jakebolewski/gist:7517857

## gistfile1.txt
{
 "metadata": {
  "language": "Julia",
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "GPU Memory Bandwidth Transpose Examples"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "using PyPlot"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import OpenCL\n",
      "const cl = OpenCL;"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "BLOCK_SIZE = 16;"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "naive_transpose = \"\n",
      "__kernel void transpose(__global *a_t,\n",
      "                        __global *a,\n",
      "                        unsigned a_width,\n",
      "                        unsigned a_height)\n",
      "{\n",
      "   int read_idx = get_global_id(0) + get_global_id(1) * a_width;\n",
      "   int write_idx = get_global_id(1) + get_global_id(0) * a_height;\n",
      "   a_t[write_idx] = a[read_idx];\n",
      "}\";"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "block_transpose = \"\n",
      "#define BLOCK_SIZE $(BLOCK_SIZE)\n",
      "__kernel __attribute__((reqd_work_group_size(BLOCK_SIZE, BLOCK_SIZE, 1)))\n",
      "void transpose(__global float *a_t, \n",
      "               __global float *a,\n",
      "               unsigned a_width,\n",
      "               unsigned a_height,\n",
      "               __local float *a_local)\n",
      "{\n",
      "  int base_idx_a   = get_group_id(0) * BLOCK_SIZE + get_group_id(1) * (BLOCK_SIZE * a_width);\n",
      "  int base_idx_a_t = get_group_id(1) * BLOCK_SIZE + get_group_id(0) * (BLOCK_SIZE * a_height);\n",
      "\n",
      "  int glob_idx_a   = base_idx_a + get_local_id(0) + a_width * get_local_id(1);\n",
      "  int glob_idx_a_t = base_idx_a_t + get_local_id(0) + a_height * get_local_id(1);\n",
      "\n",
      "  a_local[get_local_id(1) * BLOCK_SIZE + get_local_id(0)] = a[glob_idx_a];\n",
      "\n",
      "  barrier(CLK_LOCAL_MEM_FENCE);\n",
      "\n",
      "  a_t[glob_idx_a_t] = a_local[get_local_id(0) * BLOCK_SIZE + get_local_id(1)];\n",
      "}\";"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "function enqueue_naive_kernel{T}(queue::cl.CmdQueue,\n",
      "                                 k::cl.Kernel,\n",
      "                                 dst::cl.Buffer{T},\n",
      "                                 src::cl.Buffer{T},\n",
      "                                 dims)\n",
      "    h, w = dims\n",
      "    @assert w % BLOCK_SIZE == 0\n",
      "    @assert h % BLOCK_SIZE == 0\n",
      "    cl.set_args!(k, dst, src, uint32(h), uint32(h))\n",
      "    cl.enqueue_kernel(queue, k, (h, w), (BLOCK_SIZE, BLOCK_SIZE))\n",
      "end"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "enqueue_naive_kernel (generic function with 1 method)"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "function enqueue_block_kernel{T}(queue::cl.CmdQueue,\n",
      "                                 k::cl.Kernel,\n",
      "                                 dst::cl.Buffer{T},\n",
      "                                 src::cl.Buffer{T},\n",
      "                                 dims::Dims)\n",
      "    h, w = dims\n",
      "    @assert w % BLOCK_SIZE == 0\n",
      "    @assert h % BLOCK_SIZE == 0\n",
      "    lmem = cl.LocalMem(Float32, BLOCK_SIZE * (BLOCK_SIZE + 1))\n",
      "    cl.set_args!(k, dst, src, uint32(h), uint32(w), lmem)\n",
      "    cl.enqueue_kernel(queue, k, (h, w), (BLOCK_SIZE, BLOCK_SIZE))\n",
      "end    "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "enqueue_block_kernel (generic function with 1 method)"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "function benchmark_transpose()\n",
      "\n",
      "    gpu_device = first(cl.devices(:gpu))\n",
      "    ctx = cl.Context(gpu_device)\n",
      "    \n",
      "    for dev in cl.devices(ctx)\n",
      "        @assert dev[:local_mem_size] > 0\n",
      "    end\n",
      "    \n",
      "    prg  = cl.Program(ctx, source=naive_transpose) |> cl.build!\n",
      "    naive_kern = cl.Kernel(prg, \"transpose\")\n",
      "    \n",
      "    prg = cl.Program(ctx, source=block_transpose)  |> cl.build!\n",
      "    block_kernel = cl.Kernel(prg, \"transpose\")\n",
      "    \n",
      "    queue = cl.CmdQueue(ctx, :profile)    \n",
      "    \n",
      "    array_sizes = [int((2^i) / 32) * 32 for i in 6:12]\n",
      "\n",
      "    mem_bandwiths = Float32[]\n",
      "    for (name, method, kern) in ((\"naive\", enqueue_naive_kernel, naive_kern), \n",
      "                                 (\"block\", enqueue_block_kernel, block_kernel))\n",
      "        for s in array_sizes  \n",
      "            src  = rand(Float32, (s, s))\n",
      "            a_buf   = cl.Buffer(Float32, ctx, (:r, :copy), hostbuf=src)\n",
      "            a_t_buf = cl.Buffer(Float32, ctx, :w, sizeof(src))\n",
      "            \n",
      "            # warm up....\n",
      "            for i in 1:4\n",
      "                method(queue, kern, a_t_buf, a_buf, size(src))\n",
      "            end\n",
      "            \n",
      "            # profile...\n",
      "            count  = 20\n",
      "            events = cl.Event[]\n",
      "            for i in 1:count\n",
      "                push!(events, method(queue, kern, a_t_buf, a_buf, size(src)))\n",
      "            end\n",
      "            cl.wait(events[end])\n",
      "            \n",
      "            time = sum([evt[:profile_duration] for evt in events])\n",
      "            mem_bw = 2 * sizeof(src) * count / (time * 1e-9)\n",
      "            push!(mem_bandwiths, mem_bw)\n",
      "            \n",
      "            @printf(\"benchmarking %s, array size: %s^2, %.3f GB/s\\n\", name, s, mem_bw / 1e9)\n",
      "            \n",
      "            # causes problems with ijulia's show...\n",
      "            #cl.release!(a_buf)\n",
      "            #cl.release!(a_t_buf)\n",
      "        end\n",
      "    end\n",
      "    \n",
      "    # plot results, sleep a little to prevent overlap with show..\n",
      "    sleep(1)\n",
      "    clf()\n",
      "    n_sizes = length(array_sizes)\n",
      "    naive_bandwidths = mem_bandwiths[1:n_sizes]\n",
      "    block_bandwidths = mem_bandwiths[n_sizes+1:end]\n",
      "    plot(array_sizes, naive_bandwidths/1e9, \"o-\", label=\"naive\")\n",
      "    plot(array_sizes, block_bandwidths/1e9, \"o-\", label=\"block\")\n",
      "    title(\"Tanspose Tests for $(gpu_device[:name])\")\n",
      "    xlabel(\"Matrix width/height N\")\n",
      "    ylabel(\"Memory Bandwidth [GB/s]\")\n",
      "    legend(loc=\"best\")\n",
      "    grid(true)\n",
      "    show()\n",
      "end"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "benchmark_transpose (generic function with 1 method)"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "benchmark_transpose()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "benchmarking naive"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        ", array size: 64^2, 1.601 GB/s\n",
        "benchmarking naive, array size: 128^2, 14.433 GB/s\n",
        "benchmarking naive, array size: 256^2, 21.358 GB/s\n",
        "benchmarking naive, array size: 512^2, 13.429 GB/s\n",
        "benchmarking naive, array size: 1024^2, 10.693 GB/s\n",
        "benchmarking "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "naive, array size: 2048^2, 17.667 GB/s\n",
        "benchmarking "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "naive, array size: 4096^2, 7.202 GB/s\n",
        "benchmarking block, array size: 64^2, 10.869 GB/s\n",
        "benchmarking block, array size: 128^2, 42.130 GB/s\n",
        "benchmarking block, array size: 256^2, 113.791 GB/s\n",
        "benchmarking block, array size: 512^2, 100.789 GB/s\n",
        "benchmarking block, array size: 1024^2, 52.034 GB/s\n",
        "benchmarking "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "block, array size: 2048^2, 20.124 GB/s\n",
        "benchmarking "
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "block, array size: 4096^2, 8.435 GB/s\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": "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",
       "svg": [
        "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
        "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
        "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
        "<!-- Created with matplotlib (http://matplotlib.org/) -->\n",
        "<svg height=\"408pt\" version=\"1.1\" viewBox=\"0 0 516 408\" width=\"516pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
        " <defs>\n",
        "  <style type=\"text/css\">\n",
        "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
        "  </style>\n",
        " </defs>\n",
        " <g id=\"figure_1\">\n",
        "  <g id=\"patch_1\">\n",
        "   <path d=\"\n",
        "M0 408.169\n",
        "L516.782 408.169\n",
        "L516.782 0\n",
        "L0 0\n",
        "z\n",
        "\" style=\"fill:#ffffff;\"/>\n",
        "  </g>\n",
        "  <g id=\"axes_1\">\n",
        "   <g id=\"patch_2\">\n",
        "    <path d=\"\n",
        "M48.6038 368.742\n",
        "L495.004 368.742\n",
        "L495.004 23.1417\n",
        "L48.6038 23.1417\n",
        "z\n",
        "\" style=\"fill:#ffffff;\"/>\n",
        "   </g>\n",
        "   <g id=\"line2d_1\">\n",
        "    <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M54.9526 364.131\n",
        "L61.3014 327.175\n",
        "L73.999 307.232\n",
        "L99.3941 330.065\n",
        "L150.185 337.947\n",
        "L251.765 317.862\n",
        "L454.927 348.001\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;\"/>\n",
        "    <defs>\n",
        "     <path d=\"\n",
        "M0 3\n",
        "C0.795609 3 1.55874 2.6839 2.12132 2.12132\n",
        "C2.6839 1.55874 3 0.795609 3 0\n",
        "C3 -0.795609 2.6839 -1.55874 2.12132 -2.12132\n",
        "C1.55874 -2.6839 0.795609 -3 0 -3\n",
        "C-0.795609 -3 -1.55874 -2.6839 -2.12132 -2.12132\n",
        "C-2.6839 -1.55874 -3 -0.795609 -3 0\n",
        "C-3 0.795609 -2.6839 1.55874 -2.12132 2.12132\n",
        "C-1.55874 2.6839 -0.795609 3 0 3\n",
        "z\n",
        "\" id=\"mdb00ba95ec\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n",
        "    </defs>\n",
        "    <g clip-path=\"url(#pfa143c47b8)\">\n",
        "     <use style=\"fill:#0000ff;stroke:#000000;stroke-width:0.5;\" x=\"54.95255\" xlink:href=\"#mdb00ba95ec\" y=\"364.13075547\"/>\n",
        "     <use style=\"fill:#0000ff;stroke:#000000;stroke-width:0.5;\" x=\"61.30135\" xlink:href=\"#mdb00ba95ec\" y=\"327.175117615\"/>\n",
        "     <use style=\"fill:#0000ff;stroke:#000000;stroke-width:0.5;\" x=\"73.99895\" xlink:href=\"#mdb00ba95ec\" y=\"307.232050903\"/>\n",
        "     <use style=\"fill:#0000ff;stroke:#000000;stroke-width:0.5;\" x=\"99.39415\" xlink:href=\"#mdb00ba95ec\" y=\"330.065496948\"/>\n",
        "     <use style=\"fill:#0000ff;stroke:#000000;stroke-width:0.5;\" x=\"150.18455\" xlink:href=\"#mdb00ba95ec\" y=\"337.94681958\"/>\n",
        "     <use style=\"fill:#0000ff;stroke:#000000;stroke-width:0.5;\" x=\"251.76535\" xlink:href=\"#mdb00ba95ec\" y=\"317.862042969\"/>\n",
        "     <use style=\"fill:#0000ff;stroke:#000000;stroke-width:0.5;\" x=\"454.92695\" xlink:href=\"#mdb00ba95ec\" y=\"348.001255768\"/>\n",
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"line2d_2\">\n",
        "    <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M54.9526 337.439\n",
        "L61.3014 247.406\n",
        "L73.999 41.0226\n",
        "L99.3941 78.4701\n",
        "L150.185 218.885\n",
        "L251.765 310.785\n",
        "L454.927 344.45\" style=\"fill:none;stroke:#008000;stroke-linecap:square;\"/>\n",
        "    <defs>\n",
        "     <path d=\"\n",
        "M0 3\n",
        "C0.795609 3 1.55874 2.6839 2.12132 2.12132\n",
        "C2.6839 1.55874 3 0.795609 3 0\n",
        "C3 -0.795609 2.6839 -1.55874 2.12132 -2.12132\n",
        "C1.55874 -2.6839 0.795609 -3 0 -3\n",
        "C-0.795609 -3 -1.55874 -2.6839 -2.12132 -2.12132\n",
        "C-2.6839 -1.55874 -3 -0.795609 -3 0\n",
        "C-3 0.795609 -2.6839 1.55874 -2.12132 2.12132\n",
        "C-1.55874 2.6839 -0.795609 3 0 3\n",
        "z\n",
        "\" id=\"m25f47eefb8\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n",
        "    </defs>\n",
        "    <g clip-path=\"url(#pfa143c47b8)\">\n",
        "     <use style=\"fill:#008000;stroke:#000000;stroke-width:0.5;\" x=\"54.95255\" xlink:href=\"#m25f47eefb8\" y=\"337.438896912\"/>\n",
        "     <use style=\"fill:#008000;stroke:#000000;stroke-width:0.5;\" x=\"61.30135\" xlink:href=\"#m25f47eefb8\" y=\"247.406094482\"/>\n",
        "     <use style=\"fill:#008000;stroke:#000000;stroke-width:0.5;\" x=\"73.99895\" xlink:href=\"#m25f47eefb8\" y=\"41.0226362305\"/>\n",
        "     <use style=\"fill:#008000;stroke:#000000;stroke-width:0.5;\" x=\"99.39415\" xlink:href=\"#m25f47eefb8\" y=\"78.4701289062\"/>\n",
        "     <use style=\"fill:#008000;stroke:#000000;stroke-width:0.5;\" x=\"150.18455\" xlink:href=\"#m25f47eefb8\" y=\"218.8845979\"/>\n",
        "     <use style=\"fill:#008000;stroke:#000000;stroke-width:0.5;\" x=\"251.76535\" xlink:href=\"#m25f47eefb8\" y=\"310.785446899\"/>\n",
        "     <use style=\"fill:#008000;stroke:#000000;stroke-width:0.5;\" x=\"454.92695\" xlink:href=\"#m25f47eefb8\" y=\"344.449772766\"/>\n",
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"matplotlib.axis_1\">\n",
        "    <g id=\"xtick_1\">\n",
        "     <g id=\"line2d_3\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M48.6038 368.742\n",
        "L48.6038 23.1417\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_4\">\n",
        "      <defs>\n",
        "       <path d=\"\n",
        "M0 0\n",
        "L0 -4\" id=\"mc7db9fdffb\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n",
        "      </defs>\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"48.60375\" xlink:href=\"#mc7db9fdffb\" y=\"368.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_5\">\n",
        "      <defs>\n",
        "       <path d=\"\n",
        "M0 0\n",
        "L0 4\" id=\"m5a7d422ac3\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n",
        "      </defs>\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"48.60375\" xlink:href=\"#m5a7d422ac3\" y=\"23.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_1\">\n",
        "      <!-- 0 -->\n",
        "      <defs>\n",
        "       <path d=\"\n",
        "M31.7812 66.4062\n",
        "Q24.1719 66.4062 20.3281 58.9062\n",
        "Q16.5 51.4219 16.5 36.375\n",
        "Q16.5 21.3906 20.3281 13.8906\n",
        "Q24.1719 6.39062 31.7812 6.39062\n",
        "Q39.4531 6.39062 43.2812 13.8906\n",
        "Q47.125 21.3906 47.125 36.375\n",
        "Q47.125 51.4219 43.2812 58.9062\n",
        "Q39.4531 66.4062 31.7812 66.4062\n",
        "M31.7812 74.2188\n",
        "Q44.0469 74.2188 50.5156 64.5156\n",
        "Q56.9844 54.8281 56.9844 36.375\n",
        "Q56.9844 17.9688 50.5156 8.26562\n",
        "Q44.0469 -1.42188 31.7812 -1.42188\n",
        "Q19.5312 -1.42188 13.0625 8.26562\n",
        "Q6.59375 17.9688 6.59375 36.375\n",
        "Q6.59375 54.8281 13.0625 64.5156\n",
        "Q19.5312 74.2188 31.7812 74.2188\" id=\"BitstreamVeraSans-Roman-30\"/>\n",
        "      </defs>\n",
        "      <g transform=\"translate(45.5803125 381.859875)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"xtick_2\">\n",
        "     <g id=\"line2d_6\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M98.2038 368.742\n",
        "L98.2038 23.1417\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_7\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"98.20375\" xlink:href=\"#mc7db9fdffb\" y=\"368.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_8\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"98.20375\" xlink:href=\"#m5a7d422ac3\" y=\"23.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_2\">\n",
        "      <!-- 500 -->\n",
        "      <defs>\n",
        "       <path d=\"\n",
        "M10.7969 72.9062\n",
        "L49.5156 72.9062\n",
        "L49.5156 64.5938\n",
        "L19.8281 64.5938\n",
        "L19.8281 46.7344\n",
        "Q21.9688 47.4688 24.1094 47.8281\n",
        "Q26.2656 48.1875 28.4219 48.1875\n",
        "Q40.625 48.1875 47.75 41.5\n",
        "Q54.8906 34.8125 54.8906 23.3906\n",
        "Q54.8906 11.625 47.5625 5.09375\n",
        "Q40.2344 -1.42188 26.9062 -1.42188\n",
        "Q22.3125 -1.42188 17.5469 -0.640625\n",
        "Q12.7969 0.140625 7.71875 1.70312\n",
        "L7.71875 11.625\n",
        "Q12.1094 9.23438 16.7969 8.0625\n",
        "Q21.4844 6.89062 26.7031 6.89062\n",
        "Q35.1562 6.89062 40.0781 11.3281\n",
        "Q45.0156 15.7656 45.0156 23.3906\n",
        "Q45.0156 31 40.0781 35.4375\n",
        "Q35.1562 39.8906 26.7031 39.8906\n",
        "Q22.75 39.8906 18.8125 39.0156\n",
        "Q14.8906 38.1406 10.7969 36.2812\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-35\"/>\n",
        "      </defs>\n",
        "      <g transform=\"translate(87.6128125 381.859875)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-35\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"127.24609375\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"xtick_3\">\n",
        "     <g id=\"line2d_9\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M147.804 368.742\n",
        "L147.804 23.1417\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_10\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"147.80375\" xlink:href=\"#mc7db9fdffb\" y=\"368.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_11\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"147.80375\" xlink:href=\"#m5a7d422ac3\" y=\"23.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_3\">\n",
        "      <!-- 1000 -->\n",
        "      <defs>\n",
        "       <path d=\"\n",
        "M12.4062 8.29688\n",
        "L28.5156 8.29688\n",
        "L28.5156 63.9219\n",
        "L10.9844 60.4062\n",
        "L10.9844 69.3906\n",
        "L28.4219 72.9062\n",
        "L38.2812 72.9062\n",
        "L38.2812 8.29688\n",
        "L54.3906 8.29688\n",
        "L54.3906 0\n",
        "L12.4062 0\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-31\"/>\n",
        "      </defs>\n",
        "      <g transform=\"translate(133.59125 381.859875)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-31\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"127.24609375\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"190.869140625\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"xtick_4\">\n",
        "     <g id=\"line2d_12\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M197.404 368.742\n",
        "L197.404 23.1417\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_13\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"197.40375\" xlink:href=\"#mc7db9fdffb\" y=\"368.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_14\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"197.40375\" xlink:href=\"#m5a7d422ac3\" y=\"23.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_4\">\n",
        "      <!-- 1500 -->\n",
        "      <g transform=\"translate(183.19125 381.859875)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-31\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-35\"/>\n",
        "       <use x=\"127.24609375\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"190.869140625\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"xtick_5\">\n",
        "     <g id=\"line2d_15\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M247.004 368.742\n",
        "L247.004 23.1417\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_16\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"247.00375\" xlink:href=\"#mc7db9fdffb\" y=\"368.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_17\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"247.00375\" xlink:href=\"#m5a7d422ac3\" y=\"23.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_5\">\n",
        "      <!-- 2000 -->\n",
        "      <defs>\n",
        "       <path d=\"\n",
        "M19.1875 8.29688\n",
        "L53.6094 8.29688\n",
        "L53.6094 0\n",
        "L7.32812 0\n",
        "L7.32812 8.29688\n",
        "Q12.9375 14.1094 22.625 23.8906\n",
        "Q32.3281 33.6875 34.8125 36.5312\n",
        "Q39.5469 41.8438 41.4219 45.5312\n",
        "Q43.3125 49.2188 43.3125 52.7812\n",
        "Q43.3125 58.5938 39.2344 62.25\n",
        "Q35.1562 65.9219 28.6094 65.9219\n",
        "Q23.9688 65.9219 18.8125 64.3125\n",
        "Q13.6719 62.7031 7.8125 59.4219\n",
        "L7.8125 69.3906\n",
        "Q13.7656 71.7812 18.9375 73\n",
        "Q24.125 74.2188 28.4219 74.2188\n",
        "Q39.75 74.2188 46.4844 68.5469\n",
        "Q53.2188 62.8906 53.2188 53.4219\n",
        "Q53.2188 48.9219 51.5312 44.8906\n",
        "Q49.8594 40.875 45.4062 35.4062\n",
        "Q44.1875 33.9844 37.6406 27.2188\n",
        "Q31.1094 20.4531 19.1875 8.29688\" id=\"BitstreamVeraSans-Roman-32\"/>\n",
        "      </defs>\n",
        "      <g transform=\"translate(232.571875 381.859875)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-32\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"127.24609375\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"190.869140625\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"xtick_6\">\n",
        "     <g id=\"line2d_18\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M296.604 368.742\n",
        "L296.604 23.1417\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_19\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"296.60375\" xlink:href=\"#mc7db9fdffb\" y=\"368.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_20\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"296.60375\" xlink:href=\"#m5a7d422ac3\" y=\"23.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_6\">\n",
        "      <!-- 2500 -->\n",
        "      <g transform=\"translate(282.171875 381.859875)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-32\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-35\"/>\n",
        "       <use x=\"127.24609375\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"190.869140625\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"xtick_7\">\n",
        "     <g id=\"line2d_21\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M346.204 368.742\n",
        "L346.204 23.1417\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_22\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"346.20375\" xlink:href=\"#mc7db9fdffb\" y=\"368.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_23\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"346.20375\" xlink:href=\"#m5a7d422ac3\" y=\"23.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_7\">\n",
        "      <!-- 3000 -->\n",
        "      <defs>\n",
        "       <path d=\"\n",
        "M40.5781 39.3125\n",
        "Q47.6562 37.7969 51.625 33\n",
        "Q55.6094 28.2188 55.6094 21.1875\n",
        "Q55.6094 10.4062 48.1875 4.48438\n",
        "Q40.7656 -1.42188 27.0938 -1.42188\n",
        "Q22.5156 -1.42188 17.6562 -0.515625\n",
        "Q12.7969 0.390625 7.625 2.20312\n",
        "L7.625 11.7188\n",
        "Q11.7188 9.32812 16.5938 8.10938\n",
        "Q21.4844 6.89062 26.8125 6.89062\n",
        "Q36.0781 6.89062 40.9375 10.5469\n",
        "Q45.7969 14.2031 45.7969 21.1875\n",
        "Q45.7969 27.6406 41.2812 31.2656\n",
        "Q36.7656 34.9062 28.7188 34.9062\n",
        "L20.2188 34.9062\n",
        "L20.2188 43.0156\n",
        "L29.1094 43.0156\n",
        "Q36.375 43.0156 40.2344 45.9219\n",
        "Q44.0938 48.8281 44.0938 54.2969\n",
        "Q44.0938 59.9062 40.1094 62.9062\n",
        "Q36.1406 65.9219 28.7188 65.9219\n",
        "Q24.6562 65.9219 20.0156 65.0312\n",
        "Q15.375 64.1562 9.8125 62.3125\n",
        "L9.8125 71.0938\n",
        "Q15.4375 72.6562 20.3438 73.4375\n",
        "Q25.25 74.2188 29.5938 74.2188\n",
        "Q40.8281 74.2188 47.3594 69.1094\n",
        "Q53.9062 64.0156 53.9062 55.3281\n",
        "Q53.9062 49.2656 50.4375 45.0938\n",
        "Q46.9688 40.9219 40.5781 39.3125\" id=\"BitstreamVeraSans-Roman-33\"/>\n",
        "      </defs>\n",
        "      <g transform=\"translate(331.7896875 381.859875)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-33\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"127.24609375\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"190.869140625\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"xtick_8\">\n",
        "     <g id=\"line2d_24\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M395.804 368.742\n",
        "L395.804 23.1417\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_25\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"395.80375\" xlink:href=\"#mc7db9fdffb\" y=\"368.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_26\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"395.80375\" xlink:href=\"#m5a7d422ac3\" y=\"23.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_8\">\n",
        "      <!-- 3500 -->\n",
        "      <g transform=\"translate(381.3896875 381.859875)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-33\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-35\"/>\n",
        "       <use x=\"127.24609375\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"190.869140625\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"xtick_9\">\n",
        "     <g id=\"line2d_27\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M445.404 368.742\n",
        "L445.404 23.1417\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_28\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"445.40375\" xlink:href=\"#mc7db9fdffb\" y=\"368.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_29\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"445.40375\" xlink:href=\"#m5a7d422ac3\" y=\"23.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_9\">\n",
        "      <!-- 4000 -->\n",
        "      <defs>\n",
        "       <path d=\"\n",
        "M37.7969 64.3125\n",
        "L12.8906 25.3906\n",
        "L37.7969 25.3906\n",
        "z\n",
        "\n",
        "M35.2031 72.9062\n",
        "L47.6094 72.9062\n",
        "L47.6094 25.3906\n",
        "L58.0156 25.3906\n",
        "L58.0156 17.1875\n",
        "L47.6094 17.1875\n",
        "L47.6094 0\n",
        "L37.7969 0\n",
        "L37.7969 17.1875\n",
        "L4.89062 17.1875\n",
        "L4.89062 26.7031\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-34\"/>\n",
        "      </defs>\n",
        "      <g transform=\"translate(430.825625 381.859875)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-34\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"127.24609375\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"190.869140625\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"xtick_10\">\n",
        "     <g id=\"line2d_30\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M495.004 368.742\n",
        "L495.004 23.1417\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_31\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"495.00375\" xlink:href=\"#mc7db9fdffb\" y=\"368.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_32\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"495.00375\" xlink:href=\"#m5a7d422ac3\" y=\"23.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_10\">\n",
        "      <!-- 4500 -->\n",
        "      <g transform=\"translate(480.425625 381.859875)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-34\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-35\"/>\n",
        "       <use x=\"127.24609375\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"190.869140625\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"text_11\">\n",
        "     <!-- Matrix width/height N -->\n",
        "     <defs>\n",
        "      <path d=\"\n",
        "M9.8125 72.9062\n",
        "L23.0938 72.9062\n",
        "L55.4219 11.9219\n",
        "L55.4219 72.9062\n",
        "L64.9844 72.9062\n",
        "L64.9844 0\n",
        "L51.7031 0\n",
        "L19.3906 60.9844\n",
        "L19.3906 0\n",
        "L9.8125 0\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-4e\"/>\n",
        "      <path d=\"\n",
        "M9.8125 72.9062\n",
        "L24.5156 72.9062\n",
        "L43.1094 23.2969\n",
        "L61.8125 72.9062\n",
        "L76.5156 72.9062\n",
        "L76.5156 0\n",
        "L66.8906 0\n",
        "L66.8906 64.0156\n",
        "L48.0938 14.0156\n",
        "L38.1875 14.0156\n",
        "L19.3906 64.0156\n",
        "L19.3906 0\n",
        "L9.8125 0\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-4d\"/>\n",
        "      <path id=\"BitstreamVeraSans-Roman-20\"/>\n",
        "      <path d=\"\n",
        "M54.8906 33.0156\n",
        "L54.8906 0\n",
        "L45.9062 0\n",
        "L45.9062 32.7188\n",
        "Q45.9062 40.4844 42.875 44.3281\n",
        "Q39.8438 48.1875 33.7969 48.1875\n",
        "Q26.5156 48.1875 22.3125 43.5469\n",
        "Q18.1094 38.9219 18.1094 30.9062\n",
        "L18.1094 0\n",
        "L9.07812 0\n",
        "L9.07812 75.9844\n",
        "L18.1094 75.9844\n",
        "L18.1094 46.1875\n",
        "Q21.3438 51.125 25.7031 53.5625\n",
        "Q30.0781 56 35.7969 56\n",
        "Q45.2188 56 50.0469 50.1719\n",
        "Q54.8906 44.3438 54.8906 33.0156\" id=\"BitstreamVeraSans-Roman-68\"/>\n",
        "      <path d=\"\n",
        "M45.4062 27.9844\n",
        "Q45.4062 37.75 41.375 43.1094\n",
        "Q37.3594 48.4844 30.0781 48.4844\n",
        "Q22.8594 48.4844 18.8281 43.1094\n",
        "Q14.7969 37.75 14.7969 27.9844\n",
        "Q14.7969 18.2656 18.8281 12.8906\n",
        "Q22.8594 7.51562 30.0781 7.51562\n",
        "Q37.3594 7.51562 41.375 12.8906\n",
        "Q45.4062 18.2656 45.4062 27.9844\n",
        "M54.3906 6.78125\n",
        "Q54.3906 -7.17188 48.1875 -13.9844\n",
        "Q42 -20.7969 29.2031 -20.7969\n",
        "Q24.4688 -20.7969 20.2656 -20.0938\n",
        "Q16.0625 -19.3906 12.1094 -17.9219\n",
        "L12.1094 -9.1875\n",
        "Q16.0625 -11.3281 19.9219 -12.3438\n",
        "Q23.7812 -13.375 27.7812 -13.375\n",
        "Q36.625 -13.375 41.0156 -8.76562\n",
        "Q45.4062 -4.15625 45.4062 5.17188\n",
        "L45.4062 9.625\n",
        "Q42.625 4.78125 38.2812 2.39062\n",
        "Q33.9375 0 27.875 0\n",
        "Q17.8281 0 11.6719 7.65625\n",
        "Q5.51562 15.3281 5.51562 27.9844\n",
        "Q5.51562 40.6719 11.6719 48.3281\n",
        "Q17.8281 56 27.875 56\n",
        "Q33.9375 56 38.2812 53.6094\n",
        "Q42.625 51.2188 45.4062 46.3906\n",
        "L45.4062 54.6875\n",
        "L54.3906 54.6875\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-67\"/>\n",
        "      <path d=\"\n",
        "M41.1094 46.2969\n",
        "Q39.5938 47.1719 37.8125 47.5781\n",
        "Q36.0312 48 33.8906 48\n",
        "Q26.2656 48 22.1875 43.0469\n",
        "Q18.1094 38.0938 18.1094 28.8125\n",
        "L18.1094 0\n",
        "L9.07812 0\n",
        "L9.07812 54.6875\n",
        "L18.1094 54.6875\n",
        "L18.1094 46.1875\n",
        "Q20.9531 51.1719 25.4844 53.5781\n",
        "Q30.0312 56 36.5312 56\n",
        "Q37.4531 56 38.5781 55.875\n",
        "Q39.7031 55.7656 41.0625 55.5156\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-72\"/>\n",
        "      <path d=\"\n",
        "M18.3125 70.2188\n",
        "L18.3125 54.6875\n",
        "L36.8125 54.6875\n",
        "L36.8125 47.7031\n",
        "L18.3125 47.7031\n",
        "L18.3125 18.0156\n",
        "Q18.3125 11.3281 20.1406 9.42188\n",
        "Q21.9688 7.51562 27.5938 7.51562\n",
        "L36.8125 7.51562\n",
        "L36.8125 0\n",
        "L27.5938 0\n",
        "Q17.1875 0 13.2344 3.875\n",
        "Q9.28125 7.76562 9.28125 18.0156\n",
        "L9.28125 47.7031\n",
        "L2.6875 47.7031\n",
        "L2.6875 54.6875\n",
        "L9.28125 54.6875\n",
        "L9.28125 70.2188\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-74\"/>\n",
        "      <path d=\"\n",
        "M25.3906 72.9062\n",
        "L33.6875 72.9062\n",
        "L8.29688 -9.28125\n",
        "L0 -9.28125\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-2f\"/>\n",
        "      <path d=\"\n",
        "M9.42188 54.6875\n",
        "L18.4062 54.6875\n",
        "L18.4062 0\n",
        "L9.42188 0\n",
        "z\n",
        "\n",
        "M9.42188 75.9844\n",
        "L18.4062 75.9844\n",
        "L18.4062 64.5938\n",
        "L9.42188 64.5938\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-69\"/>\n",
        "      <path d=\"\n",
        "M4.20312 54.6875\n",
        "L13.1875 54.6875\n",
        "L24.4219 12.0156\n",
        "L35.5938 54.6875\n",
        "L46.1875 54.6875\n",
        "L57.4219 12.0156\n",
        "L68.6094 54.6875\n",
        "L77.5938 54.6875\n",
        "L63.2812 0\n",
        "L52.6875 0\n",
        "L40.9219 44.8281\n",
        "L29.1094 0\n",
        "L18.5 0\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-77\"/>\n",
        "      <path d=\"\n",
        "M54.8906 54.6875\n",
        "L35.1094 28.0781\n",
        "L55.9062 0\n",
        "L45.3125 0\n",
        "L29.3906 21.4844\n",
        "L13.4844 0\n",
        "L2.875 0\n",
        "L24.125 28.6094\n",
        "L4.6875 54.6875\n",
        "L15.2812 54.6875\n",
        "L29.7812 35.2031\n",
        "L44.2812 54.6875\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-78\"/>\n",
        "      <path d=\"\n",
        "M56.2031 29.5938\n",
        "L56.2031 25.2031\n",
        "L14.8906 25.2031\n",
        "Q15.4844 15.9219 20.4844 11.0625\n",
        "Q25.4844 6.20312 34.4219 6.20312\n",
        "Q39.5938 6.20312 44.4531 7.46875\n",
        "Q49.3125 8.73438 54.1094 11.2812\n",
        "L54.1094 2.78125\n",
        "Q49.2656 0.734375 44.1875 -0.34375\n",
        "Q39.1094 -1.42188 33.8906 -1.42188\n",
        "Q20.7969 -1.42188 13.1562 6.1875\n",
        "Q5.51562 13.8125 5.51562 26.8125\n",
        "Q5.51562 40.2344 12.7656 48.1094\n",
        "Q20.0156 56 32.3281 56\n",
        "Q43.3594 56 49.7812 48.8906\n",
        "Q56.2031 41.7969 56.2031 29.5938\n",
        "M47.2188 32.2344\n",
        "Q47.125 39.5938 43.0938 43.9844\n",
        "Q39.0625 48.3906 32.4219 48.3906\n",
        "Q24.9062 48.3906 20.3906 44.1406\n",
        "Q15.875 39.8906 15.1875 32.1719\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-65\"/>\n",
        "      <path d=\"\n",
        "M45.4062 46.3906\n",
        "L45.4062 75.9844\n",
        "L54.3906 75.9844\n",
        "L54.3906 0\n",
        "L45.4062 0\n",
        "L45.4062 8.20312\n",
        "Q42.5781 3.32812 38.25 0.953125\n",
        "Q33.9375 -1.42188 27.875 -1.42188\n",
        "Q17.9688 -1.42188 11.7344 6.48438\n",
        "Q5.51562 14.4062 5.51562 27.2969\n",
        "Q5.51562 40.1875 11.7344 48.0938\n",
        "Q17.9688 56 27.875 56\n",
        "Q33.9375 56 38.25 53.625\n",
        "Q42.5781 51.2656 45.4062 46.3906\n",
        "M14.7969 27.2969\n",
        "Q14.7969 17.3906 18.875 11.75\n",
        "Q22.9531 6.10938 30.0781 6.10938\n",
        "Q37.2031 6.10938 41.2969 11.75\n",
        "Q45.4062 17.3906 45.4062 27.2969\n",
        "Q45.4062 37.2031 41.2969 42.8438\n",
        "Q37.2031 48.4844 30.0781 48.4844\n",
        "Q22.9531 48.4844 18.875 42.8438\n",
        "Q14.7969 37.2031 14.7969 27.2969\" id=\"BitstreamVeraSans-Roman-64\"/>\n",
        "      <path d=\"\n",
        "M34.2812 27.4844\n",
        "Q23.3906 27.4844 19.1875 25\n",
        "Q14.9844 22.5156 14.9844 16.5\n",
        "Q14.9844 11.7188 18.1406 8.90625\n",
        "Q21.2969 6.10938 26.7031 6.10938\n",
        "Q34.1875 6.10938 38.7031 11.4062\n",
        "Q43.2188 16.7031 43.2188 25.4844\n",
        "L43.2188 27.4844\n",
        "z\n",
        "\n",
        "M52.2031 31.2031\n",
        "L52.2031 0\n",
        "L43.2188 0\n",
        "L43.2188 8.29688\n",
        "Q40.1406 3.32812 35.5469 0.953125\n",
        "Q30.9531 -1.42188 24.3125 -1.42188\n",
        "Q15.9219 -1.42188 10.9531 3.29688\n",
        "Q6 8.01562 6 15.9219\n",
        "Q6 25.1406 12.1719 29.8281\n",
        "Q18.3594 34.5156 30.6094 34.5156\n",
        "L43.2188 34.5156\n",
        "L43.2188 35.4062\n",
        "Q43.2188 41.6094 39.1406 45\n",
        "Q35.0625 48.3906 27.6875 48.3906\n",
        "Q23 48.3906 18.5469 47.2656\n",
        "Q14.1094 46.1406 10.0156 43.8906\n",
        "L10.0156 52.2031\n",
        "Q14.9375 54.1094 19.5781 55.0469\n",
        "Q24.2188 56 28.6094 56\n",
        "Q40.4844 56 46.3438 49.8438\n",
        "Q52.2031 43.7031 52.2031 31.2031\" id=\"BitstreamVeraSans-Roman-61\"/>\n",
        "     </defs>\n",
        "     <g transform=\"translate(207.5165625 398.473625)scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#BitstreamVeraSans-Roman-4d\"/>\n",
        "      <use x=\"86.279296875\" xlink:href=\"#BitstreamVeraSans-Roman-61\"/>\n",
        "      <use x=\"147.55859375\" xlink:href=\"#BitstreamVeraSans-Roman-74\"/>\n",
        "      <use x=\"186.767578125\" xlink:href=\"#BitstreamVeraSans-Roman-72\"/>\n",
        "      <use x=\"227.880859375\" xlink:href=\"#BitstreamVeraSans-Roman-69\"/>\n",
        "      <use x=\"255.6640625\" xlink:href=\"#BitstreamVeraSans-Roman-78\"/>\n",
        "      <use x=\"314.84375\" xlink:href=\"#BitstreamVeraSans-Roman-20\"/>\n",
        "      <use x=\"346.630859375\" xlink:href=\"#BitstreamVeraSans-Roman-77\"/>\n",
        "      <use x=\"428.41796875\" xlink:href=\"#BitstreamVeraSans-Roman-69\"/>\n",
        "      <use x=\"456.201171875\" xlink:href=\"#BitstreamVeraSans-Roman-64\"/>\n",
        "      <use x=\"519.677734375\" xlink:href=\"#BitstreamVeraSans-Roman-74\"/>\n",
        "      <use x=\"558.88671875\" xlink:href=\"#BitstreamVeraSans-Roman-68\"/>\n",
        "      <use x=\"622.265625\" xlink:href=\"#BitstreamVeraSans-Roman-2f\"/>\n",
        "      <use x=\"655.95703125\" xlink:href=\"#BitstreamVeraSans-Roman-68\"/>\n",
        "      <use x=\"719.3359375\" xlink:href=\"#BitstreamVeraSans-Roman-65\"/>\n",
        "      <use x=\"780.859375\" xlink:href=\"#BitstreamVeraSans-Roman-69\"/>\n",
        "      <use x=\"808.642578125\" xlink:href=\"#BitstreamVeraSans-Roman-67\"/>\n",
        "      <use x=\"872.119140625\" xlink:href=\"#BitstreamVeraSans-Roman-68\"/>\n",
        "      <use x=\"935.498046875\" xlink:href=\"#BitstreamVeraSans-Roman-74\"/>\n",
        "      <use x=\"974.70703125\" xlink:href=\"#BitstreamVeraSans-Roman-20\"/>\n",
        "      <use x=\"1006.494140625\" xlink:href=\"#BitstreamVeraSans-Roman-4e\"/>\n",
        "     </g>\n",
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"matplotlib.axis_2\">\n",
        "    <g id=\"ytick_1\">\n",
        "     <g id=\"line2d_33\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M48.6038 368.742\n",
        "L495.004 368.742\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_34\">\n",
        "      <defs>\n",
        "       <path d=\"\n",
        "M0 0\n",
        "L4 0\" id=\"md7965d1ba0\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n",
        "      </defs>\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"48.60375\" xlink:href=\"#md7965d1ba0\" y=\"368.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_35\">\n",
        "      <defs>\n",
        "       <path d=\"\n",
        "M0 0\n",
        "L-4 0\" id=\"md9a1c1a7cd\" style=\"stroke:#000000;stroke-width:0.5;\"/>\n",
        "      </defs>\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"495.00375\" xlink:href=\"#md9a1c1a7cd\" y=\"368.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_12\">\n",
        "      <!-- 0 -->\n",
        "      <g transform=\"translate(38.556875 372.053)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"ytick_2\">\n",
        "     <g id=\"line2d_36\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M48.6038 311.142\n",
        "L495.004 311.142\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_37\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"48.60375\" xlink:href=\"#md7965d1ba0\" y=\"311.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_38\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"495.00375\" xlink:href=\"#md9a1c1a7cd\" y=\"311.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_13\">\n",
        "      <!-- 20 -->\n",
        "      <g transform=\"translate(31.01 314.453)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-32\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"ytick_3\">\n",
        "     <g id=\"line2d_39\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M48.6038 253.542\n",
        "L495.004 253.542\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_40\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"48.60375\" xlink:href=\"#md7965d1ba0\" y=\"253.54175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_41\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"495.00375\" xlink:href=\"#md9a1c1a7cd\" y=\"253.54175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_14\">\n",
        "      <!-- 40 -->\n",
        "      <g transform=\"translate(30.7175 256.853)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-34\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"ytick_4\">\n",
        "     <g id=\"line2d_42\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M48.6038 195.942\n",
        "L495.004 195.942\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_43\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"48.60375\" xlink:href=\"#md7965d1ba0\" y=\"195.94175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_44\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"495.00375\" xlink:href=\"#md9a1c1a7cd\" y=\"195.94175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_15\">\n",
        "      <!-- 60 -->\n",
        "      <defs>\n",
        "       <path d=\"\n",
        "M33.0156 40.375\n",
        "Q26.375 40.375 22.4844 35.8281\n",
        "Q18.6094 31.2969 18.6094 23.3906\n",
        "Q18.6094 15.5312 22.4844 10.9531\n",
        "Q26.375 6.39062 33.0156 6.39062\n",
        "Q39.6562 6.39062 43.5312 10.9531\n",
        "Q47.4062 15.5312 47.4062 23.3906\n",
        "Q47.4062 31.2969 43.5312 35.8281\n",
        "Q39.6562 40.375 33.0156 40.375\n",
        "M52.5938 71.2969\n",
        "L52.5938 62.3125\n",
        "Q48.875 64.0625 45.0938 64.9844\n",
        "Q41.3125 65.9219 37.5938 65.9219\n",
        "Q27.8281 65.9219 22.6719 59.3281\n",
        "Q17.5312 52.7344 16.7969 39.4062\n",
        "Q19.6719 43.6562 24.0156 45.9219\n",
        "Q28.375 48.1875 33.5938 48.1875\n",
        "Q44.5781 48.1875 50.9531 41.5156\n",
        "Q57.3281 34.8594 57.3281 23.3906\n",
        "Q57.3281 12.1562 50.6875 5.35938\n",
        "Q44.0469 -1.42188 33.0156 -1.42188\n",
        "Q20.3594 -1.42188 13.6719 8.26562\n",
        "Q6.98438 17.9688 6.98438 36.375\n",
        "Q6.98438 53.6562 15.1875 63.9375\n",
        "Q23.3906 74.2188 37.2031 74.2188\n",
        "Q40.9219 74.2188 44.7031 73.4844\n",
        "Q48.4844 72.75 52.5938 71.2969\" id=\"BitstreamVeraSans-Roman-36\"/>\n",
        "      </defs>\n",
        "      <g transform=\"translate(30.96875 199.253)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-36\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"ytick_5\">\n",
        "     <g id=\"line2d_45\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M48.6038 138.342\n",
        "L495.004 138.342\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_46\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"48.60375\" xlink:href=\"#md7965d1ba0\" y=\"138.34175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_47\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"495.00375\" xlink:href=\"#md9a1c1a7cd\" y=\"138.34175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_16\">\n",
        "      <!-- 80 -->\n",
        "      <defs>\n",
        "       <path d=\"\n",
        "M31.7812 34.625\n",
        "Q24.75 34.625 20.7188 30.8594\n",
        "Q16.7031 27.0938 16.7031 20.5156\n",
        "Q16.7031 13.9219 20.7188 10.1562\n",
        "Q24.75 6.39062 31.7812 6.39062\n",
        "Q38.8125 6.39062 42.8594 10.1719\n",
        "Q46.9219 13.9688 46.9219 20.5156\n",
        "Q46.9219 27.0938 42.8906 30.8594\n",
        "Q38.875 34.625 31.7812 34.625\n",
        "M21.9219 38.8125\n",
        "Q15.5781 40.375 12.0312 44.7188\n",
        "Q8.5 49.0781 8.5 55.3281\n",
        "Q8.5 64.0625 14.7188 69.1406\n",
        "Q20.9531 74.2188 31.7812 74.2188\n",
        "Q42.6719 74.2188 48.875 69.1406\n",
        "Q55.0781 64.0625 55.0781 55.3281\n",
        "Q55.0781 49.0781 51.5312 44.7188\n",
        "Q48 40.375 41.7031 38.8125\n",
        "Q48.8281 37.1562 52.7969 32.3125\n",
        "Q56.7812 27.4844 56.7812 20.5156\n",
        "Q56.7812 9.90625 50.3125 4.23438\n",
        "Q43.8438 -1.42188 31.7812 -1.42188\n",
        "Q19.7344 -1.42188 13.25 4.23438\n",
        "Q6.78125 9.90625 6.78125 20.5156\n",
        "Q6.78125 27.4844 10.7812 32.3125\n",
        "Q14.7969 37.1562 21.9219 38.8125\n",
        "M18.3125 54.3906\n",
        "Q18.3125 48.7344 21.8438 45.5625\n",
        "Q25.3906 42.3906 31.7812 42.3906\n",
        "Q38.1406 42.3906 41.7188 45.5625\n",
        "Q45.3125 48.7344 45.3125 54.3906\n",
        "Q45.3125 60.0625 41.7188 63.2344\n",
        "Q38.1406 66.4062 31.7812 66.4062\n",
        "Q25.3906 66.4062 21.8438 63.2344\n",
        "Q18.3125 60.0625 18.3125 54.3906\" id=\"BitstreamVeraSans-Roman-38\"/>\n",
        "      </defs>\n",
        "      <g transform=\"translate(30.944375 141.653)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-38\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"ytick_6\">\n",
        "     <g id=\"line2d_48\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M48.6038 80.7417\n",
        "L495.004 80.7417\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_49\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"48.60375\" xlink:href=\"#md7965d1ba0\" y=\"80.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_50\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"495.00375\" xlink:href=\"#md9a1c1a7cd\" y=\"80.74175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_17\">\n",
        "      <!-- 100 -->\n",
        "      <g transform=\"translate(23.81375 84.053)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-31\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "       <use x=\"127.24609375\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"ytick_7\">\n",
        "     <g id=\"line2d_51\">\n",
        "      <path clip-path=\"url(#pfa143c47b8)\" d=\"\n",
        "M48.6038 23.1417\n",
        "L495.004 23.1417\" style=\"fill:none;stroke:#000000;stroke-dasharray:1.000000,3.000000;stroke-dashoffset:0.0;stroke-width:0.5;\"/>\n",
        "     </g>\n",
        "     <g id=\"line2d_52\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"48.60375\" xlink:href=\"#md7965d1ba0\" y=\"23.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"line2d_53\">\n",
        "      <g>\n",
        "       <use style=\"stroke:#000000;stroke-width:0.5;\" x=\"495.00375\" xlink:href=\"#md9a1c1a7cd\" y=\"23.14175\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "     <g id=\"text_18\">\n",
        "      <!-- 120 -->\n",
        "      <g transform=\"translate(23.81375 26.453)scale(0.12 -0.12)\">\n",
        "       <use xlink:href=\"#BitstreamVeraSans-Roman-31\"/>\n",
        "       <use x=\"63.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-32\"/>\n",
        "       <use x=\"127.24609375\" xlink:href=\"#BitstreamVeraSans-Roman-30\"/>\n",
        "      </g>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"text_19\">\n",
        "     <!-- Memory Bandwidth [GB/s] -->\n",
        "     <defs>\n",
        "      <path d=\"\n",
        "M59.5156 10.4062\n",
        "L59.5156 29.9844\n",
        "L43.4062 29.9844\n",
        "L43.4062 38.0938\n",
        "L69.2812 38.0938\n",
        "L69.2812 6.78125\n",
        "Q63.5781 2.73438 56.6875 0.65625\n",
        "Q49.8125 -1.42188 42 -1.42188\n",
        "Q24.9062 -1.42188 15.25 8.5625\n",
        "Q5.60938 18.5625 5.60938 36.375\n",
        "Q5.60938 54.25 15.25 64.2344\n",
        "Q24.9062 74.2188 42 74.2188\n",
        "Q49.125 74.2188 55.5469 72.4531\n",
        "Q61.9688 70.7031 67.3906 67.2812\n",
        "L67.3906 56.7812\n",
        "Q61.9219 61.4219 55.7656 63.7656\n",
        "Q49.6094 66.1094 42.8281 66.1094\n",
        "Q29.4375 66.1094 22.7188 58.6406\n",
        "Q16.0156 51.1719 16.0156 36.375\n",
        "Q16.0156 21.625 22.7188 14.1562\n",
        "Q29.4375 6.6875 42.8281 6.6875\n",
        "Q48.0469 6.6875 52.1406 7.59375\n",
        "Q56.25 8.5 59.5156 10.4062\" id=\"BitstreamVeraSans-Roman-47\"/>\n",
        "      <path d=\"\n",
        "M44.2812 53.0781\n",
        "L44.2812 44.5781\n",
        "Q40.4844 46.5312 36.375 47.5\n",
        "Q32.2812 48.4844 27.875 48.4844\n",
        "Q21.1875 48.4844 17.8438 46.4375\n",
        "Q14.5 44.3906 14.5 40.2812\n",
        "Q14.5 37.1562 16.8906 35.375\n",
        "Q19.2812 33.5938 26.5156 31.9844\n",
        "L29.5938 31.2969\n",
        "Q39.1562 29.25 43.1875 25.5156\n",
        "Q47.2188 21.7812 47.2188 15.0938\n",
        "Q47.2188 7.46875 41.1875 3.01562\n",
        "Q35.1562 -1.42188 24.6094 -1.42188\n",
        "Q20.2188 -1.42188 15.4531 -0.5625\n",
        "Q10.6875 0.296875 5.42188 2\n",
        "L5.42188 11.2812\n",
        "Q10.4062 8.6875 15.2344 7.39062\n",
        "Q20.0625 6.10938 24.8125 6.10938\n",
        "Q31.1562 6.10938 34.5625 8.28125\n",
        "Q37.9844 10.4531 37.9844 14.4062\n",
        "Q37.9844 18.0625 35.5156 20.0156\n",
        "Q33.0625 21.9688 24.7031 23.7812\n",
        "L21.5781 24.5156\n",
        "Q13.2344 26.2656 9.51562 29.9062\n",
        "Q5.8125 33.5469 5.8125 39.8906\n",
        "Q5.8125 47.6094 11.2812 51.7969\n",
        "Q16.75 56 26.8125 56\n",
        "Q31.7812 56 36.1719 55.2656\n",
        "Q40.5781 54.5469 44.2812 53.0781\" id=\"BitstreamVeraSans-Roman-73\"/>\n",
        "      <path d=\"\n",
        "M8.59375 75.9844\n",
        "L29.2969 75.9844\n",
        "L29.2969 69\n",
        "L17.5781 69\n",
        "L17.5781 -6.20312\n",
        "L29.2969 -6.20312\n",
        "L29.2969 -13.1875\n",
        "L8.59375 -13.1875\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-5b\"/>\n",
        "      <path d=\"\n",
        "M19.6719 34.8125\n",
        "L19.6719 8.10938\n",
        "L35.5 8.10938\n",
        "Q43.4531 8.10938 47.2812 11.4062\n",
        "Q51.125 14.7031 51.125 21.4844\n",
        "Q51.125 28.3281 47.2812 31.5625\n",
        "Q43.4531 34.8125 35.5 34.8125\n",
        "z\n",
        "\n",
        "M19.6719 64.7969\n",
        "L19.6719 42.8281\n",
        "L34.2812 42.8281\n",
        "Q41.5 42.8281 45.0312 45.5312\n",
        "Q48.5781 48.25 48.5781 53.8125\n",
        "Q48.5781 59.3281 45.0312 62.0625\n",
        "Q41.5 64.7969 34.2812 64.7969\n",
        "z\n",
        "\n",
        "M9.8125 72.9062\n",
        "L35.0156 72.9062\n",
        "Q46.2969 72.9062 52.3906 68.2188\n",
        "Q58.5 63.5312 58.5 54.8906\n",
        "Q58.5 48.1875 55.375 44.2344\n",
        "Q52.25 40.2812 46.1875 39.3125\n",
        "Q53.4688 37.75 57.5 32.7812\n",
        "Q61.5312 27.8281 61.5312 20.4062\n",
        "Q61.5312 10.6406 54.8906 5.3125\n",
        "Q48.25 0 35.9844 0\n",
        "L9.8125 0\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-42\"/>\n",
        "      <path d=\"\n",
        "M30.6094 48.3906\n",
        "Q23.3906 48.3906 19.1875 42.75\n",
        "Q14.9844 37.1094 14.9844 27.2969\n",
        "Q14.9844 17.4844 19.1562 11.8438\n",
        "Q23.3438 6.20312 30.6094 6.20312\n",
        "Q37.7969 6.20312 41.9844 11.8594\n",
        "Q46.1875 17.5312 46.1875 27.2969\n",
        "Q46.1875 37.0156 41.9844 42.7031\n",
        "Q37.7969 48.3906 30.6094 48.3906\n",
        "M30.6094 56\n",
        "Q42.3281 56 49.0156 48.375\n",
        "Q55.7188 40.7656 55.7188 27.2969\n",
        "Q55.7188 13.875 49.0156 6.21875\n",
        "Q42.3281 -1.42188 30.6094 -1.42188\n",
        "Q18.8438 -1.42188 12.1719 6.21875\n",
        "Q5.51562 13.875 5.51562 27.2969\n",
        "Q5.51562 40.7656 12.1719 48.375\n",
        "Q18.8438 56 30.6094 56\" id=\"BitstreamVeraSans-Roman-6f\"/>\n",
        "      <path d=\"\n",
        "M54.8906 33.0156\n",
        "L54.8906 0\n",
        "L45.9062 0\n",
        "L45.9062 32.7188\n",
        "Q45.9062 40.4844 42.875 44.3281\n",
        "Q39.8438 48.1875 33.7969 48.1875\n",
        "Q26.5156 48.1875 22.3125 43.5469\n",
        "Q18.1094 38.9219 18.1094 30.9062\n",
        "L18.1094 0\n",
        "L9.07812 0\n",
        "L9.07812 54.6875\n",
        "L18.1094 54.6875\n",
        "L18.1094 46.1875\n",
        "Q21.3438 51.125 25.7031 53.5625\n",
        "Q30.0781 56 35.7969 56\n",
        "Q45.2188 56 50.0469 50.1719\n",
        "Q54.8906 44.3438 54.8906 33.0156\" id=\"BitstreamVeraSans-Roman-6e\"/>\n",
        "      <path d=\"\n",
        "M52 44.1875\n",
        "Q55.375 50.25 60.0625 53.125\n",
        "Q64.75 56 71.0938 56\n",
        "Q79.6406 56 84.2812 50.0156\n",
        "Q88.9219 44.0469 88.9219 33.0156\n",
        "L88.9219 0\n",
        "L79.8906 0\n",
        "L79.8906 32.7188\n",
        "Q79.8906 40.5781 77.0938 44.375\n",
        "Q74.3125 48.1875 68.6094 48.1875\n",
        "Q61.625 48.1875 57.5625 43.5469\n",
        "Q53.5156 38.9219 53.5156 30.9062\n",
        "L53.5156 0\n",
        "L44.4844 0\n",
        "L44.4844 32.7188\n",
        "Q44.4844 40.625 41.7031 44.4062\n",
        "Q38.9219 48.1875 33.1094 48.1875\n",
        "Q26.2188 48.1875 22.1562 43.5312\n",
        "Q18.1094 38.875 18.1094 30.9062\n",
        "L18.1094 0\n",
        "L9.07812 0\n",
        "L9.07812 54.6875\n",
        "L18.1094 54.6875\n",
        "L18.1094 46.1875\n",
        "Q21.1875 51.2188 25.4844 53.6094\n",
        "Q29.7812 56 35.6875 56\n",
        "Q41.6562 56 45.8281 52.9688\n",
        "Q50 49.9531 52 44.1875\" id=\"BitstreamVeraSans-Roman-6d\"/>\n",
        "      <path d=\"\n",
        "M32.1719 -5.07812\n",
        "Q28.375 -14.8438 24.75 -17.8125\n",
        "Q21.1406 -20.7969 15.0938 -20.7969\n",
        "L7.90625 -20.7969\n",
        "L7.90625 -13.2812\n",
        "L13.1875 -13.2812\n",
        "Q16.8906 -13.2812 18.9375 -11.5156\n",
        "Q21 -9.76562 23.4844 -3.21875\n",
        "L25.0938 0.875\n",
        "L2.98438 54.6875\n",
        "L12.5 54.6875\n",
        "L29.5938 11.9219\n",
        "L46.6875 54.6875\n",
        "L56.2031 54.6875\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-79\"/>\n",
        "      <path d=\"\n",
        "M30.4219 75.9844\n",
        "L30.4219 -13.1875\n",
        "L9.71875 -13.1875\n",
        "L9.71875 -6.20312\n",
        "L21.3906 -6.20312\n",
        "L21.3906 69\n",
        "L9.71875 69\n",
        "L9.71875 75.9844\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-5d\"/>\n",
        "     </defs>\n",
        "     <g transform=\"translate(16.318125 274.1789375)rotate(-90.0)scale(0.12 -0.12)\">\n",
        "      <use xlink:href=\"#BitstreamVeraSans-Roman-4d\"/>\n",
        "      <use x=\"86.279296875\" xlink:href=\"#BitstreamVeraSans-Roman-65\"/>\n",
        "      <use x=\"147.802734375\" xlink:href=\"#BitstreamVeraSans-Roman-6d\"/>\n",
        "      <use x=\"245.21484375\" xlink:href=\"#BitstreamVeraSans-Roman-6f\"/>\n",
        "      <use x=\"306.396484375\" xlink:href=\"#BitstreamVeraSans-Roman-72\"/>\n",
        "      <use x=\"347.509765625\" xlink:href=\"#BitstreamVeraSans-Roman-79\"/>\n",
        "      <use x=\"406.689453125\" xlink:href=\"#BitstreamVeraSans-Roman-20\"/>\n",
        "      <use x=\"438.4765625\" xlink:href=\"#BitstreamVeraSans-Roman-42\"/>\n",
        "      <use x=\"507.080078125\" xlink:href=\"#BitstreamVeraSans-Roman-61\"/>\n",
        "      <use x=\"568.359375\" xlink:href=\"#BitstreamVeraSans-Roman-6e\"/>\n",
        "      <use x=\"631.73828125\" xlink:href=\"#BitstreamVeraSans-Roman-64\"/>\n",
        "      <use x=\"695.21484375\" xlink:href=\"#BitstreamVeraSans-Roman-77\"/>\n",
        "      <use x=\"777.001953125\" xlink:href=\"#BitstreamVeraSans-Roman-69\"/>\n",
        "      <use x=\"804.78515625\" xlink:href=\"#BitstreamVeraSans-Roman-64\"/>\n",
        "      <use x=\"868.26171875\" xlink:href=\"#BitstreamVeraSans-Roman-74\"/>\n",
        "      <use x=\"907.470703125\" xlink:href=\"#BitstreamVeraSans-Roman-68\"/>\n",
        "      <use x=\"970.849609375\" xlink:href=\"#BitstreamVeraSans-Roman-20\"/>\n",
        "      <use x=\"1002.63671875\" xlink:href=\"#BitstreamVeraSans-Roman-5b\"/>\n",
        "      <use x=\"1041.650390625\" xlink:href=\"#BitstreamVeraSans-Roman-47\"/>\n",
        "      <use x=\"1119.140625\" xlink:href=\"#BitstreamVeraSans-Roman-42\"/>\n",
        "      <use x=\"1187.744140625\" xlink:href=\"#BitstreamVeraSans-Roman-2f\"/>\n",
        "      <use x=\"1221.435546875\" xlink:href=\"#BitstreamVeraSans-Roman-73\"/>\n",
        "      <use x=\"1273.53515625\" xlink:href=\"#BitstreamVeraSans-Roman-5d\"/>\n",
        "     </g>\n",
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"patch_3\">\n",
        "    <path d=\"\n",
        "M48.6038 368.742\n",
        "L48.6038 23.1417\" style=\"fill:none;stroke:#000000;\"/>\n",
        "   </g>\n",
        "   <g id=\"patch_4\">\n",
        "    <path d=\"\n",
        "M48.6038 23.1417\n",
        "L495.004 23.1417\" style=\"fill:none;stroke:#000000;\"/>\n",
        "   </g>\n",
        "   <g id=\"patch_5\">\n",
        "    <path d=\"\n",
        "M495.004 368.742\n",
        "L495.004 23.1417\" style=\"fill:none;stroke:#000000;\"/>\n",
        "   </g>\n",
        "   <g id=\"patch_6\">\n",
        "    <path d=\"\n",
        "M48.6038 368.742\n",
        "L495.004 368.742\" style=\"fill:none;stroke:#000000;\"/>\n",
        "   </g>\n",
        "   <g id=\"text_20\">\n",
        "    <!-- Tanspose Tests for Tahiti -->\n",
        "    <defs>\n",
        "     <path d=\"\n",
        "M18.1094 8.20312\n",
        "L18.1094 -20.7969\n",
        "L9.07812 -20.7969\n",
        "L9.07812 54.6875\n",
        "L18.1094 54.6875\n",
        "L18.1094 46.3906\n",
        "Q20.9531 51.2656 25.2656 53.625\n",
        "Q29.5938 56 35.5938 56\n",
        "Q45.5625 56 51.7812 48.0938\n",
        "Q58.0156 40.1875 58.0156 27.2969\n",
        "Q58.0156 14.4062 51.7812 6.48438\n",
        "Q45.5625 -1.42188 35.5938 -1.42188\n",
        "Q29.5938 -1.42188 25.2656 0.953125\n",
        "Q20.9531 3.32812 18.1094 8.20312\n",
        "M48.6875 27.2969\n",
        "Q48.6875 37.2031 44.6094 42.8438\n",
        "Q40.5312 48.4844 33.4062 48.4844\n",
        "Q26.2656 48.4844 22.1875 42.8438\n",
        "Q18.1094 37.2031 18.1094 27.2969\n",
        "Q18.1094 17.3906 22.1875 11.75\n",
        "Q26.2656 6.10938 33.4062 6.10938\n",
        "Q40.5312 6.10938 44.6094 11.75\n",
        "Q48.6875 17.3906 48.6875 27.2969\" id=\"BitstreamVeraSans-Roman-70\"/>\n",
        "     <path d=\"\n",
        "M37.1094 75.9844\n",
        "L37.1094 68.5\n",
        "L28.5156 68.5\n",
        "Q23.6875 68.5 21.7969 66.5469\n",
        "Q19.9219 64.5938 19.9219 59.5156\n",
        "L19.9219 54.6875\n",
        "L34.7188 54.6875\n",
        "L34.7188 47.7031\n",
        "L19.9219 47.7031\n",
        "L19.9219 0\n",
        "L10.8906 0\n",
        "L10.8906 47.7031\n",
        "L2.29688 47.7031\n",
        "L2.29688 54.6875\n",
        "L10.8906 54.6875\n",
        "L10.8906 58.5\n",
        "Q10.8906 67.625 15.1406 71.7969\n",
        "Q19.3906 75.9844 28.6094 75.9844\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-66\"/>\n",
        "     <path d=\"\n",
        "M-0.296875 72.9062\n",
        "L61.375 72.9062\n",
        "L61.375 64.5938\n",
        "L35.5 64.5938\n",
        "L35.5 0\n",
        "L25.5938 0\n",
        "L25.5938 64.5938\n",
        "L-0.296875 64.5938\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-54\"/>\n",
        "    </defs>\n",
        "    <g transform=\"translate(185.663625 18.14175)scale(0.144 -0.144)\">\n",
        "     <use xlink:href=\"#BitstreamVeraSans-Roman-54\"/>\n",
        "     <use x=\"44.583984375\" xlink:href=\"#BitstreamVeraSans-Roman-61\"/>\n",
        "     <use x=\"105.86328125\" xlink:href=\"#BitstreamVeraSans-Roman-6e\"/>\n",
        "     <use x=\"169.2421875\" xlink:href=\"#BitstreamVeraSans-Roman-73\"/>\n",
        "     <use x=\"221.341796875\" xlink:href=\"#BitstreamVeraSans-Roman-70\"/>\n",
        "     <use x=\"284.818359375\" xlink:href=\"#BitstreamVeraSans-Roman-6f\"/>\n",
        "     <use x=\"346.0\" xlink:href=\"#BitstreamVeraSans-Roman-73\"/>\n",
        "     <use x=\"398.099609375\" xlink:href=\"#BitstreamVeraSans-Roman-65\"/>\n",
        "     <use x=\"459.623046875\" xlink:href=\"#BitstreamVeraSans-Roman-20\"/>\n",
        "     <use x=\"491.41015625\" xlink:href=\"#BitstreamVeraSans-Roman-54\"/>\n",
        "     <use x=\"535.494140625\" xlink:href=\"#BitstreamVeraSans-Roman-65\"/>\n",
        "     <use x=\"597.017578125\" xlink:href=\"#BitstreamVeraSans-Roman-73\"/>\n",
        "     <use x=\"649.1171875\" xlink:href=\"#BitstreamVeraSans-Roman-74\"/>\n",
        "     <use x=\"688.326171875\" xlink:href=\"#BitstreamVeraSans-Roman-73\"/>\n",
        "     <use x=\"740.42578125\" xlink:href=\"#BitstreamVeraSans-Roman-20\"/>\n",
        "     <use x=\"772.212890625\" xlink:href=\"#BitstreamVeraSans-Roman-66\"/>\n",
        "     <use x=\"807.41796875\" xlink:href=\"#BitstreamVeraSans-Roman-6f\"/>\n",
        "     <use x=\"868.599609375\" xlink:href=\"#BitstreamVeraSans-Roman-72\"/>\n",
        "     <use x=\"909.712890625\" xlink:href=\"#BitstreamVeraSans-Roman-20\"/>\n",
        "     <use x=\"941.5\" xlink:href=\"#BitstreamVeraSans-Roman-54\"/>\n",
        "     <use x=\"986.083984375\" xlink:href=\"#BitstreamVeraSans-Roman-61\"/>\n",
        "     <use x=\"1047.36328125\" xlink:href=\"#BitstreamVeraSans-Roman-68\"/>\n",
        "     <use x=\"1110.7421875\" xlink:href=\"#BitstreamVeraSans-Roman-69\"/>\n",
        "     <use x=\"1138.525390625\" xlink:href=\"#BitstreamVeraSans-Roman-74\"/>\n",
        "     <use x=\"1177.734375\" xlink:href=\"#BitstreamVeraSans-Roman-69\"/>\n",
        "    </g>\n",
        "   </g>\n",
        "   <g id=\"legend_1\">\n",
        "    <g id=\"patch_7\">\n",
        "     <path d=\"\n",
        "M398.704 76.9347\n",
        "L487.804 76.9347\n",
        "L487.804 30.3417\n",
        "L398.704 30.3417\n",
        "L398.704 76.9347\n",
        "z\n",
        "\" style=\"fill:#ffffff;stroke:#000000;\"/>\n",
        "    </g>\n",
        "    <g id=\"line2d_54\">\n",
        "     <path d=\"\n",
        "M408.784 42.0035\n",
        "L428.944 42.0035\" style=\"fill:none;stroke:#0000ff;stroke-linecap:square;\"/>\n",
        "    </g>\n",
        "    <g id=\"line2d_55\">\n",
        "     <g>\n",
        "      <use style=\"fill:#0000ff;stroke:#000000;stroke-width:0.5;\" x=\"408.78375\" xlink:href=\"#mdb00ba95ec\" y=\"42.0035\"/>\n",
        "      <use style=\"fill:#0000ff;stroke:#000000;stroke-width:0.5;\" x=\"428.94375\" xlink:href=\"#mdb00ba95ec\" y=\"42.0035\"/>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"text_21\">\n",
        "     <!-- naive -->\n",
        "     <defs>\n",
        "      <path d=\"\n",
        "M2.98438 54.6875\n",
        "L12.5 54.6875\n",
        "L29.5938 8.79688\n",
        "L46.6875 54.6875\n",
        "L56.2031 54.6875\n",
        "L35.6875 0\n",
        "L23.4844 0\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-76\"/>\n",
        "     </defs>\n",
        "     <g transform=\"translate(444.78375 47.0435)scale(0.144 -0.144)\">\n",
        "      <use xlink:href=\"#BitstreamVeraSans-Roman-6e\"/>\n",
        "      <use x=\"63.37890625\" xlink:href=\"#BitstreamVeraSans-Roman-61\"/>\n",
        "      <use x=\"124.658203125\" xlink:href=\"#BitstreamVeraSans-Roman-69\"/>\n",
        "      <use x=\"152.44140625\" xlink:href=\"#BitstreamVeraSans-Roman-76\"/>\n",
        "      <use x=\"211.62109375\" xlink:href=\"#BitstreamVeraSans-Roman-65\"/>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"line2d_56\">\n",
        "     <path d=\"\n",
        "M408.784 63.14\n",
        "L428.944 63.14\" style=\"fill:none;stroke:#008000;stroke-linecap:square;\"/>\n",
        "    </g>\n",
        "    <g id=\"line2d_57\">\n",
        "     <g>\n",
        "      <use style=\"fill:#008000;stroke:#000000;stroke-width:0.5;\" x=\"408.78375\" xlink:href=\"#m25f47eefb8\" y=\"63.14\"/>\n",
        "      <use style=\"fill:#008000;stroke:#000000;stroke-width:0.5;\" x=\"428.94375\" xlink:href=\"#m25f47eefb8\" y=\"63.14\"/>\n",
        "     </g>\n",
        "    </g>\n",
        "    <g id=\"text_22\">\n",
        "     <!-- block -->\n",
        "     <defs>\n",
        "      <path d=\"\n",
        "M48.7812 52.5938\n",
        "L48.7812 44.1875\n",
        "Q44.9688 46.2969 41.1406 47.3438\n",
        "Q37.3125 48.3906 33.4062 48.3906\n",
        "Q24.6562 48.3906 19.8125 42.8438\n",
        "Q14.9844 37.3125 14.9844 27.2969\n",
        "Q14.9844 17.2812 19.8125 11.7344\n",
        "Q24.6562 6.20312 33.4062 6.20312\n",
        "Q37.3125 6.20312 41.1406 7.25\n",
        "Q44.9688 8.29688 48.7812 10.4062\n",
        "L48.7812 2.09375\n",
        "Q45.0156 0.34375 40.9844 -0.53125\n",
        "Q36.9688 -1.42188 32.4219 -1.42188\n",
        "Q20.0625 -1.42188 12.7812 6.34375\n",
        "Q5.51562 14.1094 5.51562 27.2969\n",
        "Q5.51562 40.6719 12.8594 48.3281\n",
        "Q20.2188 56 33.0156 56\n",
        "Q37.1562 56 41.1094 55.1406\n",
        "Q45.0625 54.2969 48.7812 52.5938\" id=\"BitstreamVeraSans-Roman-63\"/>\n",
        "      <path d=\"\n",
        "M9.42188 75.9844\n",
        "L18.4062 75.9844\n",
        "L18.4062 0\n",
        "L9.42188 0\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-6c\"/>\n",
        "      <path d=\"\n",
        "M48.6875 27.2969\n",
        "Q48.6875 37.2031 44.6094 42.8438\n",
        "Q40.5312 48.4844 33.4062 48.4844\n",
        "Q26.2656 48.4844 22.1875 42.8438\n",
        "Q18.1094 37.2031 18.1094 27.2969\n",
        "Q18.1094 17.3906 22.1875 11.75\n",
        "Q26.2656 6.10938 33.4062 6.10938\n",
        "Q40.5312 6.10938 44.6094 11.75\n",
        "Q48.6875 17.3906 48.6875 27.2969\n",
        "M18.1094 46.3906\n",
        "Q20.9531 51.2656 25.2656 53.625\n",
        "Q29.5938 56 35.5938 56\n",
        "Q45.5625 56 51.7812 48.0938\n",
        "Q58.0156 40.1875 58.0156 27.2969\n",
        "Q58.0156 14.4062 51.7812 6.48438\n",
        "Q45.5625 -1.42188 35.5938 -1.42188\n",
        "Q29.5938 -1.42188 25.2656 0.953125\n",
        "Q20.9531 3.32812 18.1094 8.20312\n",
        "L18.1094 0\n",
        "L9.07812 0\n",
        "L9.07812 75.9844\n",
        "L18.1094 75.9844\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-62\"/>\n",
        "      <path d=\"\n",
        "M9.07812 75.9844\n",
        "L18.1094 75.9844\n",
        "L18.1094 31.1094\n",
        "L44.9219 54.6875\n",
        "L56.3906 54.6875\n",
        "L27.3906 29.1094\n",
        "L57.625 0\n",
        "L45.9062 0\n",
        "L18.1094 26.7031\n",
        "L18.1094 0\n",
        "L9.07812 0\n",
        "z\n",
        "\" id=\"BitstreamVeraSans-Roman-6b\"/>\n",
        "     </defs>\n",
        "     <g transform=\"translate(444.78375 68.18)scale(0.144 -0.144)\">\n",
        "      <use xlink:href=\"#BitstreamVeraSans-Roman-62\"/>\n",
        "      <use x=\"63.4765625\" xlink:href=\"#BitstreamVeraSans-Roman-6c\"/>\n",
        "      <use x=\"91.259765625\" xlink:href=\"#BitstreamVeraSans-Roman-6f\"/>\n",
        "      <use x=\"152.44140625\" xlink:href=\"#BitstreamVeraSans-Roman-63\"/>\n",
        "      <use x=\"207.421875\" xlink:href=\"#BitstreamVeraSans-Roman-6b\"/>\n",
        "     </g>\n",
        "    </g>\n",
        "   </g>\n",
        "  </g>\n",
        " </g>\n",
        " <defs>\n",
        "  <clipPath id=\"pfa143c47b8\">\n",
        "   <rect height=\"345.6\" width=\"446.4\" x=\"48.60375\" y=\"23.14175\"/>\n",
        "  </clipPath>\n",
        " </defs>\n",
        "</svg>\n"
       ],
       "text": [
        "Figure(PyObject <matplotlib.figure.Figure object at 0x7f9ca4041090>)"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}