZMiNtvvz0iIo499tg4/fTT4/HHH9/m/j179oympqaixgEAALqAwgLmpptuKm/feeed8aEPfWi7+7/vfe+Lv/3tb0WNAwAAdAEVu40yAADAO1XYOzClUqmopwYAAPZQ3oEBAADSEDAAAEAaAgYAAEijsGtgYJP6vnV71Lq7ynHaOY4TAOzZakpd+Gr7lpaWaGxsjIiI5ubmaGhoqPJEAACwZyjqe3GnkAEAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAII3aag8AvGnM7IWxYnVbxdet71sX8yaPqPi6u8px2jmOEwBdlYCBTmLF6rZY/tr6ao/R6TlOO8dxAqCrcgoZAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEijttoDAG+q71u3R627qxynneM4AdBV1ZRKpVK1hyhKS0tLNDY2RkREc3NzNDQ0VHkiAADYMxT1vbhTyAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkEZttQcAeDvGzF4YK1a3VXzd+r51MW/yiIqvu6scp53jOAHkI2CAVFasbovlr62v9hidnuO0cxwngHycQgYAAKQhYAAAgDQEDAAAkEZVAmbq1KlRU1NT/vWnP/2pGmMAAADJVDxgHnnkkZg1a1allwUAALqAigbMxo0b42tf+1p0dHTE/vvvX8mlAQCALqCiAfMf//EfsWTJkhg0aFCcfvrplVwaAADoAioWMM3NzfHDH/4wIiIuv/zy6NmzZ6WWBgAAuoiKBczXv/71eP3112PixIlxzDHHVGpZAACgC6lIwFx//fVxyy23RL9+/eLSSy+txJIAAEAXVHjAvPLKK3HWWWdFRMT06dOjvr6+6CUBAIAuqrboBaZOnRrLly+Pj3/847v9wv2WlpbtPt7a2rpb1wMAAKqr0IBZuHBhXHnllVFbWxtXXHFF1NTU7Nbnb2xs3K3PBwAAdG6FnULW3t4eZ5xxRpRKpZgyZUocfvjhRS0FAADsIQp7B+biiy+OpUuXxkEHHRTnn39+IWs0Nzdv9/HW1tYYOnRoIWsDAACVV0jALFu2LH784x9HRMTs2bOjd+/eRSwTDQ0NhTwvAADQORUSMLNmzYr29vYYOHBgrF27Nq677rot9nn88cfL23feeWcsX748IiLGjBlTWPAAAAC5FRIwbW1tERHxzDPPxIQJE3a4/4UXXljefvbZZwUMAACwVRX5IEsAAIDdoZCAufrqq6NUKm331+YX9s+fP7/8+wcffHARIwEAAF2Ad2AAAIA0BAwAAJCGgAEAANIQMAAAQBpVC5gLLrigfOH+McccU60xAACARLwDAwAApCFgAACANAQMAACQRm21BwB4O+r71u1R6+4qx2nnOE4A+dSUSqVStYcoSktLSzQ2NkZERHNzczQ0NFR5IgAA2DMU9b24U8gAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJBGbbUHAGD3GzN7YaxY3Vbxdev71sW8ySMqvu6ucpx2juMEdCYCBqALWrG6LZa/tr7aY3R6jtPOcZyAzsQpZAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgjdpqDwDA7lfft26PWndXOU47x3ECOpOaUqlUqvYQRWlpaYnGxsaIiGhubo6GhoYqTwQAAHuGor4XdwoZAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSqK32AABQLWNmL4wVq9sqvm5937qYN3lExdfdVY7TjjlGUDkCBoA91orVbbH8tfXVHqPTc5x2zDGCynEKGQAAkIaAAQAA0hAwAABAGhULmJUrV8ZPfvKTGD58eBxwwAFRV1cXBx54YBx11FHxne98JxYvXlypUQAAgKQqchH/DTfcEJMmTYqXX375Lb/f2toara2tcd9998WTTz4ZN998cyXGAQAAkio8YK655po49dRTY+PGjbH//vvHpEmTYsSIEdGvX79Yvnx5PP300zFv3rzo0aNH0aMAAADJFRowS5cujTPOOCM2btwYI0eOjHnz5sU+++yzxX6TJ0+O9vb2IkcBAAC6gEKvgZk8eXK0tbVF//7946abbtpqvGzSs2fPIkcBAAC6gMICZtmyZfHHP/4xIiK++c1vRv/+/YtaCgAA2EMUFjA33HBDeXvcuHHl7VWrVsWTTz65xQX9AAAAO1JYwNx7770REbHPPvvE4MGD4ze/+U18+MMfjn79+kVTU1P0798/Bg4cGNOmTYvXX3+9qDEAAIAupLCL+J944omIiDj44INj8uTJ8Ytf/GKLfZ599tm44IIL4sYbb4z//d//jQMPPPBtrdHS0rLdx1tbW9/W8wEAAJ1bYQHz97//PSLevBbmkUceiX333TcuueSS+OxnPxt77713PPbYY3HeeefFbbfdFo8//niMGzcu7r777ujWbeffFGpsbCxqfAAAoBMq7BSyNWvWREREW1tbdO/ePW677bY488wzo76+Purq6mLIkCFxyy23xIknnhgREffcc0/cdNNNRY0DAAB0AYW9A9OrV69yxIwbNy4+9rGPbbFPt27d4tJLL43bbrstIiLmzp0b//Iv/7LTazQ3N2/38dbW1hg6dOjbmBoAAOjMCguYvn37lgNm07ssW3PYYYfFe9/73nj++edjyZIlb2uNhoaGdzQjAACQS2GnkG1+fcqOQmPTvi+99FJR4wAAAF1AYQFz2GGHlbffeOON7e676fHa2sLeEAIAALqAwgLmE5/4RHn76aef3u6+zzzzTEREvPe97y1qHAAAoAsoLGBOPvnk6NGjR0TEdu8utmDBgnj55ZcjImLkyJFFjQMAAHQBhQXMu9/97vjqV78aERF/+MMf4rrrrttin9WrV8fZZ59d/vrMM88sahwAAKALKCxgIiKmTZsWBx10UEREnHLKKTF58uSYP39+PPDAA3H11VfH0KFD4+GHH46IiEmTJsWRRx5Z5DgAAEByhV41X19fH//zP/8TJ598cjz11FPx85//PH7+859vsd9pp50WP/vZz4ocBQAA6AIKfQcmImLw4MHx8MMPx6WXXhpHHXVU9OvXL3r27BkNDQ3x+c9/Pu68886YM2dO+XoZAACAbanIfYt79+4d55xzTpxzzjmVWA4AAOiiCn8HBgAAYHcRMAAAQBoCBgAASKMi18AAQGdU37duj1p3VzlOO+YYQeXUlEqlUrWHKEpLS0s0NjZGRERzc3M0NDRUeSIAANgzFPW9uFPIAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANGqrPQAA0LmNmb0wVqxuq/i69X3rYt7kERVfd1c4RjvHcWJ3EDAAwHatWN0Wy19bX+0xOjXHaOc4TuwOTiEDAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGnUVnsAAKBzq+9bt0etuysco53jOLE71JRKpVK1hyhKS0tLNDY2RkREc3NzNDQ0VHkiAADYMxT1vbhTyAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkEZttQcAAMhuzOyFsWJ1W8XXre9bF/Mmj6j4urvKcdo5jtP2CRgAgHdoxeq2WP7a+mqP0ek5TjvHcdo+p5ABAABpCBgAACANAQMAAKQhYAAAgDQqEjDt7e0xZ86c+PSnPx0DBgyIurq66NOnTxx66KFx2mmnxb333luJMQAAgOQKvwtZc3NzjB49Oh577LG3/H57e3v89a9/jb/+9a9x1VVXxZQpU2LGjBlRU1NT9EgAAEBShb4D09HR8ZZ4+dCHPhRXX311LF68OG6//fY477zzonfv3hERMWvWrPjpT39a5DgAAEByhb4D87vf/a4cL8OGDYu77747unfvXn78+OOPj5NPPjmGDRsWGzZsiB//+McxZcqUqK318TQAAMCWCn0HZtGiReXtc8899y3xsskRRxwRJ510UkRErFq1KpYtW1bkSAAAQGKFBkx7e3t5e+DAgdvc7wMf+EB5u62trciRAACAxAoNmKampvL2M888s839nn766YiIqKmpiQ9+8INFjgQAACRWaMBMmDAh9t5774iImD59erzxxhtb7PPQQw/FrbfeGhERX/jCF8r774yWlpbt/mptbd09/yEAAECnUOjV8vX19XH11VfHF7/4xVi0aFEceeSRcfbZZ0dTU1O8/vrrsWjRopgxY0a0t7fHRz7ykZg5c+bbev7GxsaCJgcAADqjwm/3NXbs2Lj//vtj5syZ8atf/SomTpz4lsff8573xLRp0+KMM84o31IZAABgawoPmA0bNsS1114b8+bNi1KptMXjL774YsydOzeamppi9OjRb+u5m5ubt/t4a2trDB069G09JwAA0HkVGjBr1qyJf/qnf4q77rorunfvHlOnTo1TTz01Bg4cGOvXr4//+7//i3//93+PhQsXxpgxY2LWrFlx1lln7fTzNzQ0FDg9AADQ2RR6Ef/5558fd911V0REzJkzJ6ZPnx6DBg2Knj17xt577x3HH398zJ8/P0aNGhWlUim+9a1vxaOPPlrkSAAAQGKFBUypVIqrrroqIt68nfI/XvuySW1tbVx44YUREbFx48bynwEAAPhHhQXMiy++GH//+98jIuKjH/3odvc94ogjytvLli0raiQAACC5wgKmtvb/X17T0dGx3X03bNiw1T8HAACwucICpl+/fuUPpVy8ePF2I2bBggXl7fe///1FjQQAACRXWMB069atfFvkF154IS666KKt7rdq1ar47ne/W/76pJNOKmokAAAguULP1zrvvPPid7/7XaxduzYuuOCCeOCBB2LixInl2yjfe++9cdlll8Vzzz0XERGf/OQn44QTTihyJAAAILFCA2bQoEHxu9/9LiZMmBArV66MefPmxbx587a677HHHhs33HBDkeMAAADJFX7F/HHHHRfLli2LOXPmxG233RZ//vOf45VXXona2to44IAD4sgjj4x//dd/jZNPPjlqamqKHgcAAEisIrf8eve73x1Tp06NqVOnVmI5AACgiyrsIn4AAIDdTcAAAABp+NRIAIB3qL5v3R617q5ynHaO47R9NaVSqVTtIYrS0tISjY2NERHR3NwcDQ0NVZ4IAAD2DEV9L+4UMgAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApFFb7QEAANgzjJm9MFasbqv4uvV962Le5BEVX3dXOU7bJ2AAAKiIFavbYvlr66s9RqfnOG2fU8gAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBoCBgAASEPAAAAAaQgYAAAgDQEDAACkIWAAAIA0BAwAAJCGgAEAANIQMAAAQBq11R4AAIA9Q33fuj1q3V3lOG2fgAEAoCLmTR5R7RFScJy2zylkAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIQ8AAAABpCBgAACANAQMAAKQhYAAAgDQEDAAAkIaAAQAA0hAwAABAGgIGAABIo7baAxSpo6OjvN3a2lrFSQAAYM+y+fffm39f/k516YBZsWJFeXvo0KFVnAQAAPZcK1asiIMPPni3PJdTyAAAgDRqSqVSqdpDFGX9+vXx2GOPRUREfX191NZW/w2n1tbW8rtB9913XwwYMKDKE5GZ1xO7k9cTu5PXE7uL11JeHR0d5TOiDj/88OjVq9dued7qf0dfoF69esWRRx5Z7TG2acCAAdHQ0FDtMegivJ7Ynbye2J28nthdvJby2V2njW3OKWQAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQRpf+IEsAAKBr8Q4MAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAaAgYAAEhDwAAAAGkIGAAAIA0BAwAApCFgAACANAQMAACQhoABAADSEDAAAEAa/w/5YU7VqRfoCAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 418,
       "width": 408
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.spy(A);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "B = sp.diags([1, 1], [-1, 1], shape=[3,3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<3x3 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 4 stored elements (2 diagonals) in DIAgonal format>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<30x30 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 112 stored elements in Compressed Sparse Row format>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C = sp.kron(A, B, format='csr')\n",
    "C"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 404,
       "width": 1189
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax_A, ax_B, ax_C) = plt.subplots(1, 3, figsize=(12, 4))\n",
    "ax_A.spy(A)\n",
    "ax_B.spy(B)\n",
    "ax_C.spy(C)\n",
    "fig.tight_layout()\n",
    "fig.savefig(\"ch10-sparse-matrix-2.pdf\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sparse linear algebra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "N = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "A = sp.diags([1, -2, 1], [1, 0, -1], shape=[N, N], format='csc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "b = -np.ones(N)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "x = sp.linalg.spsolve(A, b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 5.,  9., 12., 14., 15., 15., 14., 12.,  9.,  5.])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 5.,  9., 12., 14., 15., 15., 14., 12.,  9.,  5.])"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.linalg.solve(A.todense(), b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "lu = sp.linalg.splu(A)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<10x10 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 20 stored elements in Compressed Sparse Column format>"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lu.L"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3, 4, 5, 6, 8, 7, 9], dtype=int32)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lu.perm_r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<10x10 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 20 stored elements in Compressed Sparse Column format>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lu.U"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "def sp_permute(A, perm_r, perm_c):\n",
    "    \"\"\" permute rows and columns of A \"\"\"\n",
    "    M, N = A.shape\n",
    "    # row permumation matrix\n",
    "    Pr = sp.coo_matrix((np.ones(M), (perm_r, np.arange(N)))).tocsr()\n",
    "    # column permutation matrix\n",
    "    Pc = sp.coo_matrix((np.ones(M), (np.arange(M), perm_c))).tocsr()\n",
    "    return Pr.T * A * Pc.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<10x10 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 8 stored elements in Compressed Sparse Column format>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lu.L * lu.U - A  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<10x10 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 0 stored elements in Compressed Sparse Column format>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sp_permute(lu.L * lu.U, lu.perm_r, lu.perm_c) - A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7f8ae07c9180>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 322,
       "width": 968
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize=(12, 4))\n",
    "ax1.spy(lu.L)\n",
    "ax2.spy(lu.U)\n",
    "ax3.spy(A)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "x = lu.solve(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 5.,  9., 12., 14., 15., 15., 14., 12.,  9.,  5.])"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "# use_umfpack=True is only effective if scikit-umfpack is installed\n",
    "# (in which case UMFPACK is the default solver)\n",
    "x = sp.linalg.spsolve(A, b, use_umfpack=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 5.,  9., 12., 14., 15., 15., 14., 12.,  9.,  5.])"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "x, info = sp.linalg.cg(A, b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 5.,  9., 12., 14., 15., 15., 14., 12.,  9.,  5.])"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "x, info = sp.linalg.bicgstab(A, b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 5.,  9., 12., 14., 15., 15., 14., 12.,  9.,  5.])"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "# atol argument is a recent addition\n",
    "x, info = sp.linalg.lgmres(A, b, atol=1e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 5.,  9., 12., 14., 15., 15., 14., 12.,  9.,  5.])"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "N = 25"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### An example of a matrix reording method: Reverse Cuthil McKee"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = sp.diags([1, -2, 1], [8, 0, -8], shape=[N, N], format='csc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 7, 15, 23,  1,  9, 17,  2, 10, 18,  3, 11, 19,  4, 12, 20,  5, 13,\n",
       "       21,  6, 14, 22, 24, 16,  8,  0], dtype=int32)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "perm = sp.csgraph.reverse_cuthill_mckee(A)\n",
    "perm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x7f8ae1dab9a0>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 330,
       "width": 667
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 4))\n",
    "ax1.spy(A)\n",
    "ax2.spy(sp_permute(A, perm, perm))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Performance comparison sparse/dense"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 388,
       "width": 788
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# compare performance of solving Ax=b vs system size N,\n",
    "# where A is the sparse matrix for the 1d poisson problem\n",
    "import time\n",
    "\n",
    "def setup(N):\n",
    "    A = sp.diags([1,-2,1], [1,0,-1], shape=[N, N], format='csr')\n",
    "    b = -np.ones(N)\n",
    "    return A, A.todense(), b\n",
    "\n",
    "reps = 100\n",
    "N_vec = np.arange(2, 300, 1)\n",
    "t_sparse = np.empty(len(N_vec))\n",
    "t_dense = np.empty(len(N_vec))\n",
    "for idx, N in enumerate(N_vec):\n",
    "    A, A_dense, b = setup(N)\n",
    "    t = time.time()\n",
    "    for r in range(reps):\n",
    "        x = np.linalg.solve(A_dense, b)\n",
    "    t_dense[idx] = (time.time() - t)/reps\n",
    "    t = time.time()\n",
    "    for r in range(reps):\n",
    "        x = sp.linalg.spsolve(A, b, use_umfpack=True)\n",
    "    t_sparse[idx] = (time.time() - t)/reps\n",
    "    \n",
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "ax.plot(N_vec, t_dense * 1e3, '.-', label=\"dense\")\n",
    "ax.plot(N_vec, t_sparse * 1e3, '.-', label=\"sparse\")\n",
    "ax.set_xlabel(r\"$N$\", fontsize=16)\n",
    "ax.set_ylabel(\"elapsed time (ms)\", fontsize=16)\n",
    "ax.legend(loc=0)\n",
    "fig.tight_layout()\n",
    "fig.savefig(\"ch10-sparse-vs-dense.pdf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Eigenvalue problems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "N = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "A = sp.diags([1, -2, 1], [1, 0, -1], shape=[N, N], format='csc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "evals, evecs = sp.linalg.eigs(A, k=4, which='LM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-3.91898595+0.j, -3.68250707+0.j, -3.30972147+0.j, -2.83083003+0.j])"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.allclose(A.dot(evecs[:,0]), evals[0] * evecs[:,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "evals, evecs = sp.linalg.eigsh(A, k=4, which='LM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-3.91898595, -3.68250707, -3.30972147, -2.83083003])"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "evals, evecs = sp.linalg.eigs(A, k=4, which='SR')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-3.91898595+0.j, -3.68250707+0.j, -3.30972147+0.j, -2.83083003+0.j])"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3])"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.real(evals).argsort()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "def sp_eigs_sorted(A, k=6, which='SR'):\n",
    "    \"\"\" compute and return eigenvalues sorted by real value \"\"\"\n",
    "    evals, evecs = sp.linalg.eigs(A, k=k, which=which)\n",
    "    idx = np.real(evals).argsort()\n",
    "    return evals[idx], evecs[idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "evals, evecs = sp_eigs_sorted(A, k=4, which='SM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1.16916997+0.j, -0.69027853+0.j, -0.31749293+0.j, -0.08101405+0.j])"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evals"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Random matrix example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "N = 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "x_vec = np.linspace(0, 1, 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "# seed sp.rand with random_state to obtain a reproducible result\n",
    "M1 = sp.rand(N, N, density=0.2, random_state=112312321)\n",
    "# M1 = M1 + M1.conj().T\n",
    "M2 = sp.rand(N, N, density=0.2, random_state=984592134)\n",
    "# M2 = M2 + M2.conj().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "evals = np.array([sp_eigs_sorted((1-x)*M1 + x*M2, k=25)[0] for x in x_vec])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 388,
       "width": 786
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 4))\n",
    "\n",
    "for idx in range(evals.shape[1]):\n",
    "    ax.plot(x_vec, np.real(evals[:,idx]), lw=0.5)\n",
    "\n",
    "ax.set_xlabel(r\"$x$\", fontsize=16)\n",
    "ax.set_ylabel(r\"eig.vals. of $(1-x)M_1+xM_2$\", fontsize=16)\n",
    "\n",
    "fig.tight_layout()\n",
    "fig.savefig(\"ch10-sparse-eigs.pdf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "g = nx.Graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "g.add_node(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NodeView((1,))"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.nodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "g.add_nodes_from([3, 4, 5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NodeView((1, 3, 4, 5))"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.nodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "g.add_edge(1, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "EdgeView([(1, 2)])"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.edges()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "g.add_edges_from([(3, 4), (5, 6)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "EdgeView([(1, 2), (3, 4), (5, 6)])"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.edges()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "g.add_weighted_edges_from([(1, 3, 1.5), (3, 5, 2.5)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "EdgeView([(1, 2), (1, 3), (3, 4), (3, 5), (5, 6)])"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.edges()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "EdgeDataView([(1, 2, {}), (1, 3, {'weight': 1.5}), (3, 4, {}), (3, 5, {'weight': 2.5}), (5, 6, {})])"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.edges(data=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "g.add_weighted_edges_from([(6, 7, 1.5)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NodeView((1, 3, 4, 5, 2, 6, 7))"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.nodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "EdgeView([(1, 2), (1, 3), (3, 4), (3, 5), (5, 6), (6, 7)])"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.edges()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "with open(\"tokyo-metro.json\") as f:\n",
    "    data = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['C', 'G', 'F', 'H', 'M', 'N', 'T', 'Y', 'Z'])"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'color': '#149848',\n",
       " 'transfers': [['C3', 'F15'],\n",
       "  ['C4', 'Z2'],\n",
       "  ['C4', 'G2'],\n",
       "  ['C7', 'M14'],\n",
       "  ['C7', 'N6'],\n",
       "  ['C7', 'G6'],\n",
       "  ['C8', 'M15'],\n",
       "  ['C8', 'H6'],\n",
       "  ['C9', 'H7'],\n",
       "  ['C9', 'Y18'],\n",
       "  ['C11', 'T9'],\n",
       "  ['C11', 'M18'],\n",
       "  ['C11', 'Z8'],\n",
       "  ['C12', 'M19'],\n",
       "  ['C18', 'H21']],\n",
       " 'travel_times': [['C1', 'C2', 2],\n",
       "  ['C2', 'C3', 2],\n",
       "  ['C3', 'C4', 1],\n",
       "  ['C4', 'C5', 2],\n",
       "  ['C5', 'C6', 2],\n",
       "  ['C6', 'C7', 2],\n",
       "  ['C7', 'C8', 1],\n",
       "  ['C8', 'C9', 3],\n",
       "  ['C9', 'C10', 1],\n",
       "  ['C10', 'C11', 2],\n",
       "  ['C11', 'C12', 2],\n",
       "  ['C12', 'C13', 2],\n",
       "  ['C13', 'C14', 2],\n",
       "  ['C14', 'C15', 2],\n",
       "  ['C15', 'C16', 2],\n",
       "  ['C16', 'C17', 3],\n",
       "  ['C17', 'C18', 3],\n",
       "  ['C18', 'C19', 3]]}"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[\"C\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "g = nx.Graph()\n",
    "\n",
    "for line in data.values():\n",
    "    g.add_weighted_edges_from(line[\"travel_times\"])\n",
    "    g.add_edges_from(line[\"transfers\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "for n1, n2 in g.edges():\n",
    "    g[n1][n2][\"transfer\"] = \"weight\" not in g[n1][n2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "184"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.number_of_nodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['C1', 'C2', 'C3', 'C4', 'C5']"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(g.nodes())[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "243"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.number_of_edges()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('C1', 'C2'), ('C2', 'C3'), ('C3', 'C4'), ('C3', 'F15'), ('C4', 'C5')]"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(g.edges())[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "on_foot = [edge for edge in g.edges() if g.get_edge_data(*edge)[\"transfer\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "on_train = [edge for edge in g.edges() if not g.get_edge_data(*edge)[\"transfer\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "colors = [data[n[0].upper()][\"color\"] for n in g.nodes()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from networkx.drawing.nx_agraph import graphviz_layout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1400x1000 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 989,
       "width": 1389
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(14, 10))\n",
    "\n",
    "pos = nx.drawing.nx_agraph.graphviz_layout(g, prog=\"neato\")\n",
    "nx.draw(g, pos, ax=ax, node_size=300, node_color=colors)\n",
    "nx.draw_networkx_labels(g, pos=pos, ax=ax, font_size=6)\n",
    "nx.draw_networkx_edges(g, pos=pos, ax=ax, edgelist=on_train, width=2)\n",
    "nx.draw_networkx_edges(g, pos=pos, ax=ax, edgelist=on_foot, edge_color=\"blue\")\n",
    "\n",
    "# removing the default axis on all sides:\n",
    "for side in ['bottom','right','top','left']:\n",
    "    ax.spines[side].set_visible(False)\n",
    "\n",
    "# removing the axis labels and ticks\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "ax.xaxis.set_ticks_position('none')\n",
    "ax.yaxis.set_ticks_position('none')\n",
    "fig.tight_layout()\n",
    "fig.savefig(\"ch10-metro-graph.pdf\")\n",
    "fig.savefig(\"ch10-metro-graph.png\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DegreeView({'C1': 1, 'C2': 2, 'C3': 3, 'C4': 4, 'C5': 2, 'C6': 2, 'C7': 5, 'C8': 4, 'C9': 4, 'C10': 2, 'C11': 5, 'C12': 3, 'C13': 2, 'C14': 2, 'C15': 2, 'C16': 2, 'C17': 2, 'C18': 3, 'C19': 1, 'F15': 3, 'Z2': 4, 'G2': 4, 'M14': 5, 'N6': 5, 'G6': 5, 'M15': 4, 'H6': 4, 'H7': 4, 'Y18': 4, 'T9': 5, 'M18': 5, 'Z8': 5, 'M19': 3, 'H21': 2, 'G1': 3, 'G3': 2, 'G4': 3, 'G5': 6, 'G7': 2, 'G8': 2, 'G9': 4, 'G10': 2, 'G11': 3, 'G12': 3, 'G13': 2, 'G14': 2, 'G15': 3, 'G16': 3, 'G17': 2, 'G18': 2, 'G19': 1, 'Z1': 3, 'F16': 3, 'Z3': 3, 'M13': 6, 'Y16': 6, 'Z4': 6, 'N7': 6, 'M16': 4, 'H8': 4, 'T10': 3, 'Z9': 3, 'H16': 3, 'H17': 3, 'F1': 2, 'F2': 3, 'F3': 3, 'F4': 3, 'F5': 3, 'F6': 3, 'F7': 3, 'F8': 3, 'F9': 4, 'F10': 2, 'F11': 2, 'F12': 2, 'F13': 3, 'F14': 2, 'Y1': 2, 'Y2': 3, 'Y3': 3, 'Y4': 3, 'Y5': 3, 'Y6': 3, 'Y7': 3, 'Y8': 3, 'Y9': 4, 'M25': 3, 'M9': 3, 'H1': 1, 'H2': 2, 'H3': 2, 'H4': 2, 'H5': 2, 'H9': 2, 'H10': 2, 'H11': 2, 'H12': 3, 'H13': 2, 'H14': 2, 'H15': 2, 'H18': 2, 'H19': 2, 'H20': 2, 'T11': 3, 'M1': 1, 'M2': 2, 'M3': 2, 'M4': 2, 'M5': 2, 'M6': 3, 'M7': 2, 'M8': 2, 'M10': 2, 'M11': 2, 'M12': 3, 'M17': 2, 'M20': 2, 'M21': 2, 'M22': 3, 'M23': 2, 'M24': 2, 'm3': 1, 'm4': 2, 'm5': 2, 'N8': 3, 'N11': 3, 'N1': 2, 'N2': 3, 'N3': 3, 'N4': 2, 'N5': 2, 'N9': 3, 'N10': 4, 'N12': 2, 'N13': 2, 'N14': 2, 'N15': 2, 'N16': 2, 'N17': 2, 'N18': 2, 'N19': 1, 'T1': 2, 'T2': 3, 'T3': 3, 'Y14': 3, 'Y13': 4, 'T6': 4, 'T4': 2, 'T5': 2, 'T7': 3, 'T8': 2, 'T12': 2, 'T13': 2, 'T14': 2, 'T15': 2, 'T16': 2, 'T17': 2, 'T18': 2, 'T19': 2, 'T20': 2, 'T21': 2, 'T22': 2, 'T23': 2, 'T24': 1, 'Z6': 3, 'Y10': 2, 'Y11': 2, 'Y12': 2, 'Y15': 2, 'Y17': 2, 'Y19': 2, 'Y20': 2, 'Y21': 2, 'Y22': 2, 'Y23': 2, 'Y24': 1, 'Z5': 2, 'Z7': 2, 'Z10': 2, 'Z11': 2, 'Z12': 2, 'Z13': 2, 'Z14': 1})"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.degree()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "d_max = max(d for (n, d) in g.degree())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('G5', 6), ('M13', 6), ('Y16', 6), ('Z4', 6), ('N7', 6)]"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[(n, d) for (n, d) in g.degree() if d == d_max]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "p = nx.shortest_path(g, \"Y24\", \"C19\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Y24', 'Y23', 'Y22', 'Y21', 'Y20', 'Y19', 'Y18', 'C9', 'C10',\n",
       "       'C11', 'C12', 'C13', 'C14', 'C15', 'C16', 'C17', 'C18', 'C19'],\n",
       "      dtype='<U3')"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "35"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum([g[p[n]][p[n+1]][\"weight\"] for n in range(len(p)-1) if \"weight\" in g[p[n]][p[n+1]]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "h = g.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "for n1, n2 in h.edges():\n",
    "    if \"transfer\" in h[n1][n2]:\n",
    "        h[n1][n2][\"weight\"] = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "p = nx.shortest_path(h, \"Y24\", \"C19\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Y24', 'Y23', 'Y22', 'Y21', 'Y20', 'Y19', 'Y18', 'C9', 'C10',\n",
       "       'C11', 'C12', 'C13', 'C14', 'C15', 'C16', 'C17', 'C18', 'C19'],\n",
       "      dtype='<U3')"
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "85"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum([h[p[n]][p[n+1]][\"weight\"] for n in range(len(p)-1)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "p = nx.shortest_path(h, \"Z1\", \"H16\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "65"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum([h[p[n]][p[n+1]][\"weight\"] for n in range(len(p)-1)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "#A = nx.to_scipy_sparse_matrix(g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "#A = nx.to_scipy_sparse_array(g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<10x10 sparse matrix of type '<class 'numpy.float64'>'\n",
       "\twith 28 stored elements in Compressed Sparse Column format>"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "perm = sp.csgraph.reverse_cuthill_mckee(A)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 407,
       "width": 789
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(8, 4))\n",
    "ax1.spy(A, markersize=2)\n",
    "ax2.spy(sp_permute(A, perm, perm), markersize=2)\n",
    "fig.tight_layout()\n",
    "fig.savefig(\"ch12-rcm-graph.pdf\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Versions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext version_information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "data": {
      "application/json": {
       "Software versions": [
        {
         "module": "Python",
         "version": "3.10.12 64bit [Clang 14.0.6 ]"
        },
        {
         "module": "IPython",
         "version": "8.12.0"
        },
        {
         "module": "OS",
         "version": "macOS 10.15.7 x86_64 i386 64bit"
        },
        {
         "module": "numpy",
         "version": "1.22.3"
        },
        {
         "module": "scipy",
         "version": "1.7.3"
        },
        {
         "module": "matplotlib",
         "version": "3.7.1"
        },
        {
         "module": "networkx",
         "version": "3.1"
        },
        {
         "module": "pygraphviz",
         "version": "1.9"
        }
       ]
      },
      "text/html": [
       "<table><tr><th>Software</th><th>Version</th></tr><tr><td>Python</td><td>3.10.12 64bit [Clang 14.0.6 ]</td></tr><tr><td>IPython</td><td>8.12.0</td></tr><tr><td>OS</td><td>macOS 10.15.7 x86\\_64 i386 64bit</td></tr><tr><td>numpy</td><td>1.22.3</td></tr><tr><td>scipy</td><td>1.7.3</td></tr><tr><td>matplotlib</td><td>3.7.1</td></tr><tr><td>networkx</td><td>3.1</td></tr><tr><td>pygraphviz</td><td>1.9</td></tr><tr><td colspan='2'>Sat Nov 02 19:48:14 2024 JST</td></tr></table>"
      ],
      "text/latex": [
       "\\begin{tabular}{|l|l|}\\hline\n",
       "{\\bf Software} & {\\bf Version} \\\\ \\hline\\hline\n",
       "Python & 3.10.12 64bit [Clang 14.0.6 ] \\\\ \\hline\n",
       "IPython & 8.12.0 \\\\ \\hline\n",
       "OS & macOS 10.15.7 x86\\_64 i386 64bit \\\\ \\hline\n",
       "numpy & 1.22.3 \\\\ \\hline\n",
       "scipy & 1.7.3 \\\\ \\hline\n",
       "matplotlib & 3.7.1 \\\\ \\hline\n",
       "networkx & 3.1 \\\\ \\hline\n",
       "pygraphviz & 1.9 \\\\ \\hline\n",
       "\\hline \\multicolumn{2}{|l|}{Sat Nov 02 19:48:14 2024 JST} \\\\ \\hline\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "Software versions\n",
       "Python 3.10.12 64bit [Clang 14.0.6 ]\n",
       "IPython 8.12.0\n",
       "OS macOS 10.15.7 x86_64 i386 64bit\n",
       "numpy 1.22.3\n",
       "scipy 1.7.3\n",
       "matplotlib 3.7.1\n",
       "networkx 3.1\n",
       "pygraphviz 1.9\n",
       "Sat Nov 02 19:48:14 2024 JST"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%version_information numpy, scipy, matplotlib, networkx, pygraphviz"
   ]
  }
 ],
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