PyconJP.ipynb

{
 "metadata": {
  "name": "",
  "signature": "sha256:063d06eaa4869ce21f9dd3ece1ebcdb086be724570a2b2f83a099e4e01789ba7"
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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Playing with a normal distribution"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Let's use `np.random.normal` to draw random samples from a normal or Gaussian distribution.\n",
      "`np.random.normal` distribution takes three argument:\n",
      "\n",
      "- *loc* which is the center of the distribution (often called **mean** of the distribution)\n",
      "- *scale* which is the width or spread of the distribution (in other word: the **standard deviation** of the distribution)\n",
      "- *size* which is the number of sample in the distribution\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "mu, sigma = 0, 0.1"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 48
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "s = np.random.normal(mu, sigma, 10000)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 50
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We could test the effeciency of numpy sort compared to python one!"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "cpython_s = list(s)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 51
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%timeit sorted(cpython_s)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "100 loops, best of 3: 5.1 ms per loop\n"
       ]
      }
     ],
     "prompt_number": 53
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%timeit s.sort()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "1000 loops, best of 3: 182 \u00b5s per loop\n"
       ]
      }
     ],
     "prompt_number": 54
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now a fancy histogram!"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "count, bins, _ = hist(s, bins=30, normed=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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l9PdxcOZu9eae86p6TZJ/mORVyytnI8w15919Z5I7q+pvJ/mVJH91qVUdb/PM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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x108d2bed0>"
       ]
      }
     ],
     "prompt_number": 148
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Now, let's draw the probability density function along the histogram.\n",
      "The probability density can be expressed as:\n",
      "$$p(x) = \\frac{1}{(\\sqrt{2\\pi\\sigma^2})}\\exp -\\frac{(x-\\mu)^2 }{2\\sigma^2}$$\n",
      "\n",
      "So let define the correspondant python function:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def probability_density(bins, mu, sigma):\n",
      "    return 1/(sigma * np.sqrt(2 * np.pi)) * np.exp( - (bins - mu)**2 / (2 * sigma**2))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 47
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "count, bins, _ = hist(s, bins=30, normed=True)\n",
      "plot(bins, probability_density(bins, mu, sigma), \"r\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 63,
       "text": [
        "[<matplotlib.lines.Line2D at 0x10f41ab50>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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2gIcfLmzxlCSpQpy0SVKGXcS5/IbvtKFhU8l84Qvwne/AT36SuhJJkoripE2SSqCpSVsf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\nH63jd8L2zFDnAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10e72b450>"
       ]
      }
     ],
     "prompt_number": 63
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Playing with Lena"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from scipy.misc import lena\n",
      "from scipy.ndimage.filters import sobel\n",
      "imshow(lena(), cmap=cm.gray)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 150,
       "text": [
        "<matplotlib.image.AxesImage at 0x110e73110>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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pdBq3t7fx+vXr+PLLL+Pq6qqAFdpjLIDfyWRSHDCcMmxEBkouD75GzCDcSTJe\nswfnOD/XrNDz/4jqHsaITXIGbyCxAvQE5XXpnLhBOzZ0hEBpHyM+m81KxmUORYLWl8tlJe2dvrEu\nZzTt0MlkMikhkrzGQta0vR8EygCI/qBgvOaEYrBX7DAidRutWtnawBocWGl5vPYmbQiZF5ja4apt\nc8LnbByZa8btU5h4dR59dh8MNHKyT72+ORLVofeseKwwDTRt0OkvhgmAB/0MEphbn+zktdAsDwaf\nEdX1WmhoPqFvBjXZa7T8ZTrTp7zbIYMbez2MkTnOYMdroYyNrGb647VixmQwbsMHjzM+5my5XJbl\nA4/Lc0jdzBf9yREUz3Omd+Z/aJLzNHjGOQquw6F+2spzb/kwMGo0GtFut8upf6vV5sStbrdbdJDD\nvNRlow/PNpvN6Ha78fTp0/LSAw4MoS2iKAY16DYbOdsG7xzIoDuDF4wzestZ+QbUgDbkk/6Mx+O4\nvr6Os7Oz8vKGWm2zG4MxDgaDMqc+Wz1iswWQ+fxV5UHPmqbYY7FB5LeI6qva8EQz0/PdYRAbUa5b\nSDPjopzddkabGF0YAvTEBOVDxO1NRkQJOXofW/YmHBmgv+12uzCYtyhAkwxMOp1OZc2XvtAvMjez\nd83vXitDMfqlBvTPh7wjjDs7OzGZTEp/UIRZkWBQzKhWdgYHVipWfhlQrFabbSzUkY0r8+plC5YG\nrHjtidjAOQ/ASwMGVtBkPB5Xrjk6w/xAK3ui8AbzwncnhHEvYzfwyeu9q9WqbE2x8aM/livmygba\na1421gZ8jipZkZrmBqqOuPi87QyOszG2x8R/84VBHu0iK8iaD1pgvOwVdTQpr/XlJRl4njlCZh0+\nz0lXjhKZNsy7+dJOiHNBzKu879s0MQ8bSG+LShjMLpd3h56Mx+O4vb0tesfRGwNqywc5M3t7e7Fc\nLuPFixcxnU7LkgdLGZZt6zHqY/zWxY7eOGSPbDFOrs/n8zKfXh5wtIZX0lI3+9qvr6+LJzydTssr\nH8kod0ia56gLevAWNgPMd5UHWyMGjVq5+vV6FuAclrGxyajZIe7s1VpJ8N0TilfE57y+jELyep+F\ni8n3/mHG5FCYPQMrSaPn3K4BhetYLpcVgbagIbjeN5cBCIXvZkrTzSdHWckRkjKijYjipVvY8EwQ\nqmzgEGLmI69LmR+MfKEJf6zbG9jlcK1DbU5K2d3djaOjo+It1uv12Nvbi4ioePx5ncuGgJObMGTw\n4TaeNkKnPOx6AAAgAElEQVT3eOzx2zj7WaIhVuBWRs4xcITJUQ3GAa8454K+Uje8b68aOfQWncw7\nlleesaE2P8Of5n0bI2jRbrej1+tVMl2tS/wZXqIeh9jh67zn2FG07L3a+NOuwQHya31jnuaz5ZXr\nXnvk2ex1e7kKGcNTc0TDxtb9zl4y/AN9GetgMCinbjH37o/HBh1wdtjO9PTp0zg9PS2HfPhZ69Hl\n8i7vBb1hUAWgwaA5sgE/eMx8R++hk3P0DBlytGqxWJQ1YU7L8pIefUW+rHt8yh3t0p9/rTyoR2yB\ni9goWiNxiGrFkO9zffboLADb6uM3CGmvAiFxyNPKwQoCReV1QqN7BIA9jlZUBhQYByM+h4Iitp/7\na2/G/YqonmpjQ2DlBh0wRG7TCoa2TCvPHdEEKyZ+s6H3WAA8Di1ZuWWvxAo1KxIbG8JNVt7mE+jt\nsGGtdreFw0DNysbK1eHRHBa3IvE4ULLZyHm5wGPcFr6H9vV6vaxHmd+hSfZUsvG33LnvKGHX6THY\nQLl+y47n0Z6KgYL7kYExY8jGzzKBYbBH7xA4YCEDNz9vPeJIB8YZz5lx2Fs3HQyCTEO+W0YoGTTx\nO3yejYyfhYegrcGM28l873mzPnREzbpnMpnEYDCIbrcbnU6nEtUxCPUYAOYYtV6vF0+ePClvIxoO\nh5X2qYN+LZfL2N/fL3IArzs6BN0sG84/sZdrvYesr1abveVekpjNZnF5eRlv3ryJ8/PzOD8/j+Vy\nGTc3NzEcDiu6AvDuCKzBCGNztMSGOpcHM8RWvBH3EzLMeJlxrADyGg7XjewsQF5bsnDSTvY2s1G3\nYeL+DBJs8DJSdwgvM5aFibbyehxtblsTMnP7fiu9HMLMhorEBo/d9KKfbjdiIzQIhA2L5yGPBUHI\nSoMx5tOAMl0xZKYdAoNyzyFKz7c9FIST06AI7Wekuy1fABrnZYnsNVj58lsONZumRvFZ0RJdyHWZ\n/zFghH8zj3l+mAsvjTBmG4MMcAEw2eDT9jYZNchBSWIUMx/4PoMofmcM8Es+DtTGg+fIswCM8VtW\npFnfWJZcrEtsCC0HBiQRVWBnupiGNjRZR+Z5yo5K5vsMvOwkbDPa6/U6BoNB9Hq9YoidIOj6zCPM\nZ6vVim63G8fHx/H8+fOyXozM+VkDXyIWjN8yaufF48g6zHqOQzb4nkHlarWK29vbGA6H8fr163j5\n8mWcn5/HcDgs7eFc0QfrUwOoPAfwACDxXeXBz5o2ujJCNoMiyJ5ACwOfLVzZKEZslC2ThpKnLw5v\nZoLTTvY47YUzydvCr16PMmK04HvMVqw21GZ4xgPj5+f5b0OY7/ESgb3jiLhnTDE0uY82qlnhcp+N\nt+eI3zw++uWxZkGnnmyk6avXU220zXteZqBNzzcHW2ybdwtaxP1QlI2Hf89LKaaRacEzGdRQP+uy\n9MvLKBFRic4wTkclHAXCGBHFgTdtdDwe6J7/G2jYm/MYXA/35uUHDKlpjFyt1+uSj2GeykDF8gid\nPBYDcn/P18yLXprIHqjBWebF3CfzsPkjYnOSk5W2dVOWTes5L4GYR90vt2+eow8ZHM9ms7i+vo5+\nv1/obtpnXW0eabVaZQmBl0KQhwHNXAc8PJ1OSzKX6WTwlcGhl+cyX3iN1nyJ948nzMsbLi8vK/uV\noREAand3t5K9XavVSvjcS6T8nnljW3nQAz2sUK3U3mXsTHhQPoO3Msio3MgyG5eMRiPuJ0JY2aD0\nHBbJa38YARtfio2RrxlIwJQR1QMbuJdxwMz0EbpgZGx46ZcVMmN2/aYJDEyf8vuGs4BDWytS+uRi\n44/g4Dm5Xq8fMS9cNzAzaoUmCB7rOh6vr9GWkS1teG2JeTav1mqb5A7TMtME5egtZA6dsg6WDUhE\nVBJw8voi/JHROZ+dtc2ckwlsugMQqD9HOyx39iQMHHKYzyF3LytYaWcjbmOMAcWzsidJH62QTWMb\nVss3/J+BBe1Bj6w/MiDcFhHiu3kzA7HMb3x3HZZNAzL/lgHgtpwV9Ee9vtlLm/UIc2cabNOVbGca\nj8e/8oUQHo+N8d7eXpyensazZ8/i6dOnUa/XK8mmmS7U7bHRT4B1BtXMmXUPepTdEH49JvpsOBzG\n9fV1XF9fx5dffhlnZ2dlnzDHaKIveJawNEtqXj93NIX+Mh95mdHlwQyxvRQjMiMJ1ittbKysPHme\nUAuOtw15f6CNgY2VPbyIasjJ6GabsbFg5+SVvAXIxsaK3orHoSArJwsB++PyGBuNRsVAGLSYjny3\nR4WAYogs5Fw3anZdhHAoNkqmSfZAMiMbwdoQGKx5jZcCHT2/0A8aZGBg1D0ajWK93oSLM9K3xxCx\nAVQosZwdy2+Mj/mzslmtVpV9nBnxwx9WUtDSBnK1WlXoYSXP3Pil6rl/podlCoXoF49kQxWx2V5i\nz9gg1Yo385rHTP98eIM9J8ujjYB1h40B/bHiBJDkE5Bs1Dzv2UhZP3jtP6J6WI1BOHV5jdtz4Hud\nc2Iaen48boAcdTNXEdWlIcu5AVHmGeYOkHZ7exu3t7fFU3VCqmlhetOvVqtVTtz64IMP4uTkpLyQ\nhxOqZrNZORjJ4Cw7GKzbW3YM9kwbgw/mCd1dq929eOPq6io+//zz+OKLL+L8/Lwkby2Xy4r9sW5n\nfLx8gnPq0dXwj0//yryay4O/fcno3R0FTfg+nsvGDOYCxVh5WnizYseobAtX5MQcnmVbDlmKNp5+\nC5IVHhPExDkxBKZB8DwWlEeOEBhpszUGo4nCiKh63bQHDUGJGA4rVysXEDACgIDlRDkE01s2zLQk\ncUHHiCj7qyncmwWL4hB6rXa3f5atFdCddmnHHiNvaUEx2bjCb3i5+QXnbMGAv1g/9qEZPOMxQhue\nG41GUattTuGyp5f32zIPftsM/bVxyi/JsFwwZ8yPs4wNgK3oTW/zjt9YZH7keXsbjMdAyHIPwLPH\nn+eNtm0wlstl2RqTQddoNCqH0Lj/8OpyuSzZ9NPptJwHjyKFPhhAALGPTDT4zuDK65wOXXoc9AP9\ngdGDbyaTSXS73co8QVM7L4w7e+roKMY8Ho8L6IAm6Cz6tFpVkxsNEnlLFOuny+Uyjo+PY39/P25u\nbmJ/f784OwDdDMTa7XbpF+vNn376aVxcXBTDlQEkY3UEE972ThDzDH9+GQxOkAENAACwzXnYEXdb\nPolyTafTODg4iGazWUnitOOUvWXrLvQ+tMny5fJghthKmongcH0bZSvYjEqMmLg3G/NtnozRFITN\nXgzXtqHDiCjvBwbR2aB5e4GPufS+SRjWewbpn9dhI6qJYl7XZozUgUBY6WHYUcb2nE0bG3cUv9t1\n+MfIHLpaAC1c1LO/vx+j0ajcF1FNXmI+qI/r3OdCqApGtwGGHjYOOQqS1+at3FBK5gUDMcYzGo3K\nPYwZg0V93Ovx+Uxaj9fF9VmBoHhRNgZy9NP8kgEu/OP3FdvDRIFbaXMPxsXA0TwLbcyX28bl+YU/\nPM8OOZI46L6u15sDRkxjgJD3diJzzC2yyGlRjsDlkKLbcz+t9B2ZYHwGL3w3KDUf2aGgH91utzLP\ndh7oL3OTQaqXs+g7+2jt6VrW7AjBkzbQ+/v7Za5zdjnn6vs8aeTSfAg9zPN47cgqugl9lV+ewvh9\n3oH5yzLjaBE0Zk8vYOf6+jrevn0bX3zxRVxeXpa3K+FUwVuAyW63W6FLRESv1ytOTeYBO3f5uW3l\nwULT2bjam4UxbRzt6ZhxI6oeohUjxMxrX55YvluoI7Zn8UZsBCCHqLxOwPPbJghGYcxGkhZiTyQe\npROPjPjw4mAKJ+qgsHxvDgV6bBFR0KGNIWVbWNUKzcbaSsvbucyY9sQdRYiovmWGZ+w9rlbVk6JQ\nFgYjDufmM7K3KYesjG1orBg995lf3HZW6lae5jsDTrxF828GZigLzyt/zLmPMDVwZZyMz9etsLMx\nsrdkum6TB/OYM7kZk4GS+26FiteTZdBeSQZA9frmBQbUYeCY9Yr7SP/dpg2q6e+EJS9H2OhZfrjP\nPOv2Pd+Z76w7TONtUSDrG2jEd/ffvGIDnYEBtEWG2VtsI2o+dFsGRBjsbrcbL168iGfPnt2LXkBX\n9I/rNkDwb9YHHhN/doYiooyBNyhdXV2V8ThSFxEFEODQQGMACBExRy+tN6Cd96i/qzxoslb2cB1u\niai+TDsr+/ycJy3iPpJyPfaIvE7j/th4W8l6HSpis1aZ10yZPIQBI0oICIaxp2OmRDBz+CordtrL\nyT72At1XjJUBAXU7dGNja+8dBUy/rIDdf4oVlCMS/LfyyzxBHwiPGyXbKEInb7C34bbxo92s/G2E\nfFSdD2gxqMtr7eYFK3yvIZt//Txjzcoe2jMOAyye25ZVzR/1uF/cYyUNTag3ovouXs9p9vLcV4Mw\n12mQ4wxm1wvPuf/e0sTv9M2Ay3JA+zlkmME519xf64v8B59Z7mygt70NiPGZrhlY+p5tYNBzZJ7J\n/XcbHov5KesO08VG08+ax1eru1eL8s5i5sHgxXNvumKQWq1WHB0dxfvvvx9Pnz4t0Rn6461LtO3l\nPPpsehhsZs8afmPp4urqKs7OzuLly5fx6tWrGAwGFX52hIQ1YssWkRUMcdaP2wAp+vJXecQPetZ0\nVpBMGOEoezsOZ3GvmdJrNBHV/YVMpg1GXpPiXup2H82oTHZW3n42ezKr1aqE/TqdTgyHw7IuBdN5\nrToDA+q1d+s+zefzdzJN9rQ9fid+YZTdD9Y2DWTMtLVarYSxDZbon9dFMnJ2n/jdxpPvzGn2/kwD\nh4Cpw+DIvMPcOLMavsOgm2Z+njYceuI/vJoNBLTlv9/OxfP+nr1M+pXlxqFSaOE5ot8sW/Cs68mA\nBH7I8mMg6gjJNgCcPWWHNZ05auOzzZjAn55r6nd4dhvQoL4MZqARffH8ZV1kUMBYTUPPl/nDsotH\n5WcYgwG+aerfTEu3aVrZKCEfuaCL7D0bjLge98vAhH5Np9O4vr4uW5MsQ9sMjWnI25nW63XZzkQ2\ndk6OdN6HwWG9Xq8c3UrfkTHzjMHqYDCIm5ubODs7izdv3hRPGJp7HjLAY9xcx2O3Pn0XqIcnPI/b\nyoOerJU7n5nPHlleB8zo3szsCTBBrIhySMzXuNfer5FNRDVBhX42m83ysmg8FQQeQSD5wUraIWt7\ncFnY3De+R2y8dBt+2vV2DaO3iGpyUPYOLHz+TgIXnr09doy36eW6LexWTixLZI+KOn2ov+c3A4Os\n4CKq2eyEnJhbG5HseRiFZ2Xk+zO4g0/9PM+xfEC/rTSzZ0GdBiXma+bCbyAzT5r29uqQJXu8NhBe\n/jCtrWytsJhLK2/TP2/Do7ge6jXfOlnSa4HeQYF8ASBY24f2jhSYPtCQKFL2WA32PU7rAvNpBuLb\nFLQNlXUb9NoG4FwwnAYSjipsa8PyAQ1zUiz9ByTaeFhmbUiGw2ElUSsn5Zke1lXeNXF8fBwvXryI\nm5ubuL6+LpEn85T5hPoMoqCvdR1GGnrMZrOy/ery8jLevn0bb9++jfF4XDxp04S2+c1Ajjr91i7m\nw7THOSHhC5r8qu1LD3qyVlZKGDALAiEAiJIJHbEJa5kxV6tV8RTtLeTJtlAZhdu4ebuBk7s4scVe\nIAxF4kgOtec1K4/dbydBgDBCMJoRMEwQsVEWGSgsl8t77zn2ekdG5NDPafv1er1kWcNQDiG5fYoV\nAwaaRLxsQBkjmaQ2BPV6vbLGsy00W6vVSgJO9kLoC6Verxc6I2Smodelac8nWJnvcii13W4XlG0l\nQdIQhjCHK+kL9PbyBf1iTrif+vOWIXsQ/JZDZ/YAUCiAB3iHdgFrXDNw4znkxYo4R04cfbFSgv6M\nwbLpNUiD8RwJwZtyaJC64BHWKSPuFCWGzEY/05hohOswL2Xg5PmyLvLvmW6WoUxzGzHPtc9j9+/o\nwMViUQA+hjIiKi9hMT80Go3KkY2WS5+9z2+z2Sz6/X4MBoNy4pbnj77lCGNElGSoxWIRJycn8eLF\ni7i+vi6Zy+g8g1vXkYGns79JdLPx5FWGFxcX8fr163j9+nXZuYCMWeczvogor4EE7OVDRtAj7Aih\nrwaAjAEeeld50KxpK0OIaqNpo5PXUx3iyggMgngNNCtcDL4Vvw2SBYX+GvXQl9lsFpPJpKxReiuT\ntzfs7u5Gp9MpRwE6pd/Mw7qLvWW2J9EuYyTUPZlMClM4q9D99HUbMAs8NOEaoMFhXK6T0m9DBL0s\n1PQX40KxUqXe0WhUecZ12PhGRAFZjJF2edYKHsWG0MADEdWQrlFuxCZZI/eDYoSf93H6WXt60NPZ\nya6PglKzAafYkFvQs0xggLNxyp4Z97I9yc8YMEBre0s5UgStrTCzVwjf4YHZyPN/G68wbiIPeVzI\nLW/Cob5Wq1V52QdtYlhMQ+iHN+WlGTsJ1lXIF/fw3bxiGeSz1w7N1xgG+Bn+yyHwHI73HKGLHCXL\ntLU3Cf85kpMjEh7PbDaL29vb6Ha70Wq1ynKi59dRJM8Rhq3T6cSzZ8/i8vIybm9vS1/ZXWH9bI/c\nS02WW/iO+0ajUQwGgzg/P4+zs7N4+/ZtBaS32+2y68WAlbEPh8MSwaQP1iuWZ+bAAByaUZ/lKJcH\nS9bCezT6trD5PpgHlOYwpu+zYo/YIFZCBEy0hSKjSytj6sl92ia8DuNQmFjGxtqw12y8vku/IjYG\n1J6SlQ2GBWXmcOpqtQmDAhAYP0bA/TOSz3TEyJmxvI2BsdlYk8xgpcE90NP1cp9fYIDihvHt7TNe\nG03a9XjoB884bJ5DgV4S8JKGjT/fTRtouF6vC6JnzuFVGw4rDNp1WDpn41rZYoQwdjZWNqrQz+ug\nTmbx9jrzlA2l67Ann8/s9Vq8+ZK5MV9m5YnyZu5tgAyKc+QBRWxgkUP4BpzoGeYiy9I2kGLgkOUP\nHuF+AwVoY2PJd/oBwMrAL3uq0MOK3LyQPesMmCx7XDN/efxcs+Hwcxk0z2azuLm5icFgUJwOr42a\nNzNYQDZ80Mfp6WmZH4NeRwxYX4aH82FD1uEY4YuLi/JKQ9MfPiNqYH3O+nen06noSMsC/ajX6+Xs\nBNskR4T4/6uyph/MI7ZwucMRG6NqxrcxsNLwtgN7CH7eCD57CtRnb9FhBisA18WE4kGC4BzKyUa6\n1WqVvdLOqB6NRpV1DqNwMyNMwlYmDrMwanZfjUJNS8+Bt3rY+Nvg0FeYDWa04iN04z6gSBzSyTR2\nSIt+o7zz+jrCzv0YMSdv5CxpGxboSP2eR/Mi3x1WRJE7qoJR8BwbjJkHtinz3J/M3xgwA0/G7//M\ni5WoQ8HemuG5zoYXnjBAMV0MFOk7yskG2h58fvescxa4ZhBOncgGfOMQvHnUSxHwKNfyOJwoB6Cx\n14gsmMeYF0c1aNtLVcybZS7rDH/nv/me++wJ2lBDR35jvkxDt2t+NH8yPubDHq8jS8gYY87tYIy7\n3W4lPJ2XL3LfGo1GWUftdDpxcnISp6enZT8vQNP09hKe+ca8BG9Op9Po9/tlPfjVq1flDIhMe+jg\nqCv9ZD7RL/CMdX/mzaxf7Kz8qvJghjh7dwwoZ/5aUdsgGckxQduM8TYFmQXHSol2jUh9nTYcBoS5\nEGK+e42O5x0asyL0dQuKC/0wg5om20r25myUPDYzjcdLYTxOOLDCwSBQtjGeFWv2vHz/tnAa7VGH\nwVr2KuyhZCObaeL7XKc9JBsN1+M+ZtrZWOQ1OC/JHB4eRkREv98vxy0CXFjf8/zmsZgvPKeO1tRq\ntUquBMrX4zDyz8DF361k7RUY9GbQYNnk+Zx0lWVvG1AwUMsGxLTI4MfemXmI7472WI4979DUc2BA\n9Kt0jA2ueYbf4Rfa4nNW5h6/9d9qtTnVzWAa2md+gTZc99qlacX4M4Dk+3w+j36/H71er4So4aN8\nxjvFQJEs6uPj40qImtfFOtpAuzZs2ZACxG9vbyv7hAeDQZkT8zr9MF+azt6xAL3z0t82HQP4fJcc\nbSsPmjWNsshufMR9A+IwjUOsEDdnAPOsjZW9QyPe3JYn2QYsKxQ8U5g5G2wzeafTuRfOzR4TTMc1\nPCIfP+f1TujGGrKZiHacdBVx/81HGR3boHAvfYVeFNPVQkv7WZEAbjJ4MY1pAyNkw02hjdVqVRLb\nDAKMdi0gDk8yDm9pYkz0g7osjKwT2tjZQ8+GDJ7Bq+31eiXicXp6GkdHR3F5eRndbjdOT0+jXq/H\n5eVl8Rb6/X557/BisYh+v1/mJoMRKxL6yncbpZw5i+L2mrfn2HW/C9mbNzKPICs56c3eTZ4398kK\nzMbQ3y3L7ot5B5ptS1bMIVz3f1t9ObPanpYNuHnb9Wfj7P+OBrle18lcZBpu06UZDHi8BvfmE8tt\nTgjFkBH2v729jb29vRKiZYzWH5YLinNneFXi27dvK1HFbOiICDIuz8NkMonLy8u4ubmJ8/PzePv2\nbck7Mc3ynDG/2ejzOYM+63fTw3rJzkPu67byoMlaTJZRbFYo3OuQI+EBlEpGkigTGN5JElb+GKoc\npiQ8nI1lFvRarVZJpIqIEp6OuH/sH8oRQc3G0t8RRmiEQjJ97H0ZTJj5nflpweBZji20Qc4K17+Z\nUW3M8ng9pzaU2XPiz/uXMx/AC45y2JPZ3d2NXq8X4/G4IiAYAer1yyigub1UFE4GfigcFIe9XfNt\nu92O/f39yglhDiHv7+/H/v5+zOfzePLkSTx9+jQuLi6i0+nEV77ylWi1WtHv9+ODDz4oof7Dw8No\ntVqxs7MTt7e3MZlMotlsxng8jrOzs5Iw55OOMg1B6VbkGBN7gdkIG1j6z0rJoMDyyjxMp9PKkaHm\nYWTY8uC+o7yoyx6gFbXbg2fQEdYxjNlRKsuMv2dAY96nLtqxgrXCR0ZtuA24cxQg0879zzyXDQDt\nOJRuY8I4aNv3MCYbIp7x2fqmCX/z+bxsZ2q325XwfsQG/GR9zm94xQcHB8UrZt2ZNVp0oxPlIqrv\n4x4OhyUcfXt7G+fn5zEajSphfLK1c3QDHjSv49Fn0GtduLu7W9pAL9jRsK7KzkQuD76P2J20R2EU\n6TBhxP3QJQbZDGBmiYh7whdRZT4bDZJs8MjMoBhaK/B6vR6dTifG43HF+G1DzZxPanTIvdm7bTQa\nZUuP0bsRIQgRejkcSN2u32uVGXWbTk6soh4zoGlGX4z0c1gf2k2n0wqooA8WOAtsziB1NKFer5eX\nXlhBM8/MDf1zIpwFi+s2znjl9Xo92u12obkVJtsb2LL03nvvFRr7jOTZbFbW0Wq1Wjx9+jQODg7K\nofdf+cpXYjKZxO3tbbTb7djZ2Ynr6+vyHtf5fB6j0ShevHhRzg6+vr6O09PTWK/vXlP38uXLGAwG\nlcQ2z2O9Xi8vJXFGM7SxUra8WUayvDhcaYNJnazJGhC4nW0RFNdpAJ6jFrRhkAZ9/ZIGDBjgxYbL\nIWlvp3T0BqPl5ZAsv5Y594c5MM/Cz2wNso5jbDai0Bpj4PXrDEgMZH2NvjhZzTJrIG7du1qtirzy\nvHUs/V0s7g7M2NvbK9nquV/WE34Wuu/v78fTp0+j3+/H1dVVXF9fFz3MARreBeF12/V6HYPBIM7O\nzsrZ0QZLeX54znOTPXfLuXmD+fJ7B4jOWu4zEMMJeld5UEMcUVX0oAqIZUUasTGCKBgr04hqOMFh\nFaNuE98MlQ0dQmO0CxMiuBze4fZokzCy0W1EVE6QMSO6MGH0PYMFeyDZ+4ZezgY3cuQ5XnrvFwDQ\nDt6TFaW9irzP0YbUXpfXqtw/gyvuA3RwXz7O0krGAIJxWmEbiLhvjJ++G/Va4cEXbMZHuTjRbjwe\nx+npaVGOx8fHEXG3ZQJDRyiNN7jUandvXarVanF+fh7dbjeOj49jOBzGZDKJw8PDsu/x8PAwjo6O\nYjgcxnA4jMPDw/K2oMlkEgcHB/H8+fNYLBZxeXkZnU6njPni4iLevHlT6OgztlerTfKWeQoACD9a\neVFvXtbICj3LiSM60BOP1HJqYOi2vAXMig1+pwCcvFSTwWfmFW8/wuAQ8Viv15W3ggGMeQ5ZoS85\nr4X74D08JEcDHIXwOix0y0tV+T9tmf7U7egaZXd3t2L4DcZyFn721h3pshxxb0SU85u73W4BruQ8\nWO/w2fTB0PPe4g8//DBGo1GMRqMYj8cFZPV6vQIIWBOfTqflwI7r6+sYjUaVV4pCR+t6aAx/ol+w\nP34xivmH8ea6LC/oMuvLrL+3lX8Tb1+K2GxkN5F8nxGbhc4hEnu1ERvF4f1/EMf3gngjNrF8t2uG\np685Y9IeuYXCaNZrVBkpU7+Tc8y4ERuPzUgWwQCgWFEZfWZhzlt9sodkZssGGSXig9YRKhA0dMhb\nAyieBwTFCsmHWtjDALxAD3v50BUUy/zZQ7JCojjsZwC2XC7LFgtoywlE+/v7ReE/f/485vN5STKB\nvs1msySw7O7uxu7ublxfX0ez2SzJLYPBIOr1ejx58iSGw2GsVqti1K+urmKxWMTp6Wk0Go24vr6O\niCjrzDc3N0UxffDBB2Vd/eTkJJ4+fRrz+TzOz8/LmrNfvOFTviI2wA0+sjdmo8pneCp7R+Yf/kPL\nDLzylrHMqwaE6IfM0/CP68p8bN6mWMYAW9znkHNe/7POMbjO4XdnZNtzhbY2aNnD3Rb5s+EyDfw5\nywO/I1/WH/md4fA2np3rY16dc8B3Oyqj0Shub2/v7am3LnNkkuvIyWKxiKOjo3jx4kVcXl7G69ev\nCz8izw6RLxaLGI1GcXFxEefn5/HFF18Uw+1IJf121MRzzfw6erRYLOLw8LBEOR3RQId4Syz0Nmg0\nEDWg3VYe9Kzp/AdRICLGBkHLBpjv2fN0aMH/aQMGyMreyDZiY1xtxIxs7VVYAJhQ74fkv0NwRr0W\nFk+mjZiPkvM48rq3/4xs+Q9DOfLgcTvUmz0PDOG29wsbzDBn9lShr48izONxxAEvjfFRCL1CK4ei\noYxhom8AACAASURBVD+GbzgcVsZvz2rbuhvtdjqdqNc3WxdQyryrmPnKXpbr6XQ60Wq1Ym9vL0aj\nUdzc3JSTiJbLZWXtbbValbfRsCaNB83aN+MYj8cxHo/LO3VtBOr1ehwcHMTe3l5RbIPBoLwE/fr6\nunKyGPzlTFVoaYPm0OS2cJvBG0rIxsg8lD06h4QdykbZIteWYa/xZWWajSL9y167x2cwmcPp2Yga\ncFsXZYNtoOm2tgFi6wZoZ4DhkLIBq8djTz8DB9PS+paCsbKz4WftSGSHBGM8nU7j6uqqLK+gYxxt\n89itw+CNg4ODGI/HZbnm6uqqyBP0QhdeXV3Fzc1NfPnllwW0Wo8R/TFYyI4VegkaGyTc3NxU9BM6\ng7H7lEbzFnRyZrplYFt5MEOcBcvK0Ne412skPMtgc0jFhMAbsRG1cY24PzkRca9P9twyM/o5vDGy\n9ez5wZC12mZPY96L5rqs8BBEr8XZ83dInXYdwqZvEVHxaDITITg+pYq2MwgxE1oxZqZDcdrg2kvI\nCJU2ET7GaN7w/Ph56rAnbGXiOoxQ2U7BUZmEoFFgBjecxsNvfp0bAK/VakW3242IzV5ajLtDh4wD\nBcC46/V6QffQxAYZZG4Pl/Aq9Go2m/HkyZN48uRJOQmp3+9Hv9+P29vbuLy8LIjfSS0OxUH3zMtZ\nXvNc29CZdtAIg+H5yJ4ehjW36Xv477BuNoYO2Tpx02A44v7JZqvVqnhU7gNjoM3sJXtZJ4P2LHc2\n2JZrryeaLoyDz6ZHRFSiP7QDXeyZ2RhTjyMOjM/RJuvMbcYYQNfv94sxRt9Rn+Wc5zGw6Oyjo6Py\nQgjyIyKq5wSMx+OSlHV5eRnD4bBiJBmX23NUdFvEEPkzaHNkx86CgUumjxNkqSPPYy4PnjUdsTF6\nfAb1WNCz8TVDRcRWr9gJCl7zsXK2gaVf/Ldh5I/vvu51bhsGIy7/TttOHsoCwP02shgJh/HW63UJ\nB8P0VupWBjm72coxoppw4+u+z2N3v90fGNTPMMegfY+Pz6vVqrIFAoVuATM/eH09G3XWwD2n1GlB\nYR443czeFv0zjyyXy1I34czBYFABTL1er+QzOESehRZjyXgQbsKGZEtPJpMYjUYVj4D21ut1yVWw\ndz0ajSpZrLVaLU5PT+P4+Djm83k5bP/y8rL8J/HNvEhbPjyGkmUwe5Lmez8TUV2vzvIHnzi5ynJi\nubMeyTxn3jJ/OvcEQGPgao8TnsrZsOYtR6Sywc4JiAYePJ+Xs7Z517lgYPP6eZYV+sA1y4N1g/uR\n9Zfn0tEvOzB2kK6urgoY9Zq666X9LIftdjtWq1VZqiEB0f0CVBKSBujaYDLP1hfInfnAOQtE+gAX\n8Cn3Z7uBvHop1fyyWm1Oj7SN21b+TbwG0QvcNkSeuEajUVk/zQbZbw5xXUwAE/4uoth4wCjbhAoF\nSz/s4TGBCABtI9h8hoHtbdAmk4tQzWaz6PV695C1lbG9yIzy8dBgDmhP/ywgDm0ZkWePJHtevs/K\nzwrPc1uv18v6Cr85vMh8eMuN6crY2cpjJcez0Dx7cQYY9AlljBJgrdbJOcw7yViz2axyODyggDXk\n0WgU+/v70W63YzKZlHuZD5T/eDwuCVw+p7nZbJZ3pa5Wq8rWCxKz8Dw4t3y9vjtGFe8eoDeZTMp6\nd7fbjdlsFp1OJ05PT+PFixdxdnYWn332WVlLNo3hF5SKvT342xGQbcDPSwDMJXVAB4Moe3yWTRtg\nAAtKkDroo+WSfpm3bJDRP9YR/GYj4LVy85uVtfVOBnA2/nx3BIfPjmhty32hHWhm+hsQbOs78+ct\noNZJliE+ex6t80xXA2Dml6UZj9d9tE5DxsgpOTw8jPfee6+c94zOub6+Lq8zfPv2bfT7/eJwkSNh\nPZL5y8doOkqQwSfOG3kvzDdziYxlJ8r6hnli7f3fpCG2oEZs3qqRQ2EMEkML00EQbysx2rSRsQHI\nxt7Imnq47oPM6/V65XQiM5UZKWKT7cweShvd8XgcEdX9xh6/xwzaBaVlgXY/CTEyhsViEb1er/QH\nb8mCsy2Mx/PeomQBtLHN60pcRxlyzWCGrV9+BZ3XkSOisnbPfFpR4VXnObdHaERrhei1cRRGo9Eo\nb27herPZLB4vGZrQhXVjrxEdHR3Fer2Ofr9f6pvP5/H27ds4OjqKiLvTs54+fRrNZrOcpHVwcFCO\nCuz1emWfsbPhmZu9vb1YrVblpKButxv7+/vFC6nVatHtdqPb7cZ0Oo3BYFA8cta1meta7S5BiTpO\nTk7izZs38emnn8bt7W2ZZwOQen2zLmb5wTuwYc3G2EqIyI6XkCwDBpN55wCAttlsVl4x57AhbVuu\n4RtoRO4Ahf5kGtm7t7FGV6GDHHGjGBDSD/poQ2TvPXvDnn/rNCv27KnRR4dnATg8S90OR1s30kfv\nLHCk7l1GFfnh7Ux7e3uVpLfMN5SskzqdThwdHcXz58/j+vo6zs7Oyl5hzo4ejUblhR70Fxr1er2S\nkIhO2QbGMkBg7M79APT5fmiNjHh3gvnVQMpOSy4PZohBsXTaXhyKj4GjhBFKlLDXhx23J1TrZAGj\nFRsyiBmx8fwcorRhN/M4nBOxCffaaIG+8GgQaIMCh2eogz7kfX8oExtMDD79zN6DPQWYPK/h2rvP\n9CG8iuKDVvbaUVBsf3GIG0/PbbjN1WpVPNH8QoyMmuk7Ct+vZoTO7h80z54J9KrVarG3txedTqfQ\nk7Vf3swCyh6NRjGbzYqhZD3Z26zOzs6KEsEzrdfrcXt7G/V6PQ4PD2M2m8XV1VVJsmJ96+nTpwVQ\njcfjYlCvr6/j6Ogo6vV6CVFHRJyenkatVourq6vifYDgb25uSl93d3eLtz4ajSrA0Aax2WzG/v5+\nHB4exmeffRavX7+OyWRS2RuPQmL8Gdj1er3K1hE8VvN15nVHK8xP8Bdzmj1bvHxHuyx7RA/s9c7n\n89jf368YLRtw5wVYj/j+bOxtXHI42XKZATT3mC9pB+/PiWroEw5uYe5suK3fDOgjonhlvm59Yd2w\nbSnIkbMcacgGNeIuCvPmzZvodrtFlyEnzIs9aXvZ9mKfPn0al5eXcXFxEf1+P87OzuLNmzdlr7BD\n3wANDDM2gaRPv60Neec/8+2+8Dv6C34jggW/0h70h5cGg0EBd4zpXeXBDDFEAy1F3D9Oz+tq/LGR\nmsGDevhvrzciKm04HGEmdbjXYSAE2oxupJi9SOrkWl5zgVm63W6ZNDwGb6lxuCOHySwk9M0hQ8JO\n1GlF4bVl2s/KxN6u11Dw0ECLzAP98NYJzx8esENDERuvGcVjMAZdarVa5RVl0Jh2MP54rxGbMBqH\nCwyHw6jV7pI7eEk4htzvaYa2q9WqJFlZgeNt9/v9YswwruPxuOz1nU6nlQMIVqtV2W7E6yr39/ej\n2WzGcDiMRqMRJycnsVqt4uLiInq9XglDex4xcMfHx1Gr1UrIrtlsFkM9HA5jsbh7NSaesg8eIExm\nYMK4m81mHBwcRKfTib29vTg6OorPPvss+v1+LJfLGA6HBTBRF/OBzPq1mFZuzh71tjkfYWo5ND/B\nq36xg/c8Z1BpQGYAaF5zWNhJao5CYPjs0VsnWa4NGLjXdLCusSHjGcts9px5xmHmbYlT1GfwbsOJ\nZ+bEKurySXAOSbsvdpQo6FF4iTlnLCQEEkVCjxnc5P+0AXBgv/w///M/x+XlZbx69SoGg0GFh60X\n4CGSYVmiwQgbLCEXvIzHjhG6xFE45oPzBDCwPkeeXQ79fr8SfaOf7yoPZoizscxMhhLzf4cjUSI+\n7xmFQP0IfQ7lZmUSUc1+9oEVGYnbA7Bx3RZC488hLdCUw0Y8Rz8s5IzB9ZtuNqZGyA5b5RAWgrAt\nnGXD7PVq12MEb+VkhW+PH+bPywIwNgyP8sXwexzeY+59yo1GI548eXIvE3xnZyf6/X6Mx+NYLBbF\nCBr91+v1kgSFUjQA49SyHO2o1WoluYsj7o6Ojsp6FWu4jUajeNCXl5dxfHxcTuMi+Y6xeazMNbw/\nGo2i0+lUMlMnk0kx4MhFRMTh4WFRYvCxlyXgFxs75y5ERDx58iT29vZib28vPvvss7i4uCg0hHe8\nFYY5R1lblky/vB63bc0TGYCXDOz4zQaIMUEb+Nh6I/OYPR54d1tI2B4jdON3y5T1R1bi2RO2J46s\nZa/WtHGEimf9JiHrC+sUG1TruOzVOnKU6Yu82dgRXbH+gOY5srlcLuP6+jr29vZKdIbf3WeKaUu/\nlstlHB0dxf7+fgwGg7i+vr6nXx2RIRJFGw5Pe63bOhd5w1HIutl8YP2ws7MT4/G4Alz4TMQCvnHU\nYFt58KxpJhDCeVuDja5DJrPZrITpptNpxVvzGh4Kk88Yhzz5WbgpVrxmcCc7eC3UnjVtUqe9MHvv\nVoRu06iNenLSRP7LRnkb6jSIgdFhMKP+bNgcqfB2Htr2QRAOMWbBt9K1QrJSgmb2dlaru9D16elp\nnJycxO3tbQwGg+j1enF8fFxCzoCi0WgUw+Gw1ONoCe1xP96Cw4R48/QT+jCH9vat9DCCKBIO+uj1\neqVe3nUacec1tFqtysvr5/N5JSzKgSL0hwx5J7DB96vVqnj9hJ/zWqxBqo0Mc4YH8bWvfS16vV68\nfPky/umf/ql4x/YiqdORBYM9ihW6DX9ek6XQN/NElkPGYgO8Tf6gqT1uvBzatgLORiwbW58tvw3M\nvstQ0KcsJ9ZDBsLbtiLRlg08z9jwW/cQmTA4zr87tOq+0v+8lGiZYB6s0+j3cDiM6+vrEgWCjtDZ\n49tGI/Q3B3cQbTKYoi9E66x36Jvpy+dt5zw4fM88W28ArofDYQUA0xeA7+7ubkwmk3sRx3eVB82a\njoiKQoCg/JZDXyY4qJD3VzrMBFNNJpNotVoVRE7iEgLsyaTY4Jg5LPz2Fpkoe1ooYodmF4tF8Wao\ng1Ahz8JIDv3akFq5rVabbFpo47HAGBYOj5ckA4OgiI2i8faT7AHYkFo5gtgddfD6TQY8mb4oekcE\nmKderxdHR0dxcnJS+IKznkmWcHQiJxYxR3jGTpar1+uFXxBCaIMSQsBIXsLzIhEEWpEoYnQ+nU6j\n2+2Wfanj8bjwZr1eLwrHp/WwZQjlQPgd73SxWMTx8XF0u91SJ3MOIgf0keDEHGVZwfgaGO3s7MR7\n771XaP7LX/4yXr16FaPRqBhQ1ukz70FvlKojSzlEh0xnXrKxMe/b8Pi6PUfzlNu0LrAs2QADYgwG\nuCcbWwMFg3z3LRtHHzVp/nPkzEfhOlqVn8vyaLmyzHsO7LnRVwPRDHj8u+fAYXC3ZT3DwRvtdrtE\nO+0U0R/q93fTfTwex/X1dSWk7n45Mkf/6KP5nv/wAAAR+fNSDm07qgK/eq7W67ucBYM8dAhteqvl\ntvKgZ01bSWaPBILwmUklFM0Zo4QGeR6FY8+L72awTMyIjTeTUb8RpFEsAuMwbbO52f+IEeZZ1jMt\nVExyRpYIMiFMKx+HUI2erUwYq1+h6CxhDBJto7TZCpMVTsSGAa1soZO9AnsaRtkW3oxmM8q3R0fC\n0Gq1irdv38bl5WVJZmEPL4aAaImjIt4qlcN1bD3is1E/QA8vlvHWapv1UIwwR1XSrg3Ver0ur4lj\nHOZ9vPJ+v1+O1IyISnIcAAEPmr3KhMfI3OXQkMlkEoPBINrtdvGoUQ6scZHI5XmywfK2t52dnfL2\nqJcvX8bt7e290CVzn3cAOKxvTyYbFK5lwGZ+M2Dnu0GA5TR76/BwVsxe6/S9OWpD/Tb0/u8+ZlDg\niIHl3AaaYkPk57d55/4dutkhQJfBzxTLscGUZdnjs4NBod48j9a78PZwOCx72zFK2fC6LeZ4MBjE\np59+Gn/7t39bcioyQPKySjb26CJokmmYPWo7EY4MGjCj37EVBpA5L6dWqxXnKq+xuzzoGjGDcUfx\nFm00ISADR/GgJPFODg8PKwyM8oSgNpbU50kkvEod9oot4GYa/jyJGFivczJevDCUAYxrY21GcnjF\nYWt+p00SWPw7a+fbQl4+3N5esTNrGQtCCpDIiVQwo9vLwuwsUPffSw4GSPV6PY6Pj+Nb3/pW/PKX\nv4xf/vKX5YUHjKXX61XQqJUywsT8EXmwN+RwHnPLWIg00Hc8FI6rjIiKJ0xIdzAYxPHxcVF8nElN\n6BxgQN9Go1HZJ+4Q9Xp9F5KmDbxi9gKTaDYYDKLZbMbe3l4JX7M1Z39/v4SmZ7NZMcxkB0MHIgQc\nIGLFwtJPq9WK58+fx8nJSZyensbPfvazePPmTQFJgBlAqcODBrXIDUYb3t0W0mYu8nKNf0d3EH6F\nz2gHQ0sugLei5TCqr7mv9s7s1SDn6C74yAoe3jF4cGa2QT39y4lRDoUz/hyKpy9EbBiLeZNn7X1D\nQ4Nj5o/iiFZ2GDJI8vyia9frddl2xCEz24ppMp/PYzAYxJdffhk//vGP46c//ek9g+3lPBtJbIoL\nPJjnyQYVXco4AAzW34wLfoXfmWt4BJrbnmTA5fKghpg/GMFeqoliY4wBhuAcvgAj2mBMJpPY29sr\n7Tns5jBNRHU/ZMRmn68NHIrDBi8rCpiYCcPIwfAoLXuOJDEYADgTj3aN2FEYMB0KjbYwshZWwpyE\nSvG8aNPeEMrXKN5hcoePs0Kzx+49dlagNohmVP7a7XZ89atfjefPn8dPfvKTGAwG0Wq1SiIU7efQ\nqAXEBtbAJyLKWr0jFIwxZ/M2Go1yjCWH2rNOTP8BWJ1OJ/r9fiVCYR4mDDYej8t+YKITNzc3cXh4\nGPv7+8V4XlxcRL1eL8YXAwo9MaoY4PV6XZQd9B2NRsVYN5vN0j57gwmRYwQdnoNfqbder8f7779f\nTkHy6xeZU/pO5AX5QnFyrrUjOdDHr/S0Z2JwkHUC8wBIROlmA09dXkYyILNMonxzWD177PmzDRr8\n53Yth/CX81icsxARBWQ6imXvjva9k8G6ipLPhnfSFHPtaBD3mg8MSKAH8sF309+6Y71ex+XlZYnm\nAErhAwMd8iouLy/jH//xH+NHP/pR3N7elvsBtdDEwMdbIZl7v0rWcsPhO4yBCKb17DZQCTCxLjTo\n8fKnl/vMD7k86BqxjUzEJq6PEkUpcB10Pp/PYzKZlC0cZKpSzDBGtxEbtGpm5Lq9WxjF668oUgua\niUvd7PUzE+OZwAgoHa6ZER12MUKs1Wr3jPa2k3eyIouIisHhM6EiG0M+s+/N6xx42V43pc+ey4yM\n+WyBpY9WKA5fPnnyJHZ2duKHP/xhfPTRRxWAA13YSkQCB/Ub9bpNRz6op9frFV4wndbrdeEt+j6b\nzYpBZo23VrsLU7fb7XL0pc+YHg6H0e124/b2ttCNbUaEjRn7yclJUSQ3NzexXq/j4OCgMp8GMVxj\nyxRr2MyTQ9CMEQCAzNBX6jH/2KPBoAMIX7x4EQcHB/Hee+/FL37xi/j8888ruRDwZkTVs7D8M99W\natvkFk/GyTMAGgCogaA9XPMLc+89rfSN36nXRh9DAQ/aE7IRh78ADly38TZod5vwNryLZ2w5I3LB\ndjrmn7mjTcBa9trcHvRBRkwn64EciTCtuGb9xb18t2c6nU7j4uKiRHUySKUuG+Ef/OAH8dlnn1Wc\nGhtf+oTjxdIQfAGd0PUOa+PETCaTsi/d9AJ8QmfohFxBc/Pker2ubItEz/uQnm3lQQ/0sEeER+OJ\nxQizzsF/PCwfM4iyhMjbhNpxeguVi1GjEXDEhoGdrWoDRv30wSjL229gCHsbVlQGC9kjtfGjPQTW\nY/AzDonDGD4QAMVNgWndlsN8ORTnsDf08vNez6Y9gxu3v7u7G91uN37zN38z5vN5fPrppyXU2ul0\nSgQFI+EQGx4R6L/T6VSAD8Xjt3FziC8iSqIH66Cg/W1zxTNeQyJC4fAW+5rxqHm38P7+fonwwBcY\n0ZxUhmywt7fdbsfh4WFERDm5DXrRZyJJhLdZN2a+GS986bl39MPGtNfrxde+9rXiwb9586Zs4UI5\n0qaNO7Jug+OQo40gvOV1YPfNkQd75Jb7rLDNwwbiDt9yzREzG17zco7s2KhZIWePudPpVM5Jpk5v\nu8xA3+F694W68a5NU2TVyaHIJXor6xx7eBkk0V+DEi+vZR0APZfLu/3oV1dX8fTp09IX7oFPb25u\n4mc/+1n88Ic/jJ/+9KflKFs7Np47eMORPY8J2lhHcj/3Uk8GEOYP7gHgWB7RRxFx7xRDy9+7yoNu\nX4qoJhmYQRgwf2RHOzTNNYdqYEp7DPxO3RHvRun0zR6YlTjfYWIbKTOkPQmPFwSbw2OEV2EgigXD\nHh80scGzx+q+WGjs+VvI6FtElP2iFq7sYfOcQ/15TqG3DZ7RNf3A+DlzvFarxfX19b0cAoTHIca8\nLgydvJRAQdjox2QyqQgTdDW9ac8hcPoED/r1htyLESNUXa/XS2id8BiAYDwel0MqnLk9HA6LQaa/\njibhFTJ2Eu44DtNn/3a73cIvGEvzqxWrwZMVlY0b4en3338/2u12vHr1Kj777LN49epV8frhA5LK\n4CV4FHrynXoNjDyv5h8rTtrxNiXGZSNu5WyvNQNoxuzivlgx535aFhxWty4BEGfjnJM5rZ/swVNH\n1hM2LG7LBjciKkbNOpj+m9YGk9az2fu1R06hXT87GAzi4uKihG9pazqdRr/fj08++SS+//3vx1/+\n5V/GxcVF6X9OLrReN3hzf/M4c2QgrwtnR8795r4cTfUaNXRgWYRoFc7ju8qDGWIbGxtep+3z34Ph\nNW7D4bCyz9PIc7lcVpCys6Y9UbkPNlAoKhjO3hsKGGRkI+P1H5/UE7HZPpONVPY0zATZI+B3C6mV\nsT01mJa6nAGYQzVOZsh9srAQts/RBgCO19iYDysXP2clyvojSRo/+clP4vLyMur1elnbzKg9ovpG\nK/rgc2XtDTB39AclbZ4EEFgRu9+NxmZrEFEOwuMYAfjNYM3h4eVyGd1uN1qtVskE3dvbK4aSNV2H\nJXnZBP0kqcv5Cru7u7G3t1dOELOXjucJX0MbF+YV2kAn5140GtUDQrj/9PS0ZFV3u934xS9+UTLa\nMR7ZO6rX68VLsPfpNUbPryMp8KONjo2kDXLmEytXy6DHw+cMRKgLOUFXZPm1R28ZcPtODvVWO/ST\nvUADqKwDti2v0X97sxkMGIzYI7dezGCddviN5Fo7HdaxyJLbns/ncXt7G8fHxxUP/urqKn7+85/H\n97///firv/qrOD8/r7TtJQWeAbjTFhEfIjHQMC+l8d+gxksSDqmzLEJ0DV3kiAhzB1jCNnGQkEHs\ntvKg25c8cfasLCQkICDUpMF7HRnms2cTUd0P7LUgo7+ITVasUXRENTmJfqEIMtKi2FigELz2yYSz\nzmNBaTablZCpQ4cwADTCiDjLOgMPPDNoTD0k5ziTnPvNWIwne8P2/j2H/GajZ+UCQEJIzezMOW8r\nurq6KnPCOg3ABkMArZ1swvW8jSkDC/OKjQp04KUNXlPEAHpbmgEQc7JYLIqCOjg4KOu+vPUI+rPv\n9+DgoITUoSPbkHjhOSFohPvy8jLm83k5oxrPn/wEAAPzhxzhGTNOeALgxjgMLplrQqaOFFDw2j/8\n8MOSCPPzn/88Li4uKnSiHn+P2GzzAvRlo22jZJmn2AjncC1jARBt847YSWCZzwYVeXe7eXnNER4/\nn0PJyGOWXRvCDFxNkwyi7CQ4ecjAnP7l57J368/0y7koBvzWL++KitFfe6qsy7ZarcLPn3zySfzg\nBz+IH//4x3F7e1sMYtaf9kbpK3JuEMaYraOsy33SHh6tdYgz0AGgthOWF7x1g+TRaFQiXYwFHs7l\nQT1iGNFGDkJiwECh6/VdxioTSKiP19dZwBzWMVJyuNaG0uEq2rKHZW+bPjvjjoIAgvpAYigvtk74\nHn6fz+fFCIOWYbxut1s8Lmd/2nNBUJhomDWjXzPyYrEoDIzXY7TvsRvxbfMyrDBcT6PRKNEJj4/x\nU9bru722Jycn8fnnnxfFjPEx8zu8hkA1m5vzpklUImkCGvGMM8LhH2c10jdCZ4ybrUsIN3vYd3d3\nyxnRJBLWandv+eG869VqFc+ePYv1el0SuFqtVhwfH8d0Oi2nD5HUNxgMSkLYwcFBeaMSb3fa3d2N\nw8PDaLfbMRqNyvm7rVarnLONIhkOh2XtHfqzDQzwhyEGvTscjIEiEsT4fViCQd5XvvKVsl/07//+\n70viGYrYYAzjiAK0gnUWt2XaIAhZ4BnmmGeJgDQajQJ80AXe3pgBZAb4DoWa550oZoBB8pB1An0E\npAGenFnu+rK8AWYNtA1yt3n86BZHvyI2+2qRQXvW3upHv2z43YaX+BytYB4MXNBX6Ebm4+bmJj7+\n+OP467/+6/iHf/iH6Pf793SOQ8gG8tbT5FzknRUkRHLiHAbaBSCJ0Vwul3Fzc1Oy0fGKAcWOUrKc\nxNZAdiNYp8JH7yoPnjXtMIEP3sYYodhQrs7iRaAiqi+1z2EUlEU2uEYvWciMgE1ImN71WbgphCwd\nxmVCCZ84oYq2vM1ntVoVhY0RtxeD4vN6H3Ss1WqlfSM36mUO7IXxZhqjNpjSbxqyl+moRMT9VyNC\nO9MNIEA/MQZ7e3slEx7FQX0gTtpgjvIxlFZa3IPywlgTLmIeOLGHjPSIKIleHE/ZbN4d1AIQGAwG\nxaC7b6vVqoTSQf7MH4bUW4vOz89jZ2eneMqgaIw4885rDnu9XlEEtVqt7K0mAQuws1gsSqY2b8CB\n5hhCr7nBQyhv7/XEeAAOAQsGVfxF3CnyZ8+elTn86KOP4s2bNyXkDkADLJH17lwPjl9lrqlr215s\nyzmA12H4DDAN0jGayAiGm34YiFl38N2JRLRjPWQAj7w4dOl2bKyd1GkdCWhBLqzL4Huvt6Nn87Yi\nR5JMFwC6l9CyZ8s150RYP1o3ehmQazhNL1++jMViES9fvowf/ehH8fHHH5eoDiCHsUArLyvRXLGc\nwAAAIABJREFUFn1gHtHDloXZ7O697nzGtthBMRh1BMJRTfQq9Nvf3y9vPiNqd3t7W+E/dMbp6Wk5\ngyCXBz/i0so8Ioo3zEI3R0LySrbshTqEaoVgJBlRPR3GoVeHY42w8/MZQXkMEVHJkMUL5HcnE2EQ\nMJAoHLx2r1Eul3cny9hbQ9AcfsLAM04Yyl4pDOXQGV6WQ7K0YeYj5GrEjzLx+pRpYnRug2qU3263\nSx3Pnz+P/f39+OSTTyrHMtrbtlIFtEREMWzeY0lbEdWj6QBzeI28t9fhpV6vV4QQ0DGdTqPdbsd4\nPI7b29vodDpxcHAQEXfZw6zJcggHOQxHR0dRq9WKV8w7gMl3YH/wanV3ath6vS4GNSIqrzTkLUsg\n/fF4XNaFGSPbmFB4KIHpdFoOviF0HLE51csGEsXL0gdAjDVsirdI2ZAgR/v7+/Hd7343jo+P4y/+\n4i/Kmh91r9d328Ac9cDociQoc+7wuPMxzPMAs21r0jakljGHbNED1Me1rEccxTK9bLC9nmwPDNkF\nUNhLcls2DtY31OOMY+o17S2P9JXv2dO3/DM+g2vXmekJACGqQhvWT9ThrPyIiOvr6/jiiy/ik08+\nic8++6wYYe/o4J3a7zrPAdCIvDvpE1rRx36/X77DC8wl7dlJcRTT+SfQiSUz6oSf+/1+sWFE3U5O\nTuJ3f/d34/PPP49t5UGzphEUh6AjNpufQS/sGXaCFIQ3E/m4QjORUS1Ix8qG+60MsiBw3ZNVr1e3\nBXGddukfKNvhXhsHmMpGNqJ6Djf9d+IIdcKkpi3FCJj7EUz3kTqNpi2oHhOfKQ6D0Z5DUvk3RzOa\nzWacnJzE9773vZJtG7EJw6HoADYIAaFj98FK1GEzeIKD2g8ODoqHStjcPJmXCRqNRgkxk5UMoMIw\neP4AT7zogVOdnj9/XrzY5XJZtv3g1WJQF4tFySptNpvx5MmTAtjY3sSaMetOViA8h3LxMkn2FiM2\nYTlHSKCht4jZUDC/0BiA7OgDnvHx8XGMx+P4/PPPi+EfDAZxfn5ewnjmG9pH1m0gLX+OgnktmN8w\n2PTdcgsP5lwNFDN1QFO+20M1ELaMeizQBOPkXQ1EYeB3IkXul4Ezbfo7bVheLPcOkdqQmi7OofEc\nA8j57Migwb4BSA6/2lO2jF1fX8ebN2/iF7/4RXzxxRdlbzt9s3NmIO8cCJwfeN3nRTvaAB2c8+BI\nAfOPYYfXdnZ2ij7KYyWSZB09Go3KchV/rVYrTk9P47d+67fi61//eryrPJghBk3lzGMECtQIkudg\nf5QDBEUwHKqxUXWYKYelHDaJqL7KLHvWVtYOs/I7QmZm3+ZFO6wdsUGyCJ3bp89eE4OJvJZmYOI+\nY3wd2nFIzoxPX/KYbfwdjrQip9+TyaR4MQg4jJ0BEP+bzWZ5VeCXX35Z8TIADE4yMQBgvBZG8wXe\nNsK7XC7LAR6caoXhMphxFjQCR1286Qlj7czNRqNRsqBB0oTZTk5OolarlbVZvOCbm5vyDuCIzaEN\nhJrt/UNLDC1jZZ0aLxpj6rVX1suJOOFJeD3QXiaggj5BCxtFZ5Iyv3gvHKaws7MT3W43fv/3fz++\n+93vFmB9c3MTH330UXz00UcFqHgOc0Z7xGZrkvnBMmWZ9DXmmbqRNY8xr6G6fnuuBocRm6UY86OB\nbJY3foMvfAwuIAyedg4Jem4bGLJcoJss1/aAudfGMcsxny2v235nDXybF25AYroi0/1+P87OzuKL\nL74oCYn2YhmLDxyyDOSoJjS1Rw/4dHIl8w4fYAMAnDgoXjrAA7cdAGhCb5xF5zOQ3/HVr341vvGN\nb8SzZ8/iXeXBDDFG16gFY0bIi1Ai4elarRZPnjwp76TEMKGYYPgcTrKxtaL22gbCG1H1pr0Gyr32\nHP2b0TzM535kQ+jEjNlsVraecJ8RHIrJAmmDaSTKZ67DkPQBJUzigY25EbjDT2Zw082e6LYQlgXL\ne2+5n5fYf/zxx/Hy5ct7UQgnk0REBQ1TR95OwDXohBfbbre3rp8xbq/z4CWgPP0+YAp7kCOihFjx\npDmSr9PpxNHRUaxWq/I2JmcAe3mCUPXx8XFZO+U+vHCUiDPISUZB4dB3Kx1ODnJmvr0AjDleBb8h\nA0b+hBDJ6eh2u0UGMb5ed202m+U4VeqbTqfx4sWL6HQ68Td/8zdxc3NT2iUfIcuslXr2jrPXbCPk\nqJBzUKjH2/94Fl6HnzOAtO6yTPqerOtMT4CN+2+5s66wXNLPbcDb/bUzQbF+cpu0a4DhOrNR5n73\nLRtb38vcZCP8+vXruLi4KGAbukds3oJkmaMeDCj8ZN1lu2B+yzocsIxMIAMGQnaarHO5htOBjRqP\nx5Wls729vfjggw/iN37jN+K9996L4+PjeFd5MEPs5BAbHAiBoJMRyrnAvIItT7ZD1tsQmY20PVKE\n0M9aAcBsnky8rPivzL1JjKTZde93IiLnjDmnyprZI9lNNdnNbhGESBEQRUGAgOedDa8M2DsvvPXz\nxssH2wtvvLdhL/zgt7K8lL0QIC0MA5IAiRIJsucasquycorIzMrKzIjwIvp34vfdiqaEZxjFDyhk\nZeQX33eHM/zP/5x7b1SdDutCmVjywNBOVNY5imCyiWicdyXSwmk7CrVxqdVmhROOKHAiCFZJL/E5\nzylRX4n2y0MxHLFD85TMA5epMY8jTmRvb6+yjtXbUNrJA14c0fA3O0kcxmg0ik6nE/X6dLlQs9lM\n0Oe5A5hQ+ET+2uArYorS2TnLeVxyy2xcgUNypI0Ref78eRaOjcez4zqpjo6IODw8jMXFxTy1iQpo\n59CIGK6uruLk5CQdv/efZs4YN97LIRAUipXo3qwLskc0jwy02+3KqVKOVMoIDBCBfOK8IyKOjo7i\nF7/4RYUJshNHrplr5s/6yTzaATNnOIDxeJzGE3lB/ssom3bzPIMnszJlbQby7Zxm6SgJMgA4fhey\nDZiy3BnwOtiwsywpbEfK3GtAXbJm9IWLfiFHZX9tT213sQ+u2bi+ni5DffbsWTx48CCLtSwjOEls\nFylHZJJ7DSrc/4hqMaeBEle9Xk9gaYfNHNjxm7InFx0Rlb2qzXbU6/VcsdDv9+PWrVuxvb2dKyK+\n6Xqly5dAPTgYNu5gQwKKs0BrIBgGB6RPtDAez/J7FuCrq6ukAm28EY5SeKw0VuiIl9fzIbSO3uwo\nbOgxIAYQNoBENPyN+zFKtIVnzTNQdqKMc2kU6Of6+noicwqXXLFoJ24DSHW1I4zRaFRZCkW7eEbp\nQCNmBv7hw4e5YQWyYCOL40PAqbLFCfE9Kz9OqNfrVRA/IA8lZttMnsl5wScnJ+nomKeIyGi52Wym\nc2JpEPlbHGFEdZei8Xi6qxDPZS/q7e3tjCIBmuzFS19Y8kJkzzyzTpFoFKeILvEMHG6tVssjEpeW\nlqLVauX4nJ+fVyqqkWkKJdmbmips3lk6CMsqsgz4xFHX69ONWu7duxcffPBBPHnyJB4+fFjRM2wE\nRhP9xmjasVvOMIhczJlZJdqLTJu6Z1mT9Rv9KSlgG3jrNpE9cg0jwby8ePEil8sAPBypIj8OGqzP\n7jPvdJFVScWWgYqjWZ5Ln9AV2uJ7y0jd6QTPuZ2y5+Ho6Cg+/fTT+Pzzz7PAkXbheF3fQDsAcvyk\nbWYofJnRcYGVawCwqxRSUnDmAAN7hKwB0lnVgGxh57GP/X4/7t27F9vb29Hv9zMl9k3XK3PEFmxH\nwuPxOB0wKMiDYmfmvOpkMqlEIVBl0K8YaIyC0SYKasqV9kW8XBGMEOI4HaWWEarvwfiaXgGMREyr\nCG1IjPRpP2PnKIM+OD+BkpTUC4CFyAdBs4EyWgQo8Dt9LFEjIATQU46N28ucumqZ8TRbwPjTBsaL\n/5NPxdChaMjJxsZGBbWPx7PcHPIzmUwyT4tDBuwwRs1mM0ajaaEUkS9y2O12Y3l5OZ48eZL7RgMe\nFxYWcg/o4+PjjEaJvmu1Wuzs7MT6+nqcn5/H/v5+tNvtfCZAczQa5c5byARAtVarpTOdTKYFIzAx\nVHVbf5BtDAMygywAWCkoox/b29tpfJA5dALdc5Gl5RfZoy38rNfr0Wq14q233opPP/00Dg8Pk9IH\nXBgQoofIpalI9M8OyhEqc20QDrgq6yjQIZgEZNvvRD4NciNmRU2lDJdtQ+8cJDBmbHJBGgEnaaDK\nZy66tG31xkDYEO5B9twX9BLd973YEACDx8qsWRlZmxE5Pz+PwWAQz549i729vdjf338pyKBP6DJO\nz0wezpn0BcBxbW0tVz+Yeva6dz5H/71cNmK2s5yjaWwN/wC7zWYzqWjaz9+2trbi3r17cefOndjZ\n2UmW63fSEWPITUtTkEWhDMgdQbBTiqjuC+qow9QV6JHvGX2VtKyRMoKBoCGQES/TPgilEZSRHu3D\n+cxDpq6QBFCUESpKgDAxJl6+RPsQXjs+lMzI3X1hfOysaCfLQnAiRu84T9rhgwccGfvdtNdbwJV7\nZ0fMjoijHV4CgWKQTzQjgvD7ZCZH2AAXnG7EbBkYBgWUjCHGIeMcHdVOJpPY3NzMIkOK0JaWluLg\n4CCeP3+eBzsASoicz87OYjAYxPr6erIUzEGjMd2dC2AwGAzyFCgObkBWhsNhAgWDJ7NKKysrGRmj\nY8gU0TeOhaVY5KEjZsbWtB45z9K427mYNrUMjcfTncXefPPNePToUfzyl79MuUWHSB/RJ/fZOmZA\niTwCXgGGzBvt8dI8X460PZaO0rAz1j3sjEGk86/Mx2Qy29np+Pg4HS7j1m63K/lsF1aaaeKy83Oe\n3xQu/bVDsDN0wSvBCu12rpb+ci/PdRtoBzo5HA7jq6++it/85jext7dXATvMzfr6ejJGngMq8l0d\nbbauXq8nM8q8+jAg0powV8idU4xmOgColi32AoCSxgmbQl9cXIxOpxO3b9+OmzdvxtbWVi75c1A1\n73ql1DQ5OAZuNBplNMzOQjb6Rm4RM9rPjs/ONmKGDrnslEq0yLNKaquki21U/DnPsSPBEJTv516M\nl/OIRAJeooPQOO+CA+L7dvi0izHCgPDTYKNUIBsAnst9ZaWkjS19YV4ZZ8aH95tWJe/o9eH0gzEx\nBQYyd4Rs44tzY87YutBOAkXHQI7H4xgOh5lfRQnZZvLq6iparVZEREaKPj0Jx28Qw4YgbNUJlU20\n2mq14vLyMje52NjYyJQKVDxrjHESLPGgKAwwQbXm6upqOkyMH0aSpU44AooiXQzHXLGJDBuZMNYG\nnGVOFfDhqNV6gcy4kh7ZWV5ejm9961txdHQUJycn8eWXX6bxLKNXF5eVTtjP5m98v4x27aTQSy+H\n4p9ZLrNv1hmPhZ0072X8ALLD4TAZPwPS8XgcnU4nwZkZBTs83ml7iOOkTR5zU9WlbTO1y9zSj9K+\ner7RfZyMo3QX9mEzBoNBPHr0KPb29hKoo/eAU4Ck9dk6apuOTHi/BtfEONJ3JGy7BUNm0FGCDfrj\nXP75+XmumDCT1Gq14vbt27G7uxv9fj91FJtsn1Fer8wRMwAoNRXT5PbsWJkIDCrfsfF37glnyne5\nPEGmoa2cViALrBXZDtzUOgaPpTF2eqXw+/kYBZSKvsMEcI9RpJ2Nx8l0lBUWBeb/GAFHEm6HEeE8\nyonvWeEcpc5rjyPaiMgiPJyBkaVpZuYVoWZ8HAmXTthUaDlvbM7BvYAN56hcJASqPTs7S0eHDOMo\nOW2IXXZcfUkRHqCQfCS7bPV6vXTSvI/+kgM2Jca8UEvBrmToBwCn0WhUHDmrEVguZLleX1+PVquV\n0bQNmB2Qx5G/2RFaXm1ELX8luF5YWIidnZ343ve+FycnJ3FycpJ5OwwnzAVyZlrRTJUdjh0H8oJs\nMiYGZXZmBm6wash7yYQZbPh3nkvb/DfGkLRMRORceVcxs0gYcztc+oxO0g7a577Y1vhyf/hpZ17a\nIe5DF22LPK/o2tHRUVZJm6HyEZD+DvriwMAMA7Yd2XE6i3ma5x9si4jU0VPkiL67/66FAJh7K1j0\ncnt7uxIJr66u5hiXrGV5vfKqaYq1vGaYaLhcNxZRPfmEyXEVoBUzIipCxHf83YjZ+tlSofwdO5uI\nlwXa1I/3Lkbpab8NhB0r97rIh/t4riNZ53Gdc6T/CI4dqOlhBNp5Zu5hTDEEFnC2zcSwOjpGac1a\nmIa2oaMqnuiPfyiC+0O7nGbg5/n5eaytrVWWM1lJybXyXNq+vLyce8+yB7OjLyIy2sBWl1DvGOjV\n1dU4PT2Ni4uLrIx0XheHaSdcq9WSSut2u7G4uBgnJydRr9eTDsaIRURGUhgB1mtHzIy3c/9Q6hhI\n8sbIFUaOwi+oZ8CJo1pHtswv8l4CTGQVneX7zIdXEEAxMpeLi4uxs7MT3//+9+PRo0fxT//0T3kf\nRpP7yjWeNrr+aUAKLU+/5oFIqGz0gme5zTbkbrsdgHXBOmzjzvwOBoMKLY780E/TtPwfOpX3YxdM\nxTNHpa2y/XNfGDPfQ8TKWJXO1kFBRFQcJuM5GAxy4479/f1kPJ1iKuePPgFKsKGeN4CKI1me5VQj\nQJh28l2zmmbZAMCMm/dhtw56bX2n04l+vx8bGxvR7/djdXU12TSnNO2XyuuVryO+vp5u/n12dpb7\nDIPoPShMFAgoYircrhIl0oiobkiAYCFARo/zKFqjVv5mZfT3/S5Qt2kqO6WSNrNyI2yOZOdF0aZY\n7GSdW3Wk4EjETALUvNE2bTQIMM3OvPG8EtQ4+gQsGJ06IgJo8XyqVcvIOyKy+Ivvug3tdrtCwTm3\nCrBhfGu1WuVkFPJSGBDy93yPdADR6Orqap6PSq4IhI8jYyceHKHzybx7PB5nBLuyshInJycV50mN\nRLPZjEajkT9PTk5eOg4RcMH4kMeq1+sxHA7j6Ogo7wUkra+vx9raWrahXq9nFE4kzTw4+i0dG2Da\nssFFFIHDMVjju4An5GxpaXp600cffRRHR0fx+PHjPBjAbI5zrhhT1x7gxJhz7qdSGR23s57niKy7\nJTDHBjj6tU74Xs8VfUEGiay4b21tLesJmAsXdtpG8E7rvQGCI0qPB+/DGeL4DbiwtfNsIm0xgPd3\nDF7ZxvLBgweZQjEb6XFHJqhHcXDF4SYUNmIHPdZmWXG89JPxIQ2KLYHtYh95VgbUarVK8Ve9Pk03\ncSoUsg6TtLm5GZubm1nPYdtXAp151yvda5p8FQPIhtnOS5rmRMiYLAs52/Th/Hg2ztmRtClQHCLP\nMaVtahcjgOF1JGgaj4t3GBBcX19XjHEJMpioUrEQJPKDjB8/nfcwc2DGAOXAoHmZV2lkaRsOzwaJ\n58FkGBy4fVC+HlfuITfp9iC0KDhG3Ov4MKpXV1fpgJnrsi1GyOyxTCEUUbQpNSJ9nON4PM51tjhr\nTjhaW1vL+eWdrPMFHCC3tVot0TH531arlXN9dHSUNQGM22QyycgYB4xRJPpfWFjIrTTJYXmjDowg\nS6oWF6c7XHW73Wi32/k7smwaDwdLPQAyUeaJmU8zO9Yl6wTO2OwK660dma6ursbbb78dFxcX8Zd/\n+Zfx6aefJiMEc4a8osNctB9bgs6iO9zDOJeRlp9jIGs61UCRi7EpmTWDOmo+XJXMvJAnHY1GeVLW\nYDCIdrudQJD+unrZY8nzsIv+W+lE+b6ZI+sh821HYtvi6J4+O21Qq9UysNrb24snT568tFLF48z/\nkXFsNhXTriE6OjrKmh/m332kf7YhEZF0d0lrE/C5z8zZ9vZ2ngRFsIdNg0Xq9/uxubkZ3W43Wq1W\nrKys5I54tsu/s47Y+arT09M4Pz+vdNo/uawIDvntYE2NoQAlhYVjsnD5YnLtGFFM0GCp2I44mUjy\n3UzC4uJinJ6eVtaZOtItD1FwFAEic9RZLvHge4wJUaajeZSfSl8qEG2Ijdw9DmWexb/TTufhEHDo\nevZUxplGRAITO1VHsNBjPMvRpSthmXcOIWg2m3lYCM4ZRSJ3g5PkHTgm1hCzBM5UIJXSOBGoM9D+\n1tZWRqMR1ROFLi8vc9OOyWSaH2RJECwB78CgUG+AYyZyGQ6HcXp6mspPde5gMEh0j46sra3F7u5u\nrn/k/cw1AAi98BIZAI0BrmXNNKaNDXOKo2UpCWCUqJA0CimEiIjNzc343ve+l8zA3t5eGnKcMSfp\noGvoRVn5XlLUJZNjpsbAGBvC/5EB5hOd4v8RkWwMTpDomwpbdAGwx7Ps2IbDYToadPv09DRWVlZy\n5z1WCvBeQMo8lspgoASopoHNWmHzsIXYJY8f9qBk/CaTSa57//LLL+Ozzz6L/f39jMgB14yNc/2A\nKpgd0+zIsW2k2VHYPfoJWMXesSLHKVH6x3hBKSNjyATABdbsxYsXCWi3t7ej2+3migd8h9vN+NiO\nlNcrdcTeA5hlLBhpn+aBUwHhoFTuNAbWQmYEQnRsVM5EOr8WMaN1SmcbMRvYlZWVrErlHxcTXaI9\n5ytREHIc7o+pPxSXsfEGCtCnpsPdP6N/I3+EmaIk2kGUylWiZp6P4pR0FEacSMrf805pKDDFSRgV\nDJUNIGNNBT35HpyWC70Mws7OzmI4HKbT9tpEgzD6S9T6/PnzuLy8jH6/X2EXeAYOk8rier2eUQxI\nHpnGKPAudvhiWR6Vl2dnZxUAh5Mm7+wtJBlH6GTWPw+Hwzg+Ps7qW4za9vZ2bG1tpeE3GMOp8s/b\nq0bMDjlgfmy8HfmhR1DA1jsAi6leMy+ORnEUCwvTgy4+/PDDGAwGMRgMYjgcZjtxRCWdbKdiO+M+\n01ba4sildNxlxMh7zMSVzI+dutkDfiILZuTQD9qBMzbYI3rDhjgKxka6poP2OAo2gLKNsNyVIMVs\nRFmwVdoZZGU4HObuWfv7+wnE0F/bTN6LbJLy4Vku+GP8mVP6xHMAX+giQVhZeEpRpUFku92u2C76\n7gJhZAyn2+v1Ekijh4ytCzbLZZLzrldaNY1RGQ6HmbOLiLkoyz8dpZkms+CTb2AwI2aFW2W0bUfr\n51vQyojR1Lifg2OioKd8hyNhhC/i5cpF/81O3jRyrTY7Cg+D4ujY1AzPYAydR+bvvA+KizbYuJR9\nZqyhpD1uniN2beJ7FA8xDr6Xn0RZFFgR+QF02O7RuXt+p/2kPkDhzhkzhoAQolqKrGBAKL7zVpQ4\nA1gHRzcRUdlbOSIqlP319XVu7UkFN3nohYWFrBjGCRMhAwSIwnFuZ2dncXBwkBT84uJ0a0y+TzTN\nuDI2k8lsLStttXwg86R5oOznRVzMO4bTTACOz9GHKUTn8wEbjUYjNjY24s0334wvvvgiPv7442Q3\neCay4J3SvMzE8mSnb+ANEAZ02TkDeA1cbCtsM8rfLb8+FxdnAbgkGHHECHsEi2D7QzudriqBKzpt\nVgNdo120Exln/Lwk0nbSOWSzAtgZ3ndxcRHPnj2LTz75JPb29uL09DRleWdnJ8cYoOyI0XUZyDg6\n4yI6IssSCFiGcIDY6pJ5YDwAzQ5WuAebwZg1Go1klNrtdrRarWi327lSgjY4UIH5xTZ90/XKI2Lo\nQm9DhyCYTomYob55FYimMyNmhSN2hhYsDEzEywVbdu5GzAi73+38MIpqI2WHj3Cg4Ai3UbiFin6a\n/vUa3TKycN9oX2mQTPE654NB4n7+5ne5IAah9xzwfC4+JwJ0hGyFRgExkEblKBPGjLn1WNtQYpgi\nIlkEnB79YptM3kn+EvYBBUURMZQUcuDMUF4AUcR00w+zA6Z0ocWQGS+74F5+djqdjA6gymq1GdUL\nCBiNRnFychKDwSAajenpUBsbG+l8LU92EDhtOyfud27LDqlck+3I03JGJOB5dWRpEMGzTQfzjIWF\nhXj99dfj2bNnMRgM4sGDBxU9tw7QNxiXMm1F20oH69QUMuy/l3ZmHtVtXUcHynX96LKdnAMIg25s\nIREh/y4vLzON4bHnmpcqctSH3s8DvegVYL6Mqpljj0P5bmp8nj59Go8ePYrDw8OX5hSQiXO37QVg\n1Wqzk50sW/wOcHaaxFSzQQMAx/IJKKQPtqHYGgdgZrfW1tbSAcOKuU6hBLW8D7D9Tdcrc8RQ0aBC\nC2VEVJyU6QULNxdGArrBuQXnE8p8sFEdzykdeBkB8pP/Oy88r3CFd5iyM8KNmBlJ3u82ICB85qje\nVaBWOr+H59MOfpYsAM4VpS2RP22D2rOzL40TfQGNskTJNKQBjI0Enzvn46VJpo5AycwV7aYgKyIq\nVdE4etIEoGuoZ+fSoQSZQ6qRDQKIhPkOJzRhKEkb0BfTfIwh+Woc+cLCQtJqOGCMA4wEhTBEs0Tl\nN27ciH6/n1WfNoDetH8ymRZzMdZE4gaU3nEIPSD6tBEuWR9H0xg7onnuMfAwiOYzO8h+vx/f+973\nYjAYxMnJSRwcHKSMWb9oH20FSJXyb8arBKxEU6XsW+eRN/RhnsPyfciCDTvtQB+sczins7Oz6HQ6\nyUYwJrAZZSrD9sJtsR2z06ONtgFui/tuoF0GGqTKcKJHR0fx8OHDePr0aUa2FONS/DgPSJfAqhzj\nEswakJnFAfghEycnJy/VDRn8You8t4Blyt9bWVmpRMKtVqvC5pVycH5+HuPxODfa+Z10xEwMhVol\nYsdYIoRldaQRB4l8Oy5vg4bQelJ5jtG9UbJzE+SAmPASBDD4LnbxJEZExXiX6N+Oy7870i0dJ4px\ndXWV1cAlDRgxEzJT66ZPGRv+uQ3lu6wgKABzY/THGDp/EzFbO86zGo1GHvdHX3CYji4YWxSYtuHo\nqIKu1+uVtbe0lygSCp0ol0iY3O7FxUWsrq7moQqOQiMiD/22c/e8U0yC/LHJPXQ2hs8bdEREFldB\nQ9fr9Tg6OorFxel+0ThvDkQh1z4YDGI0GsXu7m5sbm7Gzs5Ott3zxPeh+K1PtVqtkoN0fQVyjA4B\n/visZHQYK9c9RMyApp/ngjBHPDhDdGNhYSFu3boV7733Xnz22WfJcjAOtMPyUIJeyzc77ljcAAAg\nAElEQVRyaYNsWtq2gX4jewZq2Bpkze9CbtEzg3TqYUwBO0/PM66vr3PXNVYImDqmXR67kl0wAME+\nlIEFumDHhs7aIZfgy58B3I6OjmJvby8ODg4y8mXzGJwZwIS+u7DTgJu2U4fBuBOQkZt3ZG22xnNh\n+p13+XMzKFwAZJ7bbDYz3UNxFuCd+5xSpWANQG99n3e9MkdM7s6L8x2pMfCmaE2NupDKg8GAOL+J\nUNpJuKoyYuZkcBqOdKxUZSQYMXOyrlx0tMxEQ4li+Jg03tPr9XKdGv9ol+lg+mnq0o48YqYsOCYL\nyWg0yiMbUQZTiQY0Nhi8F1SLEhiJcv94PM4CK8+TIygbC+d/SqTu6MH5MNgUgAA5Jxd8rK+vV7bP\nbDQauQuWz/G9vr5OMGdguLq6mszNwsJCNJvNSuGWi1DYqJ+cMo6SpVKTyTQ3hrNHtk1xjcezZVMo\n/MXFRdLPyNBwOIx2ux13797NbRHL85ZLwFir1RJsYPQw0OV8G4TaCHseAIEwBeXSGcsRNKGdk+lj\nO1AXJOIUbt++Hd/97nfjxYsX8dVXX6WumRHByLuAD70oo1yPCXONo7MeGHDxE3lHdukLMoeu01cD\ndIAMOsvf0CWDyYuLi6wOZwc12zpXusOMOOp3oOK007yIkuf4M9rHGHscYaToy9HRUezv78fTp09z\nrT3jyRhglwgUeBbgDfkxtexAge+jiwYKppthnHCGMHNURDPXtoUGOugFsri+vp4R8Pr6ejSbzUrl\nN89nnLB9bBNLseU8GeT6Zx1xrVb7HyPizyLi6WQy+b2vP+tHxP8WEfci4vOI+A8nk8nx13/7ryLi\nP42IUUT8F5PJ5C/mPZelLKBaDLUFxJt9G8mgnNA0KKArYjHspiVKSsbRIv/srJh4R4AgJKhEDCP0\nYbfbjU8//bTSBihz72OMELmKk3NtUaqvxzOVinaVygKqtrNFoZ17NFVIP7ze0tEABoP3MF44C1es\nO9JDQb3ezgAlInKZEKcHQV95jHDwtIf/Mz5Q1BRBEe06vwfAYG7Z//ns7Cx2d3djNBql8/ZZwtxL\nnzh1qdVq5T2Xl5dZkOWICGfH8rBWq1UpGoHpwSlvbGzkvLG7FkVWGJ2Dg4MYDoeZa4+I2N3djY2N\njdjc3Ixms1nRG+aF9zJ/0GimSSMit9p08RMUNKzG4uJiFssR0SNzfhZzjfz7++T1zM6UtHGZR0dm\nWq1WfPDBB9HpdOIXv/hFfPLJJzEcDtO5E32Y2bBeO1fIOvDSiRokcjnCQp/9eXm/U1WlPWs0prs8\ncbCBwcjKykpS0WxwtLa2ltE/x2yiU172g+MFlJtlwLn4PrNsyIiXfTEnzIefi34z3wDXk5OTePjw\nYRwcHGSUy2YsgF0vUWPuARfYd9dgMIaMqxkqACQMF/PiIMA2CLBou0W0jVxTMIzMQidDRbP8j3oK\n/BD6hA3DFwGuDeC+6fqXRMT/U0T8DxHxv+izfx0R/+dkMvnvarXaf/n17/+6Vqu9ExH/UUS8ExG3\nIuL/qtVqb00mk3H5UByxUSHC5X9G9p4U0CaUBpdRKhEH1WoIK8KEIbHwldQN7+BnuQ82USq/P336\ntOIIImabGVxdXeVZvl5viyAZAdo40S4jQJwdtK4jeiMvaFc+c1Tt+1EygJGrkVF4CxTto98gTmhg\nlnYxN6PRKB2hUwYolClA5tqRlYs4iDz9/na7XTmzF+qSo9QoboqI6HQ6ecaugRIbdnB84PPnz+P8\n/DzXcOJgr66uot/vx3g8ToaDfmNE6/V6bG5u5nxiTBl7rwPFYC0vL0e/38+5OD8/j6Ojo7i8vMxd\n5zY2NmJnZydu375dcbIYyzLSNFPCT9rtufFOZ7RvIlofPbSDo18AWiIRs0IGiwZGBt4GXDzX1dfY\niNu3b+c5r5988kl88skn8dlnn8WjR49SLngGtC5LlpCtkv7EzjAOZuVoU1mkyOfoIZ+ZmXKKiLEr\nAQh2BV3e39+PRqORef7Ly8t4+vRpbG9vp3wApNltzRGjl3T5PfRvHuVsapbn8A5T2tgYR7Y4zJOT\nk9jb24uHDx/G/v5+xVbwLO617QXIGkiUhbvMi1kybCXP9q51ti8GUPYjLvw022ZbSGTe6/WSloZe\nNsNq3WAOcMCkmco88rzrn3XEk8nkr2q12v3i438VET/9+v//c0T8ZUyd8X8QEf92MplcRcTntVrt\n44j4/Yj4v8vnUhFYOjxHdQw2k4CxRrBAbJPJpHJWq2kxOzM/F4RnVDwvD2LnyDttsIjGrbymsyJm\nOTKEbF71KDSTDauRqaulea8BQgkguNdjSx/ps40i/eReR7t+lg27o2+MHYdeoDy8C4MG+CDqdVRU\n5icdzTBm5DmbzWYWqzn3zHucPzLNBIVsihbFH4/H0e12k1qs1Wq5/IcocTSa7iEdMduoAeMGaie6\nhAJvNBqVfjNOETNAiqIzh5zQwxGJ4/E4dnd3486dOynrAAxXM5tNQleYY0e4FNA4WuBzxgoZh9Ir\n9dfrzs3gEF1aJpEhA0WAIM8w08Pcm15eWFiIbrcbzWYzNjc34/bt29Fut3MMnSIyiHfbbaRL3Xa7\n/A/9BLhgp+ykrXu01XpG/0zzevc1xg3ZPzo6qjjRnZ2dHD9AIc7ZLAM2we+FPXREZseE/Dji998Z\ngxKgcEoeZwwfHBykzKB7Tk15OZCdvZcXMX5evmQq2Q6d8eI+xhtZdNtpQznn6K6DEcAbKSP2kAeE\neq4d4PA8VlcYiNGPb7r+fXPEO5PJ5MnX/38SETtf//9mVJ3uw5hGxi9d7LFqoTZaszO1kQa92VEi\nFK6SRCl93zwnz2XHabRbOm0uFx/wnfJ9Vkx+lv3hcz4rmQAbMSNd3unvcRnx2qHa6EVUD2FwlEDf\nS8PpqlYbIAwPVcOsGfZaT48LCuklCDa6joxcFY7hRnFxPjhpb/SAkwfAoEQUPDmCvb6+zlONGDOe\nTzSOA+VoQN5DcRSOgDZyiAnI3zlUwAEGAyaB3PvV1VU8f/48BoNBrie9detW3L59O2l9gCxAhfnl\nH3Np2TDrwzhSLYoBQp4xhIAqxgEjxlyZEuR35pwI1E7AelcCYBtEdN8yDCAjf46hjIj4u7/7u6RI\nDw8Pc34x2kQ8vtAddNy5QoPpEqAzFvTF1duMBVSyc4cGu8j0wkJ1zwHGHDZpeXk5C/NwzGx/ieMo\n2S7ri9/1TUwF38G2GkQYyFnfx+Nxnqz08OHDePz4cWXJlgtE+YmTrNdntRvYDkCFC8c85qXtxNbA\nElhGSxlmLJmjknFE9i2/zWYz2u12dDqdyoY6pR7xf6+2KJcqlUBt3vX/uVhrMplMarXaN78hYu7f\nmNjSqfgzo1cmjGiUzz2YKI2VifwoEUjEzGjYiRnBW/lsKBz5Gn3Oi0INLPg7RSh+ppEgEaMnGGdi\nRbciOWJ0wRTfxzGUSsT/3f6I2YYhGNHyfbzTOSWca61Wy8piGzgbNBe18DkKYwWk/TZ4ZaTO/LG2\n0ktioLZarVZ+B6fD86Ey2RWHAkLLAw4Ugw8i99gYNDG/PmEmIioonvlhzaPrHSgM44CH7e3t2N3d\nje3t7VyjDHjhHX6m5YAovpx35pt+QlNDp9mg+u84YoyVo1ZHFnaoETNAax2yTpmZoX2OjEtWBT1Y\nXl6OO3fupOP79a9/Hb/61a8qesWYQIcyn9alEiiWNql0sgatBu+lTvP9ctxNuZJvRG9x6nwPXRwM\nBul4qFNwasZ1GgAh066mn2mLddEybH2bd43H41wz/Pjx43j06FEcHx9nfQWy89tspWtzLBueB88H\nNhO9cQQLm8M/v5/nAAgtD7BXyDvAutPpRLfbzf2jKa4tGU4u3ru4uJigumQPHJjNu/59HfGTWq12\nYzKZfFWr1XYj4unXnz+KiDu67/bXn710ffzxxylEW1tbsbm5mc4WxzSPSikjJyuvJ7scCP9upec7\ndt6OpkulsAP0Egw7fiba66NLg8Lv/EQIUBajPBTO0Y0n1nkb8tFG9AivDbDHpsyNOFfrMXME4GpN\nDATLahBYnJdzdwALlMlFOmYCiF5pDwYKZ8YY0WcMGu+jYtEUK4UhOKdms5lO4upqukWqd0Ei59xq\ntSIisn/QThcXFxUngpNmjHkOCJ7Pnj9/nmsWLy8v4/j4uFInweYnr732WmxtbUWv16tsyUdUPRqN\nktYmL04Om3dxj+eLdlkPmGMAyenpaWV9MXPpjUyYO8Cu8/o8D8Nn3bFsWWfRE+env4k2pn+rq6tx\n7969lGkOn/dyHTsfWA7nHZEdR+bWa95fAlL64vQI7XC6ww6ZfwZ7yJ+fia6bVmeuOUKTPHg5/h5X\nR4AOcLj4ntk5R8m2dzyLKu6Tk5P48ssv49mzZy9F5ui3ASrjSZ98qpqdKQGLI1za4KVKyObKykqF\nkaLfzDWpBebPIMmMyerqaqY9er1edDqdaLfbKQueO88T+uDiLMbiV7/6Vfzyl7/8/80R/x8R8Z9E\nxH/79c//XZ//r7Va7b+PKSX9ZkT8P/Me8NZbb6WCGF17+QtCDJqhuMbO0rQ2QhBRpYFxLDgQBg6B\n8ZIKR8pl4RPP5e++MLg8M6IaLVkhHEHw3nnRrnMMVlock6MPnsu9Zgj8f/rPcwwQ+L8LyRBkFwLR\ntoipwHe73ajVankaEFXktdps3R80LEDFRs6O1EuN1tfXM+Kn8Mp9IhdMARxKRQU0TtrFKqxv3NnZ\nyTms1WpZcEXEhCHkc/KQONCTk5NKARbvqtfrleKvq6urSv7XRSrX19ext7eXy5n29/fj+vo6Wq1W\n9Hq9uHfvXlaR2mAydy78onKaArPJZPLStprIMnJtcBQxA0x2XAATZJHqUuhUnyzFs1z7gby5IKp0\nDMwB+u/Im3Y6OjSwZI5u3rwZk8kkvvzyy3j06FEeLWm9taMqIyr6Dxg2PQvIAby4bTawZuRK58q7\nmD+3Bf23Q6Xt/J90xdnZWcof2y16D36zGbaBZcBSMn203bUMvN9RLtHws2fP4vPPP4/Hjx9nvtqg\nnvaQcjHzQF2CN6RhPEo2ijnHZrmIFFaL3RlZj18GOmZSHMjZTrI+mLOF2bqS75vJsb3FvlBRXQKQ\nb3/72/Gd73wn+/nnf/7nMe/6lyxf+rcxLczarNVqDyLiv46I/yYi/l2tVvvP4uvlS19P8j/VarV/\nFxH/FBHXEfGfT74BBliYcaworukFOw07NaiyyWS6CbeRIM4Zo+/8GQOE8eddRnP89FIAK7AFnWcg\n1K5MRDBNY6Bw9NVRCsJvw4uSGVXbATuatNA46nX76J+La4x27bT4nMv9IM/a7Xaj1+vFw4cPs3I2\nIrLC2AoRMTtthXFtNBq5VtYVt8wbTEEZydCPVquVCgFI8/j4SMN6vZ6nFeFw2bCdNtuRMJZ8l0pp\nDAgR9Wg0yj2/MTqkQ9rtdjpHH/pxdXWVUefa2louXdvZ2clzTRmfEogBzpAP8snQ3OiSc+EeN/QC\nGXd+jc0LLOesx+SztbW1zLXXatMqcyJQ6xx6joPBudEWb8DAvQbfZkjQC2QH0IXMNBqN2NnZiZ/9\n7GdxfHwcf/VXf5XLsqB9rcu0DzkiEjPbw3ibmeE7Xh/rqNW0pWlX6y7vs+PyCojS0NNugN1kMolO\npxNXVy/vY+xI2PaFOXBNS8k2OBVY6jtjPR5Pd/16+vRpPHjwIFkj+ojNqNfryc45R0tfmGszUnZ0\n6+vrcXR0VHGqAGUCN8bIld3Mo9NzHDsKW2T25fr6OoEwpymxXhgQzphhjwCLAEJsOnNsNsHj4vEs\nr39J1fR//A1/+uNvuP/fRMS/+eeeC7KCMjQyL50zk+kdkUqqgo560TsRE4bBiNVUidFaRHWZlA0g\nn5maMlInavQORkZ2rJd19Z3Rtx3412OZTgFHhOHku7QXxab/tIG/l0VTFEzRdsadny74oa02eijL\nW2+9VaF3OMoyItIJMgc2MKwhdoSA8kLZMud23ow5EZ8XzjMmABOOjUPZiLApopq3dpZxQXZwqCBx\nLm95Cb2GYrvim+0om81mygGbgTDOl5eX0ev1Ynt7OzY2NnKcrq+vszDH0QT/N1hCJ2inz7jFoPAd\njHdZXQ4F7/wehgVGiu0zTeEDKHgfc13m/MxWMYZEZo5e0H3y5sgixq6ki+n76upqvP766/HTn/40\nHj9+HL/5zW8qVKQdgPW71GnrtaNHp0giqge4uF18Zhq2VqvlGDEf6+vrmZbwnghEWLTV4Lleny4N\nxPYRITPGzk8yZrQDgFOCcTvvkqkoKWc27njy5Ek8e/as0j9sAAwmKSuv+HCFPm0gWEFWr66mW2U6\nco2IPKrUR5eaQSxtOzI3GAwSRBt8jEazzXZarVYC4PX19VxbbODIGPN/csIwRQBjAxs76N92vbKd\ntWhsmZ9AYKwcpkyMvnwfztz5R1MkTt7bOFixTI8gLJ5clMTC5/wqKBT609GuI2gv3bHQO88EZU6U\nAmJ0fywcvMd0Mr97XB1xMuaORPibl6aQYzEKXVpayujt888/TwNv9GejfHV1lcJth8qFUSy/S/8i\nZkfFobglfQaYWVpaympfqhgZT2gsijDoj1MKh4eHERHpgGu12Rp32sTcREwp9OfPn1coecAGwGtx\ncXoAPFEP4LBer8fOzk68/vrrSWmTZy/b5jw5jhaD7Eie4hJ+d7qCSJx3Wy5NxxokMRbPnz/P/Dag\nlzE10LRuOoXhuTXos2M044OeudiLv5maRrbRzzfffDM++OCD2Nvby413DAgBDKY8/dzSkRmYMy60\nhXE0nc+7SseOnvJ/n3zFPR4ngw9ABDK0urpasTNsgwkowykwfjyH+bENtj66DbYTo9G01uD4+Dge\nPHiQ0TD6bSqdvpsdRDexZ9RS0GaPkduGDJsdRTZoq/dRp71+72g0ygMoPIcAok6nkwelwJCRBmPO\nLC+0Gb32wQ9mUW2vS1tfXq/MEZc5yJIuKiNROmeljJhVsTp/iIJ43V9EdYmOBcCfR8wiPxsjI76I\nmYC4LXbGdvDOK/B/IzY7rHnRhCk1BNqC7YjSY+Aozflu+o9CWFERNKJcCy+RI3Rfp9PJcQOh8vyI\nWWTlPDwG3+2wcbLhpp8GSPx9PB6/tK4PNIqjoYLRDmYymeSyFyJBKzfVn2wvOZlM8rxhlioRKYOE\nvVUrRVTsgOVomlwactLtdjMfRZuI7gAUGBrAhzczwZAD3CaTSVL8a2tryQjQByJ0xgxGwOyM82jW\nGyJOrz82iwH1jmyXzglZsFxjjK3LBtDQjgbknn/aZpBdr083Unnrrbfib/7mb+Lg4CCBlBmy0sAa\nqFqfDdp5XynjbouBTBks2Cj7mWWqBptg0G/nw05vjAm5bdsop/3QDd6HnaUNHnePv+3oaDTK4zY5\n3hA7Z1BvG0UFvoMV+oNN4DvIMsWQbHKDzTD97hSe2QragJyUfgV2jDFeXV2NTqeTxVmcL4xOIH9c\nyAqsmVc9MP8GvZaDefVGvl6ZI7YAIHQYHQyRldZoqAz1cQTc68EwZRFRReYR1cjEymIjXSof33N+\nzf8QHBTKC9lNldMe2ltWNjt358ktWYFy0o2koaJwACU6K52i5wNFdh95Xrfbjd3d3Qqti0J5q8ly\nXN0eoigLuI0A41dWUjqK897dETMQxckoFHoZuWJYGEciPaJ+No0gD4pT5FkYtvF4uqn9+fl55np9\nmhiGCAMaEVng1e/3Y2dnp7KtIblwRxAujsIR8n/kCPn12ujz8/MEElDxKysreWAFkbR1xOuzMZp2\nxtzvdcvIjSN3gyrrrXWojIidOiJyt9N1JGp2yk7HFPft27fj/fffj48//jgPI0B+SB8YLJfU4TyD\nalBq2tJjZL20vSptE/PL5YCAZxgI8136PBwO004ynz4D2wDW7JGfz/uwV44yfV1eXubGHY8ePYpn\nz55Vjinkea4zKe2n0x1ebUDbGGOoaeTBTgxZJdq2rTAzwj/0mfu8hLDRmBb5bWxsxI0bN6LX6+UW\ntoyFAQv2Cjoa/SvBKv2fB3Z+2/XKHHHEDL3YUUBtGFkS2UKBgQ5Ni5QCxrNNAZeOIeLlAoUShSIw\n8y4KxmgjuTcqShGQiMjckCk32oiyubLVQu73O9KIqO4Mw9/LvI1BB/0qx81jYgVGiBBMHOLOzk50\nu91c73p2dpbGnouTlYyaMfaOkjASzi15/MlLWthxCDhkDDOgp9FoZPRHVMxc4OCIntnakvQGB2Kc\nn59Hv9/PeQMk8jz2f+a9RF08++LiIgaDQW4zGhHR7Xbj/v370Wq10umSDyQHBtNhtgNKm7nwgQBm\nMnjmyclJOmyYAhysgZGZIxcvloWEyAnfp9+MF4DRxWrIEkYVuXJ06fSP9ddLT1xvgeNwsZlXXSD/\nt27dih/96EcxGo3i4OCgsubazrh0INYDns/f/X7ais2yHSkZLAIMLjtoZNK2EJnGmM9jpQCBZgJ4\nJjrIPC4sLKQc2Kmz5r9kF/xuHNjh4WE8fvw49vb20gmX6UPGCsbBztJMmFM4zDttg1bnc1gWgxZo\ncssE7yCgY8c57icltbKykmPUbreTkeIgB55nR+zCLHbNmpfCMBi043Ubv+l6ZY7YkRENL6M6TyhR\nCd8BjSA0DBYGjEiLiMnvNX2B4HMhXCXiZ4BRfKIjI30GenFxMdeCOroktxMRifhpj2lyo2AEnPGy\nc8WI4iB4P0bMu1KZfvRY+5koEgbCVdD8xDHevHkznQ9Oi7wV74SedZUj7bZSEvWdnZ2l4qFYzH15\nIPrl5WW0Wq3cwco0HIibfaYjZuDCRTCnp6dJO0MLI0MRU6dJ22gHNPP5+XnU6/XcmP/k5CRGo1G0\nWq38OzQy472zsxOvvfZabGxsxGQyyaim1WpVcmtmg5gTouZ6fbo8ylE08uRonHXR5MeJnAEhGCaz\nMcgfEbT3KSdqRVYvLy+TRkQ2MXh24hip6+vrlFM/azSaFcygs8y9IyOcfa1Wy5ygnRnP4rtra2vx\nxhtvJCjBgaATgBNsiJkIM3SupEau6ZcZO4MWA3vLspktbAu5d8svcwCI9CYdyIN37HLEaVvYarXi\n3r17uQsZURzf39vbi88//zznaHFxMba2tqJWq8Xh4WH2kSrpTz/9NA4PD3M8XLcA+2OGBh20XcOm\nlewHcsV40nd0HjtXBi8wXdg2ywE2Db3CTi8tLcXm5mZsbGzk7lneQxpQ2Wg0cpdAV0cDIsrUJp/j\nE8zoGJzOu16ZI6Ya1cia/KNpSCbd9BaDjcGIqOZqcNIIA98xDYdiYaS4HFnyXCYUwGC6CuXAIJTF\nX/6b34Hh8+d26iico0a+hwI4SrMwm4JmrEF0PJPvYmzcLhwZgu5xr9frcf/+/fjWt74V5+fncXh4\nmMcpMn/+jqOJiMj1wAi3i24wjlDRFlyiVtPSh4eH6aQ5UcdVmOTNAG4YvfF4nPtAU5wBgEP+iBLJ\n6zYajWi325VcLw7TpzGNRtNdkAAVFxcX0W634969e3Hjxo3KkqdOp5PjTIU5FdaAOeofnNow7T0c\nDpOyBhAtLy9Hr9fL75k5ctEZRhA2xusmHa0yj2aHXG3O9xwZlu0F+MA8lDURzCmy6+VGBm8GcxGz\nTWzQe+SOIpw33ngjfvCDH8Q//uM/xhdffJHA3JEhOyyZabKxt67wHdplO2AwQ9rEhUu2K7TVm904\nmEDWDZxxyozN5eVlDIfDCqBaX1+Pfr8f3/72t+Ptt9+ObrebFdoEAeih169vbGxEs9mMbrcbx8fH\ncX5+HsPhMM7OzuLBgwd5shLjAcjEfiI/Tqd5iSm6YBuLbbeMRcxYM8YaRwuoYTmh7QcRNTuOEVBx\nnzf5wQlvb29Hp9NJEML7qINAds384JvMGriuhzkejWY7uFkmvul6ZY4YhIihxghGVA+EsDMDoZm6\ndKGW6VwcjqkSo1cE1wrFBNoY8c6ImRKV2xXynojqsYiOqp0bBpUaBCAsdqZGfabsbUQc3WMIMNR8\n36AEpXFhDU6f75bIkM+J+L7zne/E4uLsOEA/G+XEOPg4RYTRdDKfQQtz4TDX1tYyMseJOQeLA8bB\nELFSgUx/rq+vcw9fxq3ZbObfAAYcIkB6YX19vZIOccTHUi1YAtA3NP1oNIqdnZ3Y2dmJmzdv5mER\njBPPZs01eejBYJBAgrmxsaK9GGMcXESkAzbAY5y9/A/55e+j0bTAjAjXrAnvxqFYZuv1esXAMp68\nw4WP3G+gbT1Dlyz7jkDRXxyR6VzG1JHPeDw9levb3/52vP766/HgwYN0tsgrBhNghUMtqUXmmei2\nZKpMxTKm2DnmijFj/pAF083og3XIbJxtJu1x2uidd96JH/7wh3Hv3r1khNiExutfkavt7e3o9XrR\nbrez8Ij+f/HFF/H06dP47LPP4sGDBwnMrO+j0SgdJfu24yDpv9NuJehyzQZtG4/HuUSJcWB+vd4Y\nmWEOfAgKPoO5o8KZ08s2NjbyuFHsq1k/5t+FYjAKTptwv/1KuVzT8vhN1ytzxDgYDKMRuIXexRBG\nWxFRcbAeDCJECoccHUZU19f5fXZwRrrzckcYQZwg61353Y7TEQn9wRHRBtPCGAVH+VZGt69EXghO\nCTYsNKVh4/+MnVkGxoW/b25uxubmZkaGKDfPRsn5nf553Jl7nmk6yREB6HcymeTyjPPz84iINBo2\nSNBLNoooOfQfToDolb7yXQq0GHPPN/c/e/asUhSGLDAWRM/b29tx48aNWFhYSMq+0+lku6CEoXm5\n2BmLw8jpC3J2dnYWh4eHabwiIre5xNEhIyWdZ6aJfmOEoKsdHZTOshwLO8KyAp05JG9v6hl5t04y\nj2ZuAGHkGHkfl40yelPSwp1OJ+7evZs6ClPiZ9DPMh9tEMI/2xvknOfRfzvQ8u+mk2E+cFjWa3+n\nBEFOoa2vr8fNmzfjxz/+cfzkJz+JjY2NjHad1nj+/HmlzobNW4j00E+2elxeXvTk9YgAACAASURB\nVI7PPvssDg4OYjAYvBRl2p5h7xg/5Kq0Bx43f+5amohIYOxnUz9S0vHMD0wV42TK3RXSRMTe0hYQ\nQB9t+0nvmG0020q7LSMla2I2ad71yhyxUSBOiQkx/cRAcw+G1WidTjOQCASXo0ork/8fMVNqO2Rz\n/nzmtvFeDDP9oBjEESnfN0LkMzsoPuMqt2mMqC6JMkPgzRq4EGbeZ8RP21y5aOPKWFxfTw/KfuON\nN6LVauUWjycnJ3lAu+lJnuXxdZSFwtMG3gWyNUBjpyfvcITTBOk6OqI6mrEBTZcGhHebQrXjKOUF\nKp5cLdtPAkhob6fTiTt37sTm5mY0m81KNE5/LLMYFyg3AxKfjISM4rgnk0nS2BgM2mMmqHRcyAsR\nFr/j/Ez7IsMuhOFvzmmTF0dXDSQBnjgTIhZkrXRUnhvLEzpngGg9QAcZK+RufX093nnnnbhx40Z8\n+eWXqX+mHg1aLa+0w/ZhXmRjUG92rnTQBhXIm8HyvOc7Fw3rA3vWbrfj7bffjp///OfxB3/wB9Hv\n9yvpCNa3w/LUarWs+uU+ywnjuby8HFtbW/Hee+/FX/zFXyT9b3vBuNEW21EAHbbIjgjdZd6c80e+\nTC8zhvzNrCH9wX7AphqIAww2NjZiY2Mj+v1+Bbgy54wz8mY6GuCPXpWO1qCLfnpMnbKcd73SHLGd\ni6M4BN6UHINJUY33A2bguM+os4w0eY8Nd/m9Erk46jZiLWku2hRRBRoYj4jqJve0z8CAv/GMsh92\nbKVhcjRttoExdhTgyGgeyscAO9rtdrvxxhtvRL0+XTt6fHycOWooJD+b9pH75XMiMBwe5wMTlZq6\nYhydVyT6xAkzTo7mkA3vHgZtjIJFRBabAYIcLTEeFOaRj4P2Jop0RM7a4H6/Xznood1uv8Tw4AjI\nUZ6dnVVYBG9fWKvN9q6+urqKdrudzhfDTP4dYGMHbhm27FNw5UiDObVz4dkebz5HzqESaQMGyA4f\nxw1o/KaCQgyw83fuB320QURnDEJ47u7ubrzxxhvx+PHjCshkDp0j9vdKG4F8o8sG9H6/Hbp1HvtA\n37BzyBFy6+VGBt8Gb+12O95///34+c9/Hu+9915sb28nWLLMUli4tLSUOoMDts7RF3RuYWEh7t27\nF/fu3Ytf//rXFUBvW+P+mFWg3b6f6HJtbS2Gw+FLjCiyY1vk+fVY+EQ0bAnvMTsTMV3B0Wq1kpKm\nHbTPwJhx4JmOzBk3pwlLBsYybL/z265X5oiJeuw0TVF6IbUjUJQ+YkZ9ekCYVBCnUTyXnQ738B4+\nQzDKCNXvQODLCeEkkIhZjoH7DRwcXeB8/B6jrZIy8RjQPhuOec/x+4hg6SPPtfAayS4uLsbu7m70\ner0sEsJx4GwZC4wH/cXhr6+vJ2LFWBl9MmemOXkm1cEUhkEreSwx6hh/O+9Go5GFTOTt2KWI/LOr\nuxmPq6urLL6KiDQUJycnWbBCYdDW1lbs7u5W5AgDSJRgpoQo2cUg3GMqmcpNInEKb0xXUhxEH+28\nkDmiGDvaiMhVBvTXsmYj7c+vrq6yqI9Igdy05RTZQW+J3g0Y0D2/EztQRmzIErKFLpZ/Z+yYy06n\nE9///vfj7//+7+P4+DjnwTuB8Rl66CimBPi2S4wxF/JWBgjoHs6E9BnPLO83devv1+v12Nraip/8\n5Cfx05/+NN54443o9/uxtraWNQMXFxdxcnKSere2thb1ej3BoYuOGHf67T5tbm7Ghx9+GH/9139d\ncZo4Kjsc174sLCzkrma2tzA2FPg5ajaTx/N4thlT9J0goqyixx7Szm63GxsbG9Hr9aLZbCYbgEwz\n7gZKOGD6Y0axlIMS5JqKZj5/Zx1xxMtIxyE+BsBKFlHd7QZhJ2Iw2rTDMjXJ34xerMxGuKA9V5hy\nv4sBbBQ8CbwvYhpVraysZLUiBSdEUlZ4v9uflejLDs/UFm0kKsbJWRlK6pifKKf3815YWIhmsxmv\nv/561Gq13PwCY4/Bo4CLCmULo08RMoX64sWLSiWx8+k4XDYM4Tm0gecb0IHmWXozGAzSuWEgHAWD\nlDGkyGCjMV2HjPPb3NyMWq0Wg8Egnwm1t7OzE/fv349Go5HFY8yVKS2WGNE22oqy12qzU6BwdsfH\nx3F4eBjLy8uJ5D2fk8kkT51ZXl7OE3oo0ilpadoFa1KrzY5epD8YOGTZla2MG8+jytwXTtRsFs8z\nI+AUSRnV2jFZlxzJOg/J+zDQk8kknf3i4vSg93fffTfeeeed+Nu//du0JdgQLy0ExFknDBzRCzsm\nwGPpwA0G6BsgxmOBXtqO8Sz3f2VlJW7evBl/+qd/Gj/5yU/i5s2b0W63M7A5Pz+Pp0+fxuHhYTSb\nzej3+1kP4QPuzUA6tYVs8J2lpaV477334tatW/HJJ5/kMrJ6vZ4HnZB7RyeYD4AldpPxHI1GeciJ\nU2mOqHHIrIyZTKZpGEAjDJrB19LSUuor89RsNqPVauWmHd1uN3Pn6KCZFeYWwI6O0CbbeMsscuRI\nHhnjp9OF5fXKHLEXboNCEQ7vARwxO6YOwfWggCi9+badWommI6qHJdig2THZaRk1mdqGVvRWgyga\njtFCyP9ZO+tog8uRIb8bcfIsohpvTu58BFFIxMzIYSgQDgCAo1qKsHDijPPm5mbcuXMnJpNJZfOO\nZrMZx8fHFToUuitiRonTJpQTZ0kbHMWQ41xbW8v2YxwjZssbcO6Mh3fYgu5jDsnVHh4eZrVzr9fL\ngyCY42azGefn53F6epqUJTtmefMPlBQn3O12853eQANZPjo6ymKSo6OjPKqRvtmZrq2txdXVVTx5\n8iRevHiRu4QRycAYWZ7H49l5qkR6GK0SZDp1wDORWQwreT8ibS6iYMCTWQQMmanG0tl6xYGjMN6P\nHeAf8m4wzpy6dqIEztZXdHNjYyN+9KMfxZMnT+Lhw4c5RugZ4LJkyAC1ZqEYOwMXMw2MN86Mv+HU\nMfbUWjgSZfygb7El1Gj82Z/9WXz00UexubmZaQXk8/Hjx/Hs2bPo9/uxvb2dlb7IT0mT026zdr6/\nVqvF3bt34/33348vv/wyx388HueGMji/RqORcuz7kBHsNTaXscfGEJSg35arklVhdQTg3AWP6HGn\n04lmsxn37t2LTqfz0vaVto04WGQevcAn2IkClmzzHNgQUAAuYKMAY/OuVxoRQ5WhrHZmCIVpIBTS\nZf02BEYkLsLgGS46MX3kaAihN6p3xMw7XehB5IEwraysZAGT6TZQog2TlR5ng1PiPkcoppnd1jLy\nIdJizS6gwP0BADH+CGdElfJmWQ+KZnoNahREagXn+cwxz6d/ACecCo6TiJk9dfkdgQYEEP1g3OjH\n9fV1nlBDdD4YDJJOb7VamU8zjbywsJAbcbhuge8R7TNPt27dis3NzUT2a2trsb6+XjG4LuKjf/SD\n6Nbrd8fjca7jJA8IABmPxxmFeP9r8tqMEU7OOoHDj5jtYmRav16v52ETXu6Cg6CKtVybTF/LKNDR\nhXOF9J3+l5Sto2ezSYAHdMXRjAvD+B5A0vrXarXirbfeinfffTfXaLPkxpGh+xVRPVO5jO6JyrkM\n1hl7A1pHwbTXbB/ggmpxHEKn04nf//3fjz/+4z+Ot956K5epRUzX2B8eHuYSo1u3bsXW1lamKJjv\neTpu8ORxdZ4fALC6upr5ZmQR2WGM6aPZNX7nPa6lcfoQQOhldowLNgagaYB5enqadgQ7ADDodDpZ\nt+HCTuSK+fEWs9glnuH5Kf9P/21/+d2AzPI773pljhihprGmLJ2LMi3gSY+Iyt/KnJgj2vJ3Gyn+\nVqJwJp+BLL9nms9GwXlVIy3e73Vw7p8dTWnkyjGzgaFtGJEyv2dWoey/oyMbTtrJ2K2vr8fW1lbF\n4DUajTg5OclID4MIpU0/rJgu2mEuMRKMG3OCwyXqxTCx5AJqDGMOIKGgaTQaRbvdjnp9ms/lLFIO\n/7ZhoP8lmzEeT4uZeB7j2+l0cn0whob5poLTBUyOvFDY6+vrODs7S0e7tDQ9MYoClmazWdGRen22\ntMpy6+pUg1ToYstDxOygBSrRLa/kiYlwJpNJ3o8clDlbxqWk6ixHXkuMPI9Gs53CkHc+R24c7TJu\n1h07ftcXGAA7Al1YWIjd3d346KOP4smTJ/Hpp5/mXJQUJVQry3hgimiraW0bXTtgBwXMoSMkAJ6X\nFJkJA0jfv38/Pvroo/jZz34W9+7dSxYHKvqrr76KJ0+exNLSUty/fz82NjZeqlynn7ZbyD73GbS5\nn0tLS3Hz5s3odruZ9zXVHjHbqYw5wx4jn0tLS7lDHfJKrcZkMtuXGh+ALTCThx2ApbGdo02AsNXV\n1dja2sqjRZ3yKccam+TgAN2zHNqRlv6AcWAcsf3o1j93vdJjEFFoK4pRekQ1b2HhtiBYuHACRj6m\nDUqDUQ60kbjpaq6SPoqIpAIj4iVk5pxSRFTWMZrK9SYFtBMlch7YKM1jxFVS3TzHdPw8lObxWV1d\njePj4wpFduvWrcrpQKxJtGC7wpp28i4fKGBjamEluo6YRW3j8XRHJqhqFtZT1QnYgJpi7HHg5HOX\nl5ej0+nkgd+mxjC6Bibkr52rgqJ/7bXXot1uV7YrRYHpP87HkR7zxVyzwQdLSziblv1syYXhWDBc\nw+EwWq1WrK6uvgT8Ima7kMHUQPX7SEdADP2FvaCyfDKZUv9E7c5VllEd/bE+IUsGWETq/B2wYubL\nUSP9ol0lUDYgt8ybjXE0HjGtnr1792689957cXBwkI6QdxsMuh8YeOsmzzWjZzkunQR9c6U5Mmhj\nji42m81488034w//8A/jww8/jDt37iQIPT8/j5OTk3j69Gk8ffo01tbW4s6dO7k3uttOvxxQOFoj\nYo+o1sM48GEjjCdPnmR7YfhsX8vgoEwhupaBdzrAAPRiLwC2tNkpTDs42Al+Qk1vbm6mzXDQ4aIw\n7LYLtBzxcl/JsJQ5fts+rnlOfN71SnfWQmAZIO/ShOLQKeivkvJiOUlEVQFNY1mB+cw0lJ2RDQqo\ncF4SvqTKHLnSL/IdnlhHBqa5eCaOisiAn36/DaOdGu22E7eCWDnt2Pk+fSqNSLfbjV6vFxGzXc/4\nSTTrKICKXvfNKQCUCedGWzh4nrnB2S8tLeXGGUQ9VCuz9Im+tNvtuLq6SoqZpRLzKnpdOWvDi3FG\nTjCc5IP7/X4CPRcrGXS4+hggEDHbiARnOxgMMmdcr9eTauZZ0HQ4duQIQ0IlOkYBGYJmZg6dg6e4\nhgiEOfT6ZGhv5NHnH/M8y5yjChfyMS7+iWyVtQ3oODJu2bWMMn/YCjNT/PP8osv87PV68e6778bj\nx4/jH/7hHxIslKyQgbb7YmBOW+cxXRFRWZbEOGMPXGRo5go5fu+99+JP/uRP4vd+7/diY2Mj1tbW\nUk/29/djb28vrq+vc4MK6FeDedPfdvT+CRCF0fG8YANhxWwbSzaEd5qidjTOReoHnSsBW5mzZqxc\nA2QQ4agfANrv93PbTlZY0A6Pt+sksDulc0XWDbbmMSH2JeXPf+56pTtrOdKNmFFMLkShozbYznEx\nKN5VycjPP3ke70IQrUSmpC1YNiKOzHkWbfflymgExgdQ2CkYXIC8Tekh/Hbkfg4CVTptR78YO57P\n5bF1fojxAk2aqnWBD0JJ1HN9fZ3RmvMofO5xGo+n+yufnJzkRgOTyXTzjNFolEsvUHzGwnvL2vBf\nXl4mVc4eu+Q8acPFxUV+j8iPKJv34igwpHfv3o3t7e3KUWmM0fr6em5SAdI3qHTU2Gw2c+wODw+T\nLgeR41QZAxC65Z1CLwpjaCeyw1IvFwUij8hgo9HIzR5w3OzH2+l0KsAF2toG22AQB0pRF86bMbcO\nIYv8HfDMhWyYVTEAQGbQKeSuBH71ej2ZBEeFtdq0En93dzfeeeedePDgQQwGg6zeN3OEnbLu0S7b\nAT+beYIVod8sVeJeZMaA1gWAH374YfzRH/1RvPvuu7lfNABzb28v10Pfvn07K6M54rJMt9AH6zxt\ngiYfjUYv1a+YumY7WTNZtuNmHpwaYZz4HSfsd/iZJVNIm0lXIYf0AWaF8VtZWYlWq5XbduKEkVez\nbnwfGt/1Q1z2BZZh2oSTBnzwb15O+LdR1K/MEZcRYsSs0zYeOEZPCB3lmD0PAuiGSILBKqltqmx5\nJ89AKIyOEGQXaJEvYmmNo0giNQxBRFSqRG1kHKHiYE3Xmpon6jBIwMnhFI3GnVuPmClFSduV7MRw\nOIyIKRLk7FzGkzGimvfJkyeZB/Q2eezi4yiGZ6Dc4/E487dUC2NAcRjs4QwNBrWHAuCIyLniTFiS\nhHKSZ2IvZ5aTtVqtjPjILy8sLORazJWVlbhx40YuE2GcvIyD71BNbsqe9xNVREyp6KOjo6jX69Hr\n9RIoYCD4Pssx0AnABvTecDiM09PT6Pf7aaSJYstcGyAJWQZcHRwcRL0+3SWMMYOyjqhuQuFIGvCJ\njjCfFNn8NmfrSJfnOqIx8MWRMN/lObjcT1vKHB3PwCnyc21tLe7fvx+vvfZafPzxxxXa0qkl+sdP\n2oW+21Aj60R1OA7AK2mC09PTODo6ysInbMby8nLcuXMn/uiP/ih++tOfxp07d/JQgrOzszg+Po6v\nvvoqHj9+HPV6Pe7cuRNbW1vJ+Nieet4dnDigAIgCWstcvSl616CUjszjhA2iv1xl3QSygT0xRc+e\n0dzneeTsb/rqYACgu7m5mQc6EBGXjBLtxy6bXfQ9tpvYTssr7SrH1iwM7/2ddMQR1fNyy40znDew\nkwQZYVRYV4pAucNWar7L5EEbLyzMjrYzxes8lSMk3s/zMJqmV3B0XBiqs7OzSkTqSec9ZfTPRZs9\nmbzLrICdNkrE/xGOkj600WWNI7nupaWlzDuxBePJyUk6SJYgIehEYygxVCz9hGoejabHq52dnUWn\n04lOp5NtcSTkJSF8nyiO/rKPLpQe9JxpMYwgURsRhKne8XhaIc5GG+zhu7u7WwEZjppokyOEiMii\nltXV1Yzqr66mm4Pg4NfX16PZbFbo2ZKdMEvB2k7AFdX5R0dHmcsdDAa5lAoZZOmHC1yo6icSpzhs\nNBrl+GJITAXjjKne5h1UD/N9qH30kJ92iuiXtyS1AXbERp/N5tgBG9DjILn4ro16o9GIra2teP/9\n9+P6erqszU7MhtVRMe8qI3TsEVEXcuwDQJzSAajy3W63G9/5znfixz/+cfzwhz/MpUcUZA0Gg3j4\n8GHs7+9Ht9uNnZ2d6PV66YSxH4xBGeAAQknlOXXF+Nv+Ofqb53RMwSMbOHJOOcPGEizZOSMr6Lkd\nHQc+uB/1ej2PPbXz5f+skYaSph7E+u8UBBE0euQCWfroQMlg1BeRtkGYA8AyDfBN1yt1xGWuxMVb\nRAhEO0bfTCoKx5rUEsWXwsKzSwTnq4y8TavZwUVUt1ujzSBbGxyEzGtWS2qP55S0swWEyLWk2REq\n03KADqN10+783Z+h0Kz1ZRxYz7u0tBSHh4cRMY3qnj17lspkw2ojTl95HiwCC/q9H7P7x1jybBs5\nKiAxal5XbAADEDEaZymWlRJHOhqNKkessSMPTor3004zIo7QDUgoFLm4uMgdnYiCcTbInUEZgIjv\n01a+w9IuKkgjZkcTDgaDzPVhCImiAQLIDMtcuGgDG1wgJ45gFhYW8nQsAICjCjaXYPOSssAGVsFR\nl9etk6d2Na8pdZ6DrjN36CDG0xFsxJQF83Kj9fX1ePvtt2N5eTl+8Ytf5E5UpkRtRxzxYFNMYfse\nO4vJZJIAEqfFXHU6nbh37158//vfjx/84Afx+uuvR7/fz9qE8/PzOD4+zraxhzlFhwaGHo8SRJB2\ncTRpe2cbVkaI9LWM/JBvM5IAeOxYufc9NtTOCxmDzTTr6Xw1y6VIH2E/YdJYEYETRj/cZtt0Aivb\nQoM4+x/Pu4GaKX9T+SUgKsetvF4pNR1RXXeHETeqjKjmayJerphmsHAkKBOCyn0MnDl8bzgwb4Bx\nvKVTKz/j+xGznLPXMlrwMUyO/hBiDHxZiYqhMb1i2t1Oj2fRV9/PZQOHouGQmA+cFkUiVpazs7MY\nDodZkUtfaIvzr84hQy/VatP9l1l3i9HFSIPUUUDGHeVxHtgbk7DhBLtQAcoAFMvLy7ldZb1ez3wx\n64TH43Gi6na7HRHTvFaz2cyNPSaTSYIJyxdG1xuVDIfD2N/fT8OMgWB9N6wPco+MMJbLy8sVSp5N\nS6CI+RvpAQoX2UO60WjktocR052xxuNxZTcxDKUPo4+IirHE8HG/qX7mChk362JGwz8jIlM6w+Ew\nKVxv42lgXtoJM1amAh3B2fChCyXz1Wq1co3sw4cPY29vLw/xcC0AYNCgttR/Ii+zd8wNY4xjffHi\nRdy5cyfefvvt+MEPfhBvvfVW3LhxI1qtVoKps7Oz3EQmImJnZyfzxUSxyJxto2spTE97f+XSltmu\n2p4BMtFp7AD2hLQMz+If4BFQxpg7hUXbzFRQPIgT9vvoGzbCz11dXY12ux1bW1vJ4NkWe+0yMuzc\nsCNvv4+5tCP3VTpn98VzUoLC8nrlEXFE9XxgFM/Cb46dTpYDElE9LcU5t5Iiw1FhBLksgEyEETgC\nT47QVO+8yNP9tMOlLwiACx5K8GGHSfTkdXguFjBSx5AwpowBzzMY4XMLOn8HYeIQ19bW4vPPP0+K\niPFkzDC8Bgr8zvMpoPBSIoMvFCeieq5rRGRkgTNAXuwo5u3YFRFJh7NZBkby9PQ0Tk5OYmVlJXq9\nXty7dy+LsqBhobCazWaCELaFJPqNiPyd6JNdx5rNZq5J5b0YJFdZ1+v1zPPSN3KJzKO3dEXOiM7t\ngL0hgs9ibrfb0ev1KsCUeUQWkQ3nA+2YnUoqaVHrxdXVVS6VYh4YeyL/wWCQz2YOfJ40uuXo1J/T\nR+dDy9QOckA/bHxXV1fj/v37GWl++eWXSSkjd6Sx6J9Bk8fB72NsmV+D09u3b8d3v/vd+OCDD+Lu\n3bsZ1VGrcHh4mAVwjUYjer1eFtHh+AwuDNTL+UT3bAfthNE5X+4X76AuxlS0I2jLiJ9DZFm2wfbP\nNgqAaWaDegkv/eI59Xo9NjY2cs0wNQ7IhGWTC0BPf8oxsFOlHf7JP+61I7a9YYzLgsPyeqXLlyKq\nOzg5pHcUOQ/ZMvGOPvm7HZKVl2cxQXaMVnZPiulCt8PUmukJO/Z5EbyLwEpauHwf3wMZgijtXG3w\njMQdnUTMqHajekfD89AweRmoaow7pxD5PrfBlCLPZKxwkn6P85JEiuRzOeBgNBpl5IozYVx80D35\nJaJlr0vEAGMYBoNBFotFTKOj27dvR7fbreSpiEaHw2Gsr69XxhGabXV1NSnn0WgUT58+jeFwmBS3\nKzJhBZaXlzNKgV7HOAC82Bcbyg5kj/P3+czQgufn50lNHx4eVrZX9EYeUHdcyAWbJpSRnosoucqI\n1ZEEfWGOy5TQ9fV1PH36NHdGIiKEybLztLw4KmZM7ZhKg4ruEZXaMfE5Eeabb74ZtVotPv/884qD\n8/tLO4MNss3xrk3ICA7j7t278fbbb8ebb74Zm5ubsbKykkWEg8EgdQd9gTmC5nc0yf/t0AyuSvrU\nwUrJyvnv1lt0jANXuNdpADsu7Nr6+nrliESzK9gk22OYIjstO2z3hz45L3zjxo3KRjh2kK5ZQC5L\nG+wxmxeUleNIO+iDo2Pe48/sG8rrlW7owaRFzHZiodGlspQTzk8XlERERUgpCmJzh4iXl0OVtJcH\nzW2yc6zX6xXj5u8xmabxeAb9JD/Js3AOpqR5tiNJ50wMJnCKEdX8OAIN7WnkaoXwGPJsKOhWq5XP\nbjQacXR0lPtre8tGnAR9RrFw0NCNZhhwwLS3Xq8nHRcxdYxra2u5tAYHQ2FGRCRtbaNP1bWLtHAu\nOGsMC8VjvV4vNjc3o9Vqpfzg3ClU29/fj6Ojo4w4Tc2xJ/XV1XSPaKryNzY2Mspl6QayyFpfoujS\n8RAFMMae96urq2i1WlkQU+Y/T09PkwGYTCZZxIYcMiY4bIMz5DsikmIsDRsX7AsRnQEfssDSMDvD\n0Wiajz8+Ps5iMW9bagbgXxKFWF/QAQNxRynoKMYY3avVZmdJv3jxIp48eVKJsEuWgP67HUS+rkGI\nmOZSt7a24o033ojXXnstq3qp9j8/P8890OnH2tpapkSYI949L+o1de8InfFx8FOOYzm+fj5s2HA4\nzLZRA0ABackImK2iHqJky2zXmCPuoa7B1DX6zIXO9fv92NnZSRAHSC3nhnZ55yzbaC4DUNoFQLWT\nRx5Kv1Gm6UpWct71yhyxB5SBXllZSfQfUV0DC1XHoPj0HSo5TX+48zyb9yKUREgIl4GBnXGJso0m\ny0FGYXGqnmznN9yWiKg4fi5XEyKQdpSMAxFrSd1jzA1caEupaAYGVNeura3F7u5utsuR48OHDytU\nG7s5NRqNnEMEFIUhF4pzBi2jPMfHx1kstb29HQsLCzEYDGIymeQzvV/s9fV1Gm+jVorFvP0m7SEX\nenJykoak1+vFrVu3otVq5ZxdXFxUTowiOoVmdKUlFPsXX3yRxoJN5ilmIUJC3q3cL168iO3t7TR4\nx8fHuXMWxgjacjKZbQPI2mvm32Nwfn4eBwcH0W63c50yxhEZNJvQaDSSNncUwnj4JB0M2bzoFHDC\n/BB1e6nM4eFhDAaDODw8jE6nk32lPTAEgEUbMNsADN48kGA2BiOO/HvpXpkKwRnv7u5mYRtGtXwP\nkRb6YX01a8Jymvv378fu7m6yOZPJJLc1dU3I+fl51mZ4UxXT4dZb0/SeD+5lnLi8ioF7bB9KO12v\n12N/fz+BiRk3A4dSttFlxt5yADBzQNZoTJekwpDYbiKLMFyA152dndje3k6g6fQBbTFTN48JcB0D\nY+yoFrvNHFjmuJexQ56wA/ZFv5MRsSePjoAmyogYgUeo2Hyfgbu+vs7Kgi1+LwAAIABJREFUXpyx\n+f/xeJxLNYyGHFVGRMUpR1SFgPtQNoyrEROAwHlW+uodtlACkOFkMqm0CyUuKxiNOH1AAoLG98oc\nsqkcO13GMGIWwTsHs7i4mBtQXFxc5JKXw8PDrJxFEWu1WhpQNpVgPl0pibHGoVG8dHZ2llEk+Vna\nORqNotfrpXNAFsqKcqg8HDdjTgET0THFOM1mMyNhNvXAABB18lwrKhFzt9vN05oeP34cx8fH0Ww2\nY2Njo+JEJ5PZdn/MP7IJ0BsOh5Wis+Pj40wHkP81cGNO2IiiXp9ue4hjPz4+zkgKBsEUneXay/EM\nkPndoAqaviyuA9RaHyxbruh++PBhnJ6exsbGRu4YZYMNYGPO0E+cMsbcRpfLBtT2BeNvgGxmrHRc\n/X4/ut1ufPXVV5Voj77SXnTaTBZyu76+Htvb23H37t2stSD1QjEW6QuWNy4szA76KHe5oi/oKgCD\nsfB8eA7LeaCP/sfz5oGeq6urODo6SnYGuUUO7fwt5454oetNS5djP5lM8h38jn2kzwDBhYXp7nQA\nOdbBm/H0mOEb0Kd5a4HNTtqJWv/L8UFmzAA5MLMP+510xCUVgTPCsZRog98pnOFvoKPxeFxZhuFo\nuMx38S4LQpkjMZJx4t+0RET1LGPe4f6gGCgKl4GC83vQiwYkHgecKRWybm/ZV0c73OMCFCM355pK\nVsA5VnKf5EKJvhydMA9eXkEFsDfOwFkfHBzE9fV1RpblEgt+9/pT5idiZqBxaESvCwsLuc6cTUB8\nbKbPa0WZWq1WbsaC8cb40qdSPtkgxLuAMRYlOvZ8OHLHeJGrvLqaHgqwsLCQtC1V3URvVBpD2cOQ\nPH/+PDe6B/TYiEwmk5wL5IxdvABU3At4sTFizE0HWx95BsYJnWNrxvF4nDsf8c6S6eGC7i0BI3rH\nvJlqNUOCrnkerKMGi+4LhwYcHR1V+kWf7aScLsAO3bhxI4/fI2/ZaDTi9PQ0HTAghxTC0tL0lCXL\nrSNsBygEIG4P0aLtq+fcYJ9/JfVvR8O7Li4u4uHDh7kigXvJ5yJ7ZiQM/tFPgLTXs5u69ZwytvQT\noEd6izOGqSQHbKNbtpMRkeNZMjhlHQ+XHbp12TJTAlczE2W6gH/fdL1SahokV+ZvSsXiXu8ew3fK\nJQYIJu8oDXZEVITXVBfvRLH8OUYCZTZAsPAZ3TnqxOEiAHaGnrTyLE6cNe2ycPA9IzJPNpEU7bcS\nWzFoNz8Reg7SZhnKYDDIQiEqqDHgGHPoXaI5GzAcXKPRyDNEOdCBzS1KmpznEulzDq7HF0qTaB5Z\nwVC4wA3w1ev1Mv8NgPFZwvV6Pel2ZAvA1O1248WLF7G/vx8PHz6MRqMR3W43HV9E9eg+G39TnBSo\n2XkQFZnxYRcw3kvkyxwPBoM81q9er+c5y4wNYIL2I0tG/Ha4sAPoDHnMxcXFNISWe6+b95GMtJ8I\nnapbjo50jpb5xFkYFNoR2iYAwq0TzKcvg1VkwTlXdNr5Tow9BxRwOZLmuazjbjSmqww49afVauXe\nAc+fP8+jOLEFsHuXl5dJRS8tLVXGwBR06ZRtS82+fRNtahDI7+5X6XAY04uLi9jf338JoOOMWfZI\nNFxGkSU4Ys7K9jvAYf6ZK2SJbWu73W5sbW2lHgOm+Y5liue7yrtkGC2HjEcJ2uzA+T/jUQZnXtFi\nWvybrt+JHDG/e9IsSI5OudeTSxGOKWfTzTi00jEa0TjnFVEtsuIzGwfTL3Z0pTAxEUaevM+TbZqS\n7/J86LRyPLhKWozn0TZXrnIfhtcK6MrrxcXF3D6P51NMUlbsQlM7uiEqpr/QwZ4TIvZutxvX19dJ\n09mwn56exmQySZoV5I9C80zvHIXxI/rlqtVqWd3c7/fzHuiuWq2W0b7nj7ldXl7OnbAoNGo0Gklt\n44hZsvPixYuM8hlTxpriM/LURKcwDLBDvO/58+f5rIjIyGo8HufSpGazmRXaRBG8D4fImclOVXDR\ndorKMFxE6GxI4dw3emKn673gX7x4EYeHhzEcDmNtbS16vV4lP4exQj7JuRJ1lMWNBgF2QLyPy5W2\nXLTRtRulQTWwp7aBHfHsBHHi/Gu1WtHtdmN7eztTFgBh1qoDKKmXAJhsbGwkwEEGeK6BHFR0GVkZ\nuJa5e/fdQNR9NwthR8QzOGoR28D9gG7bKTMR9J85RM8AjGUEzHuZeztyZDEiot1ux+bmZmxublb2\nRXegVDI4BsHz2E+PUfm5bb5tCXOCzWe8bPNdeFj6PF+vlJqmwSA/54jdqYjqAdJGS1YKF3lZWE1X\nRFTL7j3YfGbE4/cjxHYIGJV5wMEGpl6vv7SHL5NDdOB38zyqYZlUnu+F+a4utHEzsi2pEUfGvA9K\nl0KkbrdbMXjOC0Ev826MmecBkASl5c04iJ6gjLwshyiQNATFPIAF+ukddtg2knWWyBiKcn19nZWr\n7XY7ZY99aEHb0IQ4Is8R0R75YCo2vazEETSOiaUnrqi1zHmjBCIiUgGj0SiazWZS+oxDvV7PTUgi\nptQbDpJ58DpixgLwRP7x+fPnKZ/IaERk5M3GKEQxo9HsHGEAE9EErASfA/YAEY6m6b8LkLzByXg8\nTlngnpLGrtVq2RY7HqeDbCSdowek0Xbmir4ybq1WK549e5YOhbHiuQDJra2taLVaWeUMOKUosF6v\nJ6gF6HAvVfhmJ2xzbOdKJ2uAgs7ZpqGDtjlctgv88/zwnsPDw3j27Fl+VjIZgAezleV8GPDwGU69\nrIVh3syAwlRRYU/O3bpXtsMRNb7D7TIIQMbMLJY23Sm+eYGkbUVpdw0a512vdEMPCxWT4Dxsidh9\nzYuS+WeKir8zCS5esAD6uUZ13FsaEF/ciwHBQdOf8rklGgSMIJBlJF1S7PQN48Xzy7Z7nKyM7nup\n5PV6PQ3w5uZmOgo2ZaC62XlthJzNJLwMKyIyqqJ9bEkKAwCNCwDwnrg+wiwiKo4GWrtWq1WiNMYO\nxWEpxObmZmxtbaWjZy7YuANZAxTgFL0+9/j4OLeQJMdpI8iYk+tlJy9ADM7RBsdyxnfX19djOBzG\nyclJREy3YyS3CBgFMHQ6nWi327mUCaOHTCFfzAG5ZnYlo+jLu9HhAFlK5nXMBqfe3vP09DQGg0Gu\njcZ4keM2xegIG7YBuXeOvUxVOMqhn4BVF9bhjA2KmR8AAPaA8cHgUxgH1dxqteLg4CBqtdkWpjhp\nirp85u35+Xk+YzKZ5Oc4YH43i2InbJvmKMzjUuqx7RB9tF0FWLpYyvbPNpHv42wfPHiQ+5mbrgUU\nO/pERrjXuVjAPjZqcXExwa9tHLYDJ8/cohvtdjva7XZukMP4Aa7sFNFv6kxcjElf0BEHaNZnz41l\n0AFfOWfcx7vsd+ZdrzQidlSIs0AAbNQsKBYmFC1iJpBMuisER6NRRkrOzTLR8/IGXnrBwJbvNMrD\ngETMIkY+RxDooxXP+SCExYrF/6F+SwCC42KsMCA4ZtNbJQK28LsqdzKZRLfbjZs3b2Y/uXCQ5E9t\nJHkO44VCsasS7Wk2mxERWcFMlMd65/F4XDkukCp5DBgnIzHe3Mvc0FeitHq9Hpubm9Futyugg8Iw\nnAvRYavVSidH7npvby8ePHgQCwsL0el08kSqiEiqjep9FI+cNxuHcEg5Y4Q8OC9P5TgbFTx58iSj\nkcXFxcy1EglzuoydilMAlhfaxVgdHx8nuCJ6XVhYyM/IYTL+MAKmcs/PzyuHgbDEzCwU/UGvDg4O\n0iB6yaEZLUcxFCHBWvCZbQarFUqGqswtW39NqzJepoWhpm/evJl7PcOidDqduH37dmWNb0TkkYqj\n0XRDC8vweDzb4pTlN4ynHQNtK6NLG/7SGZQBhe0H+m8QZfDo6M01HQD9/f39vIc5ZHypw+An9g7H\n5kMSHDiwba4DHvQf1rFen1UxM++tViv3kgbscpWFfMjQPJZgHiVvZshArrSBziWbRqcftu+Otp2f\nL69XniO2M6jVarnZAqicv6GEdoqOgkFo3qHKUR732xBjyBkoO2Tvh0qE50Q9F4qPoOO4naeDamTb\ntk6nkwYOowmSdO4YB41wRERFIWwUDTB4t+k5kBqCjYN0IRPLgpaXl3PtKe9if2lQ/GAwSITq3a7s\noO2QmSPoJpSZwiByrhiqiMjImEgNWhSqm6jE20Py3tPT08w37uzsJC2KbNEOZMUGeDgc5vGI19fT\nk3nYV9on3mAsvN0nEQ9GANBwdXUVz549y6pY5g0K1kUvjlqazWYcHh7G3t5etNvteP78eW6tubW1\nlfQttDNjVaYnMAhU56JLPryBqI3fDeSQrTJ6QhYuLy+zcIao0c6fKJjNR8bj6X7XrVYr70WGvVbU\nQHw8nq0zZq5MXWMUPae0wY7ZUWIZJZGz5z50YXd3N/b29qLT6cTOzk5sbGxEr9dLHWQ98NnZWUZr\nFA/W67NzqM3MzXNs9J/Lc2iGAFvgKM5/N5tm4FSu3vDzy5Qd0en+/n6FRWG1BvcgK8yvN6hxqoxx\nZn4NMJAPVmMw/2a5YJjMAJk5gd2hX/QZeXGgR7tsp8rA0ODGfqP8aZ9k/8AKC95bMqm+XvkxiGXi\n3M7IS3EYKDter/ki2nWOwBdO2qgSYfXg2XAwwaaUvbaUSea0GAtRaYTow3g8jv39/QpSdJ4MY+T8\nVsRsgo2MaZcNDqCBvtFmnsFPjDCGhGdCN0FL82wisFarlRWUbMBCNTM5ZjMcRGA4QKLBiEilZlyI\nnKhgJmJhnSwVpvX67FAA+miKkepsCmE4YtHrSDEmXvfNOMGErK2txfHxcTx48CDG43HlIAhXe2MQ\nuJiXwWCQgArnyJ7WZgEwMvSbNdBQup1OJ548eRL7+/uxsLCQ6yahewEY7ItN7h1ZtMFjHHAyEbMj\nG8kPQ6FSgOTaDQws32P9M3NkkEhEg9O3TGC8TOOhx6QKSHt4TNF3HKmLgHieI0OctynMcjlUmdOj\nf16vvr29ncuL2HISe8FxnmZ3hsNhvHjxIjeagHnD1rkArbRX1m3uLYMKR/K2aXzfUZlZO+dK+S4y\nWkbUEVO7+dlnn2UBIfplm8SmQtitRmO2qU/ZBuSD4IS+u04GoItswIaxl3S/309HzDMB92Vk6mpl\n988pQzMoPM9gx2NsgIejLtN+2H0HDAbf865XHhE7GsbxkqPDQdghY1BA6xFRoYaMvBgwnmEnzeCU\nCH9eVTWKwTNtDGijEVWJuv5f5t7kR9bsuvZb0WSfGZkRGdnetopVxSKrSiWKpATBgDTx2J49TwwY\ntmce2PDI7/0DD7YHhuGhAUOwDNmwAIqkBYKSHgmSEjsVVZdVrO5Wc5vsu4iMLiO76DyI+u1YcSov\nHz0wLj8gkZnRfN9p9tl77bX32ce9VLxcAAeT6BSc95X3eTbC77SO3wNFQntonytij1ekgCWTGcZb\nb926FQoUQ1UsFnV6ehrbbqB9oUNZkNDyvr8QxUEcBwOEsvOKWYPBF8+odYWEZ+FoF+8ZL4RtMuyn\ndaRMvzDKPkegbg51ICZLwhXyJg0XHHFxtkuxBajRaERIBK+dse/1emPFTMgqRfbIqE4p1Hx+VOyB\n+sQAQ+QLcDEYjE6BQl5TwOqeIt4080K2L1tDJAWteH19HQCGz6dAiLH2Epm+dYo+OWiTRkk8ksb2\nmyLXN1W6cpDuazkNvQDEPVzDM9xDxVhhxKUhSNnY2Ajw0+/3IzOe9bC4uBg6gTg/403/GCP65HqF\nuUjpaI9NetwyjTk65Yp8OpPHD993h8Tv7a+fnJxoe3t7bG2im6nwxvi60XSdy+sYJvqUhiLdFmSz\n2UiQBOi7J+w6LDWcboTdsfHQnOv2NI6dJn05sEmdwJT6dl3v2f8u/zddz7XWNJPqCsdpLe9kp9OJ\nrEO/B5/x5AOnIRwFMUFMIm1IB9I99dQTlcbPtJTGsxN9odEu7stvT7pA6Lg/bXdkB+jg/lzpYkKY\neA7Umz+Hz7sQ0WbGZ3Z2Njxi9+bxllmUACCMBmEFYmDOIvi4eP+c5vH4EMoOrwdP2cffARfeIKfV\nQB/yPRYF/cYAY+RzufEKXACOXC6nQqEQXrWHMSYmJsbi3Ow5rdfrYQi9opjHPQlloDBc3mBWSNSi\nOMnc3NxYfWkYBmK4nlBFhnZabchlwY+9HAyGRzbivXklLtYLRVFYg04bOij1WDXfcSOQyYyOTXTm\nyRkuYoZekY4+kOEMyPC8C9YB7fTkszRfwj1q2Bjmy7ffAd5YcwAR+khSH7LBGPoacQCQGuKUTXGd\n4m3wn5Qdc53IXDj75HLn90jv5+3qdDp6/Pixjo6Ook2MN/PBHDCW2Ww26pt7mMpZOsYeQ+55LsyV\nn7A2Pz8fMWFCWa5DUl2IzvTxSnWN94c2+Tg4u5N6xf5a+r8zkQ4quPezrud6+lJaoUjSFxaHdx7D\n4oPsguXxEfcs3St09EU73Hi5UfR28Xe6GFjUjmy9fe5t8XkXeoysG2gE2r1+b7ODB0fKzhDgYXl7\nUg/LKXEXSpJU3LAzhsvLy1HYw+Px8/Pz6na7ESvM5/NqtVoxZ/RpZmZmzNPp9XrxGkoLIwU16Yl2\nviWH77tizeeH2644bIE+AvDwWFNPgYxtjqAj1oXh6/V6AQ4ckHCgQb1eH1OsfA5lhazRFpRPvV4P\nz9UNVSYzzEImSQqjR0KYZ5bioaD8UXDQ3Pl8foyaZc24YkYuiHETMnBA4AbS10cqz762WcteJhPD\n5uxSygQxxyhlXoPNaLfbY8Cd/rgyZZ6RFTxXvDPASsow0Qfkgvn3k8cmJiaCLcDIs4YBkqxPZx8Y\nD0CvG9ybjKqPscsG7fT4r9/TE/qYZ3dy3FD4/+6xXlxc6OHDh2EkuUdq4ByAObh3T5U+UsjHPVGA\nH7qSeSIrmgIeFKpJvXMMPTLA3KUhj7Qt3o+bvOp0Hhjz1IF0HXrTvd3YP+t6rrWmodKYNN/s7YgU\nIefzLkAMPovWBSD1AiSFQnVqww2nG0suRzgppYsAsrgdNLihQ2BIbGAy3UP3eJXHVaRxpMwzXdBc\nsJl4N/K+SOlTKkwoWgwM7SdUwGkxl5eXKhQKEUvkcARO8ykUCmHI8KieBXgkhUfHAmOPcjabjX3G\nbHfx+ea7bhxZsPSffjnQ4ag5ftgSUalUVKlUov+zs7Ox5xjvggXN2FHRZ39/X81mU0tLS3HSEm0i\nQxSDjMEl3orBhEm4vr6OsqHEaaF8YR/w6h2gueeJbJAQeH19Hd6E095ORdM2ko+oAc3849V7ti+G\nzOlz2kZs1mUa2UOePaeBvbrOWGDE+MEQeGLOTckwyLHvNiAM4l4t6wf2gwIRFIW5vr6O/dr8np6e\njuQ/5NhliTFAbn19AQRJFkw9pRRIuN5JGS9fR25QvfoaQNBrDbgHiE5JHRdJqlar+vWvfx1jhI5G\ntlwueA0ZdEbSM9qZa2QvDanweWQNb3h+fj62C6bJgKk9YHzQd/Q3BTyug/zv1GlzJtIBkcux69E0\nadBty7Ou52aI8Uik8XTzFGU5inDKl8+DovCgUyrAk1ak8ULi3C+NN7jX7KjGF4dnGz8rnp1OFMja\n+3oTWGDCuJdTu9J4FTCPzTCuHhtxoeWz0s3sAj9ubEDG0Ha7u7sxTl6fmJgniUYoAejjqakpVSqV\nGId8Pj+2pQMl1el0Yp8ypRBpA/Gn1FMCOC0vL0fWLoaFJCKUNork8vJSi4uLmpgYlm28urpSpVIJ\nMOTHz/X7ozrm0JbuGeKlX19fq9FoxH3dOBAv5B58x8es1WqNzUGpVFKxWAwDJA1PwMJDhbmA/nVk\nTyIcHgYxXwAP4+OKBe8bqr/ZbIanTgYo69AzVpF7p6HxzL2Yi8u7A2I8RX6jNNkTjfeMgWEfOvPm\nF/3HEHIfQCHzy71Q7HNzc3FSFUwc+8b9c5S9ZD5gejwcw+vuYeJRO/hm3FNlzjj4vHBfB7Tufbkh\nJHvbmRL0E6eKuU7FSPt89vt9PXr0SAcHBzFeTkkDwPFuCUsxFu7tu95z75DPAMZggTzMBtilUpmD\nLgcTrG0HBehKftM3B4QwU6lD5J/xhEJeY6yd9WDtojMcFPzeesROdzBIxDU8Gy5FcGnsF9SPcHnc\nJpvNhhGRxoteuHJgUP1vN1JObafeNZPpZf14zekqj3e7t8Y9maSUtvJ2I7R8h36CIBEkDKg0fs4z\n7aM9CKEbeahi5oT5uL6+1sHBgcrlcihpFCGLcXJyUqenp+r1RocnkJnth3s4Mvbi9l7wwF+fn58P\nbxhAgfzw+uLiosrlcsw5RgUvi/vzOvPCnmFOBMpms2N1ox3AOYBCWbNHGOVMXWW25uBdXl1dqVgs\nhpwwt3hivV4vvGCodVgJ5IP4favVGlsrvl8SpgmD4+/1+/3Yggawcq+CHQCAUwADAIh15LQ+XiMA\nEDkj6Y315PPgytw9F4wm93bFSVjDZcXDFd1uV4VCYWytukFH5qmIxj2np6fjHGrYKs4H5lhOqjgx\nT57kyTpy3cKPM1/uCaderM+Pe8DuZfnfGBfWNb8Hg+GpXbVaLUCMNMox8Ps4SOD5eH6M7wcffBBe\nqnuQbjRpp7MNxH9hmVIQTGgm1VW0l9coR7u0tBSg2JM8PQcGHYyMephL0pgxRbY91EK/3QDncrkY\nOwfVhCaQ/5RBdQ/YHR3fKZNez7WgB5OPYqazjp6ZWF/kDBDCAc3Da65opXHkyP8YB99PyoC5V+we\ng7/n9CCDjZCTvMD3QcfSeGUoZwCkL9Y+deXvRSNSNO2ekHu2Dgy4H8Lv92SsUOTEvijNJykMCaUW\nMVSUoWQfLOh4bm4uxoF4HkoZL4bYEO2kljNzg3ygSPv9fhh6B1ErKytBEUNpERfFE2GMKIVZKpUk\nSYeHh2o0Gmo2m5qamoptKj4fXL1eL+KzePPsuwVw4FFieCgi0mq1VKvVohb0xMREKDIHFjMzM1pY\nWBgDbr59BaBEctrZ2VnE0oh5IlPMLwYcow8NnsqLpLgHmeAoPZSPJ+cAHLyAhSciOkOE3PgpONK4\ngvR4nwNa93L9RKnLy8tI4Gm1Wmo2mwF++D4gEpDH3HnckWznbrerer0+tr9/dXU1ZAojwhplHh3I\nOkMDaEw9Xl/zqZy5A+AUqoMX327liv7s7ExnZ2c6Pz8fC1kQishkMrFOkFFf+/3+qJJXtVrVgwcP\ndH5+Hs/kYo7pk4MrPODBYKBarRaAG0fBk+bQ5YwBzgtsDrQ0BWbQKU5v82xvE/dkXtxgMv4OmtCx\nAAAHh86scG/PgfA54t5ObfvlYYr0eq7bl1yoWYhQnq4knE6WRoPhHUbheDlEFwq/FwPtBorfDGpK\nofjn3LgxSb74aB+vuaB4+1KKBeDg7eQHNO6LLzXI7oWnY+NxYxYNY+/7+QBCDjgwhJlMRsfHxyqX\ny5qbm1O1Wg1jCuIjpsoWJk8Yo/gH9+12RyUUe71eJEw50sWDyOfzcYYrbMDs7KxWVlZULpeVz+fH\nTmmSFF4TlBkFTFAKFxcX2t/fD8/cD2JHKdEu30qFXLiSIXYqjcAW7eGgg/Pzc3U6nYh19fujAxug\novGsMSaMLV6uMx2MIfWjkX+8L0lxb+YJI8PWG7K9KejhiV7IgsfyuB9sB/1GdlGyrC+Pl2IMHeSi\nkFGaTukxB+4x4xkjw5eXl5FRC5XunhuMDVm4k5OTWlpa0traWtCdvV4vztrGeyMpKPXW3Av2/j7L\ns3MgnxrYZ+kB95hT8M+4+NpC1jgz2BkLvwc6g1g3OseZBdry8OFD7e3tjcWO3aNzds7BmaTI50g9\nTubeZZM2siaRNcIEbBtknnxMuRgbT9JyW+Gx4nR+nI3gPbdFzBfvpc93XesGnHlygJkaZr+eu0cs\njSNCFJ6jPgbLB8RRmHtI6UJ2gXEj5EbOF4Ub/psMojTawpKiIDwXjx04BeT0lS8SN5Q3oSk3hI4G\n/R43ARYfH8bNPWrviwsn5R1hGXheu90eM0oTExO6deuWarWa2u22lpaWNDk5qWq1GuPGWNAu32ID\n2vaqQygDil7QjouLi7FkKfZtLi4ujsWgQPkTExPhHTLmeE/Qd8wX1ZNc0Xgc3o0ZNKuzEPl8Pqgz\nKDKSe6DOqSBF7G5qanSWcKFQiNgjY40iwFNGnj0JCA8Napjs6pmZmTEg4dSkryFAlm+7of2MGe1g\nzijU4FQb44OxxmthTgHdKGtf18ikg0w31PzvBgl5plyoh5/q9bqKxWKwDBilwWAQ4YLl5eU4AYmw\nAdnl7GdnvblXj7Jn/Hyu/H+Ur+s6Xk+9Jwckvk5SVuwmueR5/X4/9r17qVrPgaEd7XY7SlZSHpV5\noW31el0PHjyIgjSsdZIL3dD5vKEXWCfoLt5HFmize6uMPfH/UqkUOR/Io8eZGb+UqXDHyXVgNjsq\nbOTOjc+Dy57rWGc0eN/1qH831bcONpGdm67nZohpoP8NDekKlUH0ifM40E2Xe7x4K+418vpvaxPK\nThoZPGm8OD/f4WKCHCE72nVj7X3Ds3FKXBr3JiWNLZa0/zeNpRteR8ZpP51WQqhRvIw5mcyzs7Nq\nNps6Pz8P5euJP04JsqcYxYYCQaG78pMUhw84LYqSdooIr2Z5eTkMLgpgYmJC7XY7KExocI8v1Wo1\nnZ6eRgm92dnZOLzdWZE0OQUl0G63w3AyT8REGQNXRM1mM7xtvGAS0ijQ4dnFyFFKf9Ge1HNi3zH7\nqGElWCuAHl7zikc8j1KcxI9d4bTb7bGkKMYGQyhpjL7m/9Sjo1oSGdE3xeZ8vbCNxT1Qp08xCq1W\nK7xb9kID6Mg5mJqa0vr6+lidcw6p8Bi4K2La7PrD1zLrFGOP7PvadiOKIXEvy/9PATTGxxW+K3OU\nO0csEi5xVsxlvNvt6smTJ2q32wFgAbvkG2QyGW1vb+vhw4djDofLjp9cRfsBK55z8iw6GLlmTDma\nk90FU1NTEbcH4CIbxL7dAXOnxeeFMXOHypkH+uZg0+fG++ffkcbSm8SQAAAgAElEQVRtQsqupk6m\ns5LPup4rNe2N87R477QrXz7L4gcROYLx76aUgSOh1GNzKoMFzDOcXkiNX0r3+vYLfiOEbhR9wd/k\noeON+nuuhP33TUlFIDkUBIvZtzHQf/rJYsIw8kzinfPz86pUKqrVaioWi7q8vFSlUon5gQp0oOAJ\nNrzvx+XNzc2NUcqeGU28kjZTxGF1dVWFQuELIMbn9uLiIvqRz+c1Pz+vXq+ng4ODKE+Zy+UiDuWK\nBSOBh4d3hWcJJetbWEjUIjGH+6E42+32GMXW6XQiM9tzHjx2C13oTIyDSWlcWfAZ4t3Qzcghcyop\ntv8wdyRqEUNHLjlkgvs5oEkNB8qR9eIgyGXM2RZX8qwHV+60EZlgfDz2Cjiin9RBz+eHe8o5RrNQ\nKAQt6xnZGOCUJgVsOIhGx7DWAAYAcAceruPcK3RPKQ1hOaB2fcEa5hnOoNXrdbVarbEtcwBD34L3\n8OFDHR8fx95nxo7xxMi+//772t3djXljLWGIfReHzxsAlLVLMidjyWdhU5whQ9fkcrk40zndM+x6\nHb3nwDJlHJkrH3PfGpXKMG3nf8bHAWbqxKSGNjXcKeh61vXcDLHHbhHm6elptVqtmDRpvAY1E4Bi\ndiXjykgaecVOX3A/jBZt8IHyRcNz3TOTNOaFSSNh5nMsMJJjEHSUMskPKCEMIPFQF2poTGmEwly4\nXDjdkDsl7IgR2gij5n3G0LDI2SIkDWNm9Xpd7XY79ukOBsPtYYuLi2o2m2q1WioWi6rX67HQMQat\nVisM5GAwCDoaz+T6+jrOdO12u2OJYp5gw5YeFhXZurRXUlS0co+g2x3Wea5Wq5IUCU60j3kjcxZ5\nYGyRUbawMKcc+8jh6SB7vktSVrc7PDwCuXNlyBwBPDwmOj09HQaeeQHssfAxToBVYsSsKRLg2Mbk\nygcZRCHiXfX7/UjycSPMmqDNXtyDMUIJAbCoSsaYIaMYU0oiuseALMJM9fv9AF+wH4wXXjHvNxoN\n3bp1K4ww43N6eqpWq6WLi4sAYK6kmTMMMMo1zbtwAJ16fM4s0U7Ak3+GeWcc3fv0e/LbfxjriYmJ\nyNoHsCDDXolqampKH3zwgXZ3dwNguo7tdkdb8o6Pj/Xw4UPV6/XIj2CsG41G7K/OZDJaX1+P06aY\nd2Qgmx3tWHEK2I0VckeG9cTEhGZnZ2PeeM2/64DHWSs31m4H3AFi/d5kHJ0BQn8TXmFcYQkdLDvQ\n8rlywMT9fy8NsdO+CG6j0RjzQKEDMWCusHwxo4BAXj7RCBGGzykIj+mmA+ho1JEr1IobQ2mcEub/\n9L68h3C50e/3++Fp4TV44gEK2lkDFxhHZBgSp2j4PsKIwLnil4ZKCEOH5zAxMSyMUK1WdevWLXU6\nHZ2enqrf7+vOnTs6Pz9XtVoNI06/FxYWwsBjXP1ZGNJerxeFMJhTLgz1/Py8VlZWIvGJeUBR8mz3\nGN2wbm9vx35Q+kwGKWPNfLPtyduB0ieDk3mABsfjheZGIfMd4sV+znOj0YitTl5Yww2CpNgrzLzR\nfmQID963kXU6nSjqwKlIhBg8xOEglfmu1+txWAEgEO8Wr4m2kqBGSIFTxXzrFiyHe7mwR2dnZ2MU\nI+2iZjlj7RninrgGa9Tv94OWXl9f1/LycnhUjUYj2pXL5WIsyHnwkolpnN69fNYaBVLcG/PtYMwN\nc+r9ksaVNeuU9zwfxj03dEqqj2q1WuwrZxyh0+nXp59+qq2trZAlwiTcC2OYz+f16NEjffjhh9E/\nQhoOzN0J8K2BrEXGa25uLmQVQEUf0WXuTWKEFxcXAzx6aIjvoHsZJ2m8QFHKGmJPMKp83hkOB0f0\nwfdXe/IWOhTD7Xqa7zlT6QzIs67nWmuaySHZwxGl0wvSiJZzpIoBwitylOIIx6kuafwkJ1CVT4Q0\nnv0pjR/XiCA5leFoh/ccDODlYhwQCBSAfy+dMNrusSvvsy/01OPn3r4lJ63I5MVVSMpA8FCuHA0I\n5YiBbrVacRrTzMxMxCkxNr7/FwWaejNkSF5eXgbF2O/3o8hFLpfT+vq6SqXSFxaKNDqEwGlE6OZG\noxH7nvHgqKTlSp17ooAYFw51oHgBBpeDEKrVqhYXF8Or8zFHjqhHDa07GAwPtSgWi0EHA8KQAbwR\njDrbpmAzUJyABU+6o58YbY6pZO3g8dJnFClrAePkhoQxyeVGtbCJH+N1OmWLfPT7o2pSzAlziCfm\ncoGypH3U8fbMXOQVIJfJZIKC9ROyut3hdqRqtaqZmZmxU688dozhx6i4DnLvl7UDpe45HDfFEN0Q\nuM5jjui36w9n15zJ8nvzzGazGUcUwrLg6ZKv8OjRI21tbYWXPzs7G8CPMSY80e12tbe3p1qtFvPt\nfXSPE+BHEiX6zqlaZ/6cxqaPLjfZbDZALm1E7pCN1OuEpXEGMG0rzAG2wA2s63zXhz7mzlB4G1xP\nu5fvu3kYC2m8HOlN13NN1oL28MGTxuOV7vn55fGW9DspPQRyc2F3usQHWxpPinCPN40D0Iabth2B\njmkDwukZmdzXn+HG2y/GySksp7FT+p33PGmL17yvnlTGb87Mpb9nZ2eRdHV6ehqlHC8uLkIRkHAE\nhUwcGOONMfBMaArt8xxnMzA4c3NzWl5e1tLSUixupwT5G4NP4lQ2OywycHh4GIoaRQ7lhVfG87gX\n5/06DUgcFe+MxCYAITSnNApn4LFdXV1FMhj9Yo4wBOy1HgwGkbnb6XTCK3S2gPFk7zAy5LE4xhNP\nDaMHdd5ut+NwCjwWCidg9HwLk3uDTjeSdZ3Ljc4yBiAg75LC+MNcYKzZLoWBRe6czWL9XlxcjFH0\nrGMUd6FQCJBLMQ7uiayRlYuiB7Q4AGLOWVt4cqxPWACXD9dDrlvQUSlgd8PtDJ5/1vUPa57fnc7w\nnGAAHqU1AReDwUB7e3va398P75jkQNYc92fNHB8f67PPPgvg5OALeeLqdDqq1WrPjIUy74y5Gyfk\n1D1xjvtMj41kTgBB6NyUZbhJb6fsZurouRPjuoS+uJ5JAYnre/eMaYc0Sq51O/Ws67luX2KgPB7s\nCtknj9dTapmJYXFKo4FgsP1efqG4megUSUFp8DwuR8h8zqkllJdTpd4nkCLjkC5A7zcLJQUAGFUX\ntlRIfQM5Y8hCuCnOJQ3jq+VyOZQ31CIUX78/PJfXvdVisRjFBJiLer0+VomJeCVtREH6OFOAA4TP\nNhM8YacM3RAzr51OJ1B/o9GIhJOFhYX4nhs1ZxiIxbK/0hcglDD0VrPZlKRQbMSOOJMZDwHjQoEU\n9wTxGBkTp8PpB21m77WDLU/kSxWKx8JQaHjlrLVarRbZ3E6n82za7oYaql1SeJD9/jCWTNayZ9AD\nVpgjZIm1x33dgyJ8wJrBo8cLJykJQEFhDi8wU6lUYn4wwL61DAeA9efMAIbfvUXXKanRSb0q/va1\n7XoppZldF6bzmBpvp4TJ/Ecfukc5GAx0dHQU5SmJwcJmMI+5XC7CKblcTtvb2/roo4/Ci+RyneLO\njDMl2ewwTs/fGCb0NuvCgR33JJHOwyHovDQ84G1iTFPdy7rlef59n8f0PebFDTaX63qeC5j3Z/v9\nfc5/bw0xtBMGyg0Jg+P0NAvGUZVfvqBY5KkguyBJGjNIvOfBdfcs+b5PtrfHBx7BS9Ewz+S7TiVD\nFTkIcEbA46A3LdaU9kj7kvad76SMAPQWcTA3ppKi1N/R0dHYQhwMhglYbEvK5YYZySwU4kXMOQqa\n5C2eAd1ILBU071Qqz0OhoIRQ7BcXFzo+Po6YLPLFMYKMiR+15ujb2Q6M3/X1tarVaiRn4WF4JS0S\nDb1gAsaCcAb7fslwZa5Y2HgQbO2iFnWr1RpT6PxgoFIA5qwLSo/EGsaYYgkk9BBDZt3hXbNOUDzE\ni/EO6S9JcrAdnU5HrVYrEoT4LsrYFT7ySdiDBC/64waHjPWFhQUVi8UoYkIYAlmURqAELxBmh/Xh\ngBTZ8nWNUXFdRLvcO0r1ja81N6SuZ9LP+zPRKb7WaVu/39fBwUGwI9DkAKhKpaJqtarJycmxLUB4\n/efn52GcYRGur6/18ccf6+DgYEx/os/coLgseD6IJ3e6g8VnALT8jUwQtycUkzKbDopdn6WOi68l\nN4puUJ/FRPp7Hm4gbOrvexv8mX5vXncD/NuM8XMzxNIXPVJpRBvjCUpf3FfnFDGT6VsQEDhQdTow\nTgV54lfq4fI9JtYVUhqj5f4ofRYMRpZ7pUbRn+XUk/dRGiE8V4woPISftnqiGW3gHjwbg+D0G+9B\nM7LAGo2Gut2uSqWS8vm8jo+PNRgMwhOmtODCwsJYcg7zsLy8rOPj40iaY48wHhoLFEqMk1YkBe3t\n3iRzhBGWNFaggVq7JIsBKKDlUNY+1umCQblls9nIdpYUBsy9KvcSSErr9XpjRTqYZ/qMB47BpQ9s\n02FfKOvAPwvYSM8DdkbE143v256bmxuLJyKvFxcXcfIQXifMAWvD11Kv14u95OwtT9kn4o7NZjMU\nrHspJG0xRqwZxgmghXySoQ+NiefUarVUr9fV7/eDWsfYExt2AOt0vitrXw8Y7GetW/fiMaypl4/x\npk8OyH0sXR/y+yY6k3V8cHCgarUa9yeuOhgMtL29HaGV+fl5zc/Pj4U5AICASLKrd3Z29Pbbb8ea\n8pg9u1l8W5ukiJUDKLPZ0XGo9BegxbYhxnFubi5CExzqwE4Gz7FxgCQpwgiEjnyM3Qgzp6luT8cb\np8PXvetM1838jW1JvfTUoEvjh078XhpiUBaeI4gNtO3JSW5UvDMYFO7hafkYZleyPkG+iJz/d0ok\nfS6KgoXmST5OKyGcTBoZr1CvtN0pFad6nEZBgLw/rsw4c5TPscCduoUK9j6xiHgWY7O6uqr5+fnw\nZNg6QyyHuJDHyaBXOX/43r17qtfrajQa4SWhWDEeXgIP+rXbHVbZKpVKsUXo/PxcjUZj7MQY+gZ9\nC7puNpuqVqvKZIbxTsZvcnIyigWg/DOZTHzf6VQHdv3+sLZ1o9GI/aZkorJgs9lssAa1Wi3kgGpZ\n3NcVEYrQKWP3EJHZZrMZ9ZkxaqwJDBxAj7UAbcv38TCnpqZUKpUCGDkNC21IkRP3hsiQJu6ILEqK\ncoqUBW00GqH4fe95LpdTs9kM5e8gGPlysOoeqANyDgAATLTbbVWr1Yh/9/ujk8KWlpYC1Djgx6i7\nISaG6TE95MzZitSr8zXsYJx16h6wM2cpzZmyfDd5wnyu3W5rZ2cnwKVvT3vy5EkAtMXFxUgobDab\ncfhCLpdTqVSK99ErT5480fvvvx9GiPn3etTo5V5vdODIwsJCFPghnEQ1Po/xu0FaXFxUNpsNYEUO\nCFujnKlw3eQ0tBtHlxUf71Tn056UeU1lJB1zlwXmyZkLngsAob8OLFOjnV7PzRAjzNLIWBCzcOF3\ndOLblFigjkgdWbuCQnGB0DC4/gwG1bO30ziIZ6ZKI0TFD8bWtwoBEGiDJwH5c/y3o7TUw8ALSQXS\nAQLj5cKJ4pdGhiyNm2Sz2chknJmZCUXPdqZKpaKzs7Moa0lbiC9Wq9U40pDsYyhCvOTz8/Ox84Yx\ntiTRbGxsxDm4LNZGo6HBYBCKBS8P0DUxMaymVavVlMmMErMGg2FCYLFYHFO47klSapKtLYwRxyKe\nnZ2FV0WykytkFD8eXj6fD7qUefZYKnOH8ee77vGS3XsT2yKNygY2Go0orD8xMaGlpaVgJKC4C4XC\n2IEYHP5A3NSLFUiKeDQghf3cZ2dnQfN7tjpVuyiteX19HVQ8CVvU+Cb+jYxMTAyLiFDpiQQxABQg\nh8MZpqamog3ValWNRiPoe7aQUaqU/uEtoSfoj2f6ojPQQawNDCl6xY2Erz9AW0qZcrkC9jCX0+2u\nUxwIsY65dnZ2InmS2CrZzu12W/Pz8xE+Oj8/18nJiY6OjiJMs7KyEuMJaDo7O9NPf/rT8LJZV8gu\nQBxd5A4BIAi9lckMT0LjkA+n2UnmrNVqmp+fV7FYDG/eK6ihJ5krwDHtcsYQg5fOmdsXZI3wngMh\nfmMzXP+7Dk2B1E0sa2qf0KnejmddvzclLn0CEHaUFULpRse9SdCTJ/z4YHu8S1JMlDSKt7ngSyMq\nOH3dkSyfccNGdrB/FiPriAwlQf89Rd8nPKU0eQ5twDvxMeK7xEARXsbTPW0UJm3GQ2NMUKp4e/fu\n3Yv2DAYDra+vx4JfX19Xq9VStVqNakxcKEiUM2PHYff5fF7lcjnQsochKKWI0QW4YZxqtZrq9bpy\nudHeYA40KJVKsQjJ8MVAZ7OjDGgU6uTkZBhggAQxVOSNTGTm4vDwMOYQ78RBHVSnb9PJ5/OxbxcP\nlj28DjCY60ajMbZdD8+Oebu+vtann36qarUaY7yxsaG1tbVQjMiQbxFy+UcukWlkls8AVvBy+M7Z\n2VlQwXjqGDUyrVHSJF8BtghRMPaAUJRiuVxWuVwO5cZ+4nq9HoYaQFwqlQJseUU3kuNQtimgBkQz\nvykNfROFzI+DXdZhanj5rOst98T8Wf5Z7sf92+22jo+PJSkM8eXlZYR9isVi5Cicnp5qb29PjUYj\nPkueRKFQiC132WxWh4eHevvtt0PW3CFw8OE7DAi9+L53SZHLgH4D/CCjgFJi2lQ9I9TDswm3IYvM\nkXvBbgOQP7cTXPTBjakzjg6eUgrbv+OvMU7Ouqavp4zH76VH7JROihI9MckNNp9xJYBi5n/eY0Ad\nBaUeuBtUJoV7uaL1gUzjEa7EWPAIj9M7jqxSytyTARyZcX9pHBV77Bw0SPu9XzclgPk43kQD0W7o\nzG63G5RzsVjUzMyMdnZ2YlFjuPEAUXjLy8uRGEJcjzEFibP9YjAYBEKHNgRlS4o4NbFXkreozLW/\nv698Ph9HDBIKKBaLY0bYx4d5hXrN5XJR9IGkK4w1NC4F8jE4hFHw6CklyHxA2zrbAh3b7w+3SbEN\nKU1+8Rg0+z5ZE1CBpVIp4naZTCZo83q9roODA7Xbbb366qsBTjx71feRuvLxxEFkHeOdKl3uyT5o\n7kWOQTY7jBmynjCcfBYqMp/Ph8fN+iwUCuG9UTuaIzAxtB7D9C1Ink+BN+zlNGl7Cswd3Hm4ymlI\n2psaTtdpvtZuoiV97aXK2Y2Eg/HLy0ttbW0F2IPZaDabwQK1220dHByoXq/r+vo6Eu8oljM/Px+/\nkZXr62t99NFH2tnZiWcjh+4cIRuul2BwWAeAX3Qh/fO9xA7uCTXAwqVOldO8Ticzft7e1GvlcuN4\nEzOR0tlunFOd6Z/39eF2hb89jPksQOfXczPE3gnvtHtrN31O+uKpRy60CI4bLr9fSi1gyNIJ8c/c\n1AbuxYB71RhPVvCUfQcLjuhY3J4Alk4qXrWjQfe0/bffF6SfxltQjq5cUeZ8h+Qn0G82OyyB1263\ntbKyEt4v6JoTjVZWVjQ1NRVJTmRlSgpk7vtKiTUxBr4YGGM3BE5HQ6ehmPlMoVCIBC6XKd/cj0JF\nSeBNzs3NjdWRdm8axePetCcP+UEZUNco+VarpUqlElW28M4w7M5SQOVD57FFh+IlGDJOk4IS9xwA\nmIJisShplCCEzBJSQWky38gxoRa822eBYtqPp0xuwf7+vkqlkl588cU4ApH2UUUPWYTiZjvS+vp6\neLWAI445xJtiu46DUN+ew3g6+0XfXI/4mLvOcE/JjWKqeP1z6frzcfLL13d6bwcJzFelUlG9Xo+E\nvqurqzgPutPp6ODgQLu7uzo9PQ0WCeM1OzurYrGoUqmkpaWl2C+eyWRUr9f14x//OBID0zg5Y4j+\nYH3STpI6GUNkzwEeiW8YQxK0/NQxHz/XyXzf9SaXz6fraGTB2+16/Sbg5B6xy3jKiPrrADPXq+6A\nOTv524yw9Jyzpt3LZPDdiLmQM6geH3YuPkWR6SClE+GeEZdPmHusvkjSLG/ed4+aC+XKgmCROgUk\njY4E81iyx1C9zdwr9WI9Hk5b0ss9QR9bpyI5mhDDkc1mI8mHAx5WV1fjs3iOV1dXarVaKpVKEV8m\nMQODRFGOk5OTOE7PD2bwscRrxOsGlYOcc7mc9vb2YqsLRjyTycS2HI+ze5a4ywKhELwHpyiZO7Jz\nc7ncWFUx5omSfK6EPXeBuPjx8XFUeeIHBUU5ysFgEPWe2SpFcQoSYSqVSlQxQ8nh4ThbIkm7u7vR\nB4AWiW/MO/FU2A8oaMAGYygpsluhjzGIzWZTFxcXOj09DU/t0aNHMW9LS0sht7StVqtFUh5tJHGn\nUCio0+mEd8f6ILPWT0VCH3CfFKimrJD/+FzjGTtD9e/zfJFZLnSXK3Z+p6/ddP/UeHe7wxrpJycn\nMYcAOUk6OTnRzs6OTk9P1W63A/Rj3ACJ5XJZq6urcQ4zc/H06VM9ePAgwBjP9r557BWwS/iD9ro+\nBtS5jkKn4HRQdtW3kzGXrCPXe6kOpJ0+vjwrpZkZY8Cn2wPmzIGX2wTXv057Ax49v8LbetN9nC5P\nr+caI3ZO37dSeMDcDTNGhMWWcvQMgguB002pl8V9nM51r8Qn2SeEz3ryAO3HY8JY0BaK2KcgwwU8\nRdO0DwFxwIJQOeJ3w+2LhHtgiFxZYQgcCA0Gg/D6ULpsX5ifn1ez2dTh4aH6/b4WFxdjawxec7Va\nVavVimMKT09PAwnjsRIXhbJmPukPVC2eKApfGlLBnc7wlB2MLvfFKHoxCubSwQ1bWqBVodVmZ2fV\narW+kHTBdoterxfeA8lbIHZ/DnOON7O3txelKe/cuaP5+flQZsi/Z8C32+1gDY6OjlSpVOJ82Gq1\nqpdeeinmmYInLpPIGgYRuWarCPtHmReSumA3kAU8rv39/dj+9Morr6jX66lWq0X2LaVQkRsSzp48\neaLvfve7euGFF/S1r30t6jzDmAwGwyS8YrEYVOX09HQUHMEAU6UNGWNvLPKK7nBGJVXgrMfUE3Ud\nwNpk7dyUl+FK241qqh+eRX/yeS438Kk3zWEirM9Wq6V+f5iod3h4qO3t7chIz2QyYawBufPz8yqX\ny1pbW9Pa2lqEawaDYfnXn/70p+FF81x0A20modDXVBpn554YUk9qY3yRS7ZWsQ0wBa+u+1y/eg6N\n6zXa7XrQjaY7Qz4v2JpnMR18F12bgrjUmXO54kKP8JxnXc+VmnahTL0JBs7jPmQkpwaWuB3foZoO\n77sXlBo2R0U+eVDc7tW6MCIsVJNxMIEBAQx4X2h3avCplYzyY1wkRQIa3jj35L4et3EhgnZ0Lz71\nBjB8jCFeVa833M/LgQ7ScGvT9fW1Tk9Po6gCnjAUU61Wi/8lxXmva2trOj091dnZWbTv4uIikjAo\niEH8NwVq/f6oSMTe3l5QszyHurOe3elGMWUz8Hq2t7c1GAwi7kYM2guydLtdLS4uxlgxRxTPx6C7\n0sBjrFarevr0qa6ursZOBMLTJ5OYbGC8eLxcZG1/f1+1Wm0sdgno8ATHfD4fxgoji5dNpjnJPNDQ\ni4uL2tjY0CuvvKKFhQWdn59L0pjyo1b3wcGBLi4utL6+rrOzM+3v7+uVV16J7WK1Wk2bm5taWloK\nb257ezvODH7zzTcjtst2q/X1dW1ubmp+fj4qY11cXMRxjgAn+sX4A0w9z8FzOlKPJ/WkHNj7mua7\nrridifKLuU7ZK19fTqvyO6X6XZ9xXV5e6ujoKDxd+vfkyRM9ffo0gAyMDfXQAa3Q/KVSSaVSScvL\nyxG263Q6+vDDD/WP//iPASzpX8oukD+BPAB6p6en43V0NrKLLoO1YV0sLi4G4wG7gdw7IwXwcYAA\nKPA1iK5lDN2bZq5Tx4vX0C/MiXvGzI1n1rve9Wc6IKCtyISHwW6iuEOOnvnO/88XguUDxmSx2LzO\nrKMgBsvL7aXUky88Jsgzp93YpYiUAXNay404z0pRIc/kfqAh2ofBwcg4feEJJkwk/ae9fvKJo09f\nAI7CESLAhFNunkHMa/3+MIGIk3Q4LIEtJL3eMEOYZA8qKi0uLobnu7u7q7W1NRUKhaj+s7GxEfFH\nTxTq9/uxh3Z2djY8XRYaRQp8Ow6JYyQBScMkkVKpFJW8iLUDhlAcAI2rq6uxymBk7KLU02IOGBhH\n5MSkkRnADDKG58xe6rt378bxkXjLUK9TU1NjcbV2uz3WFjxZQJFXnSKBzBE6So1sZjwa5JVM1VKp\npEajofPzc73zzjt6/PixlpeXNT8/H8BqMBhoZWVF5XJZJycnWl5e1unpqWq1mi4vL7W7u6vf/OY3\nWllZUbPZ1NHRkY6OjvTyyy8rl8tpc3NTe3t72t3d1fvvv6+XXnopYt1k77J3nWSjVqsVtDx95IhD\nksAAMb6GkXd+3DgyjyhEDArrnjXu8WPXBU5Nur5Kt8mkxjRlpZyq9XBMavjJJwDYsjY+/fRT7ezs\nxGEYTtX6eiEjeWVlJeaUsM5gMNDh4aG+853vaHt7O8ITMGA4BugUEirRgbQZxsbXC1viXMf0eqPS\nsrAxMBopXQuARWZTQ+nshtsC956dBUHm3Xb43KKDmUtvD+Cd99BZ/lx++zMc8P2u13ONEbshctSC\n0nQ04oaa/92jRWm4IZQ0lrzlC9K9bgyaG6oUiTliZEH7dxDQ1CtFsPjbPWdP4KI9mUwmFgECJ40O\nyeAezgD4NiVplNzlMTTa5N6DjznfJ6MVL8gThtjSs7y8HHtvoWcrlYoajYY2NzclSXt7ezo/P9et\nW7fU7w8LY0CVVavVMRoW2h6kjmHBgwMF1+t11Wq1WPiMNxWzPPbu8RkWKDJzfHwcVX2Il6WsDAub\nceKUJElBYRNbJqEJeUYBUWt5ZWVFpVIpDEgmM4zzNRqNiE37Aud8ZrzlXC4XIAIlzf1PT0+jVjDA\nlLFqt9sqFArBOpCA5hWRer1e7ME+PDzU5ORkxPmRLWh0CqsAkgeDgVqtlvb397W3txdFUz788EMd\nHR1pdXVVJycnOj8/12AwUK1W0+PHj8NIrK+vR5uIn3e73a0lHykAACAASURBVAhhzM/Pa3l5Obw9\nB5PIuTNVrieYd/eEHLi6wkwNqFPIbszde06Vr9Oi3AOD6zoJfeOOgOuh8/Nz1et1HR0dRXY8APf4\n+DiAJvfE80RGAS7FYlEbGxu6ffu2SqVSbL9jzv7pn/5JDx48CCOJLFCYg3EG0NJWSTH37m36msWh\nAAD7uBYKBZVKpQiNOEMojYrroGP5jLMfqb703Bv3emk/YMEdJw/xpeGAFEi5U8drrh94jzFwwOd6\n57cZ5t+LEpcp2pJGVZMQMg/okwAijYwVhsdjPQh8upgkjb3vBp92+WBy+ULGw/BJd1DBBODpQi97\noQePQXAflKTTRJ4sIWns8x53xgCnQpvSb5LGqh95H1B2LLZCoRDJRpOTk2N7UtmqQIWllZUVXV1d\n6fj4OGoP4wlns1mtr68rn88HvUnxCJQAJTSJxTq1SpF72s74eZyJeWRMmQP3QqnzjBdM3NnjU8wZ\nyt09Xk7u8apjfJdxazabkUG+sbHxhfKO7J3GEDtQwDCyH51sY6c3UfyZTCbiqGQYU8rw+vo6CiXw\nP/fGa6nX65GQx8EP0N27u7uq1+tjaxQAcX5+HgqcsSW7nrHc399XvV6PMQIAAO7u3LmjpaUltVot\n7e3tRYlMKrjNzs6qXC4HyHDGAtnwdeeeWqrwUkYr9eyYdx9j1omzXTd5Pm6QUi+ctZjS0KmH1+/3\nQx5OTk6iTOvx8XGcdkYdbS98kbJdgKdCoaByuazNzc3YOkjIptPp6OHDh/rRj36kSqUSck6IxXWX\n3xsQ6l6lM4/oX/pI4iFjMDc3p5WVlQgBAdrQW+gbH3MHXeh69K7rcdaE5wT4PDko97n0zzkVn867\nX/SVtqWOjPfZgb3L6E3Xcz+PmI46QvR4j/PsvMeEu9B0Op2ogEOHnToElTBgKZ3ExfMYaPd0+B+l\n5n3xbN6bAvPcE2XrKNHb53S4pKB50oQAaTS5Hv+VNCaknnTkXgFtdqoGL6vZbAZqZT8ipxpdXFzE\nYfYo5qurKxUKBV1cXGhraysStzqdjnZ2djQ9Pa27d+8GJUy5PeYKjxJKHEGGwuQQh8FgEAU6Op1O\nUOS0nfGCamNx5nLDQ+BJdvIEK+Ymmx2VqoQSJoOc8SfT2WP9UN/MA9uGms2mCoXC2PhSbajZbIa3\ngwIDgOAR0Ld+f7hfE0PHEY70CZqcMIHH+6Vhss/x8bFOTk4in4HvNxqNiOeXSqUo/rG3t6fj42P1\nej0tLS0FLepsBVvfGCMHVIwL9Z+lIW26vr6uu3fv6tatW1GXfGdnJ2h/zhT2msOpgkNmkG1XcK5c\n3Ug6pexG2NekG8fUe3Ev29kl/41e8jXojoAbbu6JJ39ychI/rI1GoxHG1w0NwCiNKTN+S0tLWl1d\n1cbGRiS+OfNWr9f1i1/8Qg8fPhwznugtZ/pob8oU4Yn7lkIHBuhH+sx3CTFAS7sOc53G+vKiRym1\n7+xeakQZDwdf6NZUT/o8O43t9skZFtevXA6yUmbV25bS8H491xixG4QUxaaGB0H0vx2JuqfgB0Ck\nA++DyGJOkVFKVfmESxqjAX1yGGjoRybf2+kUl3vWtPUmagv0mO75dQN6E8rzMePeN3nXnoTSbDa1\nt7enjY2NKD9I8gUeDQkXlUolSiRioDFUvV4vjgssl8tBbbJX18vX0aZutxsZ5yiCWq0W9a3xRFEE\nS0tLMaYsMpct+t7pdHR+fq5sNhtbX9LYHjLooIvFjtGnoD3etTQqUYmH2Ww21el0Ii4HHY2hurq6\nUqPRCLCCwcEr6nQ6sc+TLSiNRiPKezJmMzMzOjs7i3vRVxJ3zs7OInudOCOG3pPkOO/59u3bWlhY\nUK1W0+7ubswPSWOADPrN/xjoNMyCXJFA9+qrr+ob3/iG3njjDU1OTmp7ezsMTi6Xiz2uhBkcoDr7\nlBq/lOHiO/4ZlKADfOTLZZ/7uINwE8PiRpjM9zRu6Ws49a5I7ms2m9rf39f29naU7Gw0GqFDPOEU\nPelrljEfDAZxXOjm5maMJYYMw93tdvXee+/pZz/7WVQ2g5VivH08PDRGP9wr5dkAWHI7+ByFjDKZ\nTCRWUo7UnQ5PsJNGQNFBD+3y152xvGnOXD/zutsQ15nuwEmjmtp8zy9nAVzXumym8Wb6+6zruceI\nU+RBTMxpkomJiaihOz09Hcgl3fPpaCSl8tyLkcbrfnr82AeLwfVFxmd80TtVzH0QsHRftLeNpKLp\n6elIiPC9oNLoXFeeg+JHOTgd68gtm82ObY9BgTPG3l7exyutVCrKZDJBheEdttvt2P9HMQv2pJ6e\nnqrb7cb+VrZZlMtl9ft9HR4ejvV5bm4u5hhDxvOJ21IwxGk3xgAq1hNuPDbu8SkqWGHIGX8HgMgU\nioukOj4HRZ5mqHt8Gfp8eXk5ioJwf06+ARBQWAHjDmXLedBLS0tqt9u6vr7W0tKSrq+HxzBSq/ng\n4ED5/PAQjpOTExUKBW1sbCifz+v09FQ7Ozuq1+vx+ampqajNjAJcXl7Wiy++qGKxqHq9rnfeeSdO\nrnKZZeuWH1kJ9ciayOfzWl1dDfZiampKr776qiYmJrS8vKyvfe1r+spXvqKpqSkdHx/H/ubp6eko\n4EFCkQNKxtopQ9YVfzP/qbfr69vlw/VPGnpKPRf3bF0nADjYauexTmfrUr3Rbrf19OlTHR4eam9v\nLwq8QBGTqOQeo4MDdCPVxABeUNEbGxsBnCcmJiLe2+/39emnn+q73/2unj59Gh4s7XOPnXYTunJ9\n5YaGMcQxYTz6/X6wZxy4AsNDzPdZoQTAJxQ8c5cmxrohZMzdwXEDnfYvNezMK9/z+zEHzorgIKU2\nhXu7Z+19TQ26X8/1PGJoEQwoNJvHF1DSIHjvNJ4MHXf0SmyKLSBO4bhnSBuc+nCj5JmN/GYiUdhO\n60gj5UG7eSbfd7AAvcZxhggd79EeLznpQsF5sBhZPDgEjBgw7XEEiBKBziTRaHt7W/V6PeKoxAUp\n1N5qtdRoNKLQx/HxcRwzuLe3p2q1GsKLF5zPjyo/cXILz6RKlm//AoAMBoOxqlWZTGbsNCLGi/t4\nnFySjo6OYmsYCw0qzQHKYDAIA+TZ5mR0s3WK38gDdD6nTVFVzEMrl5eXcagDh0iUSiXNzc3p4uJC\nBwcHUSZ0fn4+qmjBBGDciPuenZ1pcXFRnU5H1Wo1PFs8TMoc0r5Op6Pj42PV63Wtra1pYWFBhUJB\nr732mqampvThhx/q8ePHmpiYCOowkxlWTarValHD2TPbGX9kqtvtRoGVfr+vtbU1vfbaa1peXtat\nW7d0+/ZtZTKZoGC73W4U/d/c3NTy8nKsTwdnN3k8boDdYLuiSz04B06+Fp2V8WdwT9rkBtt1mBf6\n9/YgY7SzVqtpZ2dHn376qR49eqRWqzUGiFmzGFqMabvdViaTiVyGwWAQwIoMZFiNcrmsUqkUehRj\n3m639dFHH+mv//qv9atf/SoOJ2EcYT1SFmIwGJ3uBhhGLgDE6DG/H2EJ7udHMgIyHMy6UWa8PQ6e\nsiCsY9aXs6MpOwhz2el0ItEwlaOUAeB9DzG6Q4W9Ys5S546dGeiUNNRx0/Xc9xE7+k1jv2nsAAPo\ne01RsnwW1OPoyA2tezk+UR6n5d4YKRYZCTcIgdMq3IskJkolega0NEJT0M2+Nce93bRNDiYQEE+m\n8Cxw+slC9GPJ3AiTncr45HLDE1uePHmis7MzbWxsRFyVeBOJI1TFIX7MyVBQXdlsNuKhHGvY7/dj\nCw90KiAEBc62KTwwYtHSkAbG06T/KBL3thmzTqczRsOycKkbnYYBmE/3pp0mk0anEzEPklSv11Wp\nVFQoFKKCFIsQGrLf7werg0I6OzvTwcFBGHvm+PLyUpVKRU+ePNHU1JROTk5iGxlzfHR0FGCFueEw\nhHw+r/v376tWq6lSqUQpxHv37kVBDfYB//rXv9b5+blWVla0urqqfn+4VQu5pTAH+4hXV1d1cHAw\nthtAUoDITCYTQGNzc1OvvfaaSqWSjo+PdXBwEFteiAVvbm4GwETBIc+eL8H8OMhi7vjtOgA5oJ3O\nZrgeSBkiZMnpUtYpz8GY80yoVt531qTZbOqDDz7Qu+++q2q1Gtn3KYvn6xYgBNvDfV0fULKS5Do/\nyQgj2e129cEHH+jHP/6x3nnnnTFZcFaPRC30BVnZHt7LZrNxyhbthXlyHe3gCWNaKBS0vLwcSVpp\n/BZdTzs8odVBgcehfd0iE04Pc7Hu3WFzQO4Mh4+zM5vIRcqYOHPJfJO/QqlVadx5e9b1XJO1HH0R\na8IjcRrVJwP06bS2Z3CCwNKYkdMOHu+RxrOhfdFzv/QzXvWJ5/gmcw4SgK5BSDB+7hFLihgboIDn\nMXmO/G6isEHOCI97c7630oEPMV9XdAg0bWZhQSdBOWNIqEA1NzcXW4tIUKI98/Pz+tKXvqRerxde\nNnQ1IIpj8ThAgoxqEsSYO6hlFlYKhHye8LqWlpZivOife9PuQQOI8AKglpEFj0n1+/2o+4w3u7Ky\nEgoKBgIDTPbz6upqgI3Ly0utrq4GaGk0GqrX6/rkk0/ikAuOjsSYVyqVkCG2cfV6o2pfg8FAd+7c\nUa83rOh1+/Zt9Xo9ra6uamZmJqpgbW1taXd3V0tLS9rc3FS/348j8wC4CwsLun//fhRNYcsanlAm\nk4mMeP4vFov68pe/rG9+85t69dVXVSqVdHBwoM8++yxKoi4vL8e+auL3rBHWjYPDNB7HnPi69mRK\n1lQKaJEP94h8aw4erH9GGoXA0El8l9cADl4b4PLyUtvb23rw4IEePnwYWcfci++6MaC/yKbviADs\nsp1wdXVVKysrmp2dDXCKAWet/vKXv9S3v/1tbW1tBZ3POkiBhdP/yDdrlB0CPu6ss9nZ2TFnBj3m\nYY2VlZWoNQDwoM9p3BQG03VZ6kyl88j7zpJgdD3jP/Wmve+u9/3yZzvAcJrbE2KdWQEQ0a7fy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SHM5OYtTi4qKy2WzseV1ZWdHx8bFyuZzu3r2r4+Nj1Wq18Azm5ubCQ8Q4YgydYne2Au8V+hmP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7i40OLiYoQYUnjWjTqPW3sSF/d35eWwM/IFWca9MX74Hkan0wZKC7nq4QuXx6mB4M/1Dle+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T0vTRq1evtLa2NrIZCgEUfcHBuMdRem6ezU+8hoA+TR0Sm6FweBqKedK0D3nwbArRPAj0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\nONYNR+apAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x111658f90>"
       ]
      }
     ],
     "prompt_number": 150
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Applying a basic sobel filtering to lena. (This filter will emphasizes edges and transitions on the previous image)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "imshow(sobel(lena()), cmap=cm.gray)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 76,
       "text": [
        "<matplotlib.image.AxesImage at 0x10f35edd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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nnWo08/uZ7XBQFXHPi+VyWdaEtXY9mUyKI1bb2ohGkLnPnom+bLNWnvTxpczQ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n6e9h4TgELuaMzU0o35kaMMGRMCV/b29vTixQu1Wi1tbm6m4wu73a7Kslw4cQnTJRHj0+lU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\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jah8ZbMX9TB77qdVqG4KUC6VKmK5fZw5FYsB9IBXdklQY3Ec9Pz/HaDSKHmvRcXI83NMB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\ntNcwIzB9lkuS1BBz4D1VpopGvTOlExmChrcoijSH2u/3p+YIKYitVis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       "text": [
        "<matplotlib.figure.Figure at 0x110b4ca50>"
       ]
      }
     ],
     "prompt_number": 76
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Playing with Iris"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This exemple is taken from the scikit-learn documentation: http://scikit-learn.org/stable/auto_examples/datasets/plot_iris_dataset.html"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn import linear_model, datasets \n",
      "iris = datasets.load_iris()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 77
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import matplotlib.pyplot as plt\n",
      "from mpl_toolkits.mplot3d import Axes3D\n",
      "from sklearn import datasets\n",
      "from sklearn.decomposition import PCA\n",
      "\n",
      "# import some data to play with\n",
      "iris = datasets.load_iris()\n",
      "X = iris.data[:, :2]  # we only take the first two features.\n",
      "Y = iris.target\n",
      "\n",
      "x_min, x_max = X[:, 0].min() - .5, X[:, 0].max() + .5\n",
      "y_min, y_max = X[:, 1].min() - .5, X[:, 1].max() + .5\n",
      "\n",
      "plt.figure(2)\n",
      "plt.clf()\n",
      "\n",
      "# Plot the training points\n",
      "plt.scatter(X[:, 0], X[:, 1], c=Y, cmap=plt.cm.Paired)\n",
      "plt.xlabel('Sepal length')\n",
      "plt.ylabel('Sepal width')\n",
      "\n",
      "plt.xlim(x_min, x_max)\n",
      "plt.ylim(y_min, y_max)\n",
      "plt.xticks(())\n",
      "plt.yticks(())\n",
      "\n",
      "# To getter a better understanding of interaction of the dimensions\n",
      "# plot the first three PCA dimensions\n",
      "fig = plt.figure(1)\n",
      "ax = Axes3D(fig, elev=-150, azim=110)\n",
      "X_reduced = PCA(n_components=3).fit_transform(iris.data)\n",
      "ax.scatter(X_reduced[:, 0], X_reduced[:, 1], X_reduced[:, 2], c=Y,\n",
      "           cmap=plt.cm.Paired)\n",
      "ax.set_title(\"First three PCA directions\")\n",
      "ax.set_xlabel(\"1st eigenvector\")\n",
      "ax.w_xaxis.set_ticklabels([])\n",
      "ax.set_ylabel(\"2nd eigenvector\")\n",
      "ax.w_yaxis.set_ticklabels([])\n",
      "ax.set_zlabel(\"3rd eigenvector\")\n",
      "ax.w_zaxis.set_ticklabels([])\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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lyTRe2JBwUhmn04k9e/Z0+jlFnDpQ+zykIx5zkUoLh8MIhULkhyDyApun4XBY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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10a83f290>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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dkc56eSbiIrZiaksbCIKATdGZMGveBRt+2FJuPG/3xlgUaIs+Hg4oUmnQa8cl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\nAOCx/wATMENXKYUhMwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10a678550>"
       ]
      }
     ],
     "prompt_number": 102
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iris"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 78,
       "text": [
        "{'DESCR': 'Iris Plants Database\\n\\nNotes\\n-----\\nData Set Characteristics:\\n    :Number of Instances: 150 (50 in each of three classes)\\n    :Number of Attributes: 4 numeric, predictive attributes and the class\\n    :Attribute Information:\\n        - sepal length in cm\\n        - sepal width in cm\\n        - petal length in cm\\n        - petal width in cm\\n        - class:\\n                - Iris-Setosa\\n                - Iris-Versicolour\\n                - Iris-Virginica\\n    :Summary Statistics:\\n    ============== ==== ==== ======= ===== ====================\\n                    Min  Max   Mean    SD   Class Correlation\\n    ============== ==== ==== ======= ===== ====================\\n    sepal length:   4.3  7.9   5.84   0.83    0.7826\\n    sepal width:    2.0  4.4   3.05   0.43   -0.4194\\n    petal length:   1.0  6.9   3.76   1.76    0.9490  (high!)\\n    petal width:    0.1  2.5   1.20  0.76     0.9565  (high!)\\n    ============== ==== ==== ======= ===== ====================\\n    :Missing Attribute Values: None\\n    :Class Distribution: 33.3% for each of 3 classes.\\n    :Creator: R.A. Fisher\\n    :Donor: Michael Marshall (MARSHALL%[email protected])\\n    :Date: July, 1988\\n\\nThis is a copy of UCI ML iris datasets.\\nhttp://archive.ics.uci.edu/ml/datasets/Iris\\n\\nThe famous Iris database, first used by Sir R.A Fisher\\n\\nThis is perhaps the best known database to be found in the\\npattern recognition literature.  Fisher\\'s paper is a classic in the field and\\nis referenced frequently to this day.  (See Duda & Hart, for example.)  The\\ndata set contains 3 classes of 50 instances each, where each class refers to a\\ntype of iris plant.  One class is linearly separable from the other 2; the\\nlatter are NOT linearly separable from each other.\\n\\nReferences\\n----------\\n   - Fisher,R.A. \"The use of multiple measurements in taxonomic problems\"\\n     Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\\n     Mathematical Statistics\" (John Wiley, NY, 1950).\\n   - Duda,R.O., & Hart,P.E. (1973) Pattern Classification and Scene Analysis.\\n     (Q327.D83) John Wiley & Sons.  ISBN 0-471-22361-1.  See page 218.\\n   - Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\\n     Structure and Classification Rule for Recognition in Partially Exposed\\n     Environments\".  IEEE Transactions on Pattern Analysis and Machine\\n     Intelligence, Vol. PAMI-2, No. 1, 67-71.\\n   - Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\".  IEEE Transactions\\n     on Information Theory, May 1972, 431-433.\\n   - See also: 1988 MLC Proceedings, 54-64.  Cheeseman et al\"s AUTOCLASS II\\n     conceptual clustering system finds 3 classes in the data.\\n   - Many, many more ...\\n',\n",
        " 'data': array([[ 5.1,  3.5,  1.4,  0.2],\n",
        "        [ 4.9,  3. ,  1.4,  0.2],\n",
        "        [ 4.7,  3.2,  1.3,  0.2],\n",
        "        [ 4.6,  3.1,  1.5,  0.2],\n",
        "        [ 5. ,  3.6,  1.4,  0.2],\n",
        "        [ 5.4,  3.9,  1.7,  0.4],\n",
        "        [ 4.6,  3.4,  1.4,  0.3],\n",
        "        [ 5. ,  3.4,  1.5,  0.2],\n",
        "        [ 4.4,  2.9,  1.4,  0.2],\n",
        "        [ 4.9,  3.1,  1.5,  0.1],\n",
        "        [ 5.4,  3.7,  1.5,  0.2],\n",
        "        [ 4.8,  3.4,  1.6,  0.2],\n",
        "        [ 4.8,  3. ,  1.4,  0.1],\n",
        "        [ 4.3,  3. ,  1.1,  0.1],\n",
        "        [ 5.8,  4. ,  1.2,  0.2],\n",
        "        [ 5.7,  4.4,  1.5,  0.4],\n",
        "        [ 5.4,  3.9,  1.3,  0.4],\n",
        "        [ 5.1,  3.5,  1.4,  0.3],\n",
        "        [ 5.7,  3.8,  1.7,  0.3],\n",
        "        [ 5.1,  3.8,  1.5,  0.3],\n",
        "        [ 5.4,  3.4,  1.7,  0.2],\n",
        "        [ 5.1,  3.7,  1.5,  0.4],\n",
        "        [ 4.6,  3.6,  1. ,  0.2],\n",
        "        [ 5.1,  3.3,  1.7,  0.5],\n",
        "        [ 4.8,  3.4,  1.9,  0.2],\n",
        "        [ 5. ,  3. ,  1.6,  0.2],\n",
        "        [ 5. ,  3.4,  1.6,  0.4],\n",
        "        [ 5.2,  3.5,  1.5,  0.2],\n",
        "        [ 5.2,  3.4,  1.4,  0.2],\n",
        "        [ 4.7,  3.2,  1.6,  0.2],\n",
        "        [ 4.8,  3.1,  1.6,  0.2],\n",
        "        [ 5.4,  3.4,  1.5,  0.4],\n",
        "        [ 5.2,  4.1,  1.5,  0.1],\n",
        "        [ 5.5,  4.2,  1.4,  0.2],\n",
        "        [ 4.9,  3.1,  1.5,  0.1],\n",
        "        [ 5. ,  3.2,  1.2,  0.2],\n",
        "        [ 5.5,  3.5,  1.3,  0.2],\n",
        "        [ 4.9,  3.1,  1.5,  0.1],\n",
        "        [ 4.4,  3. ,  1.3,  0.2],\n",
        "        [ 5.1,  3.4,  1.5,  0.2],\n",
        "        [ 5. ,  3.5,  1.3,  0.3],\n",
        "        [ 4.5,  2.3,  1.3,  0.3],\n",
        "        [ 4.4,  3.2,  1.3,  0.2],\n",
        "        [ 5. ,  3.5,  1.6,  0.6],\n",
        "        [ 5.1,  3.8,  1.9,  0.4],\n",
        "        [ 4.8,  3. ,  1.4,  0.3],\n",
        "        [ 5.1,  3.8,  1.6,  0.2],\n",
        "        [ 4.6,  3.2,  1.4,  0.2],\n",
        "        [ 5.3,  3.7,  1.5,  0.2],\n",
        "        [ 5. ,  3.3,  1.4,  0.2],\n",
        "        [ 7. ,  3.2,  4.7,  1.4],\n",
        "        [ 6.4,  3.2,  4.5,  1.5],\n",
        "        [ 6.9,  3.1,  4.9,  1.5],\n",
        "        [ 5.5,  2.3,  4. ,  1.3],\n",
        "        [ 6.5,  2.8,  4.6,  1.5],\n",
        "        [ 5.7,  2.8,  4.5,  1.3],\n",
        "        [ 6.3,  3.3,  4.7,  1.6],\n",
        "        [ 4.9,  2.4,  3.3,  1. ],\n",
        "        [ 6.6,  2.9,  4.6,  1.3],\n",
        "        [ 5.2,  2.7,  3.9,  1.4],\n",
        "        [ 5. ,  2. ,  3.5,  1. ],\n",
        "        [ 5.9,  3. ,  4.2,  1.5],\n",
        "        [ 6. ,  2.2,  4. ,  1. ],\n",
        "        [ 6.1,  2.9,  4.7,  1.4],\n",
        "        [ 5.6,  2.9,  3.6,  1.3],\n",
        "        [ 6.7,  3.1,  4.4,  1.4],\n",
        "        [ 5.6,  3. ,  4.5,  1.5],\n",
        "        [ 5.8,  2.7,  4.1,  1. ],\n",
        "        [ 6.2,  2.2,  4.5,  1.5],\n",
        "        [ 5.6,  2.5,  3.9,  1.1],\n",
        "        [ 5.9,  3.2,  4.8,  1.8],\n",
        "        [ 6.1,  2.8,  4. ,  1.3],\n",
        "        [ 6.3,  2.5,  4.9,  1.5],\n",
        "        [ 6.1,  2.8,  4.7,  1.2],\n",
        "        [ 6.4,  2.9,  4.3,  1.3],\n",
        "        [ 6.6,  3. ,  4.4,  1.4],\n",
        "        [ 6.8,  2.8,  4.8,  1.4],\n",
        "        [ 6.7,  3. ,  5. ,  1.7],\n",
        "        [ 6. ,  2.9,  4.5,  1.5],\n",
        "        [ 5.7,  2.6,  3.5,  1. ],\n",
        "        [ 5.5,  2.4,  3.8,  1.1],\n",
        "        [ 5.5,  2.4,  3.7,  1. ],\n",
        "        [ 5.8,  2.7,  3.9,  1.2],\n",
        "        [ 6. ,  2.7,  5.1,  1.6],\n",
        "        [ 5.4,  3. ,  4.5,  1.5],\n",
        "        [ 6. ,  3.4,  4.5,  1.6],\n",
        "        [ 6.7,  3.1,  4.7,  1.5],\n",
        "        [ 6.3,  2.3,  4.4,  1.3],\n",
        "        [ 5.6,  3. ,  4.1,  1.3],\n",
        "        [ 5.5,  2.5,  4. ,  1.3],\n",
        "        [ 5.5,  2.6,  4.4,  1.2],\n",
        "        [ 6.1,  3. ,  4.6,  1.4],\n",
        "        [ 5.8,  2.6,  4. ,  1.2],\n",
        "        [ 5. ,  2.3,  3.3,  1. ],\n",
        "        [ 5.6,  2.7,  4.2,  1.3],\n",
        "        [ 5.7,  3. ,  4.2,  1.2],\n",
        "        [ 5.7,  2.9,  4.2,  1.3],\n",
        "        [ 6.2,  2.9,  4.3,  1.3],\n",
        "        [ 5.1,  2.5,  3. ,  1.1],\n",
        "        [ 5.7,  2.8,  4.1,  1.3],\n",
        "        [ 6.3,  3.3,  6. ,  2.5],\n",
        "        [ 5.8,  2.7,  5.1,  1.9],\n",
        "        [ 7.1,  3. ,  5.9,  2.1],\n",
        "        [ 6.3,  2.9,  5.6,  1.8],\n",
        "        [ 6.5,  3. ,  5.8,  2.2],\n",
        "        [ 7.6,  3. ,  6.6,  2.1],\n",
        "        [ 4.9,  2.5,  4.5,  1.7],\n",
        "        [ 7.3,  2.9,  6.3,  1.8],\n",
        "        [ 6.7,  2.5,  5.8,  1.8],\n",
        "        [ 7.2,  3.6,  6.1,  2.5],\n",
        "        [ 6.5,  3.2,  5.1,  2. ],\n",
        "        [ 6.4,  2.7,  5.3,  1.9],\n",
        "        [ 6.8,  3. ,  5.5,  2.1],\n",
        "        [ 5.7,  2.5,  5. ,  2. ],\n",
        "        [ 5.8,  2.8,  5.1,  2.4],\n",
        "        [ 6.4,  3.2,  5.3,  2.3],\n",
        "        [ 6.5,  3. ,  5.5,  1.8],\n",
        "        [ 7.7,  3.8,  6.7,  2.2],\n",
        "        [ 7.7,  2.6,  6.9,  2.3],\n",
        "        [ 6. ,  2.2,  5. ,  1.5],\n",
        "        [ 6.9,  3.2,  5.7,  2.3],\n",
        "        [ 5.6,  2.8,  4.9,  2. ],\n",
        "        [ 7.7,  2.8,  6.7,  2. ],\n",
        "        [ 6.3,  2.7,  4.9,  1.8],\n",
        "        [ 6.7,  3.3,  5.7,  2.1],\n",
        "        [ 7.2,  3.2,  6. ,  1.8],\n",
        "        [ 6.2,  2.8,  4.8,  1.8],\n",
        "        [ 6.1,  3. ,  4.9,  1.8],\n",
        "        [ 6.4,  2.8,  5.6,  2.1],\n",
        "        [ 7.2,  3. ,  5.8,  1.6],\n",
        "        [ 7.4,  2.8,  6.1,  1.9],\n",
        "        [ 7.9,  3.8,  6.4,  2. ],\n",
        "        [ 6.4,  2.8,  5.6,  2.2],\n",
        "        [ 6.3,  2.8,  5.1,  1.5],\n",
        "        [ 6.1,  2.6,  5.6,  1.4],\n",
        "        [ 7.7,  3. ,  6.1,  2.3],\n",
        "        [ 6.3,  3.4,  5.6,  2.4],\n",
        "        [ 6.4,  3.1,  5.5,  1.8],\n",
        "        [ 6. ,  3. ,  4.8,  1.8],\n",
        "        [ 6.9,  3.1,  5.4,  2.1],\n",
        "        [ 6.7,  3.1,  5.6,  2.4],\n",
        "        [ 6.9,  3.1,  5.1,  2.3],\n",
        "        [ 5.8,  2.7,  5.1,  1.9],\n",
        "        [ 6.8,  3.2,  5.9,  2.3],\n",
        "        [ 6.7,  3.3,  5.7,  2.5],\n",
        "        [ 6.7,  3. ,  5.2,  2.3],\n",
        "        [ 6.3,  2.5,  5. ,  1.9],\n",
        "        [ 6.5,  3. ,  5.2,  2. ],\n",
        "        [ 6.2,  3.4,  5.4,  2.3],\n",
        "        [ 5.9,  3. ,  5.1,  1.8]]),\n",
        " 'feature_names': ['sepal length (cm)',\n",
        "  'sepal width (cm)',\n",
        "  'petal length (cm)',\n",
        "  'petal width (cm)'],\n",
        " 'target': array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
        "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
        "        0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
        "        1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
        "        1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
        "        2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
        "        2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]),\n",
        " 'target_names': array(['setosa', 'versicolor', 'virginica'], \n",
        "       dtype='|S10')}"
       ]
      }
     ],
     "prompt_number": 78
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn.cross_validation import train_test_split"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 79
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iris_full = np.c_[iris.data, iris.target] \n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 90
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iris_train, iris_test = train_test_split(iris_full, test_size=10)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 91
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "len(iris_train), len(iris_test)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 92,
       "text": [
        "(140, 10)"
       ]
      }
     ],
     "prompt_number": 92
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "logreg = linear_model.LogisticRegression(C=1e5)\n",
      "logreg.fit(iris_train[:,:-1], iris_train[:,-1])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 94,
       "text": [
        "LogisticRegression(C=100000.0, class_weight=None, dual=False,\n",
        "          fit_intercept=True, intercept_scaling=1, penalty='l2',\n",
        "          random_state=None, tol=0.0001)"
       ]
      }
     ],
     "prompt_number": 94
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "logreg.predict(iris_test[:, :-1])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 95,
       "text": [
        "array([ 2.,  2.,  2.,  2.,  2.,  2.,  0.,  1.,  0.,  0.])"
       ]
      }
     ],
     "prompt_number": 95
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "iris_test[:, -1]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 96,
       "text": [
        "array([ 2.,  2.,  2.,  2.,  2.,  2.,  0.,  2.,  0.,  0.])"
       ]
      }
     ],
     "prompt_number": 96
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "X = iris.data[:, :2]  # we only take the first two features.\n",
      "Y = iris.target\n",
      "\n",
      "h = .02  # step size in the mesh\n",
      "\n",
      "logreg = linear_model.LogisticRegression(C=1e5)\n",
      "\n",
      "# we create an instance of Neighbours Classifier and fit the data.\n",
      "logreg.fit(X, Y)\n",
      "\n",
      "# Plot the decision boundary. For that, we will assign a color to each\n",
      "# point in the mesh [x_min, m_max]x[y_min, y_max].\n",
      "x_min, x_max = X[:, 0].min() - .5, X[:, 0].max() + .5\n",
      "y_min, y_max = X[:, 1].min() - .5, X[:, 1].max() + .5\n",
      "xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
      "Z = logreg.predict(np.c_[xx.ravel(), yy.ravel()])\n",
      "\n",
      "# Put the result into a color plot\n",
      "Z = Z.reshape(xx.shape)\n",
      "plt.figure(1)\n",
      "plt.pcolormesh(xx, yy, Z, cmap=plt.cm.Paired)\n",
      "\n",
      "# Plot also the training points\n",
      "plt.scatter(X[:, 0], X[:, 1], c=Y, edgecolors='k', cmap=plt.cm.Paired)\n",
      "plt.xlabel('Sepal length')\n",
      "plt.ylabel('Sepal width')\n",
      "\n",
      "plt.xlim(xx.min(), xx.max())\n",
      "plt.ylim(yy.min(), yy.max())\n",
      "plt.xticks(())\n",
      "plt.yticks(())\n",
      "\n",
      "plt.show()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ePacBQEvSkFNNaw3DeN0wjDGGYYw1DOM1SWu8HQzAgRXmZCkiOlade9XdWaJt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\n+tlOl5Zyiv0+fW7WWH3if9bp8olFeqO+RUvGFmhGYZbTpaW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       "text": [
        "<matplotlib.figure.Figure at 0x109ec3a10>"
       ]
      }
     ],
     "prompt_number": 101
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Playing with Pandas"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Some pandas possiblities, based on the MovieLens Dataset (http://www.grouplens.org/datasets/movielens/).\n",
      "\n",
      "See Greg Reda article for deeper explanations (http://www.gregreda.com/2013/10/26/using-pandas-on-the-movielens-dataset/)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import pandas as pd\n",
      "u_cols = ['user_id', 'age', 'sex', 'occupation', 'zip_code']\n",
      "users = pd.read_csv('ml-100k/u.user', sep='|', names=u_cols)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 104
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "users"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>user_id</th>\n",
        "      <th>age</th>\n",
        "      <th>sex</th>\n",
        "      <th>occupation</th>\n",
        "      <th>zip_code</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0  </th>\n",
        "      <td>   1</td>\n",
        "      <td> 24</td>\n",
        "      <td> M</td>\n",
        "      <td>    technician</td>\n",
        "      <td> 85711</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1  </th>\n",
        "      <td>   2</td>\n",
        "      <td> 53</td>\n",
        "      <td> F</td>\n",
        "      <td>         other</td>\n",
        "      <td> 94043</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2  </th>\n",
        "      <td>   3</td>\n",
        "      <td> 23</td>\n",
        "      <td> M</td>\n",
        "      <td>        writer</td>\n",
        "      <td> 32067</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3  </th>\n",
        "      <td>   4</td>\n",
        "      <td> 24</td>\n",
        "      <td> M</td>\n",
        "      <td>    technician</td>\n",
        "      <td> 43537</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4  </th>\n",
        "      <td>   5</td>\n",
        "      <td> 33</td>\n",
        "      <td> F</td>\n",
        "      <td>         other</td>\n",
        "      <td> 15213</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5  </th>\n",
        "      <td>   6</td>\n",
        "      <td> 42</td>\n",
        "      <td> M</td>\n",
        "      <td>     executive</td>\n",
        "      <td> 98101</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6  </th>\n",
        "      <td>   7</td>\n",
        "      <td> 57</td>\n",
        "      <td> M</td>\n",
        "      <td> administrator</td>\n",
        "      <td> 91344</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7  </th>\n",
        "      <td>   8</td>\n",
        "      <td> 36</td>\n",
        "      <td> M</td>\n",
        "      <td> administrator</td>\n",
        "      <td> 05201</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8  </th>\n",
        "      <td>   9</td>\n",
        "      <td> 29</td>\n",
        "      <td> M</td>\n",
        "      <td>       student</td>\n",
        "      <td> 01002</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9  </th>\n",
        "      <td>  10</td>\n",
        "      <td> 53</td>\n",
        "      <td> M</td>\n",
        "      <td>        lawyer</td>\n",
        "      <td> 90703</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10 </th>\n",
        "      <td>  11</td>\n",
        "      <td> 39</td>\n",
        "      <td> F</td>\n",
        "      <td>         other</td>\n",
        "      <td> 30329</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11 </th>\n",
        "      <td>  12</td>\n",
        "      <td> 28</td>\n",
        "      <td> F</td>\n",
        "      <td>         other</td>\n",
        "      <td> 06405</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12 </th>\n",
        "      <td>  13</td>\n",
        "      <td> 47</td>\n",
        "      <td> M</td>\n",
        "      <td>      educator</td>\n",
        "      <td> 29206</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13 </th>\n",
        "      <td>  14</td>\n",
        "      <td> 45</td>\n",
        "      <td> M</td>\n",
        "      <td>     scientist</td>\n",
        "      <td> 55106</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14 </th>\n",
        "      <td>  15</td>\n",
        "      <td> 49</td>\n",
        "      <td> F</td>\n",
        "      <td>      educator</td>\n",
        "      <td> 97301</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15 </th>\n",
        "      <td>  16</td>\n",
        "      <td> 21</td>\n",
        "      <td> M</td>\n",
        "      <td> entertainment</td>\n",
        "      <td> 10309</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16 </th>\n",
        "      <td>  17</td>\n",
        "      <td> 30</td>\n",
        "      <td> M</td>\n",
        "      <td>    programmer</td>\n",
        "      <td> 06355</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17 </th>\n",
        "      <td>  18</td>\n",
        "      <td> 35</td>\n",
        "      <td> F</td>\n",
        "      <td>         other</td>\n",
        "      <td> 37212</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18 </th>\n",
        "      <td>  19</td>\n",
        "      <td> 40</td>\n",
        "      <td> M</td>\n",
        "      <td>     librarian</td>\n",
        "      <td> 02138</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19 </th>\n",
        "      <td>  20</td>\n",
        "      <td> 42</td>\n",
        "      <td> F</td>\n",
        "      <td>     homemaker</td>\n",
        "      <td> 95660</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20 </th>\n",
        "      <td>  21</td>\n",
        "      <td> 26</td>\n",
        "      <td> M</td>\n",
        "      <td>        writer</td>\n",
        "      <td> 30068</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21 </th>\n",
        "      <td>  22</td>\n",
        "      <td> 25</td>\n",
        "      <td> M</td>\n",
        "      <td>        writer</td>\n",
        "      <td> 40206</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22 </th>\n",
        "      <td>  23</td>\n",
        "      <td> 30</td>\n",
        "      <td> F</td>\n",
        "      <td>        artist</td>\n",
        "      <td> 48197</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23 </th>\n",
        "      <td>  24</td>\n",
        "      <td> 21</td>\n",
        "      <td> F</td>\n",
        "      <td>        artist</td>\n",
        "      <td> 94533</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24 </th>\n",
        "      <td>  25</td>\n",
        "      <td> 39</td>\n",
        "      <td> M</td>\n",
        "      <td>      engineer</td>\n",
        "      <td> 55107</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25 </th>\n",
        "      <td>  26</td>\n",
        "      <td> 49</td>\n",
        "      <td> M</td>\n",
        "      <td>      engineer</td>\n",
        "      <td> 21044</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26 </th>\n",
        "      <td>  27</td>\n",
        "      <td> 40</td>\n",
        "      <td> F</td>\n",
        "      <td>     librarian</td>\n",
        "      <td> 30030</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27 </th>\n",
        "      <td>  28</td>\n",
        "      <td> 32</td>\n",
        "      <td> M</td>\n",
        "      <td>        writer</td>\n",
        "      <td> 55369</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28 </th>\n",
        "      <td>  29</td>\n",
        "      <td> 41</td>\n",
        "      <td> M</td>\n",
        "      <td>    programmer</td>\n",
        "      <td> 94043</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29 </th>\n",
        "      <td>  30</td>\n",
        "      <td>  7</td>\n",
        "      <td> M</td>\n",
        "      <td>       student</td>\n",
        "      <td> 55436</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>913</th>\n",
        "      <td> 914</td>\n",
        "      <td> 44</td>\n",
        "      <td> F</td>\n",
        "      <td>         other</td>\n",
        "      <td> 08105</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>914</th>\n",
        "      <td> 915</td>\n",
        "      <td> 50</td>\n",
        "      <td> M</td>\n",
        "      <td> entertainment</td>\n",
        "      <td> 60614</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>915</th>\n",
        "      <td> 916</td>\n",
        "      <td> 27</td>\n",
        "      <td> M</td>\n",
        "      <td>      engineer</td>\n",
        "      <td> N2L5N</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>916</th>\n",
        "      <td> 917</td>\n",
        "      <td> 22</td>\n",
        "      <td> F</td>\n",
        "      <td>       student</td>\n",
        "      <td> 20006</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>917</th>\n",
        "      <td> 918</td>\n",
        "      <td> 40</td>\n",
        "      <td> M</td>\n",
        "      <td>     scientist</td>\n",
        "      <td> 70116</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>918</th>\n",
        "      <td> 919</td>\n",
        "      <td> 25</td>\n",
        "      <td> M</td>\n",
        "      <td>         other</td>\n",
        "      <td> 14216</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>919</th>\n",
        "      <td> 920</td>\n",
        "      <td> 30</td>\n",
        "      <td> F</td>\n",
        "      <td>        artist</td>\n",
        "      <td> 90008</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>920</th>\n",
        "      <td> 921</td>\n",
        "      <td> 20</td>\n",
        "      <td> F</td>\n",
        "      <td>       student</td>\n",
        "      <td> 98801</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>921</th>\n",
        "      <td> 922</td>\n",
        "      <td> 29</td>\n",
        "      <td> F</td>\n",
        "      <td> administrator</td>\n",
        "      <td> 21114</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>922</th>\n",
        "      <td> 923</td>\n",
        "      <td> 21</td>\n",
        "      <td> M</td>\n",
        "      <td>       student</td>\n",
        "      <td> E2E3R</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>923</th>\n",
        "      <td> 924</td>\n",
        "      <td> 29</td>\n",
        "      <td> M</td>\n",
        "      <td>         other</td>\n",
        "      <td> 11753</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>924</th>\n",
        "      <td> 925</td>\n",
        "      <td> 18</td>\n",
        "      <td> F</td>\n",
        "      <td>      salesman</td>\n",
        "      <td> 49036</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>925</th>\n",
        "      <td> 926</td>\n",
        "      <td> 49</td>\n",
        "      <td> M</td>\n",
        "      <td> entertainment</td>\n",
        "      <td> 01701</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>926</th>\n",
        "      <td> 927</td>\n",
        "      <td> 23</td>\n",
        "      <td> M</td>\n",
        "      <td>    programmer</td>\n",
        "      <td> 55428</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>927</th>\n",
        "      <td> 928</td>\n",
        "      <td> 21</td>\n",
        "      <td> M</td>\n",
        "      <td>       student</td>\n",
        "      <td> 55408</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>928</th>\n",
        "      <td> 929</td>\n",
        "      <td> 44</td>\n",
        "      <td> M</td>\n",
        "      <td>     scientist</td>\n",
        "      <td> 53711</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>929</th>\n",
        "      <td> 930</td>\n",
        "      <td> 28</td>\n",
        "      <td> F</td>\n",
        "      <td>     scientist</td>\n",
        "      <td> 07310</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>930</th>\n",
        "      <td> 931</td>\n",
        "      <td> 60</td>\n",
        "      <td> M</td>\n",
        "      <td>      educator</td>\n",
        "      <td> 33556</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>931</th>\n",
        "      <td> 932</td>\n",
        "      <td> 58</td>\n",
        "      <td> M</td>\n",
        "      <td>      educator</td>\n",
        "      <td> 06437</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>932</th>\n",
        "      <td> 933</td>\n",
        "      <td> 28</td>\n",
        "      <td> M</td>\n",
        "      <td>       student</td>\n",
        "      <td> 48105</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>933</th>\n",
        "      <td> 934</td>\n",
        "      <td> 61</td>\n",
        "      <td> M</td>\n",
        "      <td>      engineer</td>\n",
        "      <td> 22902</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>934</th>\n",
        "      <td> 935</td>\n",
        "      <td> 42</td>\n",
        "      <td> M</td>\n",
        "      <td>        doctor</td>\n",
        "      <td> 66221</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>935</th>\n",
        "      <td> 936</td>\n",
        "      <td> 24</td>\n",
        "      <td> M</td>\n",
        "      <td>         other</td>\n",
        "      <td> 32789</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>936</th>\n",
        "      <td> 937</td>\n",
        "      <td> 48</td>\n",
        "      <td> M</td>\n",
        "      <td>      educator</td>\n",
        "      <td> 98072</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>937</th>\n",
        "      <td> 938</td>\n",
        "      <td> 38</td>\n",
        "      <td> F</td>\n",
        "      <td>    technician</td>\n",
        "      <td> 55038</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>938</th>\n",
        "      <td> 939</td>\n",
        "      <td> 26</td>\n",
        "      <td> F</td>\n",
        "      <td>       student</td>\n",
        "      <td> 33319</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>939</th>\n",
        "      <td> 940</td>\n",
        "      <td> 32</td>\n",
        "      <td> M</td>\n",
        "      <td> administrator</td>\n",
        "      <td> 02215</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>940</th>\n",
        "      <td> 941</td>\n",
        "      <td> 20</td>\n",
        "      <td> M</td>\n",
        "      <td>       student</td>\n",
        "      <td> 97229</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>941</th>\n",
        "      <td> 942</td>\n",
        "      <td> 48</td>\n",
        "      <td> F</td>\n",
        "      <td>     librarian</td>\n",
        "      <td> 78209</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>942</th>\n",
        "      <td> 943</td>\n",
        "      <td> 22</td>\n",
        "      <td> M</td>\n",
        "      <td>       student</td>\n",
        "      <td> 77841</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>943 rows \u00d7 5 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 105,
       "text": [
        "     user_id  age sex     occupation zip_code\n",
        "0          1   24   M     technician    85711\n",
        "1          2   53   F          other    94043\n",
        "2          3   23   M         writer    32067\n",
        "3          4   24   M     technician    43537\n",
        "4          5   33   F          other    15213\n",
        "5          6   42   M      executive    98101\n",
        "6          7   57   M  administrator    91344\n",
        "7          8   36   M  administrator    05201\n",
        "8          9   29   M        student    01002\n",
        "9         10   53   M         lawyer    90703\n",
        "10        11   39   F          other    30329\n",
        "11        12   28   F          other    06405\n",
        "12        13   47   M       educator    29206\n",
        "13        14   45   M      scientist    55106\n",
        "14        15   49   F       educator    97301\n",
        "15        16   21   M  entertainment    10309\n",
        "16        17   30   M     programmer    06355\n",
        "17        18   35   F          other    37212\n",
        "18        19   40   M      librarian    02138\n",
        "19        20   42   F      homemaker    95660\n",
        "20        21   26   M         writer    30068\n",
        "21        22   25   M         writer    40206\n",
        "22        23   30   F         artist    48197\n",
        "23        24   21   F         artist    94533\n",
        "24        25   39   M       engineer    55107\n",
        "25        26   49   M       engineer    21044\n",
        "26        27   40   F      librarian    30030\n",
        "27        28   32   M         writer    55369\n",
        "28        29   41   M     programmer    94043\n",
        "29        30    7   M        student    55436\n",
        "..       ...  ...  ..            ...      ...\n",
        "913      914   44   F          other    08105\n",
        "914      915   50   M  entertainment    60614\n",
        "915      916   27   M       engineer    N2L5N\n",
        "916      917   22   F        student    20006\n",
        "917      918   40   M      scientist    70116\n",
        "918      919   25   M          other    14216\n",
        "919      920   30   F         artist    90008\n",
        "920      921   20   F        student    98801\n",
        "921      922   29   F  administrator    21114\n",
        "922      923   21   M        student    E2E3R\n",
        "923      924   29   M          other    11753\n",
        "924      925   18   F       salesman    49036\n",
        "925      926   49   M  entertainment    01701\n",
        "926      927   23   M     programmer    55428\n",
        "927      928   21   M        student    55408\n",
        "928      929   44   M      scientist    53711\n",
        "929      930   28   F      scientist    07310\n",
        "930      931   60   M       educator    33556\n",
        "931      932   58   M       educator    06437\n",
        "932      933   28   M        student    48105\n",
        "933      934   61   M       engineer    22902\n",
        "934      935   42   M         doctor    66221\n",
        "935      936   24   M          other    32789\n",
        "936      937   48   M       educator    98072\n",
        "937      938   38   F     technician    55038\n",
        "938      939   26   F        student    33319\n",
        "939      940   32   M  administrator    02215\n",
        "940      941   20   M        student    97229\n",
        "941      942   48   F      librarian    78209\n",
        "942      943   22   M        student    77841\n",
        "\n",
        "[943 rows x 5 columns]"
       ]
      }
     ],
     "prompt_number": 105
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "r_cols = ['user_id', 'movie_id', 'rating', 'unix_timestamp']\n",
      "ratings = pd.read_csv('ml-100k/u.data', sep='\\t', names=r_cols)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 106
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "m_cols = ['movie_id', 'title', 'release_date', 'video_release_date', 'imdb_url']\n",
      "movies = pd.read_csv('ml-100k/u.item', sep='|', names=m_cols, usecols=range(5))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 107
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "movies"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>movie_id</th>\n",
        "      <th>title</th>\n",
        "      <th>release_date</th>\n",
        "      <th>video_release_date</th>\n",
        "      <th>imdb_url</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0   </th>\n",
        "      <td>    1</td>\n",
        "      <td>                                  Toy Story (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Toy%20Story%2...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1   </th>\n",
        "      <td>    2</td>\n",
        "      <td>                                  GoldenEye (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?GoldenEye%20(...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2   </th>\n",
        "      <td>    3</td>\n",
        "      <td>                                 Four Rooms (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Four%20Rooms%...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3   </th>\n",
        "      <td>    4</td>\n",
        "      <td>                                 Get Shorty (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Get%20Shorty%...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4   </th>\n",
        "      <td>    5</td>\n",
        "      <td>                                    Copycat (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Copycat%20(1995)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5   </th>\n",
        "      <td>    6</td>\n",
        "      <td> Shanghai Triad (Yao a yao yao dao waipo qiao) ...</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/Title?Yao+a+yao+yao+dao+wai...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6   </th>\n",
        "      <td>    7</td>\n",
        "      <td>                             Twelve Monkeys (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Twelve%20Monk...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7   </th>\n",
        "      <td>    8</td>\n",
        "      <td>                                       Babe (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td>    http://us.imdb.com/M/title-exact?Babe%20(1995)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8   </th>\n",
        "      <td>    9</td>\n",
        "      <td>                           Dead Man Walking (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Dead%20Man%20...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9   </th>\n",
        "      <td>   10</td>\n",
        "      <td>                                Richard III (1995)</td>\n",
        "      <td> 22-Jan-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Richard%20III...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>10  </th>\n",
        "      <td>   11</td>\n",
        "      <td>                              Seven (Se7en) (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td>   http://us.imdb.com/M/title-exact?Se7en%20(1995)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>11  </th>\n",
        "      <td>   12</td>\n",
        "      <td>                        Usual Suspects, The (1995)</td>\n",
        "      <td> 14-Aug-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Usual%20Suspe...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>12  </th>\n",
        "      <td>   13</td>\n",
        "      <td>                           Mighty Aphrodite (1995)</td>\n",
        "      <td> 30-Oct-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Mighty%20Aphr...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>13  </th>\n",
        "      <td>   14</td>\n",
        "      <td>                                Postino, Il (1994)</td>\n",
        "      <td> 01-Jan-1994</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Postino,%20Il...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>14  </th>\n",
        "      <td>   15</td>\n",
        "      <td>                         Mr. Holland's Opus (1995)</td>\n",
        "      <td> 29-Jan-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Mr.%20Holland...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>15  </th>\n",
        "      <td>   16</td>\n",
        "      <td>                French Twist (Gazon maudit) (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Gazon%20maudi...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>16  </th>\n",
        "      <td>   17</td>\n",
        "      <td>                        From Dusk Till Dawn (1996)</td>\n",
        "      <td> 05-Feb-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?From%20Dusk%2...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>17  </th>\n",
        "      <td>   18</td>\n",
        "      <td>                         White Balloon, The (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Badkonake%20S...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>18  </th>\n",
        "      <td>   19</td>\n",
        "      <td>                             Antonia's Line (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Antonia%20(1995)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>19  </th>\n",
        "      <td>   20</td>\n",
        "      <td>                         Angels and Insects (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Angels%20and%...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>20  </th>\n",
        "      <td>   21</td>\n",
        "      <td>                     Muppet Treasure Island (1996)</td>\n",
        "      <td> 16-Feb-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Muppet%20Trea...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>21  </th>\n",
        "      <td>   22</td>\n",
        "      <td>                                 Braveheart (1995)</td>\n",
        "      <td> 16-Feb-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Braveheart%20...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>22  </th>\n",
        "      <td>   23</td>\n",
        "      <td>                                Taxi Driver (1976)</td>\n",
        "      <td> 16-Feb-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Taxi%20Driver...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>23  </th>\n",
        "      <td>   24</td>\n",
        "      <td>                        Rumble in the Bronx (1995)</td>\n",
        "      <td> 23-Feb-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Hong%20Faan%2...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>24  </th>\n",
        "      <td>   25</td>\n",
        "      <td>                              Birdcage, The (1996)</td>\n",
        "      <td> 08-Mar-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Birdcage,%20T...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25  </th>\n",
        "      <td>   26</td>\n",
        "      <td>                     Brothers McMullen, The (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Brothers%20Mc...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>26  </th>\n",
        "      <td>   27</td>\n",
        "      <td>                                   Bad Boys (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Bad%20Boys%20...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>27  </th>\n",
        "      <td>   28</td>\n",
        "      <td>                                  Apollo 13 (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Apollo%2013%2...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>28  </th>\n",
        "      <td>   29</td>\n",
        "      <td>                             Batman Forever (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Batman%20Fore...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>29  </th>\n",
        "      <td>   30</td>\n",
        "      <td>                              Belle de jour (1967)</td>\n",
        "      <td> 01-Jan-1967</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Belle%20de%20...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1652</th>\n",
        "      <td> 1653</td>\n",
        "      <td> Entertaining Angels: The Dorothy Day Story (1996)</td>\n",
        "      <td> 27-Sep-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Entertaining%...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1653</th>\n",
        "      <td> 1654</td>\n",
        "      <td>                      Chairman of the Board (1998)</td>\n",
        "      <td> 01-Jan-1998</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/Title?Chairman+of+the+Board...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1654</th>\n",
        "      <td> 1655</td>\n",
        "      <td>                                 Favor, The (1994)</td>\n",
        "      <td> 01-Jan-1994</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Favor,%20The%...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1655</th>\n",
        "      <td> 1656</td>\n",
        "      <td>                                Little City (1998)</td>\n",
        "      <td> 20-Feb-1998</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Little+City+(...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1656</th>\n",
        "      <td> 1657</td>\n",
        "      <td>                                     Target (1995)</td>\n",
        "      <td> 28-Feb-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td>  http://us.imdb.com/M/title-exact?Target%20(1995)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1657</th>\n",
        "      <td> 1658</td>\n",
        "      <td>                     Substance of Fire, The (1996)</td>\n",
        "      <td> 06-Dec-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Substance%20o...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1658</th>\n",
        "      <td> 1659</td>\n",
        "      <td>                   Getting Away With Murder (1996)</td>\n",
        "      <td> 12-Apr-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/Title?Getting+Away+With+Mur...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1659</th>\n",
        "      <td> 1660</td>\n",
        "      <td>                                Small Faces (1995)</td>\n",
        "      <td> 09-Aug-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Small%20Faces...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1660</th>\n",
        "      <td> 1661</td>\n",
        "      <td>                               New Age, The (1994)</td>\n",
        "      <td> 01-Jan-1994</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?New%20Age,%20...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1661</th>\n",
        "      <td> 1662</td>\n",
        "      <td>                                Rough Magic (1995)</td>\n",
        "      <td> 30-May-1997</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Rough%20Magic...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1662</th>\n",
        "      <td> 1663</td>\n",
        "      <td>                           Nothing Personal (1995)</td>\n",
        "      <td> 30-Apr-1997</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Nothing%20Per...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1663</th>\n",
        "      <td> 1664</td>\n",
        "      <td>                    8 Heads in a Duffel Bag (1997)</td>\n",
        "      <td> 18-Apr-1997</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/Title?8+Heads+in+a+Duffel+B...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1664</th>\n",
        "      <td> 1665</td>\n",
        "      <td>                          Brother's Kiss, A (1997)</td>\n",
        "      <td> 25-Apr-1997</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Brother%27s%2...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1665</th>\n",
        "      <td> 1666</td>\n",
        "      <td>                                       Ripe (1996)</td>\n",
        "      <td> 02-May-1997</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Ripe%20%28199...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1666</th>\n",
        "      <td> 1667</td>\n",
        "      <td>                             Next Step, The (1995)</td>\n",
        "      <td> 13-Jun-1997</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Next%20Step%2...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1667</th>\n",
        "      <td> 1668</td>\n",
        "      <td>                         Wedding Bell Blues (1996)</td>\n",
        "      <td> 13-Jun-1997</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Wedding%20Bel...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1668</th>\n",
        "      <td> 1669</td>\n",
        "      <td>                          MURDER and murder (1996)</td>\n",
        "      <td> 20-Jun-1997</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?MURDER+and+mu...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1669</th>\n",
        "      <td> 1670</td>\n",
        "      <td>                                    Tainted (1998)</td>\n",
        "      <td> 01-Feb-1998</td>\n",
        "      <td>NaN</td>\n",
        "      <td>   http://us.imdb.com/M/title-exact?Tainted+(1998)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1670</th>\n",
        "      <td> 1671</td>\n",
        "      <td>                         Further Gesture, A (1996)</td>\n",
        "      <td> 20-Feb-1998</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Further+Gestu...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1671</th>\n",
        "      <td> 1672</td>\n",
        "      <td>                                       Kika (1993)</td>\n",
        "      <td> 01-Jan-1993</td>\n",
        "      <td>NaN</td>\n",
        "      <td>    http://us.imdb.com/M/title-exact?Kika%20(1993)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1672</th>\n",
        "      <td> 1673</td>\n",
        "      <td>                                     Mirage (1995)</td>\n",
        "      <td> 01-Jan-1995</td>\n",
        "      <td>NaN</td>\n",
        "      <td>  http://us.imdb.com/M/title-exact?Mirage%20(1995)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1673</th>\n",
        "      <td> 1674</td>\n",
        "      <td>                                 Mamma Roma (1962)</td>\n",
        "      <td> 01-Jan-1962</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Mamma%20Roma%...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1674</th>\n",
        "      <td> 1675</td>\n",
        "      <td>                             Sunchaser, The (1996)</td>\n",
        "      <td> 25-Oct-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Sunchaser,%20...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1675</th>\n",
        "      <td> 1676</td>\n",
        "      <td>                           War at Home, The (1996)</td>\n",
        "      <td> 01-Jan-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?War%20at%20Ho...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1676</th>\n",
        "      <td> 1677</td>\n",
        "      <td>                              Sweet Nothing (1995)</td>\n",
        "      <td> 20-Sep-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Sweet%20Nothi...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1677</th>\n",
        "      <td> 1678</td>\n",
        "      <td>                                 Mat' i syn (1997)</td>\n",
        "      <td> 06-Feb-1998</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Mat%27+i+syn+...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1678</th>\n",
        "      <td> 1679</td>\n",
        "      <td>                                  B. Monkey (1998)</td>\n",
        "      <td> 06-Feb-1998</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?B%2E+Monkey+(...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1679</th>\n",
        "      <td> 1680</td>\n",
        "      <td>                              Sliding Doors (1998)</td>\n",
        "      <td> 01-Jan-1998</td>\n",
        "      <td>NaN</td>\n",
        "      <td>     http://us.imdb.com/Title?Sliding+Doors+(1998)</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1680</th>\n",
        "      <td> 1681</td>\n",
        "      <td>                               You So Crazy (1994)</td>\n",
        "      <td> 01-Jan-1994</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?You%20So%20Cr...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1681</th>\n",
        "      <td> 1682</td>\n",
        "      <td>         Scream of Stone (Schrei aus Stein) (1991)</td>\n",
        "      <td> 08-Mar-1996</td>\n",
        "      <td>NaN</td>\n",
        "      <td> http://us.imdb.com/M/title-exact?Schrei%20aus%...</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>1682 rows \u00d7 5 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 108,
       "text": [
        "      movie_id                                              title  \\\n",
        "0            1                                   Toy Story (1995)   \n",
        "1            2                                   GoldenEye (1995)   \n",
        "2            3                                  Four Rooms (1995)   \n",
        "3            4                                  Get Shorty (1995)   \n",
        "4            5                                     Copycat (1995)   \n",
        "5            6  Shanghai Triad (Yao a yao yao dao waipo qiao) ...   \n",
        "6            7                              Twelve Monkeys (1995)   \n",
        "7            8                                        Babe (1995)   \n",
        "8            9                            Dead Man Walking (1995)   \n",
        "9           10                                 Richard III (1995)   \n",
        "10          11                               Seven (Se7en) (1995)   \n",
        "11          12                         Usual Suspects, The (1995)   \n",
        "12          13                            Mighty Aphrodite (1995)   \n",
        "13          14                                 Postino, Il (1994)   \n",
        "14          15                          Mr. Holland's Opus (1995)   \n",
        "15          16                 French Twist (Gazon maudit) (1995)   \n",
        "16          17                         From Dusk Till Dawn (1996)   \n",
        "17          18                          White Balloon, The (1995)   \n",
        "18          19                              Antonia's Line (1995)   \n",
        "19          20                          Angels and Insects (1995)   \n",
        "20          21                      Muppet Treasure Island (1996)   \n",
        "21          22                                  Braveheart (1995)   \n",
        "22          23                                 Taxi Driver (1976)   \n",
        "23          24                         Rumble in the Bronx (1995)   \n",
        "24          25                               Birdcage, The (1996)   \n",
        "25          26                      Brothers McMullen, The (1995)   \n",
        "26          27                                    Bad Boys (1995)   \n",
        "27          28                                   Apollo 13 (1995)   \n",
        "28          29                              Batman Forever (1995)   \n",
        "29          30                               Belle de jour (1967)   \n",
        "...        ...                                                ...   \n",
        "1652      1653  Entertaining Angels: The Dorothy Day Story (1996)   \n",
        "1653      1654                       Chairman of the Board (1998)   \n",
        "1654      1655                                  Favor, The (1994)   \n",
        "1655      1656                                 Little City (1998)   \n",
        "1656      1657                                      Target (1995)   \n",
        "1657      1658                      Substance of Fire, The (1996)   \n",
        "1658      1659                    Getting Away With Murder (1996)   \n",
        "1659      1660                                 Small Faces (1995)   \n",
        "1660      1661                                New Age, The (1994)   \n",
        "1661      1662                                 Rough Magic (1995)   \n",
        "1662      1663                            Nothing Personal (1995)   \n",
        "1663      1664                     8 Heads in a Duffel Bag (1997)   \n",
        "1664      1665                           Brother's Kiss, A (1997)   \n",
        "1665      1666                                        Ripe (1996)   \n",
        "1666      1667                              Next Step, The (1995)   \n",
        "1667      1668                          Wedding Bell Blues (1996)   \n",
        "1668      1669                           MURDER and murder (1996)   \n",
        "1669      1670                                     Tainted (1998)   \n",
        "1670      1671                          Further Gesture, A (1996)   \n",
        "1671      1672                                        Kika (1993)   \n",
        "1672      1673                                      Mirage (1995)   \n",
        "1673      1674                                  Mamma Roma (1962)   \n",
        "1674      1675                              Sunchaser, The (1996)   \n",
        "1675      1676                            War at Home, The (1996)   \n",
        "1676      1677                               Sweet Nothing (1995)   \n",
        "1677      1678                                  Mat' i syn (1997)   \n",
        "1678      1679                                   B. Monkey (1998)   \n",
        "1679      1680                               Sliding Doors (1998)   \n",
        "1680      1681                                You So Crazy (1994)   \n",
        "1681      1682          Scream of Stone (Schrei aus Stein) (1991)   \n",
        "\n",
        "     release_date  video_release_date  \\\n",
        "0     01-Jan-1995                 NaN   \n",
        "1     01-Jan-1995                 NaN   \n",
        "2     01-Jan-1995                 NaN   \n",
        "3     01-Jan-1995                 NaN   \n",
        "4     01-Jan-1995                 NaN   \n",
        "5     01-Jan-1995                 NaN   \n",
        "6     01-Jan-1995                 NaN   \n",
        "7     01-Jan-1995                 NaN   \n",
        "8     01-Jan-1995                 NaN   \n",
        "9     22-Jan-1996                 NaN   \n",
        "10    01-Jan-1995                 NaN   \n",
        "11    14-Aug-1995                 NaN   \n",
        "12    30-Oct-1995                 NaN   \n",
        "13    01-Jan-1994                 NaN   \n",
        "14    29-Jan-1996                 NaN   \n",
        "15    01-Jan-1995                 NaN   \n",
        "16    05-Feb-1996                 NaN   \n",
        "17    01-Jan-1995                 NaN   \n",
        "18    01-Jan-1995                 NaN   \n",
        "19    01-Jan-1995                 NaN   \n",
        "20    16-Feb-1996                 NaN   \n",
        "21    16-Feb-1996                 NaN   \n",
        "22    16-Feb-1996                 NaN   \n",
        "23    23-Feb-1996                 NaN   \n",
        "24    08-Mar-1996                 NaN   \n",
        "25    01-Jan-1995                 NaN   \n",
        "26    01-Jan-1995                 NaN   \n",
        "27    01-Jan-1995                 NaN   \n",
        "28    01-Jan-1995                 NaN   \n",
        "29    01-Jan-1967                 NaN   \n",
        "...           ...                 ...   \n",
        "1652  27-Sep-1996                 NaN   \n",
        "1653  01-Jan-1998                 NaN   \n",
        "1654  01-Jan-1994                 NaN   \n",
        "1655  20-Feb-1998                 NaN   \n",
        "1656  28-Feb-1996                 NaN   \n",
        "1657  06-Dec-1996                 NaN   \n",
        "1658  12-Apr-1996                 NaN   \n",
        "1659  09-Aug-1996                 NaN   \n",
        "1660  01-Jan-1994                 NaN   \n",
        "1661  30-May-1997                 NaN   \n",
        "1662  30-Apr-1997                 NaN   \n",
        "1663  18-Apr-1997                 NaN   \n",
        "1664  25-Apr-1997                 NaN   \n",
        "1665  02-May-1997                 NaN   \n",
        "1666  13-Jun-1997                 NaN   \n",
        "1667  13-Jun-1997                 NaN   \n",
        "1668  20-Jun-1997                 NaN   \n",
        "1669  01-Feb-1998                 NaN   \n",
        "1670  20-Feb-1998                 NaN   \n",
        "1671  01-Jan-1993                 NaN   \n",
        "1672  01-Jan-1995                 NaN   \n",
        "1673  01-Jan-1962                 NaN   \n",
        "1674  25-Oct-1996                 NaN   \n",
        "1675  01-Jan-1996                 NaN   \n",
        "1676  20-Sep-1996                 NaN   \n",
        "1677  06-Feb-1998                 NaN   \n",
        "1678  06-Feb-1998                 NaN   \n",
        "1679  01-Jan-1998                 NaN   \n",
        "1680  01-Jan-1994                 NaN   \n",
        "1681  08-Mar-1996                 NaN   \n",
        "\n",
        "                                               imdb_url  \n",
        "0     http://us.imdb.com/M/title-exact?Toy%20Story%2...  \n",
        "1     http://us.imdb.com/M/title-exact?GoldenEye%20(...  \n",
        "2     http://us.imdb.com/M/title-exact?Four%20Rooms%...  \n",
        "3     http://us.imdb.com/M/title-exact?Get%20Shorty%...  \n",
        "4     http://us.imdb.com/M/title-exact?Copycat%20(1995)  \n",
        "5     http://us.imdb.com/Title?Yao+a+yao+yao+dao+wai...  \n",
        "6     http://us.imdb.com/M/title-exact?Twelve%20Monk...  \n",
        "7        http://us.imdb.com/M/title-exact?Babe%20(1995)  \n",
        "8     http://us.imdb.com/M/title-exact?Dead%20Man%20...  \n",
        "9     http://us.imdb.com/M/title-exact?Richard%20III...  \n",
        "10      http://us.imdb.com/M/title-exact?Se7en%20(1995)  \n",
        "11    http://us.imdb.com/M/title-exact?Usual%20Suspe...  \n",
        "12    http://us.imdb.com/M/title-exact?Mighty%20Aphr...  \n",
        "13    http://us.imdb.com/M/title-exact?Postino,%20Il...  \n",
        "14    http://us.imdb.com/M/title-exact?Mr.%20Holland...  \n",
        "15    http://us.imdb.com/M/title-exact?Gazon%20maudi...  \n",
        "16    http://us.imdb.com/M/title-exact?From%20Dusk%2...  \n",
        "17    http://us.imdb.com/M/title-exact?Badkonake%20S...  \n",
        "18    http://us.imdb.com/M/title-exact?Antonia%20(1995)  \n",
        "19    http://us.imdb.com/M/title-exact?Angels%20and%...  \n",
        "20    http://us.imdb.com/M/title-exact?Muppet%20Trea...  \n",
        "21    http://us.imdb.com/M/title-exact?Braveheart%20...  \n",
        "22    http://us.imdb.com/M/title-exact?Taxi%20Driver...  \n",
        "23    http://us.imdb.com/M/title-exact?Hong%20Faan%2...  \n",
        "24    http://us.imdb.com/M/title-exact?Birdcage,%20T...  \n",
        "25    http://us.imdb.com/M/title-exact?Brothers%20Mc...  \n",
        "26    http://us.imdb.com/M/title-exact?Bad%20Boys%20...  \n",
        "27    http://us.imdb.com/M/title-exact?Apollo%2013%2...  \n",
        "28    http://us.imdb.com/M/title-exact?Batman%20Fore...  \n",
        "29    http://us.imdb.com/M/title-exact?Belle%20de%20...  \n",
        "...                                                 ...  \n",
        "1652  http://us.imdb.com/M/title-exact?Entertaining%...  \n",
        "1653  http://us.imdb.com/Title?Chairman+of+the+Board...  \n",
        "1654  http://us.imdb.com/M/title-exact?Favor,%20The%...  \n",
        "1655  http://us.imdb.com/M/title-exact?Little+City+(...  \n",
        "1656   http://us.imdb.com/M/title-exact?Target%20(1995)  \n",
        "1657  http://us.imdb.com/M/title-exact?Substance%20o...  \n",
        "1658  http://us.imdb.com/Title?Getting+Away+With+Mur...  \n",
        "1659  http://us.imdb.com/M/title-exact?Small%20Faces...  \n",
        "1660  http://us.imdb.com/M/title-exact?New%20Age,%20...  \n",
        "1661  http://us.imdb.com/M/title-exact?Rough%20Magic...  \n",
        "1662  http://us.imdb.com/M/title-exact?Nothing%20Per...  \n",
        "1663  http://us.imdb.com/Title?8+Heads+in+a+Duffel+B...  \n",
        "1664  http://us.imdb.com/M/title-exact?Brother%27s%2...  \n",
        "1665  http://us.imdb.com/M/title-exact?Ripe%20%28199...  \n",
        "1666  http://us.imdb.com/M/title-exact?Next%20Step%2...  \n",
        "1667  http://us.imdb.com/M/title-exact?Wedding%20Bel...  \n",
        "1668  http://us.imdb.com/M/title-exact?MURDER+and+mu...  \n",
        "1669    http://us.imdb.com/M/title-exact?Tainted+(1998)  \n",
        "1670  http://us.imdb.com/M/title-exact?Further+Gestu...  \n",
        "1671     http://us.imdb.com/M/title-exact?Kika%20(1993)  \n",
        "1672   http://us.imdb.com/M/title-exact?Mirage%20(1995)  \n",
        "1673  http://us.imdb.com/M/title-exact?Mamma%20Roma%...  \n",
        "1674  http://us.imdb.com/M/title-exact?Sunchaser,%20...  \n",
        "1675  http://us.imdb.com/M/title-exact?War%20at%20Ho...  \n",
        "1676  http://us.imdb.com/M/title-exact?Sweet%20Nothi...  \n",
        "1677  http://us.imdb.com/M/title-exact?Mat%27+i+syn+...  \n",
        "1678  http://us.imdb.com/M/title-exact?B%2E+Monkey+(...  \n",
        "1679      http://us.imdb.com/Title?Sliding+Doors+(1998)  \n",
        "1680  http://us.imdb.com/M/title-exact?You%20So%20Cr...  \n",
        "1681  http://us.imdb.com/M/title-exact?Schrei%20aus%...  \n",
        "\n",
        "[1682 rows x 5 columns]"
       ]
      }
     ],
     "prompt_number": 108
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ratings"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
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        "      <th></th>\n",
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        "      <td> 4</td>\n",
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        "    <tr>\n",
        "      <th>...</th>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
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        "      <th>99970</th>\n",
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        "      <th>99972</th>\n",
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        "      <td> 3</td>\n",
        "      <td> 877137447</td>\n",
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        "      <th>99973</th>\n",
        "      <td> 821</td>\n",
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        "      <td> 874792889</td>\n",
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        "      <th>99974</th>\n",
        "      <td> 764</td>\n",
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        "      <td> 3</td>\n",
        "      <td> 876243046</td>\n",
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        "      <th>99975</th>\n",
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        "      <td> 886031752</td>\n",
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        "      <th>99976</th>\n",
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        "      <th>99977</th>\n",
        "      <td> 487</td>\n",
        "      <td>  291</td>\n",
        "      <td> 3</td>\n",
        "      <td> 883445079</td>\n",
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        "      <th>99978</th>\n",
        "      <td> 113</td>\n",
        "      <td>  975</td>\n",
        "      <td> 5</td>\n",
        "      <td> 875936424</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99979</th>\n",
        "      <td> 943</td>\n",
        "      <td>  391</td>\n",
        "      <td> 2</td>\n",
        "      <td> 888640291</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99980</th>\n",
        "      <td> 864</td>\n",
        "      <td>  685</td>\n",
        "      <td> 4</td>\n",
        "      <td> 888891900</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99981</th>\n",
        "      <td> 750</td>\n",
        "      <td>  323</td>\n",
        "      <td> 3</td>\n",
        "      <td> 879445877</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99982</th>\n",
        "      <td> 279</td>\n",
        "      <td>   64</td>\n",
        "      <td> 1</td>\n",
        "      <td> 875308510</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99983</th>\n",
        "      <td> 646</td>\n",
        "      <td>  750</td>\n",
        "      <td> 3</td>\n",
        "      <td> 888528902</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99984</th>\n",
        "      <td> 654</td>\n",
        "      <td>  370</td>\n",
        "      <td> 2</td>\n",
        "      <td> 887863914</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99985</th>\n",
        "      <td> 617</td>\n",
        "      <td>  582</td>\n",
        "      <td> 4</td>\n",
        "      <td> 883789294</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99986</th>\n",
        "      <td> 913</td>\n",
        "      <td>  690</td>\n",
        "      <td> 3</td>\n",
        "      <td> 880824288</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99987</th>\n",
        "      <td> 660</td>\n",
        "      <td>  229</td>\n",
        "      <td> 2</td>\n",
        "      <td> 891406212</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99988</th>\n",
        "      <td> 421</td>\n",
        "      <td>  498</td>\n",
        "      <td> 4</td>\n",
        "      <td> 892241344</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99989</th>\n",
        "      <td> 495</td>\n",
        "      <td> 1091</td>\n",
        "      <td> 4</td>\n",
        "      <td> 888637503</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99990</th>\n",
        "      <td> 806</td>\n",
        "      <td>  421</td>\n",
        "      <td> 4</td>\n",
        "      <td> 882388897</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99991</th>\n",
        "      <td> 676</td>\n",
        "      <td>  538</td>\n",
        "      <td> 4</td>\n",
        "      <td> 892685437</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99992</th>\n",
        "      <td> 721</td>\n",
        "      <td>  262</td>\n",
        "      <td> 3</td>\n",
        "      <td> 877137285</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99993</th>\n",
        "      <td> 913</td>\n",
        "      <td>  209</td>\n",
        "      <td> 2</td>\n",
        "      <td> 881367150</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99994</th>\n",
        "      <td> 378</td>\n",
        "      <td>   78</td>\n",
        "      <td> 3</td>\n",
        "      <td> 880056976</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99995</th>\n",
        "      <td> 880</td>\n",
        "      <td>  476</td>\n",
        "      <td> 3</td>\n",
        "      <td> 880175444</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99996</th>\n",
        "      <td> 716</td>\n",
        "      <td>  204</td>\n",
        "      <td> 5</td>\n",
        "      <td> 879795543</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99997</th>\n",
        "      <td> 276</td>\n",
        "      <td> 1090</td>\n",
        "      <td> 1</td>\n",
        "      <td> 874795795</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99998</th>\n",
        "      <td>  13</td>\n",
        "      <td>  225</td>\n",
        "      <td> 2</td>\n",
        "      <td> 882399156</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>99999</th>\n",
        "      <td>  12</td>\n",
        "      <td>  203</td>\n",
        "      <td> 3</td>\n",
        "      <td> 879959583</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>100000 rows \u00d7 4 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 109,
       "text": [
        "       user_id  movie_id  rating  unix_timestamp\n",
        "0          196       242       3       881250949\n",
        "1          186       302       3       891717742\n",
        "2           22       377       1       878887116\n",
        "3          244        51       2       880606923\n",
        "4          166       346       1       886397596\n",
        "5          298       474       4       884182806\n",
        "6          115       265       2       881171488\n",
        "7          253       465       5       891628467\n",
        "8          305       451       3       886324817\n",
        "9            6        86       3       883603013\n",
        "10          62       257       2       879372434\n",
        "11         286      1014       5       879781125\n",
        "12         200       222       5       876042340\n",
        "13         210        40       3       891035994\n",
        "14         224        29       3       888104457\n",
        "15         303       785       3       879485318\n",
        "16         122       387       5       879270459\n",
        "17         194       274       2       879539794\n",
        "18         291      1042       4       874834944\n",
        "19         234      1184       2       892079237\n",
        "20         119       392       4       886176814\n",
        "21         167       486       4       892738452\n",
        "22         299       144       4       877881320\n",
        "23         291       118       2       874833878\n",
        "24         308         1       4       887736532\n",
        "25          95       546       2       879196566\n",
        "26          38        95       5       892430094\n",
        "27         102       768       2       883748450\n",
        "28          63       277       4       875747401\n",
        "29         160       234       5       876861185\n",
        "...        ...       ...     ...             ...\n",
        "99970      449       120       1       879959573\n",
        "99971      661       762       2       876037121\n",
        "99972      721       874       3       877137447\n",
        "99973      821       151       4       874792889\n",
        "99974      764       596       3       876243046\n",
        "99975      537       443       3       886031752\n",
        "99976      618       628       2       891308019\n",
        "99977      487       291       3       883445079\n",
        "99978      113       975       5       875936424\n",
        "99979      943       391       2       888640291\n",
        "99980      864       685       4       888891900\n",
        "99981      750       323       3       879445877\n",
        "99982      279        64       1       875308510\n",
        "99983      646       750       3       888528902\n",
        "99984      654       370       2       887863914\n",
        "99985      617       582       4       883789294\n",
        "99986      913       690       3       880824288\n",
        "99987      660       229       2       891406212\n",
        "99988      421       498       4       892241344\n",
        "99989      495      1091       4       888637503\n",
        "99990      806       421       4       882388897\n",
        "99991      676       538       4       892685437\n",
        "99992      721       262       3       877137285\n",
        "99993      913       209       2       881367150\n",
        "99994      378        78       3       880056976\n",
        "99995      880       476       3       880175444\n",
        "99996      716       204       5       879795543\n",
        "99997      276      1090       1       874795795\n",
        "99998       13       225       2       882399156\n",
        "99999       12       203       3       879959583\n",
        "\n",
        "[100000 rows x 4 columns]"
       ]
      }
     ],
     "prompt_number": 109
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "movie_ratings = pd.merge(movies, ratings, on=\"movie_id\")  # if `on` is None, it can be inferred! "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 110
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "lens = pd.merge(movie_ratings, users)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 111
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "lens.groupby('title').size().order(ascending=False) "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 112,
       "text": [
        "title\n",
        "Star Wars (1977)                    583\n",
        "Contact (1997)                      509\n",
        "Fargo (1996)                        508\n",
        "Return of the Jedi (1983)           507\n",
        "Liar Liar (1997)                    485\n",
        "English Patient, The (1996)         481\n",
        "Scream (1996)                       478\n",
        "Toy Story (1995)                    452\n",
        "Air Force One (1997)                431\n",
        "Independence Day (ID4) (1996)       429\n",
        "Raiders of the Lost Ark (1981)      420\n",
        "Godfather, The (1972)               413\n",
        "Pulp Fiction (1994)                 394\n",
        "Twelve Monkeys (1995)               392\n",
        "Silence of the Lambs, The (1991)    390\n",
        "...\n",
        "Liebelei (1933)                               1\n",
        "Bird of Prey (1996)                           1\n",
        "Lotto Land (1995)                             1\n",
        "Love Is All There Is (1996)                   1\n",
        "Low Life, The (1994)                          1\n",
        "Coldblooded (1995)                            1\n",
        "MURDER and murder (1996)                      1\n",
        "Big Bang Theory, The (1994)                   1\n",
        "Mad Dog Time (1996)                           1\n",
        "Mamma Roma (1962)                             1\n",
        "Man from Down Under, The (1943)               1\n",
        "Marlene Dietrich: Shadow and Light (1996)     1\n",
        "Mat' i syn (1997)                             1\n",
        "Mille bolle blu (1993)                        1\n",
        "\ufffd k\ufffdldum klaka (Cold Fever) (1994)            1\n",
        "Length: 1664, dtype: int64"
       ]
      }
     ],
     "prompt_number": 112
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "movies_stats = lens.groupby('title').agg({'rating': [np.size, np.mean]}).sort([('rating', 'mean')], ascending=False)\n",
      "movies_stats.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <th colspan=\"2\" halign=\"left\">rating</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <th>size</th>\n",
        "      <th>mean</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>title</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>They Made Me a Criminal (1939)</th>\n",
        "      <td> 1</td>\n",
        "      <td> 5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Marlene Dietrich: Shadow and Light (1996) </th>\n",
        "      <td> 1</td>\n",
        "      <td> 5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Saint of Fort Washington, The (1993)</th>\n",
        "      <td> 2</td>\n",
        "      <td> 5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Someone Else's America (1995)</th>\n",
        "      <td> 1</td>\n",
        "      <td> 5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Star Kid (1997)</th>\n",
        "      <td> 3</td>\n",
        "      <td> 5</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 135,
       "text": [
        "                                            rating      \n",
        "                                              size  mean\n",
        "title                                                   \n",
        "They Made Me a Criminal (1939)                   1     5\n",
        "Marlene Dietrich: Shadow and Light (1996)        1     5\n",
        "Saint of Fort Washington, The (1993)             2     5\n",
        "Someone Else's America (1995)                    1     5\n",
        "Star Kid (1997)                                  3     5"
       ]
      }
     ],
     "prompt_number": 135
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "atleast_100 = movies_stats['rating'].size >= 100 "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 118
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "movies_stats[atleast_100].head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <th colspan=\"2\" halign=\"left\">rating</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th></th>\n",
        "      <th>size</th>\n",
        "      <th>mean</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>title</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>Close Shave, A (1995)</th>\n",
        "      <td> 112</td>\n",
        "      <td> 4.491071</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Schindler's List (1993)</th>\n",
        "      <td> 298</td>\n",
        "      <td> 4.466443</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Wrong Trousers, The (1993)</th>\n",
        "      <td> 118</td>\n",
        "      <td> 4.466102</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Casablanca (1942)</th>\n",
        "      <td> 243</td>\n",
        "      <td> 4.456790</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Shawshank Redemption, The (1994)</th>\n",
        "      <td> 283</td>\n",
        "      <td> 4.445230</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 120,
       "text": [
        "                                  rating          \n",
        "                                    size      mean\n",
        "title                                             \n",
        "Close Shave, A (1995)                112  4.491071\n",
        "Schindler's List (1993)              298  4.466443\n",
        "Wrong Trousers, The (1993)           118  4.466102\n",
        "Casablanca (1942)                    243  4.456790\n",
        "Shawshank Redemption, The (1994)     283  4.445230"
       ]
      }
     ],
     "prompt_number": 120
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "users.age.hist(bins=30)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 121,
       "text": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x10b86d910>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x10b610750>"
       ]
      }
     ],
     "prompt_number": 121
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "most_50 = lens.groupby('movie_id').size().order(ascending=False)[:50]\n",
      "pivoted = lens.pivot_table(rows=['movie_id', 'title'],\n",
      "                           cols=['sex'],\n",
      "                           values='rating',\n",
      "                           fill_value=0)\n",
      "pivoted.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>sex</th>\n",
        "      <th>F</th>\n",
        "      <th>M</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>movie_id</th>\n",
        "      <th>title</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <th>Toy Story (1995)</th>\n",
        "      <td> 3.789916</td>\n",
        "      <td> 3.909910</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <th>GoldenEye (1995)</th>\n",
        "      <td> 3.368421</td>\n",
        "      <td> 3.178571</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <th>Four Rooms (1995)</th>\n",
        "      <td> 2.687500</td>\n",
        "      <td> 3.108108</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <th>Get Shorty (1995)</th>\n",
        "      <td> 3.400000</td>\n",
        "      <td> 3.591463</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <th>Copycat (1995)</th>\n",
        "      <td> 3.772727</td>\n",
        "      <td> 3.140625</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 143,
       "text": [
        "sex                                F         M\n",
        "movie_id title                                \n",
        "1        Toy Story (1995)   3.789916  3.909910\n",
        "2        GoldenEye (1995)   3.368421  3.178571\n",
        "3        Four Rooms (1995)  2.687500  3.108108\n",
        "4        Get Shorty (1995)  3.400000  3.591463\n",
        "5        Copycat (1995)     3.772727  3.140625"
       ]
      }
     ],
     "prompt_number": 143
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pivoted['diff'] = pivoted.M - pivoted.F\n",
      "pivoted.head()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>sex</th>\n",
        "      <th>F</th>\n",
        "      <th>M</th>\n",
        "      <th>diff</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>movie_id</th>\n",
        "      <th>title</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
        "      <th>Toy Story (1995)</th>\n",
        "      <td> 3.789916</td>\n",
        "      <td> 3.909910</td>\n",
        "      <td> 0.119994</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
        "      <th>GoldenEye (1995)</th>\n",
        "      <td> 3.368421</td>\n",
        "      <td> 3.178571</td>\n",
        "      <td>-0.189850</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
        "      <th>Four Rooms (1995)</th>\n",
        "      <td> 2.687500</td>\n",
        "      <td> 3.108108</td>\n",
        "      <td> 0.420608</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
        "      <th>Get Shorty (1995)</th>\n",
        "      <td> 3.400000</td>\n",
        "      <td> 3.591463</td>\n",
        "      <td> 0.191463</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
        "      <th>Copycat (1995)</th>\n",
        "      <td> 3.772727</td>\n",
        "      <td> 3.140625</td>\n",
        "      <td>-0.632102</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 144,
       "text": [
        "sex                                F         M      diff\n",
        "movie_id title                                          \n",
        "1        Toy Story (1995)   3.789916  3.909910  0.119994\n",
        "2        GoldenEye (1995)   3.368421  3.178571 -0.189850\n",
        "3        Four Rooms (1995)  2.687500  3.108108  0.420608\n",
        "4        Get Shorty (1995)  3.400000  3.591463  0.191463\n",
        "5        Copycat (1995)     3.772727  3.140625 -0.632102"
       ]
      }
     ],
     "prompt_number": 144
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pivoted.reset_index('movie_id', inplace=True) \n",
      "disagreements = pivoted[pivoted.movie_id.isin(most_50.index)]['diff']  "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 146
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "disagreements.order().plot(kind='barh', figsize=[9, 15]) "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 147,
       "text": [
        "<matplotlib.axes._subplots.AxesSubplot at 0x10894b450>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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ZXNKLS/1nUQ3beTtwYdm+FfCk7QuAM6kaPM3uBZ7fRx0oeT27Ng/iGODnjQZB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\nTuBC4FHbi3KL/IqjEMrFfZCLX8Lyf6/z+W4BzgbuA6bZLjdlp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