{
 "metadata": {
  "name": "SeamlessImageCloningAlgebraic"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "# Seamless Image Cloning (Algebraic)\n",
      "\n",
      "The purpose of this code is to demonstrate the seamless image cloning algorithm. See [1] for details.\n",
      "\n",
      "[1] http://www.cs.jhu.edu/~misha/Fall07/Papers/Perez03.pdf"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## compute naive clone"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import PIL\n",
      "import PIL.Image\n",
      "import scipy\n",
      "import scipy.misc\n",
      "\n",
      "ref = PIL.Image.open(\"sky.jpg\")\n",
      "ref = numpy.array(ref)\n",
      "ref = scipy.misc.imresize(ref, 0.25, interp=\"bicubic\")\n",
      "\n",
      "target                        = PIL.Image.open(\"bird.jpg\")\n",
      "target                        = numpy.array(target)\n",
      "target                        = scipy.misc.imresize(target, 0.25, interp=\"bicubic\")\n",
      "target_array_rgb              = numpy.array(target)\n",
      "target_array_rgb_resized      = scipy.misc.imresize(target, 0.5, interp=\"bicubic\")\n",
      "\n",
      "rny = ref.shape[0]\n",
      "rnx = ref.shape[1]\n",
      "tny = target_array_rgb_resized.shape[0]\n",
      "tnx = target_array_rgb_resized.shape[1]\n",
      "oy  = 10\n",
      "ox  = 50\n",
      "\n",
      "target_array_rgb_resized_view = target_array_rgb_resized.view(dtype=[(\"r\", numpy.uint8), (\"g\", numpy.uint8), (\"b\", numpy.uint8)]).squeeze()\n",
      "zeros                         = numpy.zeros_like(ref)\n",
      "zeros_view                    = zeros.view(dtype=[(\"r\", numpy.uint8), (\"g\", numpy.uint8), (\"b\", numpy.uint8)]).squeeze()\n",
      "target                        = zeros_view.copy()\n",
      "target[oy:oy+tny, ox:ox+tnx]  = target_array_rgb_resized_view\n",
      "target                        = numpy.reshape(target.view(dtype=numpy.uint8), ref.shape)\n",
      "\n",
      "mask                       = numpy.zeros((rny,rnx), dtype=numpy.uint8)\n",
      "mask[oy:oy+tny, ox:ox+tnx] = 1\n",
      "\n",
      "naive_clone                = ref.copy()\n",
      "naive_clone[mask == 1]     = target[mask == 1]\n",
      "\n",
      "\n",
      "\n",
      "figsize(19,4)\n",
      "\n",
      "matplotlib.pyplot.subplot(141)\n",
      "matplotlib.pyplot.imshow(ref);\n",
      "matplotlib.pyplot.title(\"ref\");\n",
      "\n",
      "matplotlib.pyplot.subplot(142)\n",
      "matplotlib.pyplot.imshow(target);\n",
      "matplotlib.pyplot.title(\"target\");\n",
      "\n",
      "matplotlib.pyplot.subplot(143)\n",
      "matplotlib.pyplot.imshow(mask);\n",
      "matplotlib.pyplot.title(\"mask\");\n",
      "\n",
      "matplotlib.pyplot.subplot(144)\n",
      "matplotlib.pyplot.imshow(naive_clone);\n",
      "matplotlib.pyplot.title(\"naive_clone\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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k5WxzlGEwwUh5AZLWzTLxOUr8PWhhMS+wNEyNuKlkgoUtLUwyQ7G+1GFGnmQU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\nn7mJ5JiEjojXgiE1LSwDJQOcAcHE8E4AVh4pVINaA3ixdCo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bv8gf/vYv8NBH3ofILtqK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z6ERTG4cziu9frfCBY3GWk8SwWDToNmNT5sTAancgSR29NWQZTEYpQht8b2h6TxpH9J0mixRN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\nRK5CYII=\n"
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## compute strict interior and border regions, as well as variable index map"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import skimage\n",
      "import skimage.morphology\n",
      "\n",
      "strict_interior = skimage.morphology.erosion(mask, numpy.ones((3,3), dtype=numpy.uint8))\n",
      "border          = mask - strict_interior\n",
      "\n",
      "strict_interior_indices                     = strict_interior.nonzero()\n",
      "num_strict_interior_pixels                  = strict_interior_indices[0].shape[0]\n",
      "variable_index_map                          = -1 * numpy.ones_like(mask, dtype=numpy.int32)\n",
      "variable_index_map[strict_interior_indices] = numpy.arange(num_strict_interior_pixels)\n",
      "\n",
      "\n",
      "figsize(14,4)\n",
      "\n",
      "matplotlib.pyplot.subplot(131);\n",
      "matplotlib.pyplot.imshow(strict_interior, interpolation=\"nearest\");\n",
      "matplotlib.pyplot.title(\"strict_interior\");\n",
      "\n",
      "matplotlib.pyplot.subplot(132);\n",
      "matplotlib.pyplot.imshow(border, interpolation=\"nearest\");\n",
      "matplotlib.pyplot.title(\"border\");\n",
      "\n",
      "matplotlib.pyplot.subplot(133);\n",
      "matplotlib.pyplot.imshow(variable_index_map);\n",
      "matplotlib.pyplot.title(\"variable_index_map\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## compute seamless clone (red)\n",
      "\n",
      "We compute a seamless clone by solving for the unknown pixel values inside a masked region. The seamless cloning algorithm operates only greyscale images, so we apply it each color channel independently. For each pixel location $p$ in the strict interior of the masked region $\\Omega$, we relate the intensities of the unknown, source, and destination pixel values as follows:\n",
      "\n",
      "$$|N_p|f_p - \\sum_{q\\in N_p \\cap \\Omega} f_q = \\sum_{q\\in N_p \\cap \\delta \\Omega} f_q^* + \\sum_{q\\in N_p} (g_p - g_q)$$\n",
      "\n",
      "where:\n",
      "\n",
      "- $N_p$ is the set of $p$'s 4-connected neighbors (note that $|N_p|$ might be less than 4 if $\\Omega$ extends to the image border);\n",
      "\n",
      "- $f_p$ is the unknown intensity value at $p$;\n",
      "\n",
      "- $f_q^*$ is the known intensity value from the destination image in the border of the masked region $\\delta \\Omega$; and\n",
      "\n",
      "- $g_p$ is the known intensity value from the source image at $p$, and $g_q$ is the known intensity value from the source image at $q \\in N_p$"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import scipy\n",
      "import scipy.sparse\n",
      "import scipy.sparse.linalg\n",
      "\n",
      "ref_greyscale    = ref[:,:,0].copy()\n",
      "target_greyscale = target[:,:,0].copy()\n",
      "\n",
      "A = scipy.sparse.dok_matrix((num_strict_interior_pixels,num_strict_interior_pixels), dtype=float32)\n",
      "B = numpy.zeros(num_strict_interior_pixels, dtype=float32)\n",
      "\n",
      "for i in range(num_strict_interior_pixels):\n",
      "    \n",
      "    y = strict_interior_indices[0][i]\n",
      "    x = strict_interior_indices[1][i]\n",
      "    \n",
      "    x_right = x+1\n",
      "    x_left  = x-1\n",
      "\n",
      "    y_up    = y-1\n",
      "    y_down  = y+1\n",
      "\n",
      "    assert( i == variable_index_map[y,x] )\n",
      "    \n",
      "    x_neighbors                = []\n",
      "    y_neighbors                = []\n",
      "    variable_indices_neighbors = []\n",
      "    \n",
      "    if x_right < rnx:\n",
      "        y_neighbors.append(y)\n",
      "        x_neighbors.append(x_right)\n",
      "        variable_indices_neighbors.append(variable_index_map[y,x_right])\n",
      "        \n",
      "    if y_up >= 0:\n",
      "        y_neighbors.append(y_up)\n",
      "        x_neighbors.append(x)\n",
      "        variable_indices_neighbors.append(variable_index_map[y_up,x])\n",
      "\n",
      "    if x_left >= 0:\n",
      "        y_neighbors.append(y)\n",
      "        x_neighbors.append(x_left)\n",
      "        variable_indices_neighbors.append(variable_index_map[y,x_left])\n",
      "\n",
      "    if y_down < rny:\n",
      "        y_neighbors.append(y_down)\n",
      "        x_neighbors.append(x)\n",
      "        variable_indices_neighbors.append(variable_index_map[y_down,x])\n",
      "\n",
      "    y_neighbors                                = numpy.array(y_neighbors)\n",
      "    x_neighbors                                = numpy.array(x_neighbors)\n",
      "    variable_indices_neighbors                 = numpy.array(variable_indices_neighbors)\n",
      "    variable_indices_neighbors_strict_interior = (variable_indices_neighbors != -1).nonzero()\n",
      "    variable_indices_neighbors_border          = (variable_indices_neighbors == -1).nonzero()\n",
      "    num_neighbors                              = y_neighbors.shape[0]\n",
      "\n",
      "    sum_vq       = (num_neighbors * target_greyscale[y,x]) - numpy.sum(target_greyscale[(y_neighbors, x_neighbors)])\n",
      "    sum_border_f = numpy.sum(ref_greyscale[(y_neighbors[variable_indices_neighbors_border],x_neighbors[variable_indices_neighbors_border])])\n",
      "    \n",
      "    A[i,i]                                                                         = num_neighbors\n",
      "    A[i,variable_indices_neighbors[variable_indices_neighbors_strict_interior[0]]] = -1\n",
      "    B[i]                                                                           = sum_vq + sum_border_f\n",
      "\n",
      "X_r, stop, itn, r1norm, r2norm, anorm, acond, arnorm, xnorm, var = scipy.sparse.linalg.lsqr(A, B, iter_lim=10000, show=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " \n",
        "LSQR            Least-squares solution of  Ax = b\n",
        "The matrix A has     9362 rows  and     9362 cols\n",
        "damp = 0.00000000000000e+00   calc_var =        0\n",
        "atol = 1.00e-08                 conlim = 1.00e+08\n",
        "btol = 1.00e-08               iter_lim =    10000\n",
        " "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   Itn      x[0]       r1norm     r2norm   Compatible    LS      Norm A   Cond A\n",
        "     0  0.00000e+00   4.490e+03  4.490e+03    1.0e+00  1.1e-03\n",
        "     1  9.36820e+00"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.807e+03  2.807e+03    6.3e-01  5.6e-01   6.2e+00  1.0e+00\n",
        "     2  2.09066e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.043e+03  2.043e+03    4.5e-01  3.4e-01   8.5e+00  2.3e+00\n",
        "     3  2.90777e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   1.638e+03  1.638e+03    3.6e-01  2.3e-01   1.0e+01  3.7e+00\n",
        "     4  3.42195e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   1.401e+03  1.401e+03    3.1e-01  1.9e-01   1.2e+01  5.4e+00\n",
        "     5  3.83347e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   1.215e+03  1.215e+03    2.7e-01  1.5e-01   1.3e+01  7.3e+00\n",
        "     6  4.13210e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   1.085e+03  1.085e+03    2.4e-01  1.3e-01   1.4e+01  9.3e+00\n",
        "     7  4.37079e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   9.867e+02  9.867e+02    2.2e-01  1.1e-01   1.5e+01  1.1e+01\n",
        "     8  4.54936e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   9.042e+02  9.042e+02    2.0e-01  1.0e-01   1.6e+01  1.4e+01\n",
        "     9  4.67569e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   8.377e+02  8.377e+02    1.9e-01  8.7e-02   1.7e+01  1.6e+01\n",
        "    10  4.78694e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   7.820e+02  7.820e+02    1.7e-01  8.0e-02   1.8e+01  1.9e+01\n",
        "  4564  6.02616e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.169e-01  3.169e-01    7.1e-05  6.5e-04   3.8e+02  1.7e+05\n",
        "  4565  6.02615e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.163e-01  3.163e-01    7.0e-05  6.4e-04   3.8e+02  1.7e+05\n",
        "  4566  6.02613e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.157e-01  3.157e-01    7.0e-05  6.4e-04   3.8e+02  1.7e+05\n",
        "  4567  6.02613e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.151e-01  3.151e-01    7.0e-05  6.3e-04   3.8e+02  1.7e+05\n",
        "  4568  6.02612e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.146e-01  3.146e-01    7.0e-05  6.4e-04   3.8e+02  1.7e+05\n",
        "  4569  6.02611e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.140e-01  3.140e-01    7.0e-05  6.5e-04   3.8e+02  1.7e+05\n",
        "  4570  6.02610e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.133e-01  3.133e-01    7.0e-05  6.8e-04   3.8e+02  1.7e+05\n",
        "  4571  6.02609e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.127e-01  3.127e-01    7.0e-05  6.7e-04   3.8e+02  1.7e+05\n",
        "  4572  6.02609e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.120e-01  3.120e-01    6.9e-05  6.8e-04   3.8e+02  1.7e+05\n",
        "  4573  6.02610e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.114e-01  3.114e-01    6.9e-05  7.0e-04   3.8e+02  1.7e+05\n",
        "  4574  6.02610e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.107e-01  3.107e-01    6.9e-05  6.8e-04   3.8e+02  1.7e+05\n",
        "  4575  6.02610e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.100e-01  3.100e-01    6.9e-05  6.8e-04   3.8e+02  1.7e+05\n",
        "  4576  6.02611e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.094e-01  3.094e-01    6.9e-05  7.0e-04   3.8e+02  1.7e+05\n",
        "  4577  6.02612e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.087e-01  3.087e-01    6.9e-05  7.4e-04   3.8e+02  1.7e+05\n",
        "  4578  6.02613e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.079e-01  3.079e-01    6.9e-05  7.5e-04   3.8e+02  1.7e+05\n",
        "  4579  6.02614e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.070e-01  3.070e-01    6.8e-05  7.8e-04   3.8e+02  1.7e+05\n",
        "  4580  6.02615e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.062e-01  3.062e-01    6.8e-05  7.9e-04   3.8e+02  1.7e+05\n",
        "  4581  6.02616e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.053e-01  3.053e-01    6.8e-05  7.6e-04   3.8e+02  1.7e+05\n",
        "  4582  6.02616e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.045e-01  3.045e-01    6.8e-05  7.3e-04   3.8e+02  1.7e+05\n",
        "  4583  6.02616e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.038e-01  3.038e-01    6.8e-05  7.2e-04   3.8e+02  1.7e+05\n",
        "  4584  6.02615e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.031e-01  3.031e-01    6.7e-05  7.0e-04   3.8e+02  1.7e+05\n",
        "  4585  6.02614e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.024e-01  3.024e-01    6.7e-05  6.9e-04   3.8e+02  1.7e+05\n",
        "  4586  6.02612e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.018e-01  3.018e-01    6.7e-05  6.8e-04   3.8e+02  1.7e+05\n",
        "  4587  6.02610e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.011e-01  3.011e-01    6.7e-05  6.8e-04   3.8e+02  1.7e+05\n",
        "  4588  6.02609e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.005e-01  3.005e-01    6.7e-05  6.7e-04   3.8e+02  1.7e+05\n",
        "  4589  6.02607e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.999e-01  2.999e-01    6.7e-05  6.4e-04   3.8e+02  1.7e+05\n",
        "  4590  6.02607e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.994e-01  2.994e-01    6.7e-05  6.4e-04   3.8e+02  1.7e+05\n",
        "  4591  6.02607e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.988e-01  2.988e-01    6.7e-05  6.1e-04   3.8e+02  1.7e+05\n",
        "  4592  6.02606e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.983e-01  2.983e-01    6.6e-05  6.3e-04   3.8e+02  1.7e+05\n",
        "  4593  6.02606e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.978e-01  2.978e-01    6.6e-05  6.3e-04   3.8e+02  1.7e+05\n",
        "  4594  6.02606e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.972e-01  2.972e-01    6.6e-05  6.2e-04   3.8e+02  1.7e+05\n",
        "  4595  6.02605e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.967e-01  2.967e-01    6.6e-05  6.1e-04   3.8e+02  1.7e+05\n",
        "  4596  6.02604e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.962e-01  2.962e-01    6.6e-05  6.1e-04   3.8e+02  1.7e+05\n",
        "  4597  6.02602e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.957e-01  2.957e-01    6.6e-05  6.0e-04   3.8e+02  1.7e+05\n",
        "  4598  6.02602e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.952e-01  2.952e-01    6.6e-05  5.9e-04   3.8e+02  1.7e+05\n",
        "  4599  6.02602e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.948e-01  2.948e-01    6.6e-05  5.7e-04   3.8e+02  1.7e+05\n",
        "  4600  6.02602e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.943e-01  2.943e-01    6.6e-05  5.7e-04   3.8e+02  1.7e+05\n",
        "  4601  6.02601e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.939e-01  2.939e-01    6.5e-05  5.7e-04   3.8e+02  1.7e+05\n",
        "  4602  6.02601e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.935e-01  2.935e-01    6.5e-05  5.8e-04   3.8e+02  1.7e+05\n",
        "  4603  6.02601e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.930e-01  2.930e-01    6.5e-05  5.9e-04   3.8e+02  1.7e+05\n",
        "  4604  6.02601e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.925e-01  2.925e-01    6.5e-05  5.8e-04   3.8e+02  1.7e+05\n",
        "  4605  6.02601e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.921e-01  2.921e-01    6.5e-05  5.7e-04   3.8e+02  1.7e+05\n",
        "  4606  6.02601e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.916e-01  2.916e-01    6.5e-05  5.7e-04   3.8e+02  1.7e+05\n",
        "  4607  6.02602e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.912e-01  2.912e-01    6.5e-05  5.8e-04   3.8e+02  1.7e+05\n",
        "  4608  6.02603e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.908e-01  2.908e-01    6.5e-05  5.9e-04   3.8e+02  1.7e+05\n",
        "  4609  6.02603e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.903e-01  2.903e-01    6.5e-05  6.0e-04   3.8e+02  1.7e+05\n",
        "  4610  6.02604e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.898e-01  2.898e-01    6.5e-05  6.0e-04   3.8e+02  1.7e+05\n",
        "  4611  6.02604e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.893e-01  2.893e-01    6.4e-05  5.9e-04   3.8e+02  1.7e+05\n",
        "  4612  6.02603e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.889e-01  2.889e-01    6.4e-05  6.1e-04   3.8e+02  1.7e+05\n",
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       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.884e-01  2.884e-01    6.4e-05  6.0e-04   3.8e+02  1.7e+05\n",
        "  4614  6.02600e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.879e-01  2.879e-01    6.4e-05  5.9e-04   3.8e+02  1.7e+05\n",
        "  4615  6.02599e+01"
       ]
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      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.874e-01  2.874e-01    6.4e-05  5.9e-04   3.8e+02  1.7e+05\n",
        "  4616  6.02598e+01"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "   2.870e-01  2.870e-01    6.4e-05  5.9e-04   3.8e+02  1.7e+05\n",
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      {
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       "stream": "stdout",
       "text": [
        "   2.865e-01  2.865e-01    6.4e-05  5.9e-04   3.8e+02  1.7e+05\n",
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      {
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       "stream": "stdout",
       "text": [
        "   2.860e-01  2.860e-01    6.4e-05  5.7e-04   3.8e+02  1.7e+05\n",
        "  4619  6.02598e+01"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "   2.856e-01  2.856e-01    6.4e-05  5.7e-04   3.8e+02  1.7e+05\n",
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       "stream": "stdout",
       "text": [
        "   2.835e-01  2.835e-01    6.3e-05  5.6e-04   3.8e+02  1.7e+05\n",
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       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.831e-01  2.831e-01    6.3e-05  5.5e-04   3.8e+02  1.7e+05\n",
        "  4626  6.02600e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.827e-01  2.827e-01    6.3e-05  5.4e-04   3.8e+02  1.7e+05\n",
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       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.823e-01  2.823e-01    6.3e-05  5.3e-04   3.8e+02  1.7e+05\n",
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       ]
      },
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       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.819e-01  2.819e-01    6.3e-05  5.3e-04   3.8e+02  1.7e+05\n",
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      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.816e-01  2.816e-01    6.3e-05  5.4e-04   3.8e+02  1.7e+05\n",
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       "stream": "stdout",
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        "   2.812e-01  2.812e-01    6.3e-05  5.5e-04   3.8e+02  1.7e+05\n",
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        "  6274  6.02640e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.725e-02  4.725e-02    1.1e-05  8.2e-04   4.5e+02  2.3e+05\n",
        "  6275  6.02640e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.706e-02  4.706e-02    1.0e-05  8.3e-04   4.5e+02  2.3e+05\n",
        "  6276  6.02640e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.684e-02  4.684e-02    1.0e-05  8.8e-04   4.5e+02  2.3e+05\n",
        "  6277  6.02640e+01"
       ]
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      {
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       "stream": "stdout",
       "text": [
        "   4.662e-02  4.662e-02    1.0e-05  8.8e-04   4.5e+02  2.3e+05\n",
        "  6278  6.02639e+01"
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       "stream": "stdout",
       "text": [
        "   4.639e-02  4.639e-02    1.0e-05  8.8e-04   4.5e+02  2.3e+05\n",
        "  6279  6.02639e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.615e-02  4.615e-02    1.0e-05  9.4e-04   4.5e+02  2.3e+05\n",
        "  6280  6.02639e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.589e-02  4.589e-02    1.0e-05  9.0e-04   4.5e+02  2.3e+05\n",
        "  6281  6.02639e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.565e-02  4.565e-02    1.0e-05  9.4e-04   4.5e+02  2.3e+05\n",
        "  6282  6.02639e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.542e-02  4.542e-02    1.0e-05  9.0e-04   4.5e+02  2.3e+05\n",
        "  6283  6.02639e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.518e-02  4.518e-02    1.0e-05  9.2e-04   4.5e+02  2.3e+05\n",
        "  6284  6.02640e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.494e-02  4.494e-02    1.0e-05  9.5e-04   4.5e+02  2.3e+05\n",
        "  6285  6.02640e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.467e-02  4.467e-02    9.9e-06  9.7e-04   4.5e+02  2.3e+05\n",
        "  6286  6.02640e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.440e-02  4.440e-02    9.9e-06  1.0e-03   4.5e+02  2.3e+05\n",
        "  6287  6.02639e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.410e-02  4.410e-02    9.8e-06  1.0e-03   4.5e+02  2.3e+05\n",
        "  6288  6.02639e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.382e-02  4.382e-02    9.8e-06  1.0e-03   4.5e+02  2.3e+05\n",
        "  6289  6.02639e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.353e-02  4.353e-02    9.7e-06  1.0e-03   4.5e+02  2.3e+05\n",
        "  6290  6.02639e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.325e-02  4.325e-02    9.6e-06  1.0e-03   4.5e+02  2.3e+05\n",
        "  6291  6.02639e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.296e-02  4.296e-02    9.6e-06  1.0e-03   4.5e+02  2.3e+05\n",
        "  6292  6.02639e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.269e-02  4.269e-02    9.5e-06  1.0e-03   4.5e+02  2.3e+05\n",
        "  6293  6.02640e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.243e-02  4.243e-02    9.5e-06  9.4e-04   4.5e+02  2.3e+05\n",
        "  6294  6.02640e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.220e-02  4.220e-02    9.4e-06  9.1e-04   4.5e+02  2.3e+05\n",
        "  6295  6.02640e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.200e-02  4.200e-02    9.4e-06  8.6e-04   4.5e+02  2.3e+05\n",
        "  6296  6.02640e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.180e-02  4.180e-02    9.3e-06  8.6e-04   4.5e+02  2.3e+05\n",
        "  6297  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.161e-02  4.161e-02    9.3e-06  8.3e-04   4.5e+02  2.3e+05\n",
        "  6298  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.143e-02  4.143e-02    9.2e-06  8.2e-04   4.5e+02  2.3e+05\n",
        "  6299  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.127e-02  4.127e-02    9.2e-06  7.8e-04   4.5e+02  2.3e+05\n",
        "  6300  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.111e-02  4.111e-02    9.2e-06  7.6e-04   4.5e+02  2.3e+05\n",
        "  6301  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.097e-02  4.097e-02    9.1e-06  7.4e-04   4.5e+02  2.3e+05\n",
        "  6302  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.083e-02  4.083e-02    9.1e-06  7.3e-04   4.5e+02  2.3e+05\n",
        "  6303  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.070e-02  4.070e-02    9.1e-06  7.2e-04   4.5e+02  2.3e+05\n",
        "  6304  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.056e-02  4.056e-02    9.0e-06  7.5e-04   4.5e+02  2.3e+05\n",
        "  6305  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.041e-02  4.041e-02    9.0e-06  7.6e-04   4.5e+02  2.3e+05\n",
        "  6306  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.026e-02  4.026e-02    9.0e-06  7.6e-04   4.5e+02  2.3e+05\n",
        "  6307  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.012e-02  4.012e-02    8.9e-06  7.5e-04   4.5e+02  2.3e+05\n",
        "  6308  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.997e-02  3.997e-02    8.9e-06  7.5e-04   4.5e+02  2.3e+05\n",
        "  6309  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.984e-02  3.984e-02    8.9e-06  7.1e-04   4.5e+02  2.3e+05\n",
        "  6310  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.971e-02  3.971e-02    8.8e-06  6.8e-04   4.5e+02  2.3e+05\n",
        "  6311  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.960e-02  3.960e-02    8.8e-06  6.7e-04   4.5e+02  2.3e+05\n",
        "  6312  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.949e-02  3.949e-02    8.8e-06  6.8e-04   4.5e+02  2.3e+05\n",
        "  6313  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.937e-02  3.937e-02    8.8e-06  6.9e-04   4.5e+02  2.3e+05\n",
        "  6314  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.926e-02  3.926e-02    8.7e-06  6.7e-04   4.5e+02  2.3e+05\n",
        "  6315  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.914e-02  3.914e-02    8.7e-06  6.7e-04   4.5e+02  2.3e+05\n",
        "  6316  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.903e-02  3.903e-02    8.7e-06  6.9e-04   4.5e+02  2.3e+05\n",
        "  6317  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.891e-02  3.891e-02    8.7e-06  7.1e-04   4.5e+02  2.3e+05\n",
        "  6318  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.879e-02  3.879e-02    8.6e-06  7.0e-04   4.5e+02  2.3e+05\n",
        "  6319  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.866e-02  3.866e-02    8.6e-06  7.4e-04   4.5e+02  2.3e+05\n",
        "  6320  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.853e-02  3.853e-02    8.6e-06  7.4e-04   4.5e+02  2.3e+05\n",
        "  6321  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.840e-02  3.840e-02    8.6e-06  7.3e-04   4.5e+02  2.3e+05\n",
        "  6322  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.828e-02  3.828e-02    8.5e-06  7.0e-04   4.5e+02  2.3e+05\n",
        "  6323  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.817e-02  3.817e-02    8.5e-06  6.7e-04   4.5e+02  2.3e+05\n",
        "  6324  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.806e-02  3.806e-02    8.5e-06  6.7e-04   4.5e+02  2.3e+05\n",
        "  6325  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.795e-02  3.795e-02    8.5e-06  6.7e-04   4.5e+02  2.3e+05\n",
        "  6326  6.02642e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.783e-02  3.783e-02    8.4e-06  6.9e-04   4.5e+02  2.3e+05\n",
        "  6327  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.771e-02  3.771e-02    8.4e-06  7.2e-04   4.5e+02  2.3e+05\n",
        "  6328  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.759e-02  3.759e-02    8.4e-06  7.2e-04   4.5e+02  2.3e+05\n",
        "  6329  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.747e-02  3.747e-02    8.3e-06  7.4e-04   4.5e+02  2.3e+05\n",
        "  6330  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.734e-02  3.734e-02    8.3e-06  7.2e-04   4.5e+02  2.3e+05\n",
        "  6331  6.02641e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.722e-02  3.722e-02    8.3e-06  7.2e-04   4.5e+02  2.3e+05\n",
        " \n",
        "LSQR finished\n",
        "Ax - b is small enough, given atol, btol                  \n",
        " \n",
        "istop =       1   r1norm = 3.7e-02   anorm = 4.5e+02   arnorm = 1.2e-02\n",
        "itn   =    6331   r2norm = 3.7e-02   acond = 2.3e+05   xnorm  = 8.3e+03\n",
        " \n"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## compute seamless clone (green)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import scipy\n",
      "import scipy.sparse\n",
      "import scipy.sparse.linalg\n",
      "\n",
      "ref_greyscale    = ref[:,:,1].copy()\n",
      "target_greyscale = target[:,:,1].copy()\n",
      "\n",
      "A = scipy.sparse.dok_matrix((num_strict_interior_pixels,num_strict_interior_pixels), dtype=float32)\n",
      "B = numpy.zeros(num_strict_interior_pixels, dtype=float32)\n",
      "\n",
      "for i in range(num_strict_interior_pixels):\n",
      "    \n",
      "    y = strict_interior_indices[0][i]\n",
      "    x = strict_interior_indices[1][i]\n",
      "    \n",
      "    x_right = x+1\n",
      "    x_left  = x-1\n",
      "\n",
      "    y_up    = y-1\n",
      "    y_down  = y+1\n",
      "\n",
      "    assert( i == variable_index_map[y,x] )\n",
      "    \n",
      "    x_neighbors                = []\n",
      "    y_neighbors                = []\n",
      "    variable_indices_neighbors = []\n",
      "    \n",
      "    if x_right < rnx:\n",
      "        y_neighbors.append(y)\n",
      "        x_neighbors.append(x_right)\n",
      "        variable_indices_neighbors.append(variable_index_map[y,x_right])\n",
      "        \n",
      "    if y_up >= 0:\n",
      "        y_neighbors.append(y_up)\n",
      "        x_neighbors.append(x)\n",
      "        variable_indices_neighbors.append(variable_index_map[y_up,x])\n",
      "\n",
      "    if x_left >= 0:\n",
      "        y_neighbors.append(y)\n",
      "        x_neighbors.append(x_left)\n",
      "        variable_indices_neighbors.append(variable_index_map[y,x_left])\n",
      "\n",
      "    if y_down < rny:\n",
      "        y_neighbors.append(y_down)\n",
      "        x_neighbors.append(x)\n",
      "        variable_indices_neighbors.append(variable_index_map[y_down,x])\n",
      "\n",
      "    y_neighbors                                = numpy.array(y_neighbors)\n",
      "    x_neighbors                                = numpy.array(x_neighbors)\n",
      "    variable_indices_neighbors                 = numpy.array(variable_indices_neighbors)\n",
      "    variable_indices_neighbors_strict_interior = (variable_indices_neighbors != -1).nonzero()\n",
      "    variable_indices_neighbors_border          = (variable_indices_neighbors == -1).nonzero()\n",
      "    num_neighbors                              = y_neighbors.shape[0]\n",
      "    \n",
      "    sum_vq       = (num_neighbors * target_greyscale[y,x]) - numpy.sum(target_greyscale[(y_neighbors, x_neighbors)])\n",
      "    sum_border_f = numpy.sum(ref_greyscale[(y_neighbors[variable_indices_neighbors_border],x_neighbors[variable_indices_neighbors_border])])\n",
      "    \n",
      "    A[i,i]                                                                         = num_neighbors\n",
      "    A[i,variable_indices_neighbors[variable_indices_neighbors_strict_interior[0]]] = -1\n",
      "    B[i]                                                                           = sum_vq + sum_border_f\n",
      "\n",
      "X_g, stop, itn, r1norm, r2norm, anorm, acond, arnorm, xnorm, var = scipy.sparse.linalg.lsqr(A, B, iter_lim=10000, show=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " \n",
        "LSQR            Least-squares solution of  Ax = b\n",
        "The matrix A has     9362 rows  and     9362 cols\n",
        "damp = 0.00000000000000e+00   calc_var =        0\n",
        "atol = 1.00e-08                 conlim = 1.00e+08\n",
        "btol = 1.00e-08               iter_lim =    10000\n",
        " "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   Itn      x[0]       r1norm     r2norm   Compatible    LS      Norm A   Cond A\n",
        "     0  0.00000e+00   5.534e+03  5.534e+03    1.0e+00  8.4e-04\n",
        "     1  1.63395e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.623e+03  3.623e+03    6.5e-01  5.5e-01   6.2e+00  1.0e+00\n",
        "     2  3.70035e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.684e+03  2.684e+03    4.9e-01  3.4e-01   8.5e+00  2.3e+00\n",
        "     3  5.18045e+01"
       ]
      },
      {
       "output_type": "stream",
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        "   6.325e-02  6.325e-02    1.1e-05  7.1e-04   4.5e+02  2.3e+05\n",
        "  6292  1.07827e+02"
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        "  6299  1.07827e+02"
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        "  6301  1.07827e+02"
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        "  6302  1.07827e+02"
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        "   6.168e-02  6.168e-02    1.1e-05  5.2e-04   4.5e+02  2.3e+05\n",
        "  6303  1.07827e+02"
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        "  6304  1.07827e+02"
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        "  6305  1.07827e+02"
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        "  6306  1.07827e+02"
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       "text": [
        "   6.121e-02  6.121e-02    1.1e-05  5.7e-04   4.5e+02  2.3e+05\n",
        "  6307  1.07827e+02"
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        "  6321  1.07827e+02"
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        "  6322  1.07827e+02"
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        "  6323  1.07827e+02"
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        "  6324  1.07827e+02"
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        "  6325  1.07827e+02"
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        "  6327  1.07827e+02"
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        "  6328  1.07827e+02"
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        "  6329  1.07827e+02"
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        "  6332  1.07827e+02"
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        "  6335  1.07827e+02"
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        "  6345  1.07827e+02"
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       "stream": "stdout",
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        "  6346  1.07827e+02"
       ]
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       "stream": "stdout",
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        "  6347  1.07827e+02"
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       "stream": "stdout",
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        "  6348  1.07827e+02"
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       "stream": "stdout",
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        "  6349  1.07827e+02"
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       "stream": "stdout",
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        "  6350  1.07827e+02"
       ]
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       "stream": "stdout",
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        "   5.532e-02  5.532e-02    1.0e-05  7.3e-04   4.5e+02  2.3e+05\n",
        "  6351  1.07827e+02"
       ]
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       "stream": "stdout",
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        "  6352  1.07827e+02"
       ]
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       "stream": "stdout",
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        "  6353  1.07827e+02"
       ]
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       "stream": "stdout",
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        "  6354  1.07827e+02"
       ]
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       "stream": "stdout",
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        "  6355  1.07827e+02"
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       "stream": "stdout",
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        "  6356  1.07827e+02"
       ]
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       "stream": "stdout",
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        "  6357  1.07827e+02"
       ]
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       "stream": "stdout",
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        "  6358  1.07827e+02"
       ]
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       "output_type": "stream",
       "stream": "stdout",
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        "  6359  1.07827e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
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        "   5.375e-02  5.375e-02    9.7e-06  7.1e-04   4.5e+02  2.3e+05\n",
        "  6360  1.07827e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   5.358e-02  5.358e-02    9.7e-06  7.0e-04   4.5e+02  2.3e+05\n",
        "  6361  1.07827e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   5.341e-02  5.341e-02    9.7e-06  7.1e-04   4.5e+02  2.3e+05\n",
        "  6362  1.07827e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   5.325e-02  5.325e-02    9.6e-06  6.9e-04   4.5e+02  2.3e+05\n",
        "  6363  1.07827e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   5.308e-02  5.308e-02    9.6e-06  6.8e-04   4.5e+02  2.3e+05\n",
        " \n",
        "LSQR finished\n",
        "Ax - b is small enough, given atol, btol                  \n",
        " \n",
        "istop =       1   r1norm = 5.3e-02   anorm = 4.5e+02   arnorm = 1.6e-02\n",
        "itn   =    6363   r2norm = 5.3e-02   acond = 2.3e+05   xnorm  = 1.2e+04\n",
        " \n"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## compute seamless clone (blue)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import scipy\n",
      "import scipy.sparse\n",
      "import scipy.sparse.linalg\n",
      "\n",
      "ref_greyscale    = ref[:,:,2].copy()\n",
      "target_greyscale = target[:,:,2].copy()\n",
      "\n",
      "A = scipy.sparse.dok_matrix((num_strict_interior_pixels,num_strict_interior_pixels), dtype=float32)\n",
      "B = numpy.zeros(num_strict_interior_pixels, dtype=float32)\n",
      "\n",
      "for i in range(num_strict_interior_pixels):\n",
      "    \n",
      "    y = strict_interior_indices[0][i]\n",
      "    x = strict_interior_indices[1][i]\n",
      "    \n",
      "    x_right = x+1\n",
      "    x_left  = x-1\n",
      "\n",
      "    y_up    = y-1\n",
      "    y_down  = y+1\n",
      "\n",
      "    assert( i == variable_index_map[y,x] )\n",
      "    \n",
      "    x_neighbors                = []\n",
      "    y_neighbors                = []\n",
      "    variable_indices_neighbors = []\n",
      "    \n",
      "    if x_right < rnx:\n",
      "        y_neighbors.append(y)\n",
      "        x_neighbors.append(x_right)\n",
      "        variable_indices_neighbors.append(variable_index_map[y,x_right])\n",
      "        \n",
      "    if y_up >= 0:\n",
      "        y_neighbors.append(y_up)\n",
      "        x_neighbors.append(x)\n",
      "        variable_indices_neighbors.append(variable_index_map[y_up,x])\n",
      "\n",
      "    if x_left >= 0:\n",
      "        y_neighbors.append(y)\n",
      "        x_neighbors.append(x_left)\n",
      "        variable_indices_neighbors.append(variable_index_map[y,x_left])\n",
      "\n",
      "    if y_down < rny:\n",
      "        y_neighbors.append(y_down)\n",
      "        x_neighbors.append(x)\n",
      "        variable_indices_neighbors.append(variable_index_map[y_down,x])\n",
      "\n",
      "    y_neighbors                                = numpy.array(y_neighbors)\n",
      "    x_neighbors                                = numpy.array(x_neighbors)\n",
      "    variable_indices_neighbors                 = numpy.array(variable_indices_neighbors)\n",
      "    variable_indices_neighbors_strict_interior = (variable_indices_neighbors != -1).nonzero()\n",
      "    variable_indices_neighbors_border          = (variable_indices_neighbors == -1).nonzero()\n",
      "    num_neighbors                              = y_neighbors.shape[0]\n",
      "    \n",
      "    sum_vq       = (num_neighbors * target_greyscale[y,x]) - numpy.sum(target_greyscale[(y_neighbors, x_neighbors)])\n",
      "    sum_border_f = numpy.sum(ref_greyscale[(y_neighbors[variable_indices_neighbors_border],x_neighbors[variable_indices_neighbors_border])])\n",
      "    \n",
      "    A[i,i]                                                                         = num_neighbors\n",
      "    A[i,variable_indices_neighbors[variable_indices_neighbors_strict_interior[0]]] = -1\n",
      "    B[i]                                                                           = sum_vq + sum_border_f\n",
      "\n",
      "X_b, stop, itn, r1norm, r2norm, anorm, acond, arnorm, xnorm, var = scipy.sparse.linalg.lsqr(A, B, iter_lim=10000, show=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        " \n",
        "LSQR            Least-squares solution of  Ax = b\n",
        "The matrix A has     9362 rows  and     9362 cols\n",
        "damp = 0.00000000000000e+00   calc_var =        0\n",
        "atol = 1.00e-08                 conlim = 1.00e+08\n",
        "btol = 1.00e-08               iter_lim =    10000\n",
        " "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "   Itn      x[0]       r1norm     r2norm   Compatible    LS      Norm A   Cond A\n",
        "     0  0.00000e+00   7.066e+03  7.066e+03    1.0e+00  6.6e-04\n",
        "     1  2.30310e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   4.637e+03  4.637e+03    6.6e-01  5.4e-01   6.2e+00  1.0e+00\n",
        "     2  5.24760e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   3.429e+03  3.429e+03    4.9e-01  3.4e-01   8.5e+00  2.3e+00\n",
        "     3  7.30720e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.777e+03  2.777e+03    3.9e-01  2.3e-01   1.0e+01  3.8e+00\n",
        "     4  8.62801e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.385e+03  2.385e+03    3.4e-01  1.9e-01   1.2e+01  5.4e+00\n",
        "     5  9.68178e+01"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   2.076e+03  2.076e+03    2.9e-01  1.5e-01   1.3e+01  7.4e+00\n",
        "     6  1.04198e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   1.859e+03  1.859e+03    2.6e-01  1.3e-01   1.4e+01  9.4e+00\n",
        "     7  1.09649e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   1.692e+03  1.692e+03    2.4e-01  1.1e-01   1.5e+01  1.2e+01\n",
        "     8  1.13695e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   1.552e+03  1.552e+03    2.2e-01  9.9e-02   1.6e+01  1.4e+01\n",
        "     9  1.16731e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   1.440e+03  1.440e+03    2.0e-01  8.6e-02   1.7e+01  1.6e+01\n",
        "    10  1.19509e+02"
       ]
      },
      {
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       "stream": "stdout",
       "text": [
        "   1.346e+03  1.346e+03    1.9e-01  7.9e-02   1.8e+01  1.9e+01\n",
        "  4952  1.50100e+02"
       ]
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       "text": [
        "   5.858e-01  5.858e-01    8.3e-05  3.2e-04   4.0e+02  1.8e+05\n",
        "  4953  1.50100e+02"
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       "text": [
        "   5.855e-01  5.855e-01    8.3e-05  3.2e-04   4.0e+02  1.8e+05\n",
        "  4954  1.50100e+02"
       ]
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       "text": [
        "   5.852e-01  5.852e-01    8.3e-05  3.3e-04   4.0e+02  1.8e+05\n",
        "  4955  1.50100e+02"
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        "   5.849e-01  5.849e-01    8.3e-05  3.2e-04   4.0e+02  1.8e+05\n",
        "  4956  1.50100e+02"
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       "text": [
        "   5.846e-01  5.846e-01    8.3e-05  3.2e-04   4.0e+02  1.8e+05\n",
        "  4957  1.50100e+02"
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        "   5.843e-01  5.843e-01    8.3e-05  3.2e-04   4.0e+02  1.8e+05\n",
        "  4958  1.50100e+02"
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       "text": [
        "   5.840e-01  5.840e-01    8.3e-05  3.2e-04   4.0e+02  1.8e+05\n",
        "  4959  1.50100e+02"
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        "   5.837e-01  5.837e-01    8.3e-05  3.1e-04   4.0e+02  1.8e+05\n",
        "  4960  1.50100e+02"
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        "   5.834e-01  5.834e-01    8.3e-05  3.1e-04   4.0e+02  1.8e+05\n",
        "  4961  1.50100e+02"
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        "   5.832e-01  5.832e-01    8.3e-05  3.0e-04   4.0e+02  1.8e+05\n",
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        "  4964  1.50100e+02"
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        "  4965  1.50100e+02"
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        "  4966  1.50100e+02"
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        "   5.819e-01  5.819e-01    8.2e-05  2.9e-04   4.0e+02  1.8e+05\n",
        "  4967  1.50100e+02"
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        "   5.817e-01  5.817e-01    8.2e-05  3.0e-04   4.0e+02  1.8e+05\n",
        "  4968  1.50100e+02"
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        "   5.814e-01  5.814e-01    8.2e-05  2.9e-04   4.0e+02  1.8e+05\n",
        "  4969  1.50100e+02"
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       "text": [
        "   5.812e-01  5.812e-01    8.2e-05  2.8e-04   4.0e+02  1.8e+05\n",
        "  4970  1.50100e+02"
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        "   5.810e-01  5.810e-01    8.2e-05  2.8e-04   4.0e+02  1.8e+05\n",
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        "   5.807e-01  5.807e-01    8.2e-05  2.8e-04   4.0e+02  1.8e+05\n",
        "  4972  1.50100e+02"
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        "   5.803e-01  5.803e-01    8.2e-05  2.6e-04   4.0e+02  1.8e+05\n",
        "  4974  1.50100e+02"
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        "   5.801e-01  5.801e-01    8.2e-05  2.6e-04   4.0e+02  1.8e+05\n",
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        "   5.797e-01  5.797e-01    8.2e-05  2.7e-04   4.0e+02  1.8e+05\n",
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        "   5.793e-01  5.793e-01    8.2e-05  2.7e-04   4.0e+02  1.8e+05\n",
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        "  4991  1.50100e+02"
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       "text": [
        "   5.765e-01  5.765e-01    8.2e-05  2.7e-04   4.0e+02  1.8e+05\n",
        "  4992  1.50100e+02"
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        "   7.472e-02  7.472e-02    1.1e-05  7.8e-04   4.5e+02  2.3e+05\n",
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        "  6349  1.50106e+02"
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        "  6350  1.50107e+02"
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       "stream": "stdout",
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        "  6357  1.50107e+02"
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      },
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       "stream": "stdout",
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        "   7.056e-02  7.056e-02    1.0e-05  7.3e-04   4.5e+02  2.3e+05\n",
        "  6358  1.50106e+02"
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       "stream": "stdout",
       "text": [
        "   7.032e-02  7.032e-02    1.0e-05  7.0e-04   4.5e+02  2.3e+05\n",
        "  6359  1.50106e+02"
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      },
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       "stream": "stdout",
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        "  6360  1.50106e+02"
       ]
      },
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       "stream": "stdout",
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        "   6.989e-02  6.989e-02    9.9e-06  6.8e-04   4.5e+02  2.3e+05\n",
        "  6361  1.50107e+02"
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        "  6362  1.50107e+02"
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       "stream": "stdout",
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        "   6.948e-02  6.948e-02    9.8e-06  6.6e-04   4.5e+02  2.3e+05\n",
        "  6363  1.50107e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   6.929e-02  6.929e-02    9.8e-06  6.6e-04   4.5e+02  2.3e+05\n",
        "  6364  1.50107e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   6.910e-02  6.910e-02    9.8e-06  6.6e-04   4.5e+02  2.3e+05\n",
        "  6365  1.50107e+02"
       ]
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       "stream": "stdout",
       "text": [
        "   6.890e-02  6.890e-02    9.8e-06  7.0e-04   4.5e+02  2.3e+05\n",
        "  6366  1.50107e+02"
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       "stream": "stdout",
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        "  6367  1.50107e+02"
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      },
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       "stream": "stdout",
       "text": [
        "   6.848e-02  6.848e-02    9.7e-06  6.8e-04   4.5e+02  2.3e+05\n",
        "  6368  1.50107e+02"
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      {
       "output_type": "stream",
       "stream": "stdout",
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        "  6369  1.50107e+02"
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        "  6370  1.50107e+02"
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        "  6371  1.50107e+02"
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       "stream": "stdout",
       "text": [
        "   6.767e-02  6.767e-02    9.6e-06  7.2e-04   4.5e+02  2.3e+05\n",
        "  6372  1.50107e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   6.743e-02  6.743e-02    9.5e-06  7.3e-04   4.5e+02  2.3e+05\n",
        "  6373  1.50107e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   6.721e-02  6.721e-02    9.5e-06  7.3e-04   4.5e+02  2.3e+05\n",
        "  6374  1.50107e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   6.697e-02  6.697e-02    9.5e-06  7.2e-04   4.5e+02  2.3e+05\n",
        "  6375  1.50107e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   6.675e-02  6.675e-02    9.4e-06  7.4e-04   4.5e+02  2.3e+05\n",
        "  6376  1.50107e+02"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "   6.652e-02  6.652e-02    9.4e-06  7.5e-04   4.5e+02  2.3e+05\n",
        " \n",
        "LSQR finished\n",
        "Ax - b is small enough, given atol, btol                  \n",
        " \n",
        "istop =       1   r1norm = 6.7e-02   anorm = 4.5e+02   arnorm = 2.2e-02\n",
        "itn   =    6376   r2norm = 6.7e-02   acond = 2.3e+05   xnorm  = 1.5e+04\n",
        " \n"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ref_r,ref_g,ref_b = numpy.split(ref, 3, axis=2)\n",
      "\n",
      "seamless_clone_r = ref_r.squeeze().copy()\n",
      "seamless_clone_g = ref_g.squeeze().copy()\n",
      "seamless_clone_b = ref_b.squeeze().copy()\n",
      "\n",
      "seamless_clone_r[strict_interior_indices] = numpy.clip(X_r,0,255)\n",
      "seamless_clone_g[strict_interior_indices] = numpy.clip(X_g,0,255)\n",
      "seamless_clone_b[strict_interior_indices] = numpy.clip(X_b,0,255)\n",
      "\n",
      "seamless_clone = \\\n",
      "    numpy.concatenate((seamless_clone_r[:,:,numpy.newaxis], seamless_clone_g[:,:,numpy.newaxis],seamless_clone_b[:,:,numpy.newaxis]), axis=2).copy()\n",
      "\n",
      "\n",
      "\n",
      "figsize(19,4)\n",
      "\n",
      "matplotlib.pyplot.subplot(141)\n",
      "matplotlib.pyplot.imshow(ref);\n",
      "matplotlib.pyplot.title(\"ref\");\n",
      "\n",
      "matplotlib.pyplot.subplot(142)\n",
      "matplotlib.pyplot.imshow(target);\n",
      "matplotlib.pyplot.title(\"target\");\n",
      "\n",
      "matplotlib.pyplot.subplot(143)\n",
      "matplotlib.pyplot.imshow(naive_clone);\n",
      "matplotlib.pyplot.title(\"naive_clone\");\n",
      "\n",
      "matplotlib.pyplot.subplot(144)\n",
      "matplotlib.pyplot.imshow(seamless_clone);\n",
      "matplotlib.pyplot.title(\"seamless_clone\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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cyeG8nuOx5GMrOo4FozjP+5hUjhLrU64jvmG8TI1R1AG27WGUZvc0u6fZPVuv\n3bNFnCWesuqyNSaCBL1knWwDEYnLotZJkyjwRebV1PJathetAgJMVIq7+KRWnOZ/ZZEAKERcRZS8\nvarYJbuSE4AY2Zhf98vF0oB65DOEPWG3LAAy1awpXQKPCjhQ8giSqinz3geTkO3/tWc5s0tZkP66\npGp/lMkJkCzgZGCLVcHngCe+yPX9vhfbvaQl4GCCuxLozti6xnWeFFBm2w+XFVzlEuXK1SiH9xZl\nH3RJhUWwNfviIqrUuLXLolMKiFzxwLW4CTVvqyllF3w+frTu8qmjcsGK1lYVRhJCNLEXUaq8zlQ9\nm7TtYsqpSP8cAorE90O64ijpfJ5e5wKGJEGM19xD76QRH41CKV9Vnm7yhQVLzW3UqFGjRk4bxCm5\nwinwiCQqnGIFS0kCp+gvpS5Dkb+KU4j8eVLJfwr9kkUMsFHgGb9K25vQk6iOhYzgFHfkJNItH64c\nexF12rgmFt1i41kCnnru7gTPtlCnjl6XvR1mdGjtEN/nXxW1DSOFTDeZrhYtWDh6IoHhOSs+qduZ\nkhp2Bg4dG6teduhL0AKOFNkO0S4Y+BbdClTPaWhbB1QCsNYdhFhJQSexvhYM4X21X8XyBQKjaLu8\niGwxHCRYRh0XhtkqvOMXxPgZvwnH7XZJwShUP77yWtQYRabEKGU8xfqnvOA4pIr7VhhFAqM4cpXA\nin6tiEASWc2Cqu2+RgyjAI6LPFvFeHsbwCjN7ml2D9Dsnq3V7tkizhL38DFTYUR4NWNlbGIOhVRp\nMVMcujAlD9XrBhto6N4pTzPLBj5cOfnzBCW6I6iKuHkEQYwhyK+o3mkzSybVfG+gXqkLySsLkwTE\nsJpEJVKk0SSoEMgCNmEQe0WtzWzVz/WdlrJXCQug7GgTSPFyIttis9ElANIDiZFFpbJ76LRytjGm\nRVCYkilnGclUMp9nCGrRidQ2O3pxASIK4HRhsRWICrhU7cQryp2cg6m8sVoiVjHf0zJRgJAvLLE+\n22ZZbZLDnWxROdi4ysgbijCwnpJ6RV2sltMFEMJGAIAr72nJk66Ujp1hQASRHoCgA+s+Py48auwA\nIUEPQYcUkR6y7z2Ixy7oPAJoADFbKI0Fwe+DjgDqVZGIp0F6GzWVugu036hRo0aNfl+cooZhAR1R\ndK/CKRDVBRk58MP6cArgkWLVDmkEpzjOJfu37BUPnGL/MRRQO14InAKrhSASKIdJf2NWE0idHiPd\nAgjoCUCmb8H8AAAgAElEQVSfkdiQFBcgbt2AZ6bU6jw0eRgbxclQ6i9kCNVRWcNOyBBSfaXXmfkp\n7pDy/f6VwURqfLkSpawOHK996NiuguhwGKNRWolM9ZEU/lyMCMmjRVfFMFzBKBzGS2SrSMEuGt3u\n4VuoCAJIhp+04Yac80c5C0K/dVOUgIJRdHILRiFET9U+yQClMG0KRjG+h6CDG78294Qw3MTGlZHA\nkzBKZA1YnxG84BiFDaOI8a9g0GGbxyjN7ml2T7N7tl67Z4s4S4g5PKg+2c7gAqCL4mFiBZHsuCQX\nGDBPrClU38cJmPdVgJ4EyRRRtkVGptRciLscSpwguaRF+cIT2DF7IqAs6CzNS9gUTwgwX9QuqFQx\neH8ckID12dl+S0k9wM7A7lGEQL23QnGkEgUX6jP9CCj3wqvHjtETDFagUvKe+qjt0L17flyYK12B\nZBUAJIKcexV87FGC4hG31Y2kEg/CepiVjlsPQiqeYHGfMsIDSiHxZESYh6fThBBA5ZhDu7cIcRUC\nATosTziTPocpIUuPjtnAkrXFJQMAsImSSmkHf5AvMIv4+H5Fa0HOqhhUMGlfyPmFUhzv59NYBHky\nfnEF6V5sj5TpsxIA8NCUpf7H2cGMCjJOQC+98qJ5dUOpmjDi5HNiLeh7+KkHHTESP373AW/L9JK/\n/hT2/j/PQz8xBEBInUcxqCgv29Odug4MoM9D9CJI3PlShkuq8YkhEieL3DHAQGKLeuaMKDwmQOo6\n5GEPATA0gORp2Bkqn0WA4UQGJ5MTsV71KMLEAHGCDIcqb0SQOgBCkOzgKttRnrZ+xHelWoq59AGG\nOBFyNiCZe/07MYA+jMUAaAJ0A8baibUYG4xhYmIIEoYFknW1sD6r7wl9Pw5OycSK6g2Qrj1AI+RD\nyQALqLc6Eya7iBMmJiYwGGPkXiOtfbYIa85g7vRa0t+GMoachyZHErxMmYgecycQTAwnMDa9Qz+e\n0XWdypIq+4DA6HMPRgJ1wEf/euHmYMlGk2gEp8BB/4ZxipDL/fXjlMB70OKnozhFQNmwjukW0dtG\ncEosfQjEjos88Kl/gmnTpmO4dqiFWZPhBDvalkB24oigG3SACPqs8oc4meEOywwRrB2fwCB1/qWe\nQsNFj4RxDYA5IfdZT7cwecAxJgRmPW449643TT4QkEXHsUs2yr0duEtmTGU2IytrxNCOtHWQpmOh\nzxQZgtBFyr6Pc87mfOAMkQxIB6EJJOpM1hCy9NbOrN4gjiHWebfTOfrhUI1ek09w2QOyXVAmywlA\nFsVJ1ANZx6k3uR5jaTwynBhH1w0sUp2tiG4Xx+kyJYj0gS+SYaOJfgjudLATJ9Uh6AFKcLmZrTIo\ndYSHHrwRnNcabzqmKNjOawDUGMVcVZUVbkafYRQ3rDk75lFZx0kCo0Csxo3JOXfmqFGazdEH5GGN\nUQiJPf9h66Zm9zS7p9k9W6/ds2WcJabgfA+SkEc2bL9uFgxSCsFg/imE516AVC3weC4zkpQUrAwg\nJTIlq09x5pBQ8uZBS5Z2auDdK7arunGGzLpYbfKYgKExLtvEs1RMCFWwvhdX91W5ViJkz5Wz9/iS\nEE+T9LXjTCMW5YEJAC81DkG2HD4GwsPsC9PBRFlyokrXhIuATPGWyMeQ1GiAWBTGB9Xapfu0CcQD\nfZ8hLffSkglrUJlvZluIUXRKPca5V+GUCWrsmWc6Un4lBgdJzDNJuQgf8zRmstRbuFFExkPOIGFh\nmiNU+6CFsXTevbI2pEqbswXpxdx0OMR4jqrx9tdIpJASAWTArkcp5CWiR2MJKXiN0ka2v1IFSlaD\nVMRb7OJEgXZOIBkiMUOY9V6fB+sXSSlU2AGgToV9YjsfPltkoxamjf6f0wQBE1kgXVJZIgnEGYk1\nogkB0kDA1MWezLFp0wFRQ9rXRu6VZwYpgZkxxDjGujH0uUcWTeftBibmiVTh5B6cEnImc4ZkEPQ9\nelwqYyiClDjWBKkmhvS6FUAgkJ6QBgOVH4JwDFByw0IBes6CxEAvGUxjyNmAMez5YhEeFnBK6Ikx\n6CjS6xVQmEIUAMjIQhgbzEDOPQaDMUSROiI4Gsyi9kLH0z0caseOEnKvR5ASMXrJmJ7GMN5PIA00\nWuIgVEAYGxtT4MEZfRakzmQew2QCmX4RsBCYx+L9TAkgTUoWU9jTpg/Q99ruLFmdTGAQ2V5zAVJK\nEBD6oaDRlqERnBKYYQqcgoJTHGOsD6e4TukqeTuCU0zPCGC1QgyHTMIpBi7iuQmENdKDJobIyQyG\nTHbCpUTEc5DIDHZN3x8bjEGEYluRCBsuYXQktj57JGLknNHnjK4jpG4AV3Dq98hm06j+TeQOU8sg\nUEsH9ZYYJNVl0md05oRkYVBKJk/Ed36AmZBS0rapF0L1l82N4h4g8ZiOqelM19ucEhzBU0roJ3p0\nacycKIaZkFQ2EYMGgn4oSB1rhgk8Oi/qWDJjChggsY1vn0GJrP8dsvTqEAABuYu5I9va0meBSEbi\nhCyCQRqYyCQw2/iaPAZ061dKBMkApw79sAcT0KWByTOVtcwCoIt+DbNE5DZPZDOwLHsoO7rUeelh\n2T5TYJSQiWbAMY1ilMAwFFV30GfNlklMkMTI2RyCldGrME6xWCeKURiMbhvDKFuj3SMiWEuKrzkn\nCGs9o5wVSyd3oPYakOkGA8MlPcQCCLkv/EWJMTEcxyCNYZh7Ww+ClBJUBwJqGw2NT9SoJsPxLlMA\nqxEkWuNCO5WNp/WaHmowpYE68xhkjlKo+WROZmS1xSi5cyrpOnKHnxdMRQbljJTYXCNqt0AQmR+w\nTIsselKWytohOtYRjem0+fY6RzrbimtiTQxzOGl7EUzrOoz3Q9tGh1G7B3asez8BSEY2uyzBLQfH\nKBkQzQnT9eknVpneGfZgTuDEGA6Hxo891LfgGCWbLWauErEMv23c7tky23DI8o1I4P4jMa+QLgP3\n5rHbn+ZFzW7rwtPFSsV1j7aUFFYXwuWekqZIZLtiye1tZVA2ratRUCmeNSotcwdgj+L5NPWtBkqy\nh9rCkOiFvbsyLFzCeUV7+1B5ISmUW2+KmKWkxWVRJ0QKpnOB40ukCFaNWPjoZktlBRK0v+7cAPRM\nbJFsAp1CwLgTSKdLc2xJV7uNJcd4JVD0ndmOvbO5c6cKLA0uAhZMlnYl9p0BMstkywx1soSThCOl\nTzVQNkBDGlGL9GNT9NYHJlLHDMLHYcLZo3HF46o8pXsQPfbrxipE06M9gtWLGkwqpMR4yJxrhjdE\nYF56Aw2khiPMIJQspmiSjVbt8HJ/ro6fpATqdb7dUeR85UeURfIlKe8wRJUbkbWxpFQ22jw0nRid\n7RMuaeXmKIHJjUzobR1zIgwnXGlJ7M31help6MyMHkPNkrDQaJZsykjXC1nIV9dHNvkrlh6sPJHF\nHBd9jy5xVBqH8bICAo0/9MMhkgF9XRIU+5w9zV4dB5aBorm38NVH7DIWBvo7jVBE7yx91niVDBCJ\nkEVb/UKPOLtRZn3KGYisFqhRRvYc0cjZ+MSEGoshE8z4g6jyMQOS2eSqyyt7HlS0ogNhvO+RuqTA\nVvyZDoszkAldMvCUfb33aigaLwh0v21s32i02Wl9OMWwYcEpcJxCFtXMoVNGcIq4HHeQOYpT4HLY\n4QYswjwFTgmMZ1lbAsEO1IHNyCpHFMdrAAA5M7JnkyRCP1TFytA2ZjsOV0DmTNSIciY7Jpdsz3zW\nzJKUXKYgHDJkhh2xRq8zshWw9XZLhdMsc4AykuEnSDZ9TwFgsgA01HXkBpXrdfbACzmwtqwNYsDk\nhIU7DAOyzhMVBw8ZtmRik18qS3Nv7zKw73pU63BkEGdk29aSuhQD3vc9Ssp/gkCd11FzxYitj44N\nyFIKcu5tLk2+MKHzQhak+hvONy5TSaPkkgGhXrPtHDOQGotIZqCbsZNNh5ib2zjZHNg2/xT1Fgyn\nmGxVneFGzLoYxZlbEitGyRuBURjgbDUvtjGMsnXaPcoTCcWREkU3LfjSm6OEE6Mf9raegY5LoEXX\nloBIeSBjqHpf2N6dwy4gYrOhAMmKUZySGV9iGCV1CX2f0XWKUTyzpWRtKe/k4RApjemzzFmZK4zi\nNl0itiBTKjaP2XwwVK8OyS6yXNyhArjso3Bc6jO7mAsawSiwLAgDSFJOKcsWjGFzGnScsHZiIp6r\nSML5SMwpq331Y6ZjC6MHjSFWVJwwDIzizGmyxBwqOQNdl5THsusul0mqAwVaqwR5+7B7tkxmSeXN\nGWmqAWp3FCqfWqcEJvA9eyH8EbCkw2L1OvC2FDNiTSMrOzSVmRLKwhcH51LSjijeq38T1LPrGaDR\nATEYLuZtt4YxDNRD12dJV9NrHQsQLP2sGhA3HsRvRq1jq/TX8Dqb0KsYgcyVHVV/HaiASluDIU3w\nmjdSyJi96j/MM42YC1P0LqiJ453xJjJD0LyEauyMzrl7uz19y5ZQtEkNKnZHKjKseJJQVH4WG1+3\nbUoWCQW/eB/IAAeZ8eaealfxNX/WEWvnx8gAJodg5kxJrHu0bVxHOdwEgqByhFXv0J/1afZ3rsFg\nyWkz0GbfSQzWyBs9I8f5JI++0ka1RHYKvG+0OajPvsdY50H3KyOAUNnCounhBEYWQp+Hts/XDItK\nmQ+HaiQQ1OniHnSPAnp6tYgmpBIsZZdq+SkGVvS6riOLflpWijGRGiRs79Z/PRIcPle4w9H4ORuX\nSpHv4u+19ul6dm6UIltQ+F9lsgIvz/pyJSnV8x0AskV5GQSvjOj/g33SzDoCyAy10jrQsFc5a1uK\nUMkE325gfictOEaAR2FivcPGwLLjs+3fV0ymsjTbFiq2iyMTsdEWofXhFDV4N4RTEHunKzYCqJwq\nU3/X+2I1A8gdHf5Oxylc4xQUOe/PGuaMQZKCWxxMhwqyDDHhkCl9BoiyZUgyylJTB2BvGQvxg2EX\nEVHZAF13nn3h0fDegiweEWYvdmiQl8zAEOha4ATkXrPZBDCdhlgDYaw77qtkgcILTZ+XXkCJCo5j\nzcj1KLlH1B00eDBLbGJreQIzLhS61Dq6OvkGyWScwI9tVfyiiJE429Yjda4IYNmzmi3kClqyBZQs\nQ8czVj2vnCzqLhBQVv7QzA69LnuGc9I5SWDkLBqpdkdKhXVGMEoEe1SQjWAUqeYBBaM4UHPnFrFn\n5CF4/g/CKH1hs0gY2EYwytZo92gdCDMqzTkwFUYR6Ba5DEIvQztZhoo8MedAyBNT0jVWSFxlwpnz\ngD3A6k5a7zun0PedbWHuLMsgTr2BgJMidDfAPXO8vLfIE9826BglxsLH2GwGCseEUo1RSpFjmBLI\n1dqaAqPoZBSMYg4Ey4+3rTSOUcz5aRilVi6KUdhsK465IpBt2TOZ4vuUJmGUwJGBUcTwCIE7Moxi\nct7sPHeWkfmpt3W7Zwttw2FNX4J2VWW4hCBwL7dztf5lXjwqaTZCqLxnQJ2bJvalMy9Xg+6CIzyz\nogwQ+9lD6FfeLX+8Kef6YVEkzRYCuyPBGKD0FCYE9XaNtBQjXIVUAfAlpUgCSMWbY1ww8m/oedM4\nXnArFr17NGO43A1kySEuZGzccnRTosvu7SZLt8zBuz5eISH1k/1OxJ7wAs9JVMHnSlegRc689zUP\nSNmrDSo1FBw4GPOEYItelbHQlxH8OEMffwc+k0ltS32+SA6gS15R2Su7k5jzxp1V3h6fFDOKxZvi\nLpYyRo4OCc5HypfsqKTi3cIEJV5Wopv1PFbRzEomZPbK/DBFN0l5N/p/Tr4vVqONFHzkaZwAAhyx\nzW1iU54ZEJZwxAKl3gdBAQlNxdC5Xpuq7Bik6aoAino1bmQ3ulCuiLXpHOQgQb9NRJbKqsaRK1w3\n9oq8dcAVqKzK6qj+3/LEybNVbA0TkRloHOMWStGerdE1daoEiInnGUB0Y8WdqEAlwwSUYRk22pfk\n69uL9FFZmK6jOGmEyLdTlalQ8CZWIwFQAzFOIqCSceOrMnuqUaPNTuvDKY4D1o9TKHiwximqA1Hh\nC3c2UPBhMdRduhc+VYik66rebuaRak4Ioz2CLcZHNR4BlSg2s6BEoW1POhXHqDtKPGW53k4kZr14\nn4XM0SOI0zic+QkomEIHRNvmW0RyyWtwXKDPYwC+ncXa6ovK9K3jObUzrJ9menrWfcFi+ozEFM5b\nCtBd7vP+lW6ortZtO/ots6bri0XLRTyb13S63ZxYHVls+6i9zRqhNodrGpVH7pAiQhhnWWCBcctQ\nQMkG9KHOvaaw914sVKBylRH4kgkYWmZhHGuKEl137LAuRqHSO+dRwyi1o2SjMQoQ26hGMIpsmxhl\na7V79CQSe45vZ3VeMLDAlm7XOUYx28OPV/f3FYwixWZHFTg2O0CzF8xRIxwZUO40NRhQZFW0V9uu\nOIqr8YRlskzGKIYRuMYoXMZhEkaJGiHabJPPudgKkzCKyjXDW5iEUZiK7F0Ho1DBKF4jxJ1V4vjA\n+mUYJfdiW55tvXFxvjsDBHpLhs/8MevDKFRjFFT2Kir+2z7sni1zdLBnH5ANsnkvgQqYSxEYHllw\nAOwefEiwdQiWeoB9f5+fOe5eJwcYSp72ROt4m4qn1a4VZT1/3zpECksqh7wxoUy6rAAIr9Kr1wZX\nRW8qlxwKfAImdRXuTED9bmM8TZliOzIQBehV3FKyKkpz/WeRarHHzxQZGlJdLW68gB232OL3dKui\nHKr1iaIaJCJzZRY8UiRlscYAlhmq58TFRAjPcqnLbn2flOwcVH33Z/n2CGIuYy3eV31G7EG1MWWB\n8jRXs2PKxvnZPcdiKWgETwor88+2tAtM8bYLIpQd32cTi8ov2Z1JcEGPomjCASQxStQKvW5W8nkO\nzjSlOTrbOn9sc50s9KF7VMUiMB4dVSqAy54Ljke5nGH3WTI0ElsxvrKeGehmjGnWKul2FldWVqND\n/ZtWuZ6q9eTrlT26TbGHNNpjxoDXYNBijrZyGSV6azLEIBK8RpADRl+t/tENNgFKpp+9tKSlF+e0\ntqnKLENZp9o+d7C4erc2UgKJRHqyGmwSbSTYuEEqPUA67ll0Xy6s6JkVj/Qx9fnjti63GE3GKX2N\nU1xV/29wilEK/eG6noLXQl/ays4UycXBr37EJdV8D29bwRmeVaHBnAR4XS9rWLQi+/qGvafo53B+\nxLrSD3HMbjgIlZd9M5sf5yswnEOWpg7LusgZKXXoXaeFzLKsBUC3cTBG5QgqXGIK2DNdInEjwMbo\nePhIeWZI+d4DS8X48ci6yxMyeegOZxhuifkl/4vC0USSo42GzvREENL+c0q2X99lpUdwOeSJYw2V\nM5X8EwE8eNWLbmNweRL85MZmlW3MVFBSxZZeU8QNTyGXvtXR15Mwiok2fQRLaZcNh5tTzv/Z9N72\nglG2SrtHHFN4I+tgjtsF7pjTbFPK2TK9i7FcMqVcLxc5AqLiOPEM+Sh7Q0Bfbyskk4eVJUaeDU+x\nNmHvUIeNBzfKqT/aTl3b2SCSy6zAU5XDMtafbzdEcXQWjOJYymVFfcwv+ZIpbcv6XfKsrxGMAsue\nLRiFuPAK+Tx5TcYaowgXjKJe2GLHVBgF68EopAxqfZ+EUQzbeXN7KaGzbd3u2SLOEsAmLZS9pQna\n973ncsMFrw7nyP0xHsowQhz3hE+UyLz9GZHkRvUAonAePGJRdiLDAHlsw5GRG1AMDBc44vIEIdWs\nT9oWKKOZ0IoMBaqiUcEhNcM5QyEcnPXCgiltz7xw755EP4viE881A9nCrzxwxq/EoqlYxkhEOeYm\nFqlNQI7R4sjYcAOtGG5UGNd4MxwUYpCi3ptD3n33rhZ+8VRWV8veJiD0TBl5EatSX/ih3lYUx/hN\nJpr0r09HPJ+qLxFF+Kg0HBVMiYENgWT8Ha4vjy6UabDx9XrRZSwKb5Qx03HxZ5RUb1cApf4KSieq\nd0nVh0abhzKkzIkDUSoyxtNWyWSQFgH0+gJFhmlB2MqR4EAFMH0oXjAknAhZYLUQEDLHk+RDfYk7\nFIxHPOIMsTaazAnwb22Fe/yVf5O90/2knj7eRwS7GCd6b47Ge6onUKe6utEnI+uzBioulZPiBCtW\nh7LWcyUoYlH3cW0skWpbIQPIROg4oR/2ppPMMrStTpQ8ukwKMsy4ivVmSywxY9gP9blU1rHvgXaD\nogCIRluKCk4hO8nDM0SmximF/+z+UdymmjgMab/IQG98UwwmX2OW7R73hdMvcApVBZpLy2OJ+GvJ\n66ponYte6pCCaH2iXirnpK8dRJskZ8URpNhNZZniDt9ok6AZa1HcHoY1yPoS9QK0roE6jMqRyK4r\nycZHsh+pK1ZXwBap42d/ib3PDR4f6dDf8O/Z0L0bpCjGKNywWld/Epc5BSlGkuGwbAN2bU2aidYB\nMB8BCFafgUpbmRnSZ2QiSG8O52zGUZRAsWCTp8VXk6pOMK5OPFPnC0ENGX0ABc/4e8MgDz40M8Z1\nkv3r0WKahFGcYzQizoHRKgBj4+CIsWAUHxKfj+0Jo2xtdo+ut6Jq3bFiLITY4itWlNwcNJHxZcpX\nslsDdhx19YxwmHHBNjCMIlSy21UGVhgFldFrvFfbO6AMP0rZMQqTb2fz/itGgcB36EIwilHcaeVr\nqObjglEogkSaaU7VO4ykXGvWHLrJGMWN91x4we08sdo1ilEottx4QWYGkJnRcUJ2jJJVptQYxR3X\n7uGuMYqzwFQYxWVkjVHCObod2D1bxFWbxdncFKNIdLTe9uiANQR5BUPIAEKAByjj+r3wgQTgZ14D\nZYHDgTWV55KUI8piMgWxR6psJ9GJ4vIykzGuyCSUube41MZAdLQAfm2HT1yk20lhBjJN7e8PleVf\nsEdXDMKTLX6Cpv9FH90QqwQrTDD6Qo6Kxf4CNlBUFe8BrAhjceT4orGaq9FGj5B44VbEbFrEIgSQ\ne185lIQ7h3zs7QQ8PTmjQkAFhPqTKcAWgcGUwPCdxD52Eu+IR5Ev8PJyIaoWpQpvTwsEVdPqvFSB\nhci7CaGpyiSbEBcSFC7xewjIbKaYgBxEUtn1DXGAqEDV4gQlIonKE+/CXgziiPNjmaEtJAq2W/L0\nSj+nXp2eDkN93lUxJlLZ5kDFWZ2tPkZJ3a6re1PsjxOBpZTrk5n0VAKp5CVJMIO2gUL8qcLEKJeQ\nmCxxDiK9KZRUJSMMLSFVQD+5VwJU9ikbnxOKzCtyxWWgQw0dhALaPHVW+6kGhEVG4h5fi0Wxd0SQ\nfhijHqNvRiSZoQFm5N6OHbW2SBaQpyQL1Njx94jXo5FwSHuE2OuVOAjyKSt6CSOyp9GWoVGcIhVO\nofXglOKocwqcIoENwygpUTZ/VokXK6sXgF7vB6dKVkcGiTjfk61Dx0PudNP15fIkuQyJhpohASn1\njYqKK1jN/YO56D0yjOBO0XD05FBMZWWNjIPeyx7BFYADnyDWjNYJsDorRHq8J9TX4fKEmQAOGG6G\nhGdTlHkiWO0X669+6fjF/j8CWcUg8weI+DWIjDc/EQs+dpDi3LG+ZA94+WBaVFqyavTk8gpUUIqd\nlgOP7FbbBkokWsejaHKymlYuP12+OJ5a14hzfVObDWqkkmEViecXUoCZnf9g25MMo3itALFJV4xi\n11W4Y3vCKFuj3cPMilEMb+hScOZRfk+kQRsmtV3MZwxmhM4P7OIYxec9jzIiGR5mrz9iPMWk5nkN\nlXUci0PpsTGKr10OjKJNModChVEIilE8C44MaxV54u2y9eo4hB2jYASj8MZgFH8upsAoscY3gFES\n6ylENUaRDWEUhBOo+Jq1YP5kjOJytq4dFYLEeamWM9GPMrlbu92zxTJLfF9tjLmrKhE7JcK9z2Uf\nqBv2Ol8SVenJlIhe5V5LEwoC9f4baBCP4Jg2JgGQ/GzprIwnJXwg4c2SUJSRtmSCw72Z7lyIuRo5\nBcHb6t4uikJdghzMTMYY6oghcFWQx5yWIbwcmEkWsKVz+r4yZSw3Koy5VF3b6TfeIAS4Ua+wxZl8\nLy15Wj1sjM2rZ33IKE4L2xqL+oxxgYA4gUULQKGecxsvQL2yfQh53SzsqZ/eznCgxL8wAFM8tnpH\ntvEyHhMHPL6weURgu+cy9iI7MIJ5VO1eTwWM+aNqQVa8XbyZzpUlbUyBWRwyCXcYlakgaJQxQaSH\nH22MEAbGA9a+Eo90o85Fj45LJrEMIQL5KSD+PhMcuRlkm51qnvE15LJBci48GCDHlDNrVDXq7IQz\nVddmlmx76a1qe+KytsXNL0GfezUGeiAjI7vjBRoRtoMllPeyZ7TYmiTbx1r3R6y9uURkAcA9trF1\nwKKkGtwo7UnEEQHSwpNZj4ZzSeI1WUTjGWqM+BYjl50q7/XUHT9Ks5ziUWCVR7k8IqOt8BOyio5B\nRGyp0wr9vr87O+iw1FQ/jAsi6py2iGtsG4y26dHPKRm0E9h2BDNqmEI2t1W55en3xykI3cGTcUr1\n3FGcoqB/HZxSbxWrcYplfXhOCODrssgUMZBLAHLu9XMPoCtrJGQK6Xor2S+2Z963lEHXiEdaPSAk\nGcjJrhA9VhhiWQ6kS79joBfNW/PshMiegxoumrptxU1DL1fZZG4UcDJ8k+C63lGGFx7M8GLUKj88\nJ9YNCw166BokTuXoT52EUSeR5pXb34D/kE3WgDSDJhu8J3GZYpuiyOSViJ0sROEsJWbdVila+y33\nBvhFT+IYOmYBQJnCiNTMFoLXk/IxKHhE66q4PCHXITLKf5EpE+K93sCpuMcjxx6Ikhh1w1hgoOqr\nwgnHcDZ/IxglWb2nsgoKRlHDZVvHKFub3WNvQgasCDpGMEoEMFxekIZWBRYw1kWn1xhfZdHjsiVn\nO3nG0IEZtWx8N5GzblPKjlGUdxhauDYyVZlAVqeNDNOzYRR7caxFZ/jIpiCMYBSysRdiO7UG9syM\nRHZUu2Mt3zrnTjBZF6NwjVHgMqAU6w6M4m2chFEYvlVrEkbxjBaCOlxFQMlPETKMkgtGockYxfIA\nyaGawTgAACAASURBVBzGRW/Z+E7GKDIJowDxn9O2bvdsEVet138QmGORfBFIeLgSM5JFKj27gKDG\ngqaTF+YjsgVHBHBSkCo+jHY+NkyQq7chQDoRwBlgScZAFmUoLrFQQuxiQPpgHCY7etdBi9+Dao+X\n/0OWjUGqvTJn3dPvIIc5wITAzrFWnBGLDVSO9nRHA4jsGGOPzgCcxdpVQIr6XHJ49zzt39c/+W4x\n0aPe/OhfIfW8JtJiZb5I2S0K67gfT+ZCm8w4iOiLL4AysgbKdFF0AnSCELruPfSHuvMkkQMlxIoV\nW0IgWLFVHx8X1Ig5BzJEeiuyqOAz0ngdfokqI7FwWX08FZkAEVulevyZp4bZewzIeFRRW86QXt/J\nopPLSEhuSpoiImYMSSMDXEUHGXa2O8EMZuueWBEnsndkU2ghygRsFev1o/KPrz1QtgyARpuNRKwY\nH8OdmlmyzaU6Z2Ovu94AgqVQuoFladmubDVaAaDv9ZkMhIY0IyuLHhunSh4A6ZpMNv16aoygY8KA\nVTFzYtdo+jgDBSBgwKzr3uoOKMbySgUF5OmxiQp+1AEBRDqo6HYAsXXjp+9kMwo9OqpH8dn+fU7W\nrVzkOhzIqSzrhyqDmavieBCA0kikKwkgfYbkHkRAxwkEQt+blURsAIWQwUiDDmAGpYQewHi20ygI\nYGH0kiMiRlnb3fsRpgJo9IYgvcTWKjfSyjYsW+OhURptbtoYnMI0GadQ4BSajFPMQCZWnMJWYHNd\nnKL6ttSNQIVTPO8g7Bq4GQsRLe5c9mkUZ4PdoMZJhW28h2TFhE1XDfthpJKPZEqInxbla61HFt+7\n75mvegJNB1vXMkRHKlM6FCPegy1i8omTYriOfOxMg3k6S/RcrASaZSlYoeu+V4DvRlLvQNv6n1Gy\nTDyWnnvAaxDAnBmq1jPcKnWZIrnIPmbtI3KPzAw/rQZwiCn6cAi6lJCItUi0GbFOGWlEnoAY4zmX\n+hE2thkCJAn5qSfdwLlDZykLsh0n48eiu0x1/VCOG83u+zG94mNrRqJhFBFFHQwOTKwylK12Vo1R\nUDAK1sUoKfAIW7LMaCAxMIrx7LaGUbZGuyebEe6B4WyO20QCtmKuiYsD1Y3wiDYEjs5h56SkBiwA\nKypcmb2iHDrsezu6VtuRiNAZj2bpkUjQJcUo7BjFHZKwdZr0dJixCqPAMQoKRgGKfAS0ZkYOI90D\nrv6d2wlZZY31axSj6N4adoyCggdcTqPGKGkDGMWcVuvDKNkxCk+NUTipg3IEo2A9GEXWg1GwYYzi\no7it2z1bJLNEslh6V+lsNg+1R1mHdpxcErJz46t7zZD2xexZCTrwdqGGIsAGrgFY1BAuq0Mwi2Rk\n6gGk2O8ZIF8ygAT3upnJAk+CU753770ye2YC9YI+qQImKXu9yKSfOwi8ydmNGtsAWHvddItNb4ZE\n8ZCZDrTiRZrZolWO/U6PC6jh0QdY0L4MUTG4Xd67sDVvJCNpISR/ZAaIBL0LcQG8SEKARWNmbxdT\nvf85RkE/+eKrXZJRdEENRw1Gq6GoxYNy+F3LSSJlPIiSjbGgB6ptTXpBsnGfQI4ISJ3xU9jIB0bg\nTukSkXFhILYPMGClefz9OXUkwQW1uqFKGrYafwT1GEv2Y9C0nR6hUUbxibCoj01MqemQw/utoJXA\nJujLnkHYFgGgdwW2lRdP29rIt50AytOSs4J+1kiAK089aq8YNUSEAQg9a4FG/d2VrkaIlNnVHBCU\nPeVerDAyVYQtusEQVoWsoF/5pu+H6AxggEoq+VAcbotFAYA0BNAlddS4MpJsfNYD0GNKk71f2dby\nxc0H5M5WNdyAAdnR66bg/Mg6MKEfDpF4oPYISxg2Vs8MQr1l4WQgq/wkEfQ5YzBtGnaYljC96zFt\nMIaxbja6aUA3ZjKEgSEB1CmgHH8UWL0SePgRAHkc961YjT6vRUoZw+E4JsZXIw/XIk8MVX5OTKDv\nGDn34G4axmZMQ5q+E2bNnIedZ8/ALgsImQl4GHj0kZVYPeyx4pFx3aMtNajSaFajLUM1TlEwXHBK\nDzsZSRSn8BQ4JU3GKYAFNSiMV9X3FU4JfeiRLyvyK9lwiq9RU8eBC9Uwz8gBQqXPVVaDZiwQAxMT\nvR2pWbJGiAiSCMiCYZ/RdR2G4z1Sh9DHWrze+NOKkmbPejB9CF/D5kztDHCxZyF4LRAz23sRTDCQ\nszofhpJLZhVxwRx2WowXpdUAB/mFun2n69APMzr2I1VzjHUWPU5XnSualdab7AO7w8b6SGUiiaTU\nRDHslHsdaYag73uABTN23AE7piHGBoxpg5noBmMYTNPHDBKwBiqbwICsBVY/AjyyEhhO9Pifh1fj\n0fFH0XWaQr92zWr0wzWQiQn0WYBhj5wIw34CnAYYzJiBwYwZmD5jPubP3hE7z08YzCDIamDtQ49g\nQgS/XbFa5ad7tgwgeS0JWHaOdlKdMKMYhQNBOkYBeeRe5yGtg1HsNYaDJ2MUd6IhHNxYP0YR2eYw\nytZo93iwUk9IEV1ILIA5fhWjSGR8AIrVx8DoE0AVRsl9wShaZyOV4IqfBJcte4osy8Kz0uz46yTq\noOYKo7DV4fBx6VXbA4LAKALFKDIoGKW8mxSLUcEoZcvzJIziYz0FRpHJGKUfIiXHKIjJDIzCetyv\nYhReB6PsOD1hRpcxbWwaBmkWummkGIXU7zMkUowihlEeUYxCfcEo3SCjH05gfO2qwCgZjlESch6i\n66ZhsMN0wyhzMXfODOyyGyMzgJXAmskYJQS9jbtnjGzjds+W2YZDUMMdZnyaYIV5ED0d0z30HRGG\n1RT1ln6mWR0Ib78WM1RBrErSHQEMkd5qaVCxx23AdNFY6hZ8ovX2DERmhuoLd5PYmhG9UKdXvYSD\nHpoyBoQg8+0b6vBwRqIo5uWFh4LZzOjRtFt1MiTfDGhCE1ChRlmBkI6PIOqhuOAzY5/JvW7Z0k/J\nokGWMJWV6bSgF6xHAmGyLTYG8gzN+TYdZ2J3lLjcNqlr3juOKsnhFxE1F3Xfnwv0kmniSTXs6VT+\nPZEKQ3NOQHzBEDJl2yKkTUpSGSCk/cysy7aDnnAQ233chrS++ELM4umvVdqz8xDEvL3W97D4dKw9\ne1crbrtnO6M3UOuihyRHnQjlBYanRw6hY8+iKZi+XoR0X6cX1oP1WwUCxXxNINtCJ+uXtjBZp3M9\nZ402CwlIt8uIA1U1TCSLRScMMBCB7cQbZobkHr2oR7xsM4MBC4Iw6VFyxn8IA9yYCwqS+t7ifO7Q\nNLkTfvlkKZEQVe6ZYr2SAQuGgRbodhUa9mHpiefhG7hmX81EakAxMLQ1q/LLx0V5PVP2AAzAVBSn\nANJbpXnfYmPtJCbkiYy+fxRDmYaENZg/A1gxHfjpkutB4yswbUfGvf+9DP/1059g7YoVQDcOyFpQ\nHoekBBoOIcIaFWYAYwOAe2BiqAvm0UeBadO0oeMZOmnQDqQxYEDAmnFg5gygz+C1PQZpOmjQQYYZ\nHa1B6mYAM5+Ew5/3p7h/ZUKaPhf7H3wEuq6AAM+qcWnSaAtQhVNoEk7ppsApIHWiOE4ZVjilDmGo\nQpCCU+xIWQftrlMjodSxBxf9qnrTIo72SICsELRtW6Ecp0rlDN3aZguNxaOhBJg80WO+bUuHCJgs\nymrt92ADAbGVxLPDtN6G1QIw5ZgcT/se+gRQb/2FGhm9Z7/pIkIyQygyZ0Ws4DzbOHVAkoh0C1TH\nEyX0Jl96G6OSGWNXWrRYCEBiJLFcC/M4eS0QtgwZIa0lMv7oGjO6OswaDME7DXDrTT/Dw/f+GjtM\nEwwHGT/9v9/DQ/feDeQJII2D+rWQRKB+AoIxYHwt0JmVM5aAflwZYnytOplTAlYP1ZJSRQAMxvT7\nfghMG6j8eWQcY9OmIcl05C6DJ8YxGGNgxm74P4cdhYluZzz8SMZBz38ZxgZi26pRDGfHsKKoLwsb\nDnDs65mOgh69YRQqvAqPPLNOLjlG0flPIoj9ERCr96bGS+YKo7Bi4u0Ko2yFdo87xEQARg82jCJZ\nMJQ60KjZ6skwyoQ5d9WILgFmNozC1kfP0PcAbXgtJaPPyTI+2OyB4qwjAsACpg4CPf3JT9LTtqsD\nJpndIXCMUpyBilFcOIs5mXUO1sEoAjthyiWVYhS4/GUyuWH2Qa4xCoGshCszIQ8LRhnjNZi/Q4cV\nA8HN13wXNLECM3Zk/HbZf+P+/7wFGF81JR9tSmBAROgGA83WFUE3Nh2pG0AALDrqaNy/MqGbPhf7\nH6IYRYkLRjEZDRudbdXu2SLOkpKOZh59ZzCpFrMAvZAxvS9wFwRF0PTu8a+qmhPU46opqxks2a5j\nU/as8NoK+4h4eivgJ0BAqNrDS7alpDZioCBmRI2oEOy9ghhQagtA74NFKTJBjZp6Xz7qyfM+wuqH\nVA4QmGATjT45g7mXDzBjiQAhT2Myz6dkkCRAOOwngsDP+fZoTTahBIs4kDloQtCDrAhYJcgMsPlc\nwrytKcq62xiR/0slyhz3SflEZJW4xXWvjWkCW1p/zKmBAJWzgtgYSwiHEUGBVTRGKI5jhfFYbAOV\noqQ0M4Uq3kCMSQh7oXBCe7V+xQzaOI6FTpYdpDsz9WhEBBd5BK7vh+bdZnQG6mxQtB2ifenZtzLI\nSPp1pFDCwCKpsvDTCZybQNq/ia08xXWrI+MxN1Y0gUMKXjBBQOS1AgDPLtPppgBWgISzgXIGUkLf\n92YksG2dcflIwdOWdW9yQADkSF3V4m4ZVhAdfuToIBMyM3pzqrozkWPbDFyoWDcViWXyNWwgQioH\nCNk7co7tNWQ1TMTloDYavWSTJy6/PcqckfpV+NWtP8UD996D8bQGv/jOEgxXLQO6CdAO00E5AUMB\nOlP0OxCoI8hawmCHORq57Qj96gmt7zBIkM7aNUbAI0Ngx51AEwYEpzHI0vXJahvk1T1o2gzMnrkb\nkBm7zNkZey06GNN23BmrHh3HHvsfgjkL9kLOGStXr8ZTmCN6N3rMns7ztnACxNZK68cphHKso2Vj\nSsnamgqn+Ekrvu+aDIf00iPlDrpFTZ/lGIgtcifIEKutQa63XRl6VKBEIEpU1vShb6clVoMspaRb\n8YijaKM+S6PDjhP8NyZowCT3gXRy9kKNtg3AHuAOFV2fAmRB6rhqpmaKZmtf1+sz+qRbABM6xPGP\nZlxHoCez4bWis1VWuDZjpHDOWFaFaNt9W4M7jjl7tLHIQ/FP5qTpcw9e9Rv84NofYNrYo1h296/w\n29t+AshKYIcOKY0hj/dg7pATgLEM6hjogdQ9QZ83RsirxyFd0q0x03RPPsk0YG0Gps/U+lATQ8gO\nHaTvQQMCJhiUARlmII1hpyfMg/A0PGEmYb8DD8es+QuxevUEZu26ELvveyCIB3jk0dXhlNO6JVxw\ngan3EjjT+hhsE+aBHy+UqPolQZAgMrTxs6R6w3z+vWIUTIFRCEkIeUqMIqabth+MsjXaPZodas5T\ny4BNtcwhtU/67MWNe0RsxhGIzaXXU4YUjOIY132jRBRBVccoAIqcEsUobI5j4YxsGAWkJ9twJohj\nFCrOnmRFoqvelaynyRiF9ZBsdkBmfV4vRnHAw6RO6QqjeJ9FMgayFnfedgv+5zd3Yzytwe9uug55\nYnwjmKf6O8G3BXhX/iDacadZEEqYu9uu2O0pTw2MsqdjFFGMshfbyTTicqG8Wncp03Zh92wRZ0n2\nFQBP0yl/h3Vrist36OodxVj1AmVR5MgXOKmjsBxFV4p8ORCtd24m142kGRSlNojjVYtKWMTUi+WE\noYORtRT9UUUEU8gx32FY67MklEq9FlBd706HmGx/ETgKPSE8tF0BUeVm+01HMw5kMk9M2aJIFebS\nQml+HLKvDgcb2noDHYBVN/Z+mUwjdxI5CNG/s08vxK2wco05fmxVhgKwTsIzPsj2dIuNCbsnxcab\n4DsSJc6cj8VNZU6i5yPuRYoxFgN35aiq6iGFTWzhib++ArLWz1ioZdxhfEXxXH+gBI/olbnwGRAO\nKRf0ZAokjnmG3+vP0Tt7A4swZZDKlEOk3k/caHOQzo3JFPKCrRRrB4Apjx6+RYyR0IdD1JWMOukm\nemgKY9a01/CEwut+sBoQBogzAHWEivGOgDvfbe6AOYM7LgKNALBuY6NKrokVNevY6nyggCVVlAaC\n7IfewAtM8YrJKUpsEXeEjA1MyWTRGgV32UEitAL8Qw/8f1j6zU/iV7d9X7VGysiDBJrdAXkMlHSb\nQRp04ETohz0yeqDrQB1juGYNkAl5rW5noBkDgBJkYgLodczSYAx9Fs1eY6kMTcHMXXZBNxjD7Jnz\nsNOs6dhj/+cCaTqe+vSDkLsd8OhaNSwygEdWrwIToWOXAM4U/z97bxZ02XXd9/3W3ufeb+oZBNBo\nECAmEhRFgqNEUaJEzbIsqSInThTbrERRKnnIUHEe4pQf9OBKuZLKU8pxhnJsSUmolGVZkiVroKzB\nHCUSJA2KAzgBxEiMTTQa3d9079l75WGttfe5X3cDLSVEq4E+VSS+/r57z9lnD2v9139NLpPbv0O2\nXbuuxHVpnBJ44lI4pYv+l8IpyR0dqeEUmg6zXHf7aVBvjZhCm7oWVnWHSMj+uEe/V7hiYieFTAF3\nuEwAimh4ixNlLNZKONrS2sgRtHnnIjKtdSPwlFnVyMXP7XtGGGmUDrDnuQtyqOY571rPI8ygjz+p\nR4FYAUaRcEa7vJoUZIx0n5CDGsSyCLUUJA0EwksT7GYRc8LO3h7PfP3jfPCf/H1kaw0dKzKAHBGo\nm2YgJsiyThoyicJyWWAQZJ6pixFGQRcF1UKaJVibw2JEi1otKPeQFgpkJ6eqeVJnW1scOn6Mzfkh\njh47xK13v5tR13jTu76LtUPX8fz2fiO2dvYXJJZk20mx7G2ftcthiyTMoeTr3neHrH43drT0mhSE\n7vFY+IMYpRKO+o5RCIwyxVEepftqwihXpd0zwSjqz43I8niJGhgFO7OlnV57j+xOmjGKtmulemqO\n2RMREWMH2t5V2/3Az4pY/R/cLrFtU8mzSOGhYZREx+0mp+gYJdqWt3yOBs4bRrFIMnlpjBKro36/\naqSBQIsuETK1FM4/9ySf/dhv8Nj9n5ooedo8kib/NTHXcVf8G4woYfL5yyRLNo8dQ1LmxHU3cfjE\ndZy45S4Y1nn9AYyiwPndi2AUUzBhstmci1lvrwa754p1w+kblBh5P38KoeKLv0urVByGrIf6NaHT\nAEaEik+AeoQy+L0BIlQtAH03SPo9Aw9ACA9hape3cNf2CaXvlyAZfEfFpm5fcMO/f2USCk8HTv5u\n03oaU8UW/bllemomWK5Bj5irSO9pMywtlD7C4iIUNUiYCKma0h5tDmI4Sos4QVwAqoOZNpCmnV2m\nSRuHTAVgY8r764Q3RJvUCAEfxpnQ6GnscCYHZ30y+oGlv72xvzCpHt4/ZYpi8lX/d7x/EDrtzzp9\nQpMvEyWkTSCEQWlhg10QTIEtk58jCkcVz113gzkEmEuVYGslvAYhZWMfMRHwsadWCKNr17f6CgXT\nci0nEQRBaNhe66eg95F3ErDt70QWYVlGcspk7a3LhQiTtH2QNLyIeMppeEtaaRJj4lMcp96Zq43O\n5VbIx6ojWbPlJGMegP42LX6yna0oBBmCoMmlACZ4yoAXwDS9aBIxhUwVkwdZla8+cB/3f/zX+cbX\nPw15jYRSBkWGzMZ8znKxhCwsRyUVM2aYiYGOxdJAVnXv1UIczBWrXYAAhbp3HobMHa9/ixUh0Mz2\nXuXG669n69gNHLvpDtKwwW13vonrb72NJ546Q0qwXRISaXqCRyBYy0CgrUX3jtukuvi9di6v+HX5\nOMU+1h0MehGcEjLc40UcU2gHhH4AurrRZshM6Mn2nB6liRP77WQ1st/+3Q2fMFKak4XQ2/aleFoW\nWJZiRSSbXu263CJei9VHaDJFmjfVAksswkRrpPNp804GpokufMmfkTy8XWrAJTdeCNd0bjKlWSmO\na+K4WNrQJKLEGaF21jTqp7iM9UlcH2Y89cyjfPVT/5r7PvqPSZtb9t6zSh0S8/mspQ0tRJHzyjBP\njEmQLLBcwkK9PpSQSmIcR+s6NvEg1+UOqpVTt9zB+uHDrM3XOH1mnyNHj3Dq1GvJR05y5PhJTrzm\nFK+9626eP7eg1MIeif2dZSONu1GiLUIBVbJkpt0pJElXMZqaEdMwStuzYE0BfOZdBkYHoCmcFX9W\nw4jQaj0o5qmPM5EmZ6GHCkqPbHjVYJSrzO5JgHv3wxBt76Eu77xXddgHEvuh1XsynZclMZZCzpmM\nMmJkQhLxaHC7ryAtb9ECvz1CI/X3CIxiPzspEfyR4+peAw1UR4urqWYgTzFKdH5a3Wb5ohhlOqfV\n7aSQjdVJFCObncR2jPLgQ1/gsU/9MacfvM9Z8lhAYEYUs8Jv4NEjrggmpt3KVS7yO+DUrSeRPKCS\n2N6FkzedYuvoa1i77gY0zbntzjdxg2OUnC/EKLCKUeL9u6PefimRAhbGzeQVXol2zxWqWRKeUfzt\n+0btIU39ZRqh4HI2+NH4d+TTTtSn38+nTGkhhCIuxBvY92fFGYgHpSbH7J5hmLTVFsSTnpqXBunp\nK7ACdIiw3YAifh+N/ML2LY0H+uvL6kCmp0Y72RibyRC5F2SMvwjNfWThUS6AU9+sdvvk4bEXRrrE\ne7f2WyLtwJtBFoegn2zzZocQtXdJMZcEkQL95aaHcQIufXG1LVVqz10hVaQrizio/bahdGJWmrZa\nMUjjPw0TiocTa+rztjLUA6c8vjfROkFCOSRpeytaUE/vJ/5e1Z+9OqM+Yg9Pxt+/6qSqNLGlw+OH\nA1hXIE5KBVPbqqsfXO9r17f0qtrzhGmBIF3gT09BeEiqh8Rmic/TQH/IlQDNEZqovqm0hRsmSikM\nw9wiR3Lun3OlE/tHwIo4+mEIOWF7zaNhNDHg3iw/VcUPQJzPohCexfDQBFaI3VcJll8n56XrMiNL\nhT7MxPr6Gp/5o9/gs5/5Lc4/+xAymyEz6wowZChjJeeBMRfK/gJRYdxdMkvrrG/O2UOoiyVIhqF4\n+s0CdMR6tmc2j93M6+9+M3e+/g6WOnD85J0ORDK7e5Wbbr6Fw8dv4NzO0tqvojzz7FmL4JOJ38Ll\ncQMSgRCISZjoFkNMdAh87boi1yVxSt/vU5wSSxi4ZCrbD+KUBiqb4FbfH9KK0JnB4yAvdG5cLs+1\n1R6jG7SBKeKMhmzwr1pthJ7+m0TodeENL9XANlpbt5muJ914KsXJGKuzlHMP92/PUXvpKR6bFmcN\n4Bueayui6M8liKXAN53U0RYO4zJDpH2wzZd2UsmXr39WA3Cndt+N9XWe+Orn+cTHfpVvfOWjpLQO\nax4d43ozpYyIstzbRfJA3dtlwZL1o4fIa4n9UkAKMgh1d0TL0giUtQILYbZ5hJtvewt3v/ENbBw+\nyubRmxjWDzFbX+O5M/scO36MW25/A+f3CvuLEVDOvLBnUQleDLFtgVjzAP8BX4Koi53WMFvHXvHr\nDhwCZaSOewANp5n0jzbsEP9uGEX775M2Q8qWRvraERDSja1XC0a5Cu0e+0DtmDgiLELehYw6iFES\nLWIrMAphjDtGSdIfbjKr+hCMVJnNDKPkFHrU7YqwRUIW1+5ajnFHdxtdqaXUG020rsJuv1lBaH8P\njeielcVrshL/bFuxkNcrGMWIlfWNNT77R7/F1z73IcZvfqMTJWDW94gRI5VOmCzU/jb3zy0vtpn6\nldY2uf3ub+fON76ZJQNrhw8hQ8cop26+hcMnOkYhMIpcGqPk2CIvgVGaSgjx8wq2e65MzZJA3rry\nG/spiAgU2sa1K7rORPifeTz9j7H5pyJnMolNQLcJmyqQPpYI60TjXg4+/N6+VETRsqkPtTA5MJPX\nkxjXlBo98F37XYdR4sIswuv6ZyJNhcln4+uNluhM2kR69LZjLhCdfTDGTlcUcd/w8d6+DqnBmzZX\nYRSpC73wZjMBa90YdG/PwXeH5nFq+d3uV+qsb6+UbK/ZqaIm4MUFFQmVKABJU/4xr0IHGm2PTPaF\ntneiAdEUe2YyR9JuFCgttmT/nAkH/0hbgz7bDfb5HMYctb2nMWJxr/5EkEyA33RHNa8dq4bsRHS1\nIWpo32vXy3d5MSvBjIeobbQiB6Xv64pFkyTB5ZHJyYqvdUpkTa3wonpOfqy47RGL8mjtvNVC4pU4\nB+6b8n3coh+qtjPbvNW+75Qa5QOYaEp/CXXF5edx4umcXhr/74jDqpn3w9k8v+BRH7C+tsnHf+8X\n+dyf/jaL8Qy6PoNS0b0FzAfv4CWc292BcWHPp8BGpi5H0mLG+nyDfGTg/HJBOrPPe37wx1k/ehNb\nJ06SvBVBmh/ixMlbuPHmW1EGnj+3DVoZq3Ik2Xl8/tyuywwgCGEHqa1YZKwp8S6rciCK+8VsNK/3\ntTScK3a9OE7xaAb8XDXPVchTmr69FE6Z6u5pNDgyfdIBnMKqrgjjx0CoB++rnRP1G4YHNHCFl/Tw\nv7tM8Z9rjQ4CakSqR4bgxoYNRFpUWpZwsHSd0/CIKErpJGncayImVD2lpk1MpSORTpqajBMs9z/m\nrwP0FlkryVOL7A7h9TVOyYynnBOjRmqzFbYd8oyHv3Qvn/iDD/DsU/dT54MZV4ulpcmsZUSV/bGg\nZbQ5Xu6jhwaSZur2PvPDhxi2ZozjPvvPn+eee97BiVN3cPTknVYsV7G6I8dv5MbX3sb65hHObe9R\nyshirNx8nSmA517Ya2mZ3aiNvWTETfG1jPTsgIPh6CqRp+8zWNvauNxp+LFt6La5RIP06oRILJph\nyjBYDmIUx2uOUdr6+I0PYpRG4kwwStvfr0CMclXaPXgdoygoL11WpQMYJfaFESUT/OnPTd5iWwOj\nhDyJfa5WbwXBO4DZeFLqk9a6UWLjrNFxr8mHieSQ2DNdZqyUHYCGUSzd1ee9H4XmoO17lhfHTxRh\nqQAAIABJREFUKD6WWpT1tU3u/eAv8eAnPwLL7b5m0R0nIkP26V7v6X8rME8wq7CEVDNv/q53s370\nFrZOnLJMBFVGEY5df5KTgVHO7zSMcvQiGCXSNqPjaj6AUYLUXMEo0jFK7Noada1iW03nlVee3XOF\n0nBs94VBP029auxz29XSDmec81hk+7x7IGTl7u2nqhGc1sMJ41CrK4HwaFbVlgvbDwX+LB9zwKGo\nfBwr0YRWKBk1sD1RF60rSyxo2y0TVTLZpJOvEiy8QyzfWt5ad3Kv8EvbbVPbCyrhzQ2AFUREWw5g\nEo7n36tOX8d7rSyGhgcjRuWK1sceB3PlnWWqElfnjvCeOLPbNrl0gSuYjMnByutEMLrglek7SMiz\niafF3zYdIK9Wf7DNJooV5nJWPtKOmmJSFz6hNKSPM0ImW6xAI3rC2+WGpI99mtHaCyNZImTMWYDj\nDnoc5Lqy6J4DM4ynSlZiUXzdRbVVSl+t23Lt+pZfGl5Z26AiA6iSPYw9tHQSiz6TihdEG+w7Xpw1\nvEfUamHgDFjjvIkRHl20IpfYj2hb8wDSLq0aKHKDPWfrsKGta0U/N6VW0iDU0fZf4JXa5AMThVQI\nKSTtHnYec0vXEY+9rf1n7EVFlPVhxvntbX7zH/23PHH669Sya7dZLJGUqDoiCz8TY4HqrpsMrFm7\nzHF/yfaZ0/zIj/8MT5zf5voTh3jhdOXNP/jXmc0Pkde2rPCzKmMdqVU5e37PIlUGC8/NWVpdqpBP\nUStaser8Fj3kump6vNwjUgnPO06cuX4JGdkZ3GvXFbkmOEVeBKeEjJWVDzSZfRCnxMdSKF6ZFEf2\nK2qRIBfDKbQ9oo5TLGWtkPLgW0Ywr6ETojWKnop3hzB9VGulSjaNFTIFkCSMtSA5o8V+G8XzfIAg\n2QomrhR5ncxXyv7c/hUjaO0cGqFDkwO985/63OLkMFS1E6Phhm2PC6Xrsx1RMHEugQlQQHJq71dL\nZTYYpvnin/4O/+ajv8L2zmnrDDSOzJaZcV1gsSAxR2tBSxTZTjBPyPoaen6XvVq5ce163vCO7+PM\n+edI44y77nkfJ258HWntMMMsWxFJLYy1sF9g9/lzrV7ULPsOkWxtkCfMueIFJyuU3GvhIdK6KdoO\nOyBPlJUiim1XO4yLrmMdH8RacBkYBSfBL8QoDRZL+81FMUrUv7goRpFXIkaZyBOuDrsnRZ0ZqSAz\noLpujNR+aaSEkZQFTYPthrZ/bexFK8kxCpRGMES7YILcE2m1BlMKRyuN8LV5cjLJI1ZyzkRkbscX\nNgNFtWOUuLdai2GZYBT7dfH93O+xilH83wcximAYBRpG+eg/+5946uEvwjj2iYhFmoaZTlV8lGko\nwD585w/8AA+fOc2pE0d54ezAXd/9kx2j5IthFCXPXhyjhIy9KEYRh2FTjOLjDYziwnX1vL8K7J4r\nQpYES9S8au0w2MsPAsWVZ8uvnYCMVUzSXaMGHtx4d7CfQjM0L5CLJp8jUSchsuXMtjabMBFEvsge\ntq5aWx0Ply3+qfZJb3ebPJw0WDP7nPVap/0+Dn+otORDKOKfUT9DMlFqfrPqEygTQRPD7htFGqCR\n6CvuXuFgtEMQS1uf9kIrAN7GY1q4avWCOTYB03WKNsURFVNbf/kuMaSBRXu3KmZARgOuKHRpZ8o+\nm6K4gi97a10sBr5S1GSJauL9SLunRdr7KNo6BIh2IEvMtXuf3H2PptyjfNokTyJsxAGEJAra0iuE\n6ADi6qu59qSH0LZ5dLJL/QU9fSLCyHymQww1Vn+iKVsIsikhbfulEflJ2n5LkQJyteOQq+yq2tcv\npWxFw1KQoB3QVPtwAwqlVmrqhpJOFBFVKVpaMbSe8mJAumJnxNoU2n7tEQ3hjVUTKkNilgcKSi0F\nknsbJSEqrX5KEqWOJu+KalNeaG7yRQRKqSTJ1gY0ijtKAHmT1dbpwyw2q0ZfEB2aHmBtg0986Ff4\n2sd+jbPnn6XsL5ERdHBv+nKEKmhaWNHZpVr7zgR1UGSnQFKOHdribT/873LTPT/KreuH7SykzLC+\nASTG5ZKxkcRdXqTs7U6rF8M1Kw57Gzduq+WbWzROIot93lZT2vkX9ZaGDg7CGxI6BLVovymOuna9\nvNeL4pSqWOOTkN20/zacIi3eYQWn2M274WLe0ZD3EOiz1wrSFZwSaanx2NDLRY1YtU5T7hoJC6gV\nO4zizkoSa7k9qtcaclnSW5iabozQepNXRr5Ya8eCEazWDtKC2QKz2Rle1spsSGipVghVhhYKHnM8\nSKLYoEwm1IhwEy9orUgaqEUh9QiEthYTMCziXXscDxgeqo4PCkI2GSGV2WyN02ef4RP/4n/mmYc/\ny97eDuxXNBtG0+US9k1P17znMtb15ybo7pLEOmm5x933vId73vvXOXT9nbwOg/lra+uknCljRbW0\nGnfEnnBjpxTHn3mAsdDysAJ7KS5DhBmZkeq6fLK/tKcARHtO0xPRtj3wpn+WCUZptR6kG7iBg7Vj\nwS6vO041bH0xjDI5RxdgFNunilqx24thFOmOuFcKRrkq7R4xfZ2SR5mlIBIco7hhaq3GHaOope42\nmRLvoQmqWterFpGg9GhXlz9qhIy2yNbaiRVVm8OqMEvMZHBHTvE0NXGjPnC218sZrbhsUZN3kgRh\nFaPUCUYpFb/XKkZBU6uplLMY3mKwNMSUYW2DT37oVzj9Z5/g/LOPc+FheIl/+/6fH55z97vex3Vv\n/kFuXNtyjDJ0jDIuGd0u6RglkQa5OEbxNTqIUZIk0hSjaLelAqPEQFtUfthVCprCSf7Kt3uuCFmS\n8ZeCLpBR8JyyWiEK8NRqBRBDQKPqBYV0MtkhLHD0EIZusg5LEqkxJjhayJn/pldgtue0/s0IGmNL\ntEJGxN+dpou6GkFWKOKKsbZCrR0Kh8DrjJiBDGkCK6BEEmHAAEPMRYS+GblAE5TxLjEPXSnbh5JU\nkiZGV9DJCRGNjV1NUBQqqBVXHGPj+3irP7s/TMALHK14HHxDV78PwCDG8JpBpG2NiM+70Iy2fzH6\nFvpPhLRXNE/ft5M4wW7GPihuKIoboUm9z30oLDU2PE9qKcTcRl5krFVntWPcQbb0t1b8QOLkizPw\nwe/H6LILYBVTOL00V9/XiqKpet6nvWNLT/I9YqGAsVcUnXqIxOYrtX3q3ZO0OgMuSI6YoIrU1QzN\na9e39jKDw/ZdVWkdJEK2iO/H2PelFjNuJoCis+K+ir53rD2eNKOn1N4WPKdErdKIkiAA4i4iiZoK\n1Moy6gfEnlf/jkda1WoyLFfbxyO44aNEK3L8+RlAC+PSnglgrSnBtqhaBI0oWq2i/iDZ5H9VUl7n\nj379H/LAR3+TOu5T5wXZz5Aqen7fJnQOaW2g7oBUK6CZdIZKYajKoY057/23/gvuesv3s2Sgogx5\nMJA0ZMZxxFqmmjc9RbFKl/uqQs7umff1sfMrDiJNJGagJD+vSqvYHgaOne8R6kDtBWvCLnad0UOS\nr11X5roAp1QzHvCz13CKTtRhMzpfHKdoGIROlBzEKUJ4OicOEMcpzYtGN2rtbCvUDG6stIqI7Tk4\nqPdzHrVLqlKoE2eOuC6p8fVOpBJkZzXiQ+3M19q0sJMVieVy4edL0aTUWtAq7b0QQUtFB/ci+viS\nn5dl012ZMhbSkO0cItbCFItsC/CW0uA6OUHFc/JdXlY/11oRMnVZOLd9ll/7h3+b+uzT1HmF4gbd\nzr5hsJxhfUGuc8qu2sHGitlmmVF2nuQt7/lxfugnf45xOMKyjKScm9e0qLIYC8NgzuWcaOSVIGg1\nWZIGxyK1UDJGnE88/YItZVVlqW7QiRluqkEsFKiGOEmxtl1faOwvAwZGSGm0RvWQIglXVmAUjMCv\nvrJBFAWhAh2j1NgndSLjLoVRwjhyxyFBsK9iFBurn4NXAEa5Gu0e1WTyBGnPD4ej/d0IwCSZWotH\nkxluqY2I6DKt4lFSzWnr/3WMUhEGxyjJ95NaaBxaPB5eEpoLVGX0fdJaBNMxSgqM412mVMwBPUTx\nUun2VK3V16dOMEq9EKOkAxglZbtXVSTP+fSv/y88+mcfQyOa5M95rR89xj0/8BPcec/3s9A8wSi6\nilHyhRhFXDYexCiIyZ2XxCguCizKyTGKDmafXAqjVC/u/Sqwe65MZImaQHcJ7Z4ByxszxlL6RIi0\nKulxqKPgV4lQMDGmPBSjRTIJ1SsRTz2n5sExAI6kFu7TwrqkM77BOMZhiSiCVrg4xuWguQ2MIExq\ncxKYAAqQo+2eJuii4JqEPd7AUIXGMqeUOnum2hhDsDlS6RsOUn9X02pGVow0tjAUt6Xrebtge6B9\nNkUaj5EKUdcgUpCSs7/iky4agMnBWoStObvcyOQAgYTKtCulWROgdnhceasDOK/MLkHgBAkZayyJ\notaH26UqqdJaeNkw7b44SVKlQRcLOXbh0UCNTOoOhGBp94qVnoQnB0UTZExLO5h2P3DPmzorj0e9\nuDBKWr1QcAc5pQEKZVonpog3hA4PgoNQP0nuWFBULc86tyIVoK5AQjheu16+qwJFCznNKBSL+PLz\n4l3oTVFXtdRWGexbUg1IJBz4e9hhKB43nJq88HaFip2rUXGPjxcurNVkjMtctID68xUkJ8Y6Grka\nINhBSYCngimsuUKtxTwsMDkzSknCQGaWBwNAasZTh2gmh8dq7Q8HsbQjMHD0kd/8X/nKh3/V7rde\nyWOijnvU+UBaX4PR8np1dIBfKpJnoIV1lrzpPX+Dd//kf4qItnppubkcYFwUZkmQYWbEVE7t5Hbi\ntLJcLi0yx1MJQg8oGMD3HOGMgbVokyxia1bLJIokQTaJ5ODS1tHaKwqUSs3XzuWVui7AKXIZOCVA\n5UVwSmqy1mU+IKQVnNKMGWMO7N8epQql6U11kl7DS5fNK510JKeZR2U1COnGdiJl8QgNIyuRQotm\nMxTs4ZqdfIUObkSs9a7JloIijC3dOE3UvRn11lYULxIb2tCMQgGGFj7vmCsFgWwJN5bG4y1Di1Jz\nJ0I1JQYGh+1KqSMpWe0iK25rcyaNJLbxatmnkvk//96/j4x76My9pcuRKoKsDWQyZWePYdigLBbo\nYJaWJCGXHW664W5++O98gK3DR9nz4tU5DzjGt0g6vN14KeQhOR6x4rYxrWNZmmMrJQqJFPXPWpqD\nrUcmkcUaZFQtiFihWd+SuOLo8iRZ1FA4kRLiJAygxY3qTh4leiSiTjFKL0jFkKIrTuioCRGTvI5K\nGGSXwihCa4wQBjRh9OuIqHvoA6M0Q+jqxyhXo91Tq8mTIsXqeBERpqbzk2OUKkAyjCKOUazkkWEU\nSRqopsmUFYwSg9BK0R4FniPqFqEXhK0tZTAppMEwSnbcG6RRBSM9VCke6b6KUXqUAmopboNOMAoW\nBbOCUXSKUYRSPAIiZT77wV/ikc986M+9L0RgWNvkhje9o2GUhW/1jlGUEhhldjGM4k5hvRCjBEl2\nMYyiYsVuLWXPcWXBMUoyeeedgSbWXcMoUiqahVeD3XOFCry6Ml4xMt2IJlGlumEOK4WiwrB1D50t\ndoRYuoGdJHgNRj+DKcIn2sLZhsEVh4kAUzZBaETIjsTfRFueaxIxperCrhVWdWFXmzCxgWSJCIXA\nUtrmodW68LfsRYl6WFqfIeg17GORI1y3EzCSzGvqgfetMwauzMbI8/Pn1+lzWgioNEMrAJ5TMG28\n6s+teItP6QRI9LNOKTHW6p+3OQ2GPcbVPHHVQlD9SDioDKGv4C0Kbd+7wPV5j+jmJLTQquyHI0V9\nmbb3MINQhKjlUoFUeriftFn3MdZ+wG3dfY7UjJxeBTu3+4eaX6nTMFln1cSUe4WenhHzjNKiKVuR\ntrYb3PsixfeL79tQum0csXkscii2vvihEk85uHa9nFei+jnNNVEo5JY6Y6BBJ146EVNiqLjDuAOh\nUHS1umevVS42gN69WHFinHx1cjX3I2HbQFzBFkDHHiIrfY+ErDGS2M9QyMhaWqphPLWWyhKryYK/\nD9DH6ffMmIJDTfEu9na47w9/lS98+FchjaYKdyolCegMdgo1VST7nATQGpRh/RBvvef1vP2v/Tyb\nW4cpZWzwXhUDDA6q5l6LpKCNhK3VJiQLoNZOeDafsxwrOZt3qgbI1QjzdXAVZ9BTEkJTp2xEzpAy\nIjCWNiKf99RD7KVHI167Xv7rQpziazXBKdGesuOUMP6MqA89qy2a8sVxSnNgBIB07IGOKziloVfb\n8H5wMzVZ2ppo6DY3zjXIluxiwZ/jY2zWkSi1gKReJ6OH0ruezg6eNZGojnVMx2a6vGpGYXXHi8sK\n29HuCZYwqLyToIa57t/OEZFqHWaSu8wVI1NVkuMIc4JUHZE8QPVxAVA9ejdRxiX72+f4pZ//W8gW\nqBakJHQJqhkWFaVQc0GGxLi3cJymyNqM195yK9/x4z/HTa9/t2GusPuZkM5eRFbcxCLegTBcbc/U\nWhiGgVLUDJ+qFBFzEmlpxgluwJofq0f9CO7FrYYXQp6IhDdWOo4IQ9P3LpiRmsTkX20CubcknmKU\nNhaZYBSZYBRMjEe0YY96DIxitaM0oiglnsIBjDK8YjHK1Wj31GRpXw2jpA5KJTCKr3cSoDjSTTTM\nEXImeZRSpVoBdlGTS7FfglAWaPaPy6oYNk0UOQ4qIDp6kVIbm9DFWeOLHaOo2ySR+iixMmIYZXSM\nEjg7bByZYJQBRbVgKTnCcrHPV//k93jwkx/8c++JtLbJqdddz9v/2t81jFIvhlFoGAW5NEbRy8Qo\njWylY5QG6C6CUUoJO8Z1UppglBRE+yvf7rlCNUtiI4fikK60sY2ZBFP0uCFrHwP/WKS59C4LviDx\n8gKDGx+t9gXaJ4oI+RFyrBsuIPqj+k/aDXwVJy3Uj6aYIo5wsuTsbfScr77wGWkMGNAOd/y7RV60\nzUX/G33OcMEXkRcITljg72pFyILFbWklNlsGKvwuQrC4Hh6l6qwjk3HaM0KQWwiue8ECKKxs5vhc\nrJM0sCUSZJKTDo1koOU+Ao1N7ESNf7cayRHvdDC0MA7dEANu80z/WaQZSkIYWExAnjRSK4W3RaSx\nlTG38bl+KG1PeFBLM2iJQyoGcuJEJ1/rRqzF/cVSKVJ2QdDyTrvymbY4Q6NPvK/zikfQNlYIkBp0\nW/tzvM/VDUSutqsVqqqFUbIRiIKnxYVM8PVWN3hygjraz2JMvaCoVrT6fkj4+bD6JeBRFkBKQ5Nt\nLfzalSfaZUWAsJxiz/e0AwPtvRhlRF0gE0+YjxkmtU2SRbpVlFJMaYdAUX9TC89NzKtSh8Sz33iI\nxz/9O/ybj/wGDDMLWy8gM7FCi65MZZZt3lQhm+f1xLGTvP6H3s+P/sT7ee7sWUotRMSNeVDMtBsp\nDG4gLH08Tdd45EzFPEnJLYKBSh2Lk+b2YfEotSyZsErM6+uhyjm5/IJhGBhrEEJtR0w2h0+h65lr\n15W5LsQpnrI2wSkm/w/iFGmEfa9T4fosdPZL4RRouq86+s9xeDU+5f91eR+FW8UdAZkwHVzeM6kY\npt6Fxl2Jpnb8754Oq9oLMarn9xs5Guk5lSQzihpUnqAFr8tj56IbQ7WlxErgJ5+T4mHwQQ741HTC\nVdUjSqTJv0GMDC61EB7HMAQb4StGWg3DwDeffw6eeZB/+r/9HeTIJrrYRciIVm/f6W6omRnzMvpA\nBmU+W+PWt72P7/7J/5jj19/McrkP6pFi2eRt4CqruyaMTtaI7x9FWvSqiLjUSWQxeSJYJxEjVAJf\nhNaXhjtKqeQhBXdlxgvV0jnFMI4ZNAZsYqc0iOH/iiAHE2EdX7Q1uBRG4UUwygEc2LFFvHdAxlcf\nRrkq7R4UamVMwwUYJRobhDypCGlISB1deUnDqYZhfDcJLnvUaxKJR6greYJRrIBpdM4xLLMa4VoZ\ncjfNTTSFvaB97tRrOIkRPP0l7UkxdYFR1DFKpBvrCkZJVJWGUU4/+ShnvvinfPnjvzc9XJd1Hb7u\nBq57+w/zI3/1b/LcC2cpeimMUl8Co9ib5HRxjKIXwyjicUiBUVxmuJg2jKIXwSgrwM90U36V2D1X\nhCyJsJwQnGGMh0ch+cvEawT/198ryAJpxaf6H/0u6k8Ko0TiSHVDN+7ZJnDCxK4u0cSQVwPIzaMk\n3fDpoKR7TsPAtjCkHv2Bj11bXq0wXbdGJIRwExdz2pUo0ENt1ao1e8PAriBdwbZ6Bgg9cs+JBwdc\nITViOrNE/RRto6KBrtq+G+NdUZIE42ibWqJHdiNgOrve+F0/aGl6I98gAUhzSgG1CO+ta/s2PPPu\nTL6s3VMV9GJSPKqmdoWzugQ2zkmkTatSf8Gl7eCbd8vePKrWx6xGhxB7fieC0PD3s0LYtBAz0RWl\nOZmUlsAwBZbq9R9aZekW2ttJofASpWD/L/Za165v3TUR7ilyYL0wWxQsFD/3eG65raN1iyqKK03f\nJ+Kh65I8skNoEQ4piIsojtgVl5aej6qu1ELxVMlOSMY5i5i22JeR8xpRV+IEo3kdx3hHZ/2jQn9P\n+enyRvH2faUi8zlPfulTfPC3/i/OP/VZ0uEjaFkgDLA3wiik2UDd38cUvu1vyQktI0evP8UP/Mx/\nzq1veS+nz54hN5A4KWZbMWPPw4qXE09E0x+R1qjVIgqTUOrSzp2CeBjr9Kq+biKZlKwwYyOW3Wwe\nS0epETor2usFaJcGV7sz9aq+/iI4peE+7G9TnKLSf2eq4GI4xR5iqqPlmdrdJjgn8IyEKlDQAil3\nHVV8L4YzBNdLppOmnlOvc+J6IjeZUpvXrtZJJAN2diBR62h1CqgToCwNBEc1s54u0tV1vEttMibO\n2wTNKaBev8jfKU+wHO6MUf9+RNVEpK3V2cjsnnmGe//Vv+Br9/4zdH2dvGEFaRkG2F4gREqSE8FF\nkVmGsTDLa9z9nT/Md//Uf8Sw9RoWi4XL6Sgga06yBtwltUgSG2ly/NUPc63FjIY6QuCzlAm9Hjih\nyUlJ5GQRKtn3jS2XrU1cQX75gz3itxL0G/Edx4rRKSMu225TjBKb0jBfwyj++0tjlP5zYJTAXRdi\nFHqr+xfFKFc3SLkq7R71GkKedlNq9Uj5sC9c97pexzEKGmSodGLI7zlIthRkFY+IMllj+KE6AVP9\n7NILvDpGASdifbwWMRIyU90OCFnnM6r996pKPoBRIjVFJxhlArPtXcUxSq3IbM5TX/40H/n930TP\nPDzxZl/eXlg/fpK3/9i/x81verdhFLkURtHLxChKLebgOohRDmL7ouE0fwmM4t9rGKXR/opXnzFZ\nqxHV98q2e65YGk54YKpO4LfnYMaZi8kJe1W9g0MjGprA6Fto+rPNk/QNH4eFKFDDgQltIoyAE7Wx\ns12IJO2bugMAnTzHD7LfV6bWv2+Efnj923GfCZkQArQ0bxYuaLuwktgt0EP7lCaQXWO2d1DiUEgD\nT4HJpvOk0PLHuhDQNrY261JpPbTbJ2hzhUJK2jzMNn/+4QnZArRxuVwkfC9NB7RD4oI4Te7nc9sU\nTcxJjDPmVrtcqwSw7PO2ooCm6+tekT6POv0CkQIwefOusCYStK9vr8dyIbsZXjEHuCEXJ8K+fVld\nxaXuseyvID6f/T0F6dkUEgpMkYNDuHZ9Sy+hmvB1QtQCQ8wzGcJ98uEGvm29fU9MoqxaceiIuGiy\nwJWpROat2Odq9YrgPZTcQIk90KLkRpABxKulq+9J30NR+KuBNw8JD4Di+pCiykBi1Bas6efHFbmH\nkh7eOsRDjzzAI/d/hM9/+LfZ2T+DbG6htZA1oaPdvi5HcnGvlZhtABYae+Mtt3LPj/0sN9z1Lhbe\nKrAqrcOY7XWBqLtERL/4WU54qkCPTbbaTdUAHrlFk9SpN1a7V1bECk1GKLydXfcYeSphyOjaiitq\nUwshAycW9rXrClyXh1O6kpzilIhqCI9uOFEmN2/fC5wi8eum481aiAiMlMSjNZrCa/ujJiVJYSD7\n+QvwP+1+0/EPeHhzDEcizNwajycRI1tcVjT14Gk04u+XUqZG550ahEDcV/Eo/YnMquCFVjVAreDn\nzZ+TaClMzQFBeC+DTnRN20iJkDde/LTAMGR0XPDA/Z/mS3/yOzzx8Beo80yeZca9PdbzGot9q9nC\n/mh4I6UuT5aV2Szx5vf8CG/6ob/FsHHCO/mEISLUFP5/meTW93VOfsZzyq1WDP6+lmpj60QeJqkz\nARNDUBgNF1742tKOutxvhJpW715iwmSKXps80UApegFGCZwRCFhd1kfYfIfcvl8Do/hw/2IYxb/3\nCscoV6Pdk0id7BDDrS06VfpTkeh6QtsIrVaG9gKsJk+8jlFg6oikCiyDgBO0yfFv4O8elRNO0QIy\nIO4sWpkPBYLQDBDtGCWwgKUP27xkjORMPte2FF6jxYu4HnGM8uwjn+dzf/gbsNzvhs8kUufFruM3\n3szt3/NTXHfHWw2jpBfDKHSMEgzZCkbx9c2ClItjlE7ip77fJhglnM5TjBILewFGienFoyobRnnl\n2z1XiCzpx7uxTOIhRBKGdXaWSNuhNwXtN3FJ0pSkGwGGMZsqRfDc21iY8Gb6ZjKgPwG1Sl/0duj6\njGqAWFdAMZ7JtpjqrgNvvPorJ+UObJr42QBIDVSNCxci39M+txKZ6yWCNRSP9rvFmOwchGfZQU5f\nia7Mw+gJ1tGf1mHAxKvVf9mUZjxY6Mq1z8QEpLXRRx5anH5YcTFNtEkomdVJ7r+X/qCmKKZX4AvD\nY3KxpSHUi7ScOBeuQYBhgqJ9NQ5l5Crp9Gayct/2mv7P2me/He4I9InhVWdk0wQkSRA0Uw3adIK0\nvdAmY7qP+gJACKJr18t2BZNeXTE2r7F2g2BFugVxF5Ea3X1NA9xRKK3tBQ8nRZCcoXmILF5sNczX\nPTxaqFIZyDg/0pj6AGvxpVrtXnme2FzfYCtvULWyu9zj/O4ezYum1m0jtT3YhWaWxMZrMNWmAAAg\nAElEQVSRTZ5+5FG+fO8HefiLn+ShL3yMfGQT1rJFc+zuwyjIUmGwAZRxCWQzUDJQ9rn1ttv5jr/6\nc5x843ejed47Bkk3bkxOigP8iTRLUdxZW5HCpl8UqyWgud0vvh3EaYREGzlTuwjzz4T3C7QVu7QW\n870eRgMtE0zSGoNdu1726/JwinRv1iVwSpACDbaFLjyAU1ZUkRu6Eh0bEAPs6SBO6YqkyRS/b7QP\nN89danULokh8L8Y3GWOgU4IAqW08QZxEwUjLOEsg3sp2ovTdx2g1MdRSeaIMbMMljkl6XZbeuWu2\nNuPQfJNBBgpLzm7vsFgsyLM5tVoRaktTo+E+BSjKbG3GsD7wtc9+ise++qd8/XMf59z5Z2A+MKyv\nU87t2vN2K0IxUqlalTdBwLvzMJ7lvT/6H3LX9/0N1o9cz+hEdBiGRvx6yk4DPmEA++rU6rIFd7hP\ngBG5ESNSO9kibkyjtE5cVSZ1Q0gtHcE+Zyk40d3DxuLOPAcBMTzPRmgYMH6vDe9ILGD7+xSjxP6O\nRWwYRa5hlJe6Lk+e/GWzexwnqHhXEftftwlizcIwPSBbpL+vyZ3a9o9bUD1qLWdLNTbEa3eXiG4C\nJLn7tGAkiEWbdbpyavjbl6ytcCXPHKMMBzCKeE1J9VgJCQzep22KUR679w955OEv8dRXP2sPTZgg\nWHJZ102vvZU3fu9P8ZrXv4saGIXLwCjSMYr8eTCKdNviRTGKdIwiaCPzrOD8KkaBwCgRDcirwu65\nMmSJC/lW2V37wZHJIYyUkokuJaa+uofD2E1fRPEF9s/X+K/iW7DnXwVJIdpZJh9c+1fkldq6KMEy\nBhPcRjOZ+GA/o0VupSvIvomZAJXYHJ186NckN9Er4mv7/x7CFJMUPhfjTCoWsh83Tc7YaVPuMe8Q\nVaon5MvKppq8qIdGRciWNPDQCZCw47rw9ZQeF6IBDOO+Tff6PGgIjB5raHu+9i80T8lkgKIH1lGb\nzyeiwCYjsn9XiVy7Dhjj5Nle0pYTHNx8GHzt6e27E6AR89juGEKoeA4m7TkiqYWU4WuoDi5lAnin\nV1uO9m4h+TqbGuMIIO9VoPo9Jnvt4ulF165v5RXyvtSCRn6lE3DWK97PcXUlF+2Ftd8gzrxtSXXd\nob0dcPLCZ3H+XBullKla3Gvl7eGwglmoMlYPzxwKkjIbwzqz2Yz5bGB3v/LQo49x/rkH2dxY58En\nnmL3sc8znw/ktTXy2lGOXPc67nrj21jfOobUBeNoOcelquUZ18KjD3+ZunOOs9/4Ms889TAPPP4l\nytnn0ENzdGPGWoHFct9a5u2Ndkb3K0OeMY77bWPrWDl84npe/z0/zQ1veA+kuReQEw9DD3UdYC7O\npivS0C/+9y6/TDa2+Q3AV9VSmyK/WKQVC6uIy7roGkYTC1HIMolYPndK1hI1heenA4U2mmlI3rXr\nZb0uD6fgqap0J8klcUpTHWag1q6DTDUHVA6QexGc0jZn7GD7bC/LaX9uMsX3Upcp3qWvKqSos+Zg\nN96b4qkxYcC50eTeaJFwTCSLdgiV67UFpCYsIma0zlSW78forW1zEmbDwHwYmM/XGFLiuXMLvvb1\n+8njM4wMPPbI19BzTzNbm8MwY/PwzRy78XW85a3vZntnj6RLT2cTSimcOHaMz37u01y3OfDFr9zP\n+NyDPPj4gzzz9EMwLmBznfXZnHF3l2FrzuL5XRbVi1MuDV/V4rVLyhJUuf3t7+X13/d+ZodOUEt/\nz5a+UHuB/OZ0ESZpzgRCc1yWMXnSXdAqRoLVZBG66jg3sGLgUCbyJGpatU4mWK0TSbmRTVHzV9te\ncn0Q8mSq79u9ogZWabUQtA1iilEcpQgvjlEaDroYRmmbDXh1YJSr0e6JJ5coaAre2UYuwCgppda5\nU9WjYxWXF711rN3UbRGltQqXKBjs15Cz11MzjGJ1lgyjCFaIulQlDwXNHaOsDQO7i8pDjz7O+ece\nYHNjgweeeIrZ019nnmfooLC2yfp1t61glOWLYZQnHuKbT36D049/jTIufIA+UPWfX6Jb8NqRI5x8\n6/dy4s53XgZGCQL4xTBKUA2rGKVOMUp89gBGGS4bo2SrfRL1TFYwiq1Z2yWvcLvnytQs8YUOlRHv\n0nCGTpikxlqGB8QOqh1aYyFjg1mfcjMforhZ8h7dLWeDiVDyg5wmC916OvuCxuHWKEzmm9aEmE4+\nB0TxGenERbC+EVK1Ig1WWLr+p0bQOHUpUpuBFD7nSFEJAdkiL9remRwSf1/wNJYam3yitPzApnYg\nIyfMi+gQdQ88pC6ZFFcE0doJFHHPWbDcPp6YVz8lNjvxvh4uVQQGTRzsAiEOHqpR3G3eAgg0Z02E\nMxIV+MUBSCeDYiYcOjSWchLY6/MqfbyEUPODT+DVEFrT6s7xnYNBZmHITgShz4miXo0+PPfiyiY8\n1tE1Sfv9fY5qAlFfHQ2aqfuIUltTIsYzZEt7L1uDay7sl/PSWlvai9URNS0kuYerinbPqRGd1bww\nOTVvbJNPql4TBJJkKmWiTAWIlpWp1z9JFoySU+X44UMgc55/YYevPvQAM17gRKrs6R4PP/IIjz/5\nFHLuNEm3KXVkd3/BqCNpSGzv7rP/wmny2hwksbZxhBuOvYbHv/gHfPtdr+P6G+/gK7u38D3vfDuf\n+uhvMxPl85/+HdbTDsc3hI28ZHn2efTs8wxr65QsnDp0iHmGR55akItSRyzkdhDKOMYkQk5srR/h\nbd//09z+jr+C5hmIev2X6Nox0e6uZELpN2eZmJwAuj4I+Rbzh7eNz52YNTnqKTtEzRirhaKqaDIw\nVNyr00ERZpyFMeUAepAAx3H2I3Hp2vVyXxfHKc3vegFOschDl79qFR5MtwVOCb2sB3BK8iBPbbrh\nojhlAuw6TqHpLy0eHSGsFj533REeVCvU6Dq4OkB2r2335HoUyURHxB4VZwMqI1pTa88ZOr/UwvrW\njCPrR9iridPPPMdXH3mA6zZGNhl57twZvv7o47xw+hnS7rNILiz2FuwuF2gqVISdcy9Qxz1kyGie\ncd3RGzlx5DCPfe53+M43383O7DbKkdezVs5y7rln+Pj9H+P5Z7/GdZvCoXkhLfZYPv8sslyS1tY4\ntL7OqeOH+fqTI7kWFmNCx9KiLRhNvpIs3e/Ob38L3/szP0/ePGpA38E5btyIC26LHJl42SfrV1FU\nlFylRQTZTSKi17uUZDcpavG6JeKypzYPfhQ2DH2Pd05KE2NHo0V17kZ1hvAb2fs1Pa9tjNMopZCF\ngaOiI5vinXqIiAS/g2ibjzTZJx1hcQmM0lumXz5GuXzD5i/jdVXaPU5spWDfcMetaivu2mtUWKRp\nb5EsVquwyb7o0Gnpe+otyANzW40k8eLvZvC76EQco0hglIc7RtnXfR575BHOPPU0abFNkkSpyvbO\nDmWxTc6Zczu7sHuOqESdNuZsHjvKE/f/IW+661Zec+MdfGXnFr77XW/n0x/9bTZS4iv3/SGlnuP4\nRmEjL1mc3bY0Z3tdtg4J68PA6WdfOqxkvrHOHe98L7fc876GUWq0V+clMEr87BjFTs+LY5TUMEoQ\nAqsYxQpqXwyj5ItjFOnyPwdGCfuEVZnySrV7rlAazmr+bAj7UDMpdG9Mu3qERrAURBVmU+a1VQE2\nwR0hihlMqcR2CuYpNlhKiCs7aZvXF28y2gkioWJdbVIAIv9bUxTJ6wtMjGucPGm5qP7dsPQjp64z\naeEtdkPfDffkucMqqbFqpry8TkH00G4CLSI0zJhPWN6rJjO0pK4CKqZvLtJTjJq7zP/qwCsOS3gm\nghhqR01o6zv1xIWCSNi84wA0N5dMFHSKubLx9GpgTuyEoqBlFMUwff0DAhzw2Gg/LBqgI6VJzqPL\nLRUPJpLG8AcBFcx46/RDCIJQhf0zuLAS8dA3CUbdgGdEMKsbxYlkAqmWNs66cssgoaytWIRY412Y\n0AAxtoYlTwizSpO+TUmDMfjXrpftGprbxephGEi2q6eO1CYjxcNX05CdXHUZQQCX1ELm1fQmDF78\nLw5h9rSfqqRhRlmOzGebfOR3/wlf/9wngPOU5ZKRDLMlSRK1KMv9kZIFKFZ0LQtaRmpNUAtpnpDd\nfcoAsqPsbe/zxAvPU7WytjzNU499hXfe8yY+9Msf4KFHH0OkMO6+wLnFkiO33sgtt93Ms8/vsHV4\nk7VZgvmM1950HeOysLO95JlvnAZ1w6QIFEjzNWrdZ/3Ydbz1u36cd/7If0ApuOfOCkHXaFkeocsS\n55om60e1FnmtC1gTAdIK8tn8Z/OoVVqXCVxXdBlq90kezaMa+d74+AP92P0jJWpI2Wsy2n0SQWJZ\nsd5r15W5Lo5TOja4OE5Rt4fV5fAEp4g0p4L7Uic4Jc5z7Kv4XeCU0r3I2rtpSIxJYZa9sGgyd8u0\nU8ZUv01lCmLeQwPWHi1lVRVJMqB1QejgNg+1G8tpqFgpDgOu6/MtnvzGl/mXv/DLnDv/CLq7TZHK\nSEZmS0QTZVkYS6VmoBQSGYZCXVjHDKFCGVEqdZmRss9zO3uc++YMVDmeznLo8Jc5dvQTfPoLD3D2\n/AvUxXnK/h5feXrkp7/3rSyArz32TY4e2WSYDVx//XGOHdri9jzw4BcecuwgICNo9igbkLV1Xnvn\nXfzYf/LfM1vbYiyBF3xHVPcCq+PRFDikTkyFwH2WvuCLRBiqRoBEhA7WUScBoQNUumyHRnZUxwUC\nVE1QtaVZ9DD2SkqDR5D0PaiBVVDTJc2ZFcoCCFNbAppqKxTeAtwE28fiBlvsS7WIhoh2DtgzxShG\nzq0SNhfDKOpRChdilMssCvGX9Loa7R4jUfxMptzsmIhUiKLtJpoMo8iQ3acZb+nyKGUoy3aWvDVL\nT/WzYHhz6KqSZjNGxyif/INf4pkvfx6wyI/FcoFQyY6DloslpY6QrF6RRYixurXjGqGeX7C9fZpt\nnmWrnG0Y5cO//AEeevRJqxW5u824gNfcepRbb7ueZ58f4fwOeQBmwsmbjjOOhb3lNufPXDqsJM9m\nvO7t7+VtP/g3L8Ao5aIYRS4Do9h6XQqjFG/XHrKnEd2XwChGkrkTjUtjFFYwilibZe2Opley3XNl\nIks8HMeO7uT3TZgrEd0gYKGjdKUlYiGh1ifbDr5OhEI1q5XsRkjzHmqDIyBqBfpSEE9GgVj9H7uH\n1D4+wQ1nN/otn9/HhLQkjdSK6FhxomjdFEKw5/L5nScsnpEO/o9GdLjSCpLDxx9hs3GAWoimz6R5\nrV2UVGN0U3JCQum5/pYntEJmuJ53QFQIxC/+PMS8Ryp+0ByEBRHkarspxaqVFIIgIIAkj9Cx01NK\ncVKl9/9u/xUDcvF+yecp5tNSkbQBWUs3EIp73lNKtqe0vZ7tLSdcEKH4mLPIJK5akUjU9HtP67GE\nQonJqlKtI8G0erQEWAKNKJ0AUGJhzLENclQldyDW8pVxbxZM9k+vuC9RmLOhlPA2tYFae8Wp96ed\nudiG1yJLXs5rWQrJIzuGlFl6Uci24QUjW12JppRYjJUsFU3ZydrqZJ95AIZkElWLndkAIZGnjsKo\nhVoLR47fxJ/80/+O+/7VP0ZmJ1nu7CJrGVnLZjtsK0USsrNk47ojLM+dA9SiNZYVqZVULay4ZEXS\nnHRmD2RAN5Rx38b2Z/ffz/zoUR58/CnuOnWC73nX7fzxRz/DCy9sM1tb44lnv8nNNx3n7jtvZrvs\nc3hzg1tP3cQL20v2d3dZCtR5RhcFJKNlhJTRxZLZxhbvee+beftP/Nfs75917sJkQ63VPEyiDNi5\nqRK8plpNFtcvI5XBPVqKtTCNtEL/eM//Fmt7PCl5aeskpshDT0VUAd4S0fKNTevXWqlFmQ0ZyWIh\n/nRREgZVlUpOyrXrylyrOKUL/kvhFFrKSax5XcUpOulKEjilKpmL4ZQobh44RRpOSQRZ4WaVG0qL\nMrI2X6MWmne1g0LTg6UU0pAs8kASY7FzQkqIJi/mV61oax0ZkhvKqk33harIYvKraIFhzvnnn+Vf\n/j//JU88/GXK3mBk5WYmzbLVLKpQC8zzYPt+ZwGlktbWGZ8+z2x9TllaNIZmD9Eel+hmpo4ji3GJ\nauUjn/40W8dew6ljR7n79pM8/tQeX7z/DLONdeqicv/Dj/K2b3sDb3zDKR5/5jlee/J65vNNtncW\nLBaFcmRGPb0kXF8aHngZuOv2I/zIz/598vywzV8WavGZVvuYx/t6nQ4oaDMaiiOVTKTomKFR6iTi\nh+4ZVq3kLO3+kiIqROgOHd8Pnl4ZRJi4wlBVai0MKSGDp/a1tTI9kUhe7DGK6HrXNMke+kE3rOBC\njCIdyhjeMsdWr6kywShEFPaFGKUVwW2R0a8ejHI12j3DkKmlY5SIrsP1XVJBLL+GnBLLUhkOYBSw\nzplaC7Psb1+LfS/2hZg8AZMnY61sHT/Fh//5/8jD937csc6L6MIZRo6E7XuQVysH/qu0+z304GlY\nhwcff5q7Th3nve+6lQ9//Ess94AET5w+yw03HeKNd17HTllwaFO49dRJwyh7u56+c/ErD/DGd9/G\n23/iv7okRhlXMIqsYhSPll/FKNowCtCyCy7EKM28bBgliZ3VFYyiNmHJMYqkVYyiwxSjBM4xjFJE\nrcXxq8DuuSJkSXZ2JxjUKAzUojWgs6a4gdqobRM4WSxErbpSCIDZcqAsrqcV+RMBlehsj0sRrOqz\nKOJFyFpbYO3EiNPsBmySGdYRehgtq1BlaErCbl+Ti6ggR/wVJKUVQYYYuVKLLXhsyLhEpAtUfz/P\nRosbYobM6pxW6Z834qQ6ueaREmqHLsbR3xc/0NoEWCcYfNySvFJ1omJt8IxAFFrHDJy48Nw0ld4W\nFR+/YiAjJduKNUJFfV4QpWAtuzL2fSMSk5NA8b6+ttrDzJLPW4SUdqbb/60OIl1BDFGxO5CGQqF4\nKPUA1QidyLHUdu8gYkLg+N5poCdSmcRILwcSzdsT+6WlRhncqETv9MgjjHXC1zuiWYp7Cxw8TQw5\niHcbiEKE0sqWxyYLJX3tetkuAdFEwkLBB8ltzSUU4YQQXYZRI2AU/8SrbJoDlUQdl2TJJjOLpewY\nqWveqBs2trj3i5/kd//2++DIDcjmDZAKaW09TDjYV5hlSCP5uk12XngBGVOwnXYmsyBrFSkDjKCL\nhe37mSKjSashDcjhQ7AozI/ARz//VbYefIS98/uszdbY29+jHjrMolS21gZuu+kk+8slY0nM5zMK\n5xkXCwP7GwkWAsypVRk2M8wHWP92dvbPkNt5cgOhmsKOSvDmxYiAVWk7vkX1ZW+PKp5qE8vkMrUo\naK0GHiPiR03uqKf9CDE/PWXDXUhU7/5hbQATw9wL5LKal9s9RUqqwngB6rt2vVzXKk4JB8elcQpA\nY+TJDacgnWioCjkHCHSwoVOcIp637Qb1RXBKANHoKhdOBVNoCZERklj6hxoOIuGFVm1fVi1QjVTR\nuC80j/6QYKxGHWodLTKlWppRxVqZl2JpI8eT8Hu/94vc98FfQjYPw2wNmSeS66ixjqT9BGuJNFfG\nWtHdESkgDOjOEtkYWEpFNkHGDEtr1y05w14hH0rUc0vWjh1GNwZkseTZ55/n63/6NHUsDMMai3Fk\nsdgjzdfYWyw4eviQRWOkGTkPSFqyHPfR3YqsV1KZU5de2y0Bg5A338j2Yo/Dm0dsXopaPRAH/F0y\nuBGq6l5Xk+ORNomn44kIC5QZ4pjEdLx5RGuLBE4Y0ULNZtBodKqwRwbJQqkwWBHH4rUEQMhDbg6k\nBAGIm0wD0/0VvD4LjlWmMtHJELURrmIU+6sqLUIv5OrQCBnXRS+CUdCQbq8+jHI12j1SE4mlYxQ7\n023sWu0e2H4dq6WVmEyK1HffXcn0p0pCy5LBP2dnwNNT/Tyd3NjiU1/6FL/+P/xnlzexMy67wOrK\nJTAMA2RBqrA2wP1fOM39Xz8NOz5ho0XzLkphay1z201H2V8uKQ2j7DCWFyFxZIa8BEaZNYwil4lR\nZAWjAI5BphhFG0ZJE4yiE4zSnHOqyASjZO0YRVcwij2xd9CxFEOlvCrsnitClvgJJtoOhaGp9H7P\nSS2rMdilFIY2zlsko0Zt43RDv0g3XpNrGFuginiYaTOw8egGscJjEdZRJ0I/hJskA7cBUCJnK00i\nQIzJ8w1f8dAqpdN73YMw7emtCuGysH3sZENjcFugnm0l6QSBeThsk0dbSlO2zvqiRHXtaCUIPW2m\nCcXAVb591MO4VJNXwQ4CJFlAihMPYTiE1yA+ZdE2IfWTR9dEtWl7Dk2x2tupz18AMnUFnycAw9bS\ngYeTThbZUts9iiqp1X7wfwcAdeGNryveempKNKEdgGYPQSy1uODyg0sQmnFAnVGt3TfQ2jFqjK02\n5RF0ehMCiocuhriwPRw5xcGudRHahmrvoCF8NHa2CZ62/9QMZleujc73FmQ97/Da9XJcOQkpqzew\nSU52+Bn2/Rch0kmElC1Euu2rkB1VfQ8N4K1+wwuThoGqhSyJvf19zj/3NP/8136BZx+6D9k4hC5G\npFTSfEbZ36cmQcjkjUTZV/KaUE/vwphgZiSmSkFGQWqBBcgswWjdJQ5fd5JM5diNx5gdeR3fdscd\nlGGTra1NiqzxyAf+Hjvf3IWFsLeeYFFYuw50ObKbEmvraxw+cpjFMrywmX3J5PU1dHsBGXQsoMK4\nN7Iuc45ubdnuVe8g4MrQRJlF45WiLVxeQzdIVIQXr29iIaAWkUOTSe2oVUhp6GGzIUX8/LewcRNi\nTc56oIHdSjxnW5UyRhqigxfXC3HQI1B7du1cXrnrAE5BQwtdAqegk+5GTkpYAYkVnFJ9j4jjC2sJ\nTPee2Zft8+6QmOIUcc98N93NeMpJyIMSTVsQbR0sWvtOT3PNkuw8gTsatG3BqgpVyGlG1bEb/qk/\nU0TY3T7P2acf5v/4v/8Bi/NPwjCH3QVpGNBxROvIOAykKqRNoexVUq7UXb9JAh0qOoIsPUR/yIZv\nyoKNQ4fJwybHjlZm17+BzbWjvPud9/CNM/ucOHaEL33pM3z2k78P+0KZJ9IoKCNbObG3t88IHDl8\nGEmJcVTmQ2ZvFOTwOuksFF2SUqaMBS2CFOHw+gbznBFVhqk8cQ+vYjq0isX4WC21YjLZU6TcfDSs\nk8SwoJNaASIMuHsHLtSMH0ltT0TNqtU0Z5z8Bi3FIw/8aWUSjSKTvRRFH/x/GUznqxIFWjuZpw3L\ndu+wEN2PWh0BOoGoapE1OEbpyGoVo2hKaDWjORJEIoa4paTbRvXnXQyjXN1kydVo96QU9RKFlk6h\nkR7mqWtYJEMrCyvi0S9h31hEVJYBdKQVawXyMAPHKPv7O+y+cIYP/tov8MI3H7v8eb1MokRE2Nja\nJA1zjpw4TsmJN9xxB2XYahjlj3/lF4wosaUBYD0luAhGSQIzyZRI+4mI9MmVJHF0a8vidy6BUWoS\nu0fiQozCQYwiF8UovpXIaWgRhUG6h40SGCWcXkFuIJ2TO4hRsojLgjZiOkZxm+ZVYvdcsQKvERth\njFIsRHRu6ExTCuCBMaqmhhTrNmO36LUp4rbJPuXgszG5/jz7rIWDmfGuLVLEIiO6QRxXS50RjA2V\nYExo91aJcRpTK/6X6WUsa/JWddKAR2P8HCApvtmlM/7B4rp/spEutluquwSMYYxn62RsEAcsIl5i\nZidjixmTmGnoRcns89VzbTVB0mzeMyI1KdjQMPhWn6Etltffw9c+3iuKkPU17eGJJszV5kEtPVGT\nz1N46qSvl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tZyL7f+nr7fmhkXXvWNvPpNA/fc8SHuu+uvOHB4gy1TxrbBk08c4srrXsFL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\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DFmtFO/e0rcdXkqTToa0dhzswSAT7fcluFnIwDGlaT2EMTjh8C0e7gl66oBtsOBw17O8K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\nAABJRU5ErkJggg==\n"
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "figsize(15,15)\n",
      "\n",
      "matplotlib.pyplot.subplot(121)\n",
      "matplotlib.pyplot.imshow(naive_clone, interpolation=\"nearest\");\n",
      "matplotlib.pyplot.title(\"naive_clone\");\n",
      "\n",
      "matplotlib.pyplot.subplot(122)\n",
      "matplotlib.pyplot.imshow(seamless_clone, interpolation=\"nearest\");\n",
      "matplotlib.pyplot.title(\"seamless_clone\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "display_data",
       "png": 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arKLuYRNis1pzxMaAneQiWI6UHJYE8feWqPRgOrYx6yyZqphBbCKOySyComjR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\na9jc50TWjzhTUHvTPhGjb+htNdfNq4MSo8k1JzalT8pujqqJkUeSwT/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ZFWhyxcEUsljq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8XqJf3WlDsqvsGUNqiTSvBL2lZo9PKAgO05U3FTSiICJc++jQRfrQKpag30FEy4mbzCkHKCdMqI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\nfYaP/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zcWxysj0I/jpeihcdwoOGQdHIMDwN+fz/3dIwlYmiCjbu6E57gLBXcFGY0fbgnJ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\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1g/1jKdxKesxA2y4btem2ZRFYXPBxK1q2xSR1DV+29wNqBzIxQ55JSsOg/XaXiB7Mqm6C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      }
     ],
     "prompt_number": 11
    }
   ],
   "metadata": {}
  }
 ]
}