tSNE.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "shannonentropy (generic function with 1 method)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function shannonentropy{T}(V::AbstractVector{T})\n",
    "    H = zero(T)\n",
    "    for i=1:length(V)\n",
    "        V[i]==0 && continue\n",
    "        H -= V[i]*log2(V[i])\n",
    "    end\n",
    "    H\n",
    "end    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "symKL (generic function with 1 method)"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function symKL{T}(p::AbstractMatrix{T}, q::AbstractMatrix{T})\n",
    "    C = zero(T)\n",
    "    m, n = size(p)\n",
    "    @assert (m, n) == size(q)\n",
    "    for i=1:m, j=1:n\n",
    "        #i==j && continue\n",
    "        p[i,j]==0 && continue\n",
    "        q[i,j]==0 && continue\n",
    "        C += p[i,j] * log(p[i,j]/q[i,j])\n",
    "    end\n",
    "    C\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "learnupdate (generic function with 4 methods)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Jacobs' learning rate updating rule\n",
    "function learnupdate(ϵ, δ, δ̄ , θ=0.2, ϕ=0.5, κ=0.5)\n",
    "    test = δ̄ *δ\n",
    "    δ̄ = (1-θ)*δ + θ*δ̄ \n",
    "    Δϵ = if test > 0\n",
    "            κ\n",
    "        elseif test < 0\n",
    "            -ϕ*ϵ\n",
    "        else\n",
    "            0.0\n",
    "        end\n",
    "    Δϵ, δ̄ \n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tsne (generic function with 5 methods)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function tsne{S<:Real}(X::Matrix{S}, σ::Vector{S},\n",
    "        Y=randn(k, size(X, 2))*1e-4, k::Int=2, T::Int=1000, η=100)\n",
    "    \n",
    "    m, n = size(X)\n",
    "    @assert length(σ) == n\n",
    "    #Compute pairwise affinities\n",
    "    p = zeros(S, n, n)\n",
    "    psum = zero(S)\n",
    "    for i=1:n, j=1:n\n",
    "        thisp = exp(-norm(slice(X, :, i) - slice(X, :, j))^2/(2σ[i]^2))\n",
    "        p[j, i] = thisp\n",
    "        psum += thisp\n",
    "    end\n",
    "    scale!(p, 1/psum)\n",
    "    #Compute Shannon entropy\n",
    "    for i=1:n\n",
    "        H = shannonentropy(slice(p, :, i))\n",
    "        info(\"Entropy_i = $H, perplexity = $(2^H) (5--50 recommended)\")\n",
    "    end\n",
    "    #Symmetrize\n",
    "    p = (p + p')/(2n)\n",
    "    #Sample initial solution\n",
    "    Y₋= zeros(k, n)\n",
    "    δ̄ = zeros(k, n) #Used for weighted update\n",
    "    ηs= fill(float(η), k, n)\n",
    "    cost = Inf\n",
    "    for t=1:T\n",
    "        #Compute low-dimensional affinities\n",
    "        q = zeros(n, n)\n",
    "        qsum = 0.0\n",
    "        for i=1:n, j=1:n\n",
    "            δy = slice(Y, :, i) - slice(Y, :, j)\n",
    "            thisq = 1/(1 + δy⋅δy)\n",
    "            q[i,j] = thisq\n",
    "            i==j || (qsum += thisq)\n",
    "        end\n",
    "        scale!(q, 1/qsum)\n",
    "        #Compute δC_δy\n",
    "        δC_δy = zeros(k, n)\n",
    "        exag = t<50 ? 4.0 : 1.0 #\"early exaggeration\" \n",
    "        for i=1:n, j=1:n\n",
    "            j==i && continue\n",
    "            δC_δy[:, i] += 4*(exag*p[i,j] - q[i,j])*\n",
    "            (Y[:, i] - Y[:, j])/\n",
    "            (1 + norm(slice(Y, :, i) - slice(Y, :, j))^2)\n",
    "        end\n",
    "        α = t<250 ? 0.5 : 0.8\n",
    "        #Update Y\n",
    "        Y, Y₋ = Y + η.*δC_δy + α*(Y-Y₋), Y\n",
    "        #Update η (Jacobs, 1988)\n",
    "        for i=1:n, j=1:k\n",
    "            Δϵ, δ̄ [j, i] = learnupdate(ηs[j, i], δC_δy[j, i], δ̄ [j, i])\n",
    "            ηs[j, i] += Δϵ\n",
    "        end\n",
    "        #Print cost function\n",
    "        cost, oldcost = symKL(p, q), cost\n",
    "        info(\"Iteration $t: cost = $cost\")\n",
    "        abs(cost - oldcost) <= 1e-9*abs(cost) && break\n",
    "    end\n",
    "    Y\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#Do t-SNE with quasi-Newton"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "backtracklinesearch (generic function with 5 methods)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function backtracklinesearch(p, x, f, df_dx, α=1.0, c=0.5, τ=0.5, maxiter::Int=10)\n",
    "    m = p⋅df_dx\n",
    "    t = -c*m\n",
    "    for j = 1:maxiter\n",
    "        f(x) - f(x+α*p) ≥ α*t && break \n",
    "        α *= τ\n",
    "        j==maxiter && (warn(\"Maxiter reached\"); return 0.0)\n",
    "    end\n",
    "    α\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "compute_dC_dq (generic function with 1 method)"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function compute_dC_dq(Y, p, q)\n",
    "    k, n = size(Y)\n",
    "    δC_δy = zeros(k, n)\n",
    "    for i=1:n, j=1:n\n",
    "        #i==j && continue\n",
    "        d = norm(slice(Y, :, i) - slice(Y, :, j))\n",
    "        δC_δy[:, i] += 4*(p[i,j] - q[i,j])*\n",
    "        (Y[:, i] - Y[:, j])*\n",
    "        1/(1 + d^2) #Factor of d is absent in papar\n",
    "        @show i, j, δC_δy[:, i]\n",
    "    end\n",
    "    δC_δy\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "g_tsne! (generic function with 2 methods)"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function g_tsne!(\n",
    "\tgr::Matrix{Float64},\n",
    "\tP::Matrix{Float64},\n",
    "\tQ::Matrix{Float64},\n",
    "\tY::Matrix{Float64},\n",
    ")\n",
    "\tk, n = size(Y)\n",
    "\tfill!(gr, 0.0)\n",
    "\tfor dim in 1:k\n",
    "\t\tfor i in 1:n\n",
    "\t\t\tfor j in 1:n\n",
    "\t\t\t\tif i != j\n",
    "                    prdiff = (P[i, j] - Q[i, j])\n",
    "                    D2_Y = norm(Y[:, i] - Y[:, j])^2\n",
    "\t\t\t\t\ttkern = 1 / (1 + D2_Y)\n",
    "\t\t\t\t\tgr[dim, i] += 4 * prdiff * (Y[dim, i] - Y[dim, j]) * tkern\n",
    "\t\t\t\tend\n",
    "\t\t\tend\n",
    "\t\tend\n",
    "\tend\n",
    "    gr\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "g_tsne!(zeros(2,2),p,q,Y) => [-0.026439129912270157 0.026439129912270157\n",
      " 0.2163201538276649 -0.2163201538276649]\n",
      "(i,j,δC_δy[:,i]) => (1,1,[0.0,0.0])\n",
      "(i,j,δC_δy[:,i]) => (1,2,[-0.026439129912270154,0.2163201538276649])\n",
      "(i,j,δC_δy[:,i]) => (2,1,[0.026439129912270154,-0.2163201538276649])\n",
      "(i,j,δC_δy[:,i]) => (2,2,[0.026439129912270154,-0.2163201538276649])\n",
      "C2 = symKL(p,q2) => 1.3862943611198906\n",
      "C3 = symKL(p,q3) => 1.3862943611198906\n",
      "C2 = symKL(p,q2) => 1.3862943611198906\n",
      "C3 = symKL(p,q3) => 1.3862943611198906\n",
      "C2 = symKL(p,q2) => 1.3862943611198906\n",
      "C3 = symKL(p,q3) => 1.3862943611198906\n",
      "C2 = symKL(p,q2) => 1.3862943611198906\n",
      "C3 = symKL(p,q3) => 1.3862943611198906\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "4x2 Array{Float64,2}:\n",
       " -0.0264391  0.0\n",
       "  0.21632    0.0\n",
       "  0.0264391  0.0\n",
       " -0.21632    0.0"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "let #Check derivative by finite central difference\n",
    "Y=[1. 2.1; 13 4];#zeros(2,4)#randn(2,4)\n",
    "q=computeq(Y)\n",
    "@assert q==[0 0.5; 0.5 0]\n",
    "p=ones(2,2)-eye(2,2)\n",
    "\n",
    "@show g_tsne!(zeros(2,2), p, q, Y)    \n",
    "C=symKL(p, q)\n",
    "@assert C==2log(2)\n",
    "dC_dq = compute_dC_dq(Y, p, q)\n",
    "dC_dq_f = similar(dC_dq)\n",
    "ϵ = 1e-6\n",
    "for i=1:size(Y,1), j=1:size(Y,2)\n",
    "    Y[i,j] += ϵ\n",
    "    q2=computeq(Y)\n",
    "    @show C2=symKL(p,q2)\n",
    "    Y[i,j] -= 2ϵ\n",
    "    q3=computeq(Y)\n",
    "    @show C3=symKL(p,q3)\n",
    "    Y[i,j] += ϵ\n",
    "    dC_dq_f[i,j] = (C2 - C3)/(2ϵ)\n",
    "end\n",
    "[dC_dq[:] dC_dq_f[:]]\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "computeq (generic function with 1 method)"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function computeq(Y)\n",
    "    n = size(Y, 2)\n",
    "    q = zeros(n, n)\n",
    "    qsum = 0.0\n",
    "    for i=1:n, j=1:n\n",
    "        i==j && continue\n",
    "        δy = slice(Y, :, i) - slice(Y, :, j)\n",
    "        thisq = 1/(1 + δy⋅δy)\n",
    "        q[i,j] = thisq\n",
    "        qsum += thisq\n",
    "    end\n",
    "    scale!(q, 1/qsum)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tsne_bfgs (generic function with 5 methods)"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function tsne_bfgs{S<:Real}(X::Matrix{S}, σ::Vector{S},\n",
    "        Y=randn(k, size(X, 2))*1e-4, k::Int=2, T::Int=1000, η=100)\n",
    "    \n",
    "    m, n = size(X)\n",
    "    @assert length(σ) == n\n",
    "    #Compute pairwise affinities\n",
    "    p = zeros(S, n, n)\n",
    "    psum = zero(S)\n",
    "    for i=1:n, j=1:n\n",
    "        p[j, i] = thisp = exp(-norm(slice(X, :, i) - slice(X, :, j))^2/(2σ[i]^2))\n",
    "        psum += thisp\n",
    "    end\n",
    "    scale!(p, 1/psum)\n",
    "\n",
    "    #Compute Shannon entropy\n",
    "#      for i=1:n\n",
    "#          H = shannonentropy(slice(p, :, i))\n",
    "#          info(\"Entropy_i = $H, perplexity = $(2^H) (5--50 recommended)\")\n",
    "#      end\n",
    "    #Symmetrize\n",
    "    p = (p + p')/(2n)\n",
    "        \n",
    "    cost = Inf\n",
    "    computeHessian=true\n",
    "    for t=1:T\n",
    "        #Compute low-dimensional affinities\n",
    "        q = computeq(Y)\n",
    "        #Compute δC_δy\n",
    "        δC_δy = compute_dC_dq(Y, p, q)\n",
    "\n",
    "        #Compute Hessian\n",
    "        #Initialize pseudo-Hessian\n",
    "        if computeHessian\n",
    "            B = spzeros(k*n, k*n)\n",
    "            #B = zeros(k*n, k*n)\n",
    "            q = computeq(Y)\n",
    "            for i=1:n, kk=1:n\n",
    "                d = norm(slice(Y,:,i)-slice(Y,:,kk))\n",
    "                for l=1:k\n",
    "                    B[(i-1)*k+l,(i-1)*k+l] += 4*(p[i,kk]-q[i,kk])*d/(1+d^2)\n",
    "                end\n",
    "            end\n",
    "            computeHessian = false\n",
    "        end\n",
    "            \n",
    "        #Search direction\n",
    "        px = -B\\δC_δy[:]\n",
    "        \n",
    "        #Backtracking line search\n",
    "        α = backtracklinesearch(px, Y[:], y->symKL(p, computeq(reshape(y,k,n))), δC_δy[:])\n",
    "        computeHessian = α==0\n",
    "        \n",
    "        sx = α*px\n",
    "        Y=Y+reshape(sx, k, n)\n",
    "        yx = compute_dC_dq(Y, p, computeq(Y))[:] - δC_δy[:]\n",
    "        \n",
    "        tx = B*sx\n",
    "        B = B + yx*yx'/(yx⋅sx) - tx*tx'/(sx⋅tx)\n",
    "\n",
    "        #Print cost function\n",
    "        cost, oldcost = symKL(p, q), cost\n",
    "        info(\"Iteration $t: cost = $cost\")\n",
    "        abs(cost - oldcost) <= 1e-9*abs(cost) && break\n",
    "    end\n",
    "    Y\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100-element Array{Int64,1}:\n",
       " 7\n",
       " 2\n",
       " 1\n",
       " 0\n",
       " 4\n",
       " 1\n",
       " 4\n",
       " 9\n",
       " 5\n",
       " 9\n",
       " 0\n",
       " 6\n",
       " 9\n",
       " ⋮\n",
       " 6\n",
       " 1\n",
       " 3\n",
       " 6\n",
       " 9\n",
       " 3\n",
       " 1\n",
       " 4\n",
       " 1\n",
       " 7\n",
       " 6\n",
       " 9"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "using MNIST\n",
    "n=100\n",
    "X = testdata()[1][:,1:n]\n",
    "digitid = int(testdata()[2][1:n])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Entropy_i = 0.06643856189774724, perplexity = 1.0471285480508996 (5--50 recommended)\n",
      "INFO: Iteration 1: cost = -1.1248281842246866e-37\n",
      "INFO: Iteration 2: cost = -1.1167814536587343e-37\n",
      "INFO: Iteration 3: cost = -1.1173227943684136e-37\n",
      "INFO: Iteration 4: cost = -1.1093520495905828e-37\n",
      "INFO: Iteration 5: cost = -1.1155672401893126e-37\n",
      "INFO: Iteration 6: cost = -1.1102862989009728e-37\n",
      "INFO: Iteration 7: cost = -1.115243997752116e-37\n",
      "INFO: Iteration 8: cost = -1.1119396009023614e-37\n",
      "INFO: Iteration 9: cost = -1.1182289505991747e-37\n",
      "INFO: Iteration 10: cost = -1.1150528066797724e-37\n",
      "INFO: Iteration 11: cost = -1.1219342032257265e-37\n",
      "INFO: Iteration 12: cost = -1.1200359397249265e-37\n",
      "INFO: Iteration 13: cost = -1.1306063453610187e-37\n",
      "INFO: Iteration 14: cost = -1.132244227965578e-37\n",
      "INFO: Iteration 15: cost = -1.1455242116338842e-37\n",
      "INFO: Iteration 16: cost = -1.1460075060788645e-37\n",
      "INFO: Iteration 17: cost = -1.1457573377114104e-37\n",
      "INFO: Iteration 18: cost = -1.146651895453002e-37\n",
      "INFO: Iteration 19: cost = -1.146941678182044e-37\n",
      "INFO: Iteration 20: cost = -1.1459652962175876e-37\n",
      "INFO: Iteration 21: cost = -1.1469398392288653e-37\n",
      "INFO: Iteration 22: cost = -1.1464883610547125e-37\n",
      "INFO: Iteration 23: cost = -1.147047551289788e-37\n",
      "INFO: Iteration 24: cost = -1.1465444775542458e-37\n",
      "INFO: Iteration 25: cost = -1.1473496020213722e-37\n",
      "INFO: Iteration 26: cost = -1.1467123488154025e-37\n",
      "INFO: Iteration 27: cost = -1.1472638737658667e-37\n",
      "INFO: Iteration 28: cost = -1.1466712770214278e-37\n",
      "INFO: Iteration 29: cost = -1.1473306380083259e-37\n",
      "INFO: Iteration 30: cost = -1.1466953768605e-37\n",
      "INFO: Iteration 31: cost = -1.147289801195552e-37\n",
      "INFO: Iteration 32: cost = -1.1466799189522927e-37\n",
      "INFO: Iteration 33: cost = -1.147308092865299e-37\n",
      "INFO: Iteration 34: cost = -1.1466817085506297e-37\n",
      "INFO: Iteration 35: cost = -1.1472922855852015e-37\n",
      "INFO: Iteration 36: cost = -1.146672496089605e-37\n",
      "INFO: Iteration 37: cost = -1.147289997818322e-37\n",
      "INFO: Iteration 38: cost = -1.1466639546963011e-37\n",
      "INFO: Iteration 39: cost = -1.1472737729685135e-37\n",
      "INFO: Iteration 40: cost = -1.146646393865489e-37\n",
      "INFO: Iteration 41: cost = -1.1472530044717593e-37\n",
      "INFO: Iteration 42: cost = -1.1466155515848628e-37\n",
      "INFO: Iteration 43: cost = -1.147200991534617e-37\n",
      "INFO: Iteration 44: cost = -1.1465271491877598e-37\n",
      "INFO: Iteration 45: cost = -1.1469710889666993e-37\n",
      "INFO: Iteration 46: cost = -1.1459704414345975e-37\n",
      "INFO: Iteration 47: cost = -1.1466348130180933e-37\n",
      "INFO: Iteration 48: cost = -1.1461241993617227e-37\n",
      "INFO: Iteration 49: cost = -1.1465772353184492e-37\n",
      "INFO: Iteration 50: cost = -1.145929446649985e-37\n",
      "INFO: Iteration 51: cost = -1.146573557522461e-37\n",
      "INFO: Iteration 52: cost = -1.1457843132736755e-37\n",
      "INFO: Iteration 53: cost = -1.1464284626761375e-37\n",
      "INFO: Iteration 54: cost = -1.1458326344646242e-37\n",
      "INFO: Iteration 55: cost = -1.1463483932890837e-37\n",
      "INFO: Iteration 56: cost = -1.1458256389653704e-37\n",
      "INFO: Iteration 57: cost = -1.1462784491421463e-37\n",
      "INFO: Iteration 58: cost = -1.1457362096733168e-37\n",
      "INFO: Iteration 59: cost = -1.1463739879912605e-37\n",
      "INFO: Iteration 60: cost = -1.1456970894715627e-37\n",
      "INFO: Iteration 61: cost = -1.146322161438659e-37\n",
      "INFO: Iteration 62: cost = -1.1457444261471949e-37\n",
      "INFO: Iteration 63: cost = -1.1463303911902542e-37\n",
      "INFO: Iteration 64: cost = -1.1457085126409157e-37\n",
      "INFO: Iteration 65: cost = -1.146337020461545e-37\n",
      "INFO: Iteration 66: cost = -1.1457330831421879e-37\n",
      "INFO: Iteration 67: cost = -1.1463354207679127e-37\n",
      "INFO: Iteration 68: cost = -1.145721440936928e-37\n",
      "INFO: Iteration 69: cost = -1.146334771615259e-37\n",
      "INFO: Iteration 70: cost = -1.1457279362990393e-37\n",
      "INFO: Iteration 71: cost = -1.1463366084988784e-37\n",
      "INFO: Iteration 72: cost = -1.1457237419676542e-37\n",
      "INFO: Iteration 73: cost = -1.1463350979700818e-37\n",
      "INFO: Iteration 74: cost = -1.14572786522953e-37\n",
      "INFO: Iteration 75: cost = -1.1463369185770594e-37\n",
      "INFO: Iteration 76: cost = -1.1457243607671739e-37\n",
      "INFO: Iteration 77: cost = -1.1463354932032067e-37\n",
      "INFO: Iteration 78: cost = -1.145728046783183e-37\n",
      "INFO: Iteration 79: cost = -1.1463370689162352e-37\n",
      "INFO: Iteration 80: cost = -1.1457246676541503e-37\n",
      "INFO: Iteration 81: cost = -1.1463357184996224e-37\n",
      "INFO: Iteration 82: cost = -1.1457283456888154e-37\n",
      "INFO: Iteration 83: cost = -1.1463371625915049e-37\n",
      "INFO: Iteration 84: cost = -1.145724802767782e-37\n",
      "INFO: Iteration 85: cost = -1.1463358620599619e-37\n",
      "INFO: Iteration 86: cost = -1.1457285951427305e-37\n",
      "INFO: Iteration 87: cost = -1.1463372083682263e-37\n",
      "INFO: Iteration 88: cost = -1.1457249111278679e-37\n",
      "INFO: Iteration 89: cost = -1.1463359262573292e-37\n",
      "INFO: Iteration 90: cost = -1.1457287802106453e-37\n",
      "INFO: Iteration 91: cost = -1.1463372321725382e-37\n",
      "INFO: Iteration 92: cost = -1.1457249957328875e-37\n",
      "INFO: Iteration 93: cost = -1.146335935885075e-37\n",
      "INFO: Iteration 94: cost = -1.1457289231365446e-37\n",
      "INFO: Iteration 95: cost = -1.1463372359824618e-37\n",
      "INFO: Iteration 96: cost = -1.1457250592612694e-37\n",
      "INFO: Iteration 97: cost = -1.1463359074952376e-37\n",
      "INFO: Iteration 98: cost = -1.1457290309697207e-37\n",
      "INFO: Iteration 99: cost = -1.1463372214482125e-37\n",
      "INFO: Iteration 100: cost = -1.1457251054532113e-37\n",
      "INFO: Iteration 101: cost = -1.1463358522367994e-37\n",
      "INFO: Iteration 102: cost = -1.1457291098701644e-37\n",
      "INFO: Iteration 103: cost = -1.1463371907001966e-37\n",
      "INFO: Iteration 104: cost = -1.1457251363040012e-37\n",
      "INFO: Iteration 105: cost = -1.1463357771945126e-37\n",
      "INFO: Iteration 106: cost = -1.1457291638793578e-37\n",
      "INFO: Iteration 107: cost = -1.1463371453998106e-37\n",
      "INFO: Iteration 108: cost = -1.1457251535149229e-37\n",
      "INFO: Iteration 109: cost = -1.146335687422449e-37\n",
      "INFO: Iteration 110: cost = -1.1457291961499808e-37\n",
      "INFO: Iteration 111: cost = -1.1463370871049484e-37\n",
      "INFO: Iteration 112: cost = -1.14572515849373e-37\n",
      "INFO: Iteration 113: cost = -1.1463355863974485e-37\n",
      "INFO: Iteration 114: cost = -1.1457292091221487e-37\n",
      "INFO: Iteration 115: cost = -1.1463370173134847e-37\n",
      "INFO: Iteration 116: cost = -1.1457251525283221e-37\n",
      "INFO: Iteration 117: cost = -1.1463354766476837e-37\n",
      "INFO: Iteration 118: cost = -1.145729204855734e-37\n",
      "INFO: Iteration 119: cost = -1.14633693743625e-37\n",
      "INFO: Iteration 120: cost = -1.1457251367928918e-37\n",
      "INFO: Iteration 121: cost = -1.1463353600802128e-37\n",
      "INFO: Iteration 122: cost = -1.1457291851636387e-37\n",
      "INFO: Iteration 123: cost = -1.1463368488008564e-37\n",
      "INFO: Iteration 124: cost = -1.145725112374377e-37\n",
      "INFO: Iteration 125: cost = -1.1463352381888544e-37\n",
      "INFO: Iteration 126: cost = -1.1457291516910556e-37\n",
      "INFO: Iteration 127: cost = -1.1463367526474955e-37\n",
      "INFO: Iteration 128: cost = -1.1457250802799614e-37\n",
      "INFO: Iteration 129: cost = -1.1463351121819752e-37\n",
      "INFO: Iteration 130: cost = -1.1457291059529431e-37\n",
      "INFO: Iteration 131: cost = -1.1463366501256792e-37\n",
      "INFO: Iteration 132: cost = -1.1457250414415303e-37\n",
      "INFO: Iteration 133: cost = -1.146334983061415e-37\n",
      "INFO: Iteration 134: cost = -1.1457290493509742e-37\n",
      "INFO: Iteration 135: cost = -1.1463365422919979e-37\n",
      "INFO: Iteration 136: cost = -1.1457249967176696e-37\n",
      "INFO: Iteration 137: cost = -1.1463348516716925e-37\n",
      "INFO: Iteration 138: cost = -1.145728983180643e-37\n",
      "INFO: Iteration 139: cost = -1.14633643010927e-37\n",
      "INFO: Iteration 140: cost = -1.1457249468948535e-37\n",
      "INFO: Iteration 141: cost = -1.1463347187314758e-37\n",
      "INFO: Iteration 142: cost = -1.14572890863426e-37\n",
      "INFO: Iteration 143: cost = -1.1463363144472709e-37\n",
      "INFO: Iteration 144: cost = -1.1457248926889214e-37\n",
      "INFO: Iteration 145: cost = -1.1463345848544283e-37\n",
      "INFO: Iteration 146: cost = -1.1457288268027905e-37\n",
      "INFO: Iteration 147: cost = -1.1463361960850348e-37\n",
      "INFO: Iteration 148: cost = -1.145724834747256e-37\n",
      "INFO: Iteration 149: cost = -1.1463344505638014e-37\n",
      "INFO: Iteration 150: cost = -1.1457287386779899e-37\n",
      "INFO: Iteration 151: cost = -1.1463360757145096e-37\n",
      "INFO: Iteration 152: cost = -1.1457247736517582e-37\n",
      "INFO: Iteration 153: cost = -1.1463343163034014e-37\n",
      "INFO: Iteration 154: cost = -1.1457286451554231e-37\n",
      "INFO: Iteration 155: cost = -1.1463359539452696e-37\n",
      "INFO: Iteration 156: cost = -1.1457247099225293e-37\n",
      "INFO: Iteration 157: cost = -1.1463341824464544e-37\n",
      "INFO: Iteration 158: cost = -1.1457285470384806e-37\n",
      "INFO: Iteration 159: cost = -1.1463358313099793e-37\n",
      "INFO: Iteration 160: cost = -1.1457246440220838e-37\n",
      "INFO: Iteration 161: cost = -1.1463340493032492e-37\n",
      "INFO: Iteration 162: cost = -1.1457284450432896e-37\n",
      "INFO: Iteration 163: cost = -1.1463357082703145e-37\n",
      "INFO: Iteration 164: cost = -1.145724576359894e-37\n",
      "INFO: Iteration 165: cost = -1.1463339171280203e-37\n",
      "INFO: Iteration 166: cost = -1.1457283398043105e-37\n",
      "INFO: Iteration 167: cost = -1.14633558522309e-37\n",
      "INFO: Iteration 168: cost = -1.145724507297074e-37\n",
      "INFO: Iteration 169: cost = -1.1463337861253133e-37\n",
      "INFO: Iteration 170: cost = -1.1457282318803795e-37\n",
      "INFO: Iteration 171: cost = -1.1463354625063875e-37\n",
      "INFO: Iteration 172: cost = -1.1457244371510503e-37\n",
      "INFO: Iteration 173: cost = -1.1463336564559217e-37\n",
      "INFO: Iteration 174: cost = -1.1457281217609806e-37\n",
      "INFO: Iteration 175: cost = -1.1463353404055305e-37\n",
      "INFO: Iteration 176: cost = -1.145724366200086e-37\n",
      "INFO: Iteration 177: cost = -1.1463335282424405e-37\n",
      "INFO: Iteration 178: cost = -1.1457280098725542e-37\n",
      "INFO: Iteration 179: cost = -1.1463352191587902e-37\n",
      "INFO: Iteration 180: cost = -1.1457242946875763e-37\n",
      "INFO: Iteration 181: cost = -1.1463334015744198e-37\n",
      "INFO: Iteration 182: cost = -1.1457278965846803e-37\n",
      "INFO: Iteration 183: cost = -1.14633509896274e-37\n",
      "INFO: Iteration 184: cost = -1.1457242228260465e-37\n",
      "INFO: Iteration 185: cost = -1.1463332765131194e-37\n",
      "INFO: Iteration 186: cost = -1.1457277822160257e-37\n",
      "INFO: Iteration 187: cost = -1.146334979977222e-37\n",
      "INFO: Iteration 188: cost = -1.1457241508008227e-37\n",
      "INFO: Iteration 189: cost = -1.1463331530958436e-37\n",
      "INFO: Iteration 190: cost = -1.1457276670399686e-37\n",
      "INFO: Iteration 191: cost = -1.1463348623298871e-37\n",
      "INFO: Iteration 192: cost = -1.1457240787733535e-37\n",
      "INFO: Iteration 193: cost = -1.1463330313398555e-37\n",
      "INFO: Iteration 194: cost = -1.1457275512898382e-37\n",
      "INFO: Iteration 195: cost = -1.1463347461203143e-37\n",
      "INFO: Iteration 196: cost = -1.1457240068841875e-37\n",
      "INFO: Iteration 197: cost = -1.1463329112458794e-37\n",
      "INFO: Iteration 198: cost = -1.1457274351637496e-37\n",
      "INFO: Iteration 199: cost = -1.1463346314237057e-37\n",
      "INFO: Iteration 200: cost = -1.1457239352556105e-37\n",
      "INFO: Iteration 201: cost = -1.146332792801198e-37\n",
      "INFO: Iteration 202: cost = -1.145727318829009e-37\n",
      "INFO: Iteration 203: cost = -1.1463345182941818e-37\n",
      "INFO: Iteration 204: cost = -1.1457238639939598e-37\n",
      "INFO: Iteration 205: cost = -1.146332675982368e-37\n",
      "INFO: Iteration 206: cost = -1.145727202426106e-37\n",
      "INFO: Iteration 207: cost = -1.1463344067676939e-37\n",
      "INFO: Iteration 208: cost = -1.1457237931916417e-37\n",
      "INFO: Iteration 209: cost = -1.146332560757577e-37\n",
      "INFO: Iteration 210: cost = -1.1457270860722927e-37\n",
      "INFO: Iteration 211: cost = -1.1463342968645804e-37\n",
      "INFO: Iteration 212: cost = -1.1457237229288702e-37\n",
      "INFO: Iteration 213: cost = -1.1463324470886733e-37\n",
      "INFO: Iteration 214: cost = -1.1457269698647793e-37\n",
      "INFO: Iteration 215: cost = -1.1463341885918e-37\n",
      "INFO: Iteration 216: cost = -1.1457236532751537e-37\n",
      "INFO: Iteration 217: cost = -1.146332334932896e-37\n",
      "INFO: Iteration 218: cost = -1.1457268538835709e-37\n",
      "INFO: Iteration 219: cost = -1.1463340819448618e-37\n",
      "INFO: Iteration 220: cost = -1.1457235842905568e-37\n",
      "INFO: Iteration 221: cost = -1.1463322242443355e-37\n",
      "INFO: Iteration 222: cost = -1.14572673819397e-37\n",
      "INFO: Iteration 223: cost = -1.1463339769094955e-37\n",
      "INFO: Iteration 224: cost = -1.1457235160267585e-37\n",
      "INFO: Iteration 225: cost = -1.14633211497516e-37\n",
      "INFO: Iteration 226: cost = -1.145726622848782e-37\n",
      "INFO: Iteration 227: cost = -1.146333873463076e-37\n",
      "INFO: Iteration 228: cost = -1.1457234485279337e-37\n",
      "INFO: Iteration 229: cost = -1.1463320070766284e-37\n",
      "INFO: Iteration 230: cost = -1.1457265078902433e-37\n",
      "INFO: Iteration 231: cost = -1.1463337715758372e-37\n",
      "INFO: Iteration 232: cost = -1.1457233818314777e-37\n",
      "INFO: Iteration 233: cost = -1.146331900499928e-37\n",
      "INFO: Iteration 234: cost = -1.1457263933517107e-37\n",
      "INFO: Iteration 235: cost = -1.1463336712119024e-37\n",
      "INFO: Iteration 236: cost = -1.1457233159685923e-37\n",
      "INFO: Iteration 237: cost = -1.1463317951968485e-37\n",
      "INFO: Iteration 238: cost = -1.1457262792591346e-37\n",
      "INFO: Iteration 239: cost = -1.1463335723301455e-37\n",
      "INFO: Iteration 240: cost = -1.1457232509647597e-37\n",
      "INFO: Iteration 241: cost = -1.146331691120328e-37\n",
      "INFO: Iteration 242: cost = -1.1457261656323395e-37\n",
      "INFO: Iteration 243: cost = -1.1463334748849182e-37\n",
      "INFO: Iteration 244: cost = -1.1457231868401106e-37\n",
      "INFO: Iteration 245: cost = -1.146331588224879e-37\n",
      "INFO: Iteration 246: cost = -1.1457260524861372e-37\n",
      "INFO: Iteration 247: cost = -1.1463333788266517e-37\n",
      "INFO: Iteration 248: cost = -1.1457231236097109e-37\n",
      "INFO: Iteration 249: cost = -1.1463314864669232e-37\n",
      "INFO: Iteration 250: cost = -1.145725939831298e-37\n",
      "INFO: Iteration 251: cost = -1.1453195798314151e-37\n",
      "INFO: Iteration 252: cost = -1.1452123418737032e-37\n",
      "INFO: Iteration 253: cost = -1.1448430465643812e-37\n",
      "INFO: Iteration 254: cost = -1.144938665056851e-37\n",
      "INFO: Iteration 255: cost = -1.1453154422720625e-37\n",
      "INFO: Iteration 256: cost = -1.145200550937387e-37\n",
      "INFO: Iteration 257: cost = -1.1449220749752638e-37\n",
      "INFO: Iteration 258: cost = -1.1449537052336513e-37\n",
      "INFO: Iteration 259: cost = -1.144693265120112e-37\n",
      "INFO: Iteration 260: cost = -1.14407668390443e-37\n",
      "INFO: Iteration 261: cost = -1.144672562016231e-37\n",
      "INFO: Iteration 262: cost = -1.1445474276800533e-37\n",
      "INFO: Iteration 263: cost = -1.1445171854264098e-37\n",
      "INFO: Iteration 264: cost = -1.1447711946418143e-37\n",
      "INFO: Iteration 265: cost = -1.1445190299258238e-37\n",
      "INFO: Iteration 266: cost = -1.1447180008599532e-37\n",
      "INFO: Iteration 267: cost = -1.1449327806572518e-37\n",
      "INFO: Iteration 268: cost = -1.1451627632894894e-37\n",
      "INFO: Iteration 269: cost = -1.1447537643267295e-37\n",
      "INFO: Iteration 270: cost = -1.1444216830765433e-37\n",
      "INFO: Iteration 271: cost = -1.1443685081033626e-37\n",
      "INFO: Iteration 272: cost = -1.1444729339441986e-37\n",
      "INFO: Iteration 273: cost = -1.1443962083943372e-37\n",
      "INFO: Iteration 274: cost = -1.1445800721866027e-37\n",
      "INFO: Iteration 275: cost = -1.1445886466802485e-37\n",
      "INFO: Iteration 276: cost = -1.144209219929514e-37\n",
      "INFO: Iteration 277: cost = -1.1446181482095549e-37\n",
      "INFO: Iteration 278: cost = -1.144325105917769e-37\n",
      "INFO: Iteration 279: cost = -1.144672803244732e-37\n",
      "INFO: Iteration 280: cost = -1.144685547031517e-37\n",
      "INFO: Iteration 281: cost = -1.1443452605564488e-37\n",
      "INFO: Iteration 282: cost = -1.144790108428309e-37\n",
      "INFO: Iteration 283: cost = -1.1449998936065543e-37\n",
      "INFO: Iteration 284: cost = -1.1451476790737145e-37\n",
      "INFO: Iteration 285: cost = -1.1452398152858523e-37\n",
      "INFO: Iteration 286: cost = -1.1452068063286368e-37\n",
      "INFO: Iteration 287: cost = -1.1450819081987987e-37\n",
      "INFO: Iteration 288: cost = -1.1449189380995488e-37\n",
      "INFO: Iteration 289: cost = -1.1445037922833793e-37\n",
      "INFO: Iteration 290: cost = -1.14475570202611e-37\n",
      "INFO: Iteration 291: cost = -1.1449360773623693e-37\n",
      "INFO: Iteration 292: cost = -1.145119372381401e-37\n",
      "INFO: Iteration 293: cost = -1.1453089009930714e-37\n",
      "INFO: Iteration 294: cost = -1.1453467176473094e-37\n",
      "INFO: Iteration 295: cost = -1.1452293377860102e-37\n",
      "INFO: Iteration 296: cost = -1.145123107718547e-37\n",
      "INFO: Iteration 297: cost = -1.1451146214288014e-37\n",
      "INFO: Iteration 298: cost = -1.145182691246245e-37\n",
      "INFO: Iteration 299: cost = -1.1452447963934388e-37\n",
      "INFO: Iteration 300: cost = -1.145219481790474e-37\n",
      "INFO: Iteration 301: cost = -1.1451084207046305e-37\n",
      "INFO: Iteration 302: cost = -1.1449411178829863e-37\n",
      "INFO: Iteration 303: cost = -1.144499936558352e-37\n",
      "INFO: Iteration 304: cost = -1.1447735580694004e-37\n",
      "INFO: Iteration 305: cost = -1.1449568240614009e-37\n",
      "INFO: Iteration 306: cost = -1.145148969696938e-37\n",
      "INFO: Iteration 307: cost = -1.1453403586005765e-37\n",
      "INFO: Iteration 308: cost = -1.145372198603427e-37\n",
      "INFO: Iteration 309: cost = -1.1452506169165244e-37\n",
      "INFO: Iteration 310: cost = -1.1451478537837732e-37\n",
      "INFO: Iteration 311: cost = -1.1451499414195877e-37\n",
      "INFO: Iteration 312: cost = -1.1452308582057827e-37\n",
      "INFO: Iteration 313: cost = -1.1453028450574736e-37\n",
      "INFO: Iteration 314: cost = -1.145291308016679e-37\n",
      "INFO: Iteration 315: cost = -1.1452196318182374e-37\n",
      "INFO: Iteration 316: cost = -1.145163492296482e-37\n",
      "INFO: Iteration 317: cost = -1.145158650343069e-37\n",
      "INFO: Iteration 318: cost = -1.1451825121695407e-37\n",
      "INFO: Iteration 319: cost = -1.145179402413923e-37\n",
      "INFO: Iteration 320: cost = -1.145101393734654e-37\n",
      "INFO: Iteration 321: cost = -1.1448858501898393e-37\n",
      "INFO: Iteration 322: cost = -1.1442414626916916e-37\n",
      "INFO: Iteration 323: cost = -1.1446482284697645e-37\n",
      "INFO: Iteration 324: cost = -1.1446179909528617e-37\n",
      "INFO: Iteration 325: cost = -1.1442305429581999e-37\n",
      "INFO: Iteration 326: cost = -1.1445300779193139e-37\n",
      "INFO: Iteration 327: cost = -1.1442906920757525e-37\n",
      "INFO: Iteration 328: cost = -1.1442609984523587e-37\n",
      "INFO: Iteration 329: cost = -1.1443795963573573e-37\n",
      "INFO: Iteration 330: cost = -1.1442529832542465e-37\n",
      "INFO: Iteration 331: cost = -1.1442145658334624e-37\n",
      "INFO: Iteration 332: cost = -1.144274662012669e-37\n",
      "INFO: Iteration 333: cost = -1.1443533796741582e-37\n",
      "INFO: Iteration 334: cost = -1.1443395529517783e-37\n",
      "INFO: Iteration 335: cost = -1.1442528490245234e-37\n",
      "INFO: Iteration 336: cost = -1.1442113326893008e-37\n",
      "INFO: Iteration 337: cost = -1.144228160045616e-37\n",
      "INFO: Iteration 338: cost = -1.144269727221046e-37\n",
      "INFO: Iteration 339: cost = -1.144295690577662e-37\n",
      "INFO: Iteration 340: cost = -1.1442872928808773e-37\n",
      "INFO: Iteration 341: cost = -1.1442605941974213e-37\n",
      "INFO: Iteration 342: cost = -1.1442436229231969e-37\n",
      "INFO: Iteration 343: cost = -1.1442499464972677e-37\n",
      "INFO: Iteration 344: cost = -1.1442725535293999e-37\n",
      "INFO: Iteration 345: cost = -1.1442911469241802e-37\n",
      "INFO: Iteration 346: cost = -1.144289671265317e-37\n",
      "INFO: Iteration 347: cost = -1.1442733394192454e-37\n",
      "INFO: Iteration 348: cost = -1.1442601562067257e-37\n",
      "INFO: Iteration 349: cost = -1.1442602233721858e-37\n",
      "INFO: Iteration 350: cost = -1.144270135825941e-37\n",
      "INFO: Iteration 351: cost = -1.1442796768072177e-37\n",
      "INFO: Iteration 352: cost = -1.1442813003515633e-37\n",
      "INFO: Iteration 353: cost = -1.1442755812259178e-37\n",
      "INFO: Iteration 354: cost = -1.1442687755682223e-37\n",
      "INFO: Iteration 355: cost = -1.1442663439795536e-37\n",
      "INFO: Iteration 356: cost = -1.1442690894093754e-37\n",
      "INFO: Iteration 357: cost = -1.144273795852253e-37\n",
      "INFO: Iteration 358: cost = -1.1442764157271409e-37\n",
      "INFO: Iteration 359: cost = -1.1442752234969028e-37\n",
      "INFO: Iteration 360: cost = -1.1442717473552097e-37\n",
      "INFO: Iteration 361: cost = -1.1442690024316673e-37\n",
      "INFO: Iteration 362: cost = -1.144268861486791e-37\n",
      "INFO: Iteration 363: cost = -1.1442708132609379e-37\n",
      "INFO: Iteration 364: cost = -1.144272810406916e-37\n",
      "INFO: Iteration 365: cost = -1.1442731945187562e-37\n",
      "INFO: Iteration 366: cost = -1.1442719766775068e-37\n",
      "INFO: Iteration 367: cost = -1.1442704983012023e-37\n",
      "INFO: Iteration 368: cost = -1.14427005725018e-37\n",
      "INFO: Iteration 369: cost = -1.1442708604435862e-37\n",
      "INFO: Iteration 370: cost = -1.1442720729183458e-37\n",
      "INFO: Iteration 371: cost = -1.144272683108718e-37\n",
      "INFO: Iteration 372: cost = -1.1442723359209746e-37\n",
      "INFO: Iteration 373: cost = -1.1442714796327732e-37\n",
      "INFO: Iteration 374: cost = -1.1442708500092255e-37\n",
      "INFO: Iteration 375: cost = -1.1442708418306365e-37\n",
      "INFO: Iteration 376: cost = -1.1442712807774818e-37\n",
      "INFO: Iteration 377: cost = -1.1442716822034678e-37\n",
      "INFO: Iteration 378: cost = -1.1442716964552999e-37\n",
      "INFO: Iteration 379: cost = -1.1442713587543582e-37\n",
      "INFO: Iteration 380: cost = -1.1442709852529678e-37\n",
      "INFO: Iteration 381: cost = -1.1442708663076127e-37\n",
      "INFO: Iteration 382: cost = -1.1442710398265188e-37\n",
      "INFO: Iteration 383: cost = -1.1442713079524128e-37\n",
      "INFO: Iteration 384: cost = -1.1442714368354136e-37\n",
      "INFO: Iteration 385: cost = -1.1442713469512468e-37\n",
      "INFO: Iteration 386: cost = -1.1442711450597377e-37\n",
      "INFO: Iteration 387: cost = -1.1442710029881133e-37\n",
      "INFO: Iteration 388: cost = -1.1442710094192844e-37\n",
      "INFO: Iteration 389: cost = -1.1442711170198061e-37\n",
      "INFO: Iteration 390: cost = -1.1442712072705075e-37\n",
      "INFO: Iteration 391: cost = -1.1442711984229935e-37\n",
      "INFO: Iteration 392: cost = -1.14427110300489e-37\n",
      "INFO: Iteration 393: cost = -1.1442709995388152e-37\n",
      "INFO: Iteration 394: cost = -1.1442709577867763e-37\n",
      "INFO: Iteration 395: cost = -1.1442709855685493e-37\n",
      "INFO: Iteration 396: cost = -1.1442710346270482e-37\n",
      "INFO: Iteration 397: cost = -1.144271049314654e-37\n",
      "INFO: Iteration 398: cost = -1.1442710115723196e-37\n",
      "INFO: Iteration 399: cost = -1.14427094768299e-37\n",
      "INFO: Iteration 400: cost = -1.1442708990161092e-37\n",
      "INFO: Iteration 401: cost = -1.1442708867974761e-37\n",
      "INFO: Iteration 402: cost = -1.1442708996679247e-37\n",
      "INFO: Iteration 403: cost = -1.14427090922003e-37\n",
      "INFO: Iteration 404: cost = -1.1442708957593802e-37\n",
      "INFO: Iteration 405: cost = -1.1442708620429613e-37\n",
      "INFO: Iteration 406: cost = -1.1442708265903987e-37\n",
      "INFO: Iteration 407: cost = -1.14427080588257e-37\n",
      "INFO: Iteration 408: cost = -1.1442708016512114e-37\n",
      "INFO: Iteration 409: cost = -1.1442708022533197e-37\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "elapsed time: 81.504547474 seconds (14369878948 bytes allocated, 19.63% gc time)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2x100 Array{Float64,2}:\n",
       " 0.0790086    0.209798  -0.0102022  …  -0.0460909  -0.0860516   0.145683 \n",
       " 0.00217198  -0.197192  -0.337029      -0.0135674  -0.293154   -0.0305904"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y = std(X, 1)[:]\n",
    "Y0 = randn(2,n)\n",
    "@time Y1 = tsne(X, Y, Y0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO: Iteration 1: cost = -1.1248281842246866e-37\n",
      "INFO: Iteration 2: cost = -1.1409852302274642e-37\n",
      "INFO: Iteration 3: cost = -1.110581962064449e-37\n",
      "INFO: Iteration 4: cost = -1.11800255148206e-37\n",
      "INFO: Iteration 5: cost = -1.145794100130612e-37\n",
      "INFO: Iteration 6: cost = -1.1446848702216755e-37\n",
      "INFO: Iteration 7: cost = -1.1371102832021675e-37\n",
      "INFO: Iteration 8: cost = -1.1379582603826318e-37\n",
      "INFO: Iteration 9: cost = -1.143230834946396e-37\n",
      "INFO: Iteration 10: cost = -1.1423311064246564e-37\n",
      "INFO: Iteration 11: cost = -1.1476321803026102e-37\n",
      "INFO: Iteration 12: cost = -1.1449882206711082e-37\n",
      "INFO: Iteration 13: cost = -1.1471932324478668e-37\n",
      "INFO: Iteration 14: cost = -1.1445976871319893e-37\n",
      "INFO: Iteration 15: cost = -1.0851920554664283e-37\n",
      "INFO: Iteration 16: cost = -1.0817489309008143e-37\n",
      "INFO: Iteration 17: cost = -1.093603749782947e-37\n",
      "INFO: Iteration 18: cost = -1.136308576474094e-37\n",
      "INFO: Iteration 19: cost = -1.0933797440570725e-37\n",
      "INFO: Iteration 20: cost = -1.0924300385906113e-37\n",
      "INFO: Iteration 21: cost = -1.0888929450859436e-37\n",
      "INFO: Iteration 22: cost = -1.0906311176866623e-37\n",
      "INFO: Iteration 23: cost = -1.0966879874827661e-37\n",
      "INFO: Iteration 24: cost = -1.0965149160613322e-37\n",
      "INFO: Iteration 25: cost = -1.096769068588241e-37\n",
      "WARNING: Maxiter reached\n",
      "INFO: Iteration 26: cost = -1.0967696888500103e-37\n",
      "INFO: Iteration 27: cost = -1.0967696888500103e-37\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "elapsed time: 16.64410318 seconds (3168868744 bytes allocated, 19.36% gc time)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2x100 Array{Float64,2}:\n",
       " -8852.92  -14918.4   76523.6  -111491.0  …  -23455.8   7470.82  11023.7\n",
       " -4940.85    7457.33  55375.5   -21020.0     -41786.7  45960.7   35710.1"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@time Y2 = tsne_bfgs(X, Y, Y0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#using Gadfly\n",
    "#spy(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# hstack(\n",
    "# plot(x=Y1[1,:], y=Y1[2,:], color=cm),\n",
    "# plot(x=Y2[1,:], y=Y2[2,:], color=cm)\n",
    "# )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "using Color\n",
    "using Compose\n",
    "using Gadfly\n",
    "using Interact"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "Slider{Int64}([Input{Int64}] 50,\"i\",50,1:100)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\"\n",
       "     width=\"140.0mm\" height=\"140.0mm\"\n",
       "     shape-rendering=\"crispEdges\">\n",
       "<rect x=\"0.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"0.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"5.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"10.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"15.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"20.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#8E8E8E\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#2A2A2A\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#F4F4F4\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CCCCCC\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"25.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#161616\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CCCCCC\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#ADADAD\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"30.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#000000\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CCCCCC\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#5C5C5C\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"35.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#D6D6D6\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CCCCCC\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#202020\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#EBEBEB\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"40.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#000000\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#999999\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CCCCCC\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#010101\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CDCDCD\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"45.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#999999\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CCCCCC\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CDCDCD\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"50.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#010101\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#999999\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CCCCCC\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#010101\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CDCDCD\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CBCBCB\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#7C7C7C\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"55.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#C2C2C2\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#A3A3A3\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#2A2A2A\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CCCCCC\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#3E3E3E\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#686868\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"60.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#010101\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#999999\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#676767\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#010101\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#343434\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#EBEBEB\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"65.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#999999\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#D6D6D6\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#3E3E3E\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#2B2B2B\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#EBEBEB\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"70.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#3E3E3E\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#010101\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#7C7C7C\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CCCCCC\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CCCCCC\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CCCCCC\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#7B7B7B\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#292929\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#010101\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#010101\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CDCDCD\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"75.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CCCCCC\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#171717\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#2A2A2A\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#F5F5F5\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"80.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#ADADAD\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#151515\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#010101\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#0B0B0B\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#343434\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#717171\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#999999\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#010101\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#484848\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"85.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#E1E1E1\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CDCDCD\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CDCDCD\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#CDCDCD\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#D7D7D7\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#999999\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"90.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#676767\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#343434\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"95.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#161616\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#858585\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"100.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#000000\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#989898\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"105.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#030303\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#999999\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"110.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#525252\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#020202\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#989898\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"115.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#F5F5F5\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#535353\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#C2C2C2\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"120.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"125.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"130.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"0.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"5.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"10.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"15.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"20.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"25.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"30.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"35.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"40.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"45.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"50.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"55.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"60.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"65.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"70.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"75.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"80.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"85.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"90.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"95.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"100.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"105.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"110.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"115.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"120.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"125.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"130.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "<rect x=\"135.0mm\" y=\"135.0mm\"\n",
       "      width=\"4.0mm\" height=\"4.0mm\"\n",
       "      fill=\"#FFFFFF\" stroke=\"none\" />\n",
       "</svg>"
      ],
      "text/plain": [
       "28x28 Array{RGB{Float64},2}:\n",
       " RGB{Float64}(1.0,1.0,1.0)  …  RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)  …  RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)  …  RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " ⋮                          ⋱                           \n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)  …  RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)  …  RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)\n",
       " RGB{Float64}(1.0,1.0,1.0)     RGB{Float64}(1.0,1.0,1.0)"
      ]
     },
     "execution_count": 61,
     "metadata": {
      "comm_id": "4da9889a-4240-4407-a877-a44eda903b97",
      "reactive": true
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "@manipulate for i=1:size(X, 2)\n",
    "    map(x->Color.RGB(fill(1-x/255, 3)...), reshape(sub(X, :, i), 28, 28))\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "simpleplot (generic function with 2 methods)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function simpleplot(Y2, fillcolors=fill(\"black\", size(Y2, 2)))\n",
    "    pixels = Any[]\n",
    "    x₋ = Y2[1, 1]\n",
    "    x₊ = Y2[1, 1]\n",
    "    y₋ = Y2[2, 1]\n",
    "    y₊ = Y2[2, 1]\n",
    "    for i=1:size(Y2, 2)\n",
    "        x = Y2[1, i]\n",
    "        y = Y2[2, i]\n",
    "        x₋ = min(x, x₋)\n",
    "        x₊ = max(x, x₊)\n",
    "        y₋ = min(y, y₋)\n",
    "        y₊ = max(y, y₊)\n",
    "    end\n",
    "    r = 0.02*(x₊-x₋)\n",
    "    for i=1:size(Y2, 2)\n",
    "        x = Y2[1, i]\n",
    "        y = Y2[2, i]\n",
    "        push!(pixels,\n",
    "            compose(context(), circle(x, y, r), fill(fillcolors[i]))\n",
    "        )\n",
    "    end\n",
    "    compose(context(units=UnitBox(x₋-r, y₋-r, x₊-x₋+2r, y₊-y₋+2r)),\n",
    "       pixels...)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\"\n",
       "     xmlns:xlink=\"http://www.w3.org/1999/xlink\"\n",
       "     xmlns:gadfly=\"http://www.gadflyjl.org/ns\"\n",
       "     version=\"1.2\"\n",
       "     width=\"211.64mm\" height=\"105.82mm\" viewBox=\"0 0 211.64 105.82\"\n",
       "     stroke=\"none\"\n",
       "     fill=\"#000000\"\n",
       "     stroke-width=\"0.3\"\n",
       "     font-size=\"3.88\"\n",
       ">\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-1\">\n",
       "  <circle cx=\"139.84\" cy=\"59.44\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-2\">\n",
       "  <circle cx=\"174.69\" cy=\"85.26\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-3\">\n",
       "  <circle cx=\"170.31\" cy=\"97.18\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-4\">\n",
       "  <circle cx=\"168.25\" cy=\"49.31\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-5\">\n",
       "  <circle cx=\"158.82\" cy=\"94.18\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-6\">\n",
       "  <circle cx=\"178.31\" cy=\"77.97\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-7\">\n",
       "  <circle cx=\"201.29\" cy=\"85.46\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-8\">\n",
       "  <circle cx=\"187.93\" cy=\"90.91\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-9\">\n",
       "  <circle cx=\"161.66\" cy=\"66.51\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-10\">\n",
       "  <circle cx=\"198.88\" cy=\"84.48\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-11\">\n",
       "  <circle cx=\"141.46\" cy=\"99.05\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-12\">\n",
       "  <circle cx=\"180.57\" cy=\"41.4\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-13\">\n",
       "  <circle cx=\"152.45\" cy=\"86.3\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-14\">\n",
       "  <circle cx=\"148.01\" cy=\"80.92\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-15\">\n",
       "  <circle cx=\"163.45\" cy=\"95.92\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#CAB2D6\" id=\"fig-7a59642852164df3bb3b793185255177-element-16\">\n",
       "  <circle cx=\"170.93\" cy=\"76.73\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-17\">\n",
       "  <circle cx=\"164.52\" cy=\"65.7\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-18\">\n",
       "  <circle cx=\"182.55\" cy=\"38.83\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-19\">\n",
       "  <circle cx=\"138.76\" cy=\"82.86\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-20\">\n",
       "  <circle cx=\"137.32\" cy=\"98.12\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-21\">\n",
       "  <circle cx=\"144.82\" cy=\"47.16\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-22\">\n",
       "  <circle cx=\"152.54\" cy=\"79.53\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-23\">\n",
       "  <circle cx=\"171.81\" cy=\"97.47\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-24\">\n",
       "  <circle cx=\"158.48\" cy=\"80.3\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-25\">\n",
       "  <circle cx=\"149.85\" cy=\"87.35\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-26\">\n",
       "  <circle cx=\"193.88\" cy=\"89.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-27\">\n",
       "  <circle cx=\"168.43\" cy=\"42.12\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-28\">\n",
       "  <circle cx=\"184.98\" cy=\"36.73\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-29\">\n",
       "  <circle cx=\"209.61\" cy=\"60.4\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-30\">\n",
       "  <circle cx=\"151.98\" cy=\"63.53\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-31\">\n",
       "  <circle cx=\"142.32\" cy=\"52.9\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-32\">\n",
       "  <circle cx=\"179.86\" cy=\"89.14\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-33\">\n",
       "  <circle cx=\"191.53\" cy=\"46.94\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-34\">\n",
       "  <circle cx=\"147.32\" cy=\"34.01\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-35\">\n",
       "  <circle cx=\"192.77\" cy=\"94.47\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-36\">\n",
       "  <circle cx=\"174.48\" cy=\"67.5\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-37\">\n",
       "  <circle cx=\"194.16\" cy=\"88.78\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-38\">\n",
       "  <circle cx=\"197.57\" cy=\"47.11\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#CAB2D6\" id=\"fig-7a59642852164df3bb3b793185255177-element-39\">\n",
       "  <circle cx=\"185.01\" cy=\"82.16\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-40\">\n",
       "  <circle cx=\"133.79\" cy=\"48.41\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-41\">\n",
       "  <circle cx=\"135.6\" cy=\"70.43\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-42\">\n",
       "  <circle cx=\"189.47\" cy=\"89.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-43\">\n",
       "  <circle cx=\"140.06\" cy=\"59.79\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-44\">\n",
       "  <circle cx=\"146.26\" cy=\"63.1\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-45\">\n",
       "  <circle cx=\"146.3\" cy=\"57.89\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-46\">\n",
       "  <circle cx=\"139.12\" cy=\"60.4\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-47\">\n",
       "  <circle cx=\"181.87\" cy=\"91.87\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-48\">\n",
       "  <circle cx=\"174.87\" cy=\"87.73\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-49\">\n",
       "  <circle cx=\"122.68\" cy=\"66.31\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-50\">\n",
       "  <circle cx=\"160.96\" cy=\"67.4\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-51\">\n",
       "  <circle cx=\"194\" cy=\"89.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-52\">\n",
       "  <circle cx=\"126.99\" cy=\"91.58\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-53\">\n",
       "  <circle cx=\"143.59\" cy=\"48.29\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-54\">\n",
       "  <circle cx=\"131.96\" cy=\"80.41\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-55\">\n",
       "  <circle cx=\"153.31\" cy=\"104.19\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-56\">\n",
       "  <circle cx=\"151.41\" cy=\"68.91\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-57\">\n",
       "  <circle cx=\"192.09\" cy=\"86.45\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-58\">\n",
       "  <circle cx=\"163.66\" cy=\"71.11\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-59\">\n",
       "  <circle cx=\"147.51\" cy=\"67.46\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-60\">\n",
       "  <circle cx=\"173.02\" cy=\"62.52\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-61\">\n",
       "  <circle cx=\"197.35\" cy=\"41.52\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-62\">\n",
       "  <circle cx=\"156.94\" cy=\"60.5\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-63\">\n",
       "  <circle cx=\"151.89\" cy=\"54.04\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-64\">\n",
       "  <circle cx=\"156.08\" cy=\"92.12\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-65\">\n",
       "  <circle cx=\"173.04\" cy=\"102.6\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-66\">\n",
       "  <circle cx=\"167.12\" cy=\"82.65\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-67\">\n",
       "  <circle cx=\"116.95\" cy=\"68.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-68\">\n",
       "  <circle cx=\"176.06\" cy=\"79.85\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-69\">\n",
       "  <circle cx=\"155.5\" cy=\"43.13\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-70\">\n",
       "  <circle cx=\"125.77\" cy=\"84.95\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-71\">\n",
       "  <circle cx=\"186.74\" cy=\"92.61\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-72\">\n",
       "  <circle cx=\"164.86\" cy=\"67.24\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-73\">\n",
       "  <circle cx=\"183.87\" cy=\"66.2\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-74\">\n",
       "  <circle cx=\"178.85\" cy=\"78.45\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-75\">\n",
       "  <circle cx=\"172.16\" cy=\"89.98\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-76\">\n",
       "  <circle cx=\"148.45\" cy=\"56.64\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-77\">\n",
       "  <circle cx=\"143.7\" cy=\"62.01\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-78\">\n",
       "  <circle cx=\"130.17\" cy=\"100.78\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-79\">\n",
       "  <circle cx=\"141.21\" cy=\"74.26\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-80\">\n",
       "  <circle cx=\"143.31\" cy=\"48.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-81\">\n",
       "  <circle cx=\"119.02\" cy=\"93.96\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-82\">\n",
       "  <circle cx=\"127.79\" cy=\"91.31\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-83\">\n",
       "  <circle cx=\"187.34\" cy=\"91.44\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-84\">\n",
       "  <circle cx=\"107.86\" cy=\"1.63\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-85\">\n",
       "  <circle cx=\"151.87\" cy=\"62.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-86\">\n",
       "  <circle cx=\"166.41\" cy=\"50.4\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-87\">\n",
       "  <circle cx=\"146.81\" cy=\"73.91\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-88\">\n",
       "  <circle cx=\"142.49\" cy=\"72.25\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-89\">\n",
       "  <circle cx=\"173.49\" cy=\"94.27\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-90\">\n",
       "  <circle cx=\"157.7\" cy=\"64.26\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-91\">\n",
       "  <circle cx=\"113.87\" cy=\"85.31\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-92\">\n",
       "  <circle cx=\"148.21\" cy=\"58.72\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-93\">\n",
       "  <circle cx=\"146.93\" cy=\"71.36\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-94\">\n",
       "  <circle cx=\"127.38\" cy=\"54.93\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-95\">\n",
       "  <circle cx=\"195.02\" cy=\"69.1\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-96\">\n",
       "  <circle cx=\"140.32\" cy=\"67.52\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-97\">\n",
       "  <circle cx=\"190.52\" cy=\"42.31\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-98\">\n",
       "  <circle cx=\"162.91\" cy=\"100.55\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-99\">\n",
       "  <circle cx=\"184.24\" cy=\"68.86\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-100\">\n",
       "  <circle cx=\"187.13\" cy=\"38.27\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-101\">\n",
       "  <circle cx=\"19.11\" cy=\"90.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-102\">\n",
       "  <circle cx=\"102.89\" cy=\"61.91\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-103\">\n",
       "  <circle cx=\"88.63\" cy=\"16.88\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-104\">\n",
       "  <circle cx=\"42.73\" cy=\"2.79\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-105\">\n",
       "  <circle cx=\"14.45\" cy=\"86.14\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-106\">\n",
       "  <circle cx=\"29.44\" cy=\"7.78\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-107\">\n",
       "  <circle cx=\"100.47\" cy=\"70.06\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-108\">\n",
       "  <circle cx=\"75.8\" cy=\"7.29\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-109\">\n",
       "  <circle cx=\"24.42\" cy=\"94.8\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-110\">\n",
       "  <circle cx=\"42.72\" cy=\"102.44\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-111\">\n",
       "  <circle cx=\"38.46\" cy=\"4.01\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-112\">\n",
       "  <circle cx=\"55.83\" cy=\"103.47\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-113\">\n",
       "  <circle cx=\"5.69\" cy=\"71.92\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-114\">\n",
       "  <circle cx=\"61.56\" cy=\"102.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-115\">\n",
       "  <circle cx=\"43.65\" cy=\"102.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#CAB2D6\" id=\"fig-7a59642852164df3bb3b793185255177-element-116\">\n",
       "  <circle cx=\"3.08\" cy=\"63.48\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-117\">\n",
       "  <circle cx=\"103.61\" cy=\"51.45\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-118\">\n",
       "  <circle cx=\"56.2\" cy=\"103.51\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-119\">\n",
       "  <circle cx=\"95.45\" cy=\"80.24\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-120\">\n",
       "  <circle cx=\"2.04\" cy=\"49.27\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-121\">\n",
       "  <circle cx=\"101.44\" cy=\"67.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-122\">\n",
       "  <circle cx=\"95.37\" cy=\"24.96\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-123\">\n",
       "  <circle cx=\"87.09\" cy=\"15.22\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-124\">\n",
       "  <circle cx=\"97.97\" cy=\"29.26\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-125\">\n",
       "  <circle cx=\"103.39\" cy=\"57.36\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-126\">\n",
       "  <circle cx=\"60.72\" cy=\"2.54\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-127\">\n",
       "  <circle cx=\"24.89\" cy=\"10.48\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-128\">\n",
       "  <circle cx=\"48.69\" cy=\"103.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-129\">\n",
       "  <circle cx=\"56.64\" cy=\"103.71\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-130\">\n",
       "  <circle cx=\"101.68\" cy=\"38.65\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-131\">\n",
       "  <circle cx=\"22.68\" cy=\"93.94\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-132\">\n",
       "  <circle cx=\"100.74\" cy=\"36.18\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-133\">\n",
       "  <circle cx=\"7.59\" cy=\"76.26\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-134\">\n",
       "  <circle cx=\"12.94\" cy=\"84.37\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-135\">\n",
       "  <circle cx=\"48.63\" cy=\"2.07\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-136\">\n",
       "  <circle cx=\"4.76\" cy=\"69.53\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-137\">\n",
       "  <circle cx=\"96.66\" cy=\"27.06\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-138\">\n",
       "  <circle cx=\"7.34\" cy=\"75.84\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#CAB2D6\" id=\"fig-7a59642852164df3bb3b793185255177-element-139\">\n",
       "  <circle cx=\"103.52\" cy=\"57.14\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-140\">\n",
       "  <circle cx=\"65.92\" cy=\"101.87\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-141\">\n",
       "  <circle cx=\"80.34\" cy=\"9.63\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-142\">\n",
       "  <circle cx=\"99.64\" cy=\"72.29\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-143\">\n",
       "  <circle cx=\"69.47\" cy=\"4.37\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-144\">\n",
       "  <circle cx=\"29.61\" cy=\"98.03\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-145\">\n",
       "  <circle cx=\"103.44\" cy=\"57.84\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-146\">\n",
       "  <circle cx=\"2.48\" cy=\"61.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-147\">\n",
       "  <circle cx=\"35.09\" cy=\"5\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-148\">\n",
       "  <circle cx=\"102.32\" cy=\"41.32\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-149\">\n",
       "  <circle cx=\"2.04\" cy=\"48.27\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-150\">\n",
       "  <circle cx=\"56.91\" cy=\"103.23\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-151\">\n",
       "  <circle cx=\"103.68\" cy=\"53.67\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-152\">\n",
       "  <circle cx=\"65.4\" cy=\"101.92\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-153\">\n",
       "  <circle cx=\"67.9\" cy=\"4.16\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-154\">\n",
       "  <circle cx=\"26.3\" cy=\"9.48\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-155\">\n",
       "  <circle cx=\"7.21\" cy=\"30.15\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-156\">\n",
       "  <circle cx=\"17.44\" cy=\"16.24\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-157\">\n",
       "  <circle cx=\"77.13\" cy=\"7.92\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-158\">\n",
       "  <circle cx=\"13.21\" cy=\"84.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-159\">\n",
       "  <circle cx=\"7.45\" cy=\"29.69\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-160\">\n",
       "  <circle cx=\"43.51\" cy=\"2.03\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-161\">\n",
       "  <circle cx=\"35.17\" cy=\"5.14\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-162\">\n",
       "  <circle cx=\"102.13\" cy=\"65.38\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-163\">\n",
       "  <circle cx=\"40.52\" cy=\"3.37\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-164\">\n",
       "  <circle cx=\"8.43\" cy=\"77.62\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-165\">\n",
       "  <circle cx=\"103.79\" cy=\"54.77\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-166\">\n",
       "  <circle cx=\"103.56\" cy=\"49.79\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-167\">\n",
       "  <circle cx=\"72.19\" cy=\"99.92\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-168\">\n",
       "  <circle cx=\"55.05\" cy=\"2.17\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-169\">\n",
       "  <circle cx=\"28.76\" cy=\"7.66\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-170\">\n",
       "  <circle cx=\"13.66\" cy=\"20.44\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-171\">\n",
       "  <circle cx=\"37.79\" cy=\"4.05\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-172\">\n",
       "  <circle cx=\"86.55\" cy=\"90.81\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-173\">\n",
       "  <circle cx=\"98.5\" cy=\"74.86\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-174\">\n",
       "  <circle cx=\"8.41\" cy=\"27.57\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-175\">\n",
       "  <circle cx=\"56.75\" cy=\"103.79\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-176\">\n",
       "  <circle cx=\"61.59\" cy=\"2.66\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-177\">\n",
       "  <circle cx=\"6.45\" cy=\"31.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-178\">\n",
       "  <circle cx=\"2.25\" cy=\"58.93\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-179\">\n",
       "  <circle cx=\"74.46\" cy=\"98.58\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-180\">\n",
       "  <circle cx=\"100.96\" cy=\"36.72\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-181\">\n",
       "  <circle cx=\"3.08\" cy=\"41.72\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-182\">\n",
       "  <circle cx=\"2.12\" cy=\"46.33\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-183\">\n",
       "  <circle cx=\"2.09\" cy=\"57.29\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-184\">\n",
       "  <circle cx=\"92.51\" cy=\"84.32\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-185\">\n",
       "  <circle cx=\"94.16\" cy=\"22.96\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-186\">\n",
       "  <circle cx=\"33.99\" cy=\"5.56\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-187\">\n",
       "  <circle cx=\"68.17\" cy=\"101.26\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-188\">\n",
       "  <circle cx=\"83.01\" cy=\"93.37\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-189\">\n",
       "  <circle cx=\"66.23\" cy=\"101.72\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-190\">\n",
       "  <circle cx=\"59.2\" cy=\"103.3\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-191\">\n",
       "  <circle cx=\"4.66\" cy=\"68.97\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-192\">\n",
       "  <circle cx=\"89.68\" cy=\"87.75\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-193\">\n",
       "  <circle cx=\"87.55\" cy=\"15.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-194\">\n",
       "  <circle cx=\"3.39\" cy=\"40.4\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-195\">\n",
       "  <circle cx=\"69.07\" cy=\"4.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-196\">\n",
       "  <circle cx=\"15.14\" cy=\"87\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-197\">\n",
       "  <circle cx=\"57.4\" cy=\"103.34\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-198\">\n",
       "  <circle cx=\"72.93\" cy=\"5.63\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-199\">\n",
       "  <circle cx=\"6.57\" cy=\"31.21\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-200\">\n",
       "  <circle cx=\"3.82\" cy=\"66.66\" r=\"2.04\"/>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/html": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n",
       "<svg xmlns=\"http://www.w3.org/2000/svg\"\n",
       "     xmlns:xlink=\"http://www.w3.org/1999/xlink\"\n",
       "     xmlns:gadfly=\"http://www.gadflyjl.org/ns\"\n",
       "     version=\"1.2\"\n",
       "     width=\"211.64mm\" height=\"105.82mm\" viewBox=\"0 0 211.64 105.82\"\n",
       "     stroke=\"none\"\n",
       "     fill=\"#000000\"\n",
       "     stroke-width=\"0.3\"\n",
       "     font-size=\"3.88\"\n",
       ">\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-1\">\n",
       "  <circle cx=\"139.84\" cy=\"59.44\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-2\">\n",
       "  <circle cx=\"174.69\" cy=\"85.26\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-3\">\n",
       "  <circle cx=\"170.31\" cy=\"97.18\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-4\">\n",
       "  <circle cx=\"168.25\" cy=\"49.31\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-5\">\n",
       "  <circle cx=\"158.82\" cy=\"94.18\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-6\">\n",
       "  <circle cx=\"178.31\" cy=\"77.97\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-7\">\n",
       "  <circle cx=\"201.29\" cy=\"85.46\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-8\">\n",
       "  <circle cx=\"187.93\" cy=\"90.91\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-9\">\n",
       "  <circle cx=\"161.66\" cy=\"66.51\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-10\">\n",
       "  <circle cx=\"198.88\" cy=\"84.48\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-11\">\n",
       "  <circle cx=\"141.46\" cy=\"99.05\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-12\">\n",
       "  <circle cx=\"180.57\" cy=\"41.4\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-13\">\n",
       "  <circle cx=\"152.45\" cy=\"86.3\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-14\">\n",
       "  <circle cx=\"148.01\" cy=\"80.92\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-15\">\n",
       "  <circle cx=\"163.45\" cy=\"95.92\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#CAB2D6\" id=\"fig-7a59642852164df3bb3b793185255177-element-16\">\n",
       "  <circle cx=\"170.93\" cy=\"76.73\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-17\">\n",
       "  <circle cx=\"164.52\" cy=\"65.7\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-18\">\n",
       "  <circle cx=\"182.55\" cy=\"38.83\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-19\">\n",
       "  <circle cx=\"138.76\" cy=\"82.86\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-20\">\n",
       "  <circle cx=\"137.32\" cy=\"98.12\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-21\">\n",
       "  <circle cx=\"144.82\" cy=\"47.16\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-22\">\n",
       "  <circle cx=\"152.54\" cy=\"79.53\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-23\">\n",
       "  <circle cx=\"171.81\" cy=\"97.47\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-24\">\n",
       "  <circle cx=\"158.48\" cy=\"80.3\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-25\">\n",
       "  <circle cx=\"149.85\" cy=\"87.35\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-26\">\n",
       "  <circle cx=\"193.88\" cy=\"89.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-27\">\n",
       "  <circle cx=\"168.43\" cy=\"42.12\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-28\">\n",
       "  <circle cx=\"184.98\" cy=\"36.73\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-29\">\n",
       "  <circle cx=\"209.61\" cy=\"60.4\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-30\">\n",
       "  <circle cx=\"151.98\" cy=\"63.53\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-31\">\n",
       "  <circle cx=\"142.32\" cy=\"52.9\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-32\">\n",
       "  <circle cx=\"179.86\" cy=\"89.14\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-33\">\n",
       "  <circle cx=\"191.53\" cy=\"46.94\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-34\">\n",
       "  <circle cx=\"147.32\" cy=\"34.01\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-35\">\n",
       "  <circle cx=\"192.77\" cy=\"94.47\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-36\">\n",
       "  <circle cx=\"174.48\" cy=\"67.5\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-37\">\n",
       "  <circle cx=\"194.16\" cy=\"88.78\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-38\">\n",
       "  <circle cx=\"197.57\" cy=\"47.11\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#CAB2D6\" id=\"fig-7a59642852164df3bb3b793185255177-element-39\">\n",
       "  <circle cx=\"185.01\" cy=\"82.16\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-40\">\n",
       "  <circle cx=\"133.79\" cy=\"48.41\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-41\">\n",
       "  <circle cx=\"135.6\" cy=\"70.43\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-42\">\n",
       "  <circle cx=\"189.47\" cy=\"89.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-43\">\n",
       "  <circle cx=\"140.06\" cy=\"59.79\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-44\">\n",
       "  <circle cx=\"146.26\" cy=\"63.1\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-45\">\n",
       "  <circle cx=\"146.3\" cy=\"57.89\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-46\">\n",
       "  <circle cx=\"139.12\" cy=\"60.4\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-47\">\n",
       "  <circle cx=\"181.87\" cy=\"91.87\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-48\">\n",
       "  <circle cx=\"174.87\" cy=\"87.73\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-49\">\n",
       "  <circle cx=\"122.68\" cy=\"66.31\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-50\">\n",
       "  <circle cx=\"160.96\" cy=\"67.4\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-51\">\n",
       "  <circle cx=\"194\" cy=\"89.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-52\">\n",
       "  <circle cx=\"126.99\" cy=\"91.58\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-53\">\n",
       "  <circle cx=\"143.59\" cy=\"48.29\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-54\">\n",
       "  <circle cx=\"131.96\" cy=\"80.41\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-55\">\n",
       "  <circle cx=\"153.31\" cy=\"104.19\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-56\">\n",
       "  <circle cx=\"151.41\" cy=\"68.91\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-57\">\n",
       "  <circle cx=\"192.09\" cy=\"86.45\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-58\">\n",
       "  <circle cx=\"163.66\" cy=\"71.11\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-59\">\n",
       "  <circle cx=\"147.51\" cy=\"67.46\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-60\">\n",
       "  <circle cx=\"173.02\" cy=\"62.52\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-61\">\n",
       "  <circle cx=\"197.35\" cy=\"41.52\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-62\">\n",
       "  <circle cx=\"156.94\" cy=\"60.5\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-63\">\n",
       "  <circle cx=\"151.89\" cy=\"54.04\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-64\">\n",
       "  <circle cx=\"156.08\" cy=\"92.12\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-65\">\n",
       "  <circle cx=\"173.04\" cy=\"102.6\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-66\">\n",
       "  <circle cx=\"167.12\" cy=\"82.65\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-67\">\n",
       "  <circle cx=\"116.95\" cy=\"68.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-68\">\n",
       "  <circle cx=\"176.06\" cy=\"79.85\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-69\">\n",
       "  <circle cx=\"155.5\" cy=\"43.13\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-70\">\n",
       "  <circle cx=\"125.77\" cy=\"84.95\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-71\">\n",
       "  <circle cx=\"186.74\" cy=\"92.61\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-72\">\n",
       "  <circle cx=\"164.86\" cy=\"67.24\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-73\">\n",
       "  <circle cx=\"183.87\" cy=\"66.2\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-74\">\n",
       "  <circle cx=\"178.85\" cy=\"78.45\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-75\">\n",
       "  <circle cx=\"172.16\" cy=\"89.98\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-76\">\n",
       "  <circle cx=\"148.45\" cy=\"56.64\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-77\">\n",
       "  <circle cx=\"143.7\" cy=\"62.01\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-78\">\n",
       "  <circle cx=\"130.17\" cy=\"100.78\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-79\">\n",
       "  <circle cx=\"141.21\" cy=\"74.26\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-80\">\n",
       "  <circle cx=\"143.31\" cy=\"48.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-81\">\n",
       "  <circle cx=\"119.02\" cy=\"93.96\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-82\">\n",
       "  <circle cx=\"127.79\" cy=\"91.31\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-83\">\n",
       "  <circle cx=\"187.34\" cy=\"91.44\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-84\">\n",
       "  <circle cx=\"107.86\" cy=\"1.63\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-85\">\n",
       "  <circle cx=\"151.87\" cy=\"62.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-86\">\n",
       "  <circle cx=\"166.41\" cy=\"50.4\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-87\">\n",
       "  <circle cx=\"146.81\" cy=\"73.91\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-88\">\n",
       "  <circle cx=\"142.49\" cy=\"72.25\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-89\">\n",
       "  <circle cx=\"173.49\" cy=\"94.27\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-90\">\n",
       "  <circle cx=\"157.7\" cy=\"64.26\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-91\">\n",
       "  <circle cx=\"113.87\" cy=\"85.31\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-92\">\n",
       "  <circle cx=\"148.21\" cy=\"58.72\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-93\">\n",
       "  <circle cx=\"146.93\" cy=\"71.36\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-94\">\n",
       "  <circle cx=\"127.38\" cy=\"54.93\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-95\">\n",
       "  <circle cx=\"195.02\" cy=\"69.1\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-96\">\n",
       "  <circle cx=\"140.32\" cy=\"67.52\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-97\">\n",
       "  <circle cx=\"190.52\" cy=\"42.31\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-98\">\n",
       "  <circle cx=\"162.91\" cy=\"100.55\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-99\">\n",
       "  <circle cx=\"184.24\" cy=\"68.86\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-100\">\n",
       "  <circle cx=\"187.13\" cy=\"38.27\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-101\">\n",
       "  <circle cx=\"19.11\" cy=\"90.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-102\">\n",
       "  <circle cx=\"102.89\" cy=\"61.91\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-103\">\n",
       "  <circle cx=\"88.63\" cy=\"16.88\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-104\">\n",
       "  <circle cx=\"42.73\" cy=\"2.79\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-105\">\n",
       "  <circle cx=\"14.45\" cy=\"86.14\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-106\">\n",
       "  <circle cx=\"29.44\" cy=\"7.78\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-107\">\n",
       "  <circle cx=\"100.47\" cy=\"70.06\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-108\">\n",
       "  <circle cx=\"75.8\" cy=\"7.29\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-109\">\n",
       "  <circle cx=\"24.42\" cy=\"94.8\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-110\">\n",
       "  <circle cx=\"42.72\" cy=\"102.44\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-111\">\n",
       "  <circle cx=\"38.46\" cy=\"4.01\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-112\">\n",
       "  <circle cx=\"55.83\" cy=\"103.47\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-113\">\n",
       "  <circle cx=\"5.69\" cy=\"71.92\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-114\">\n",
       "  <circle cx=\"61.56\" cy=\"102.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-115\">\n",
       "  <circle cx=\"43.65\" cy=\"102.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#CAB2D6\" id=\"fig-7a59642852164df3bb3b793185255177-element-116\">\n",
       "  <circle cx=\"3.08\" cy=\"63.48\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-117\">\n",
       "  <circle cx=\"103.61\" cy=\"51.45\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-118\">\n",
       "  <circle cx=\"56.2\" cy=\"103.51\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-119\">\n",
       "  <circle cx=\"95.45\" cy=\"80.24\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-120\">\n",
       "  <circle cx=\"2.04\" cy=\"49.27\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-121\">\n",
       "  <circle cx=\"101.44\" cy=\"67.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-122\">\n",
       "  <circle cx=\"95.37\" cy=\"24.96\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-123\">\n",
       "  <circle cx=\"87.09\" cy=\"15.22\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-124\">\n",
       "  <circle cx=\"97.97\" cy=\"29.26\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-125\">\n",
       "  <circle cx=\"103.39\" cy=\"57.36\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-126\">\n",
       "  <circle cx=\"60.72\" cy=\"2.54\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-127\">\n",
       "  <circle cx=\"24.89\" cy=\"10.48\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-128\">\n",
       "  <circle cx=\"48.69\" cy=\"103.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-129\">\n",
       "  <circle cx=\"56.64\" cy=\"103.71\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-130\">\n",
       "  <circle cx=\"101.68\" cy=\"38.65\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-131\">\n",
       "  <circle cx=\"22.68\" cy=\"93.94\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-132\">\n",
       "  <circle cx=\"100.74\" cy=\"36.18\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-133\">\n",
       "  <circle cx=\"7.59\" cy=\"76.26\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-134\">\n",
       "  <circle cx=\"12.94\" cy=\"84.37\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-135\">\n",
       "  <circle cx=\"48.63\" cy=\"2.07\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-136\">\n",
       "  <circle cx=\"4.76\" cy=\"69.53\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-137\">\n",
       "  <circle cx=\"96.66\" cy=\"27.06\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-138\">\n",
       "  <circle cx=\"7.34\" cy=\"75.84\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#CAB2D6\" id=\"fig-7a59642852164df3bb3b793185255177-element-139\">\n",
       "  <circle cx=\"103.52\" cy=\"57.14\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-140\">\n",
       "  <circle cx=\"65.92\" cy=\"101.87\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-141\">\n",
       "  <circle cx=\"80.34\" cy=\"9.63\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-142\">\n",
       "  <circle cx=\"99.64\" cy=\"72.29\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-143\">\n",
       "  <circle cx=\"69.47\" cy=\"4.37\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-144\">\n",
       "  <circle cx=\"29.61\" cy=\"98.03\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-145\">\n",
       "  <circle cx=\"103.44\" cy=\"57.84\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-146\">\n",
       "  <circle cx=\"2.48\" cy=\"61.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-147\">\n",
       "  <circle cx=\"35.09\" cy=\"5\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-148\">\n",
       "  <circle cx=\"102.32\" cy=\"41.32\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-149\">\n",
       "  <circle cx=\"2.04\" cy=\"48.27\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-150\">\n",
       "  <circle cx=\"56.91\" cy=\"103.23\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-151\">\n",
       "  <circle cx=\"103.68\" cy=\"53.67\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-152\">\n",
       "  <circle cx=\"65.4\" cy=\"101.92\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-153\">\n",
       "  <circle cx=\"67.9\" cy=\"4.16\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-154\">\n",
       "  <circle cx=\"26.3\" cy=\"9.48\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-155\">\n",
       "  <circle cx=\"7.21\" cy=\"30.15\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-156\">\n",
       "  <circle cx=\"17.44\" cy=\"16.24\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-157\">\n",
       "  <circle cx=\"77.13\" cy=\"7.92\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-158\">\n",
       "  <circle cx=\"13.21\" cy=\"84.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-159\">\n",
       "  <circle cx=\"7.45\" cy=\"29.69\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-160\">\n",
       "  <circle cx=\"43.51\" cy=\"2.03\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-161\">\n",
       "  <circle cx=\"35.17\" cy=\"5.14\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-162\">\n",
       "  <circle cx=\"102.13\" cy=\"65.38\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-163\">\n",
       "  <circle cx=\"40.52\" cy=\"3.37\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-164\">\n",
       "  <circle cx=\"8.43\" cy=\"77.62\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-165\">\n",
       "  <circle cx=\"103.79\" cy=\"54.77\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-166\">\n",
       "  <circle cx=\"103.56\" cy=\"49.79\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-167\">\n",
       "  <circle cx=\"72.19\" cy=\"99.92\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-168\">\n",
       "  <circle cx=\"55.05\" cy=\"2.17\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-169\">\n",
       "  <circle cx=\"28.76\" cy=\"7.66\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-170\">\n",
       "  <circle cx=\"13.66\" cy=\"20.44\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-171\">\n",
       "  <circle cx=\"37.79\" cy=\"4.05\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-172\">\n",
       "  <circle cx=\"86.55\" cy=\"90.81\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-173\">\n",
       "  <circle cx=\"98.5\" cy=\"74.86\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-174\">\n",
       "  <circle cx=\"8.41\" cy=\"27.57\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-175\">\n",
       "  <circle cx=\"56.75\" cy=\"103.79\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-176\">\n",
       "  <circle cx=\"61.59\" cy=\"2.66\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-177\">\n",
       "  <circle cx=\"6.45\" cy=\"31.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-178\">\n",
       "  <circle cx=\"2.25\" cy=\"58.93\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-179\">\n",
       "  <circle cx=\"74.46\" cy=\"98.58\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-180\">\n",
       "  <circle cx=\"100.96\" cy=\"36.72\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-181\">\n",
       "  <circle cx=\"3.08\" cy=\"41.72\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#33A02C\" id=\"fig-7a59642852164df3bb3b793185255177-element-182\">\n",
       "  <circle cx=\"2.12\" cy=\"46.33\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-183\">\n",
       "  <circle cx=\"2.09\" cy=\"57.29\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-184\">\n",
       "  <circle cx=\"92.51\" cy=\"84.32\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-185\">\n",
       "  <circle cx=\"94.16\" cy=\"22.96\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-186\">\n",
       "  <circle cx=\"33.99\" cy=\"5.56\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-187\">\n",
       "  <circle cx=\"68.17\" cy=\"101.26\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-188\">\n",
       "  <circle cx=\"83.01\" cy=\"93.37\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FDBF6F\" id=\"fig-7a59642852164df3bb3b793185255177-element-189\">\n",
       "  <circle cx=\"66.23\" cy=\"101.72\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-190\">\n",
       "  <circle cx=\"59.2\" cy=\"103.3\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-191\">\n",
       "  <circle cx=\"4.66\" cy=\"68.97\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#E31A1C\" id=\"fig-7a59642852164df3bb3b793185255177-element-192\">\n",
       "  <circle cx=\"89.68\" cy=\"87.75\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#6A3D9A\" id=\"fig-7a59642852164df3bb3b793185255177-element-193\">\n",
       "  <circle cx=\"87.55\" cy=\"15.74\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-194\">\n",
       "  <circle cx=\"3.39\" cy=\"40.4\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-195\">\n",
       "  <circle cx=\"69.07\" cy=\"4.49\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FB9A99\" id=\"fig-7a59642852164df3bb3b793185255177-element-196\">\n",
       "  <circle cx=\"15.14\" cy=\"87\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#A6CEE3\" id=\"fig-7a59642852164df3bb3b793185255177-element-197\">\n",
       "  <circle cx=\"57.4\" cy=\"103.34\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#1F78B4\" id=\"fig-7a59642852164df3bb3b793185255177-element-198\">\n",
       "  <circle cx=\"72.93\" cy=\"5.63\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#B2DF8A\" id=\"fig-7a59642852164df3bb3b793185255177-element-199\">\n",
       "  <circle cx=\"6.57\" cy=\"31.21\" r=\"2.04\"/>\n",
       "</g>\n",
       "<g fill=\"#FF7F00\" id=\"fig-7a59642852164df3bb3b793185255177-element-200\">\n",
       "  <circle cx=\"3.82\" cy=\"66.66\" r=\"2.04\"/>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "SVG(211.64021164021167,105.82010582010584,IOBuffer(data=Uint8[...], readable=true, writable=true, seekable=true, append=false, size=24497, maxsize=Inf, ptr=24498, mark=-1),nothing,\"fig-7a59642852164df3bb3b793185255177\",0,[],Dict{Type{T<:Top},Union(Nothing,Property{P<:PropertyPrimitive})}(),Dict{ClipPrimitive{P<:Point{XM<:Measure{S,T},YM<:Measure{S,T}}},String}(),Set{String}({}),true,false,nothing,true,\"fig-7a59642852164df3bb3b793185255177-element-200\",false,200,String[],(String,String)[(\"Snap.svg\",\"Snap\")],String[],false,:none)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "using ColorBrewer\n",
    "cmap = palette(\"Paired\", 10)\n",
    "ycm = map(x->cmap[x+1], digitid)\n",
    "draw(SVG(800px,400px),\n",
    "    hstack(simpleplot(Y1, ycm), simpleplot(Y2, ycm))\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2x100 Array{Float64,2}:\n",
       " -0.121941   -0.122116   -0.12341    …  -0.122962   -0.122696   -0.12481 \n",
       "  0.0275557   0.0298718   0.0322706      0.0320158   0.0311131   0.029159"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "hessian (generic function with 2 methods)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function hessian(Y, p, q)\n",
    "    n = size(Y, 2)\n",
    "    H = zeros(n, n)\n",
    "\n",
    "    #Term 1\n",
    "    #for i=1:n, j=1:n\n",
    "    #    H[i, j] -= 4*(p[i,j]-q[i,j])*d/(1+d^2)#*(y[i]-y[j])\n",
    "    #end\n",
    "    #Term 2\n",
    "    #for i=1:n, j=1:n\n",
    "    #    H[i, j] += 4*(p[i,j]-q[i,j])*d/(1+d^2)#*(y[i]-y[j])\n",
    "    #end\n",
    "    #Term 3\n",
    "    for i=1:n, j=1:n\n",
    "        if i==j\n",
    "            for k=1:n\n",
    "                d = norm(slice(Y,:,i)-slice(Y,:,k))\n",
    "                H[i,j] += 4*(p[i,k]-q[i,k])*d/(1+d^2)\n",
    "            end\n",
    "        end\n",
    "        d = norm(slice(Y,:,j)-slice(Y,:,j))\n",
    "        H[i,j] -= 4*(p[i,j]-q[i,j])*d/(1+d^2)\n",
    "    end\n",
    "    H\n",
    "end    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 0.3",
   "language": "julia",
   "name": "julia 0.3"
  },
  "language_info": {
   "name": "julia",
   "version": "0.3.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}