{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from makeitpop import makeitpop, update_derivatives, cmaps\n", "import seaborn as sns\n", "sns.set(font_scale=2, style='white')\n", "\n", "# Get the perceptual derivatives we use for popping so we can visualize\n", "derivatives, derivatives_scaled = update_derivatives(cmaps)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introducing _makeitpop_, a tool to perceptually warp your data!\"\n", "\n", ":::{note}\n", "It should go without saying, but **you should never do the stuff that you're about to read about here**. Data is meant to speak for itself, and our visualizations should accurately reflect the data above all else.*\n", ":::\n", "\n", "When I was in graduate school, I tended to get on my soapbox and tell everybody\n", "why they should [stop using Jet](http://jakevdp.github.io/blog/2014/10/16/how-bad-is-your-colormap/)\n", "and adopt a \"perceptually-flat\" colormap like [viridis, magma, or inferno](https://bids.github.io/colormap/).\n", "\n", "Surprisingly (ok, maybe not so surprisingly) I got a lot of pushback from people. Folks would say _\"But I like **jet**, it really highlights my data, it makes the images 'pop' more effectively than viridis!\"_.\n", "\n", "Unfortunately it turns out that when a colormap \"makes your data pop\", it really just means \"[warps your perception of the visualized data so that you see non-linearities when there are none](https://bids.github.io/colormap/)\". AKA, a colormap like Jet actually _mis-represents_ the data.\n", "\n", "But what does this really mean? It's difficult to talk and think about coor - especially when it comes to relating color with objective relationships\n", "between data. Rather than talking about colormaps in the abstract, what if we could *visualize* the warping that is performed by colormaps like Jet?\n", "\n", "In this post I'll show that this is possible! Introducing **`makeitpop`**.\n", "\n", "\n", "## What does _makeitpop_ do?\n", "\n", "Makeitpop lets you apply the same perceptual warping that would _normally_ be accomplished\n", "with a colormap like Jet, but applies this warping to _the data itself_! This lets us\n", "get the same effect with a nice linear colormap like `viridis`!\n", "\n", "For example, let's take a look at the [image demo in matplotlib](https://matplotlib.org/gallery/images_contours_and_fields/image_demo.html#sphx-glr-gallery-images-contours-and-fields-image-demo-py). In it, we create two blobs that are meant to be visualized as an image. We'll visualize this with our old friend viridis." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a mesh grid with two gaussian blobs\n", "delta = 0.025\n", "x = y = np.arange(-3.0, 3.0, delta)\n", "X, Y = np.meshgrid(x, y)\n", "Z1 = np.exp(-X**2 - Y**2)\n", "Z2 = np.exp(-(X - 1)**2 - (Y - 1)**2)\n", "Z = (Z1 - Z2) * 2\n", "\n", "# Visualize it\n", "fig, ax = plt.subplots(figsize=(5, 5))\n", "ax.imshow(Z, cmap=plt.cm.viridis,\n", " origin='lower', extent=[-3, 3, -3, 3],\n", " vmax=abs(Z).max(), vmin=-abs(Z).max())\n", "ax.set(title=\"Original data\\nlinear colormap\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hmmm, not too bad...but it's a bit _boring_, no? Why can't we make it snazzier? I know, let's use Jet!" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize our data\n", "fig, ax = plt.subplots(figsize=(5, 5))\n", "ax.imshow(Z, cmap=plt.cm.jet,\n", " origin='lower', extent=[-3, 3, -3, 3],\n", " vmax=abs(Z).max(), vmin=-abs(Z).max())\n", "ax.set(title=\"Original data\\nnon-linear colormap\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oooh now that's what I'm talking about. You can clearly see two peaks of significant results\n", "at the center of each circle. Truly this is fit for publishing in _Nature_.\n", "\n", "But...as you all know, this data only _looks_ better because we've used a colormap that distorts\n", "our perception of the underlying data.\n", "\n", "Let's illustrate this by **making it pop**!" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pop the data!\n", "Z_popped = makeitpop(Z, 'jet', scaling_factor=20)\n", "\n", "# Visualize the warped data\n", "fig, ax = plt.subplots(figsize=(5, 5))\n", "ax.imshow(Z_popped, cmap=plt.cm.viridis,\n", " origin='lower', extent=[-3, 3, -3, 3],\n", " vmax=abs(Z).max(), vmin=-abs(Z).max())\n", "ax.set(title=\"Warped data\\nlinear colormap\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Excellent! We're using a nice, perceptually-flat colormap like viridis, but we've attained\n", "an effect similar to the one that *Jet* would have created!\n", "\n", "Now let's visualize all three next to each other so that we can see the total effect:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(15, 5), sharey=True)\n", "\n", "kws_img = dict(extent=[-3, 3, -3, 3], origin='lower',\n", " vmax=abs(Z).max(), vmin=-abs(Z).max())\n", "\n", "# Raw data with a perceptually-flat colormap\n", "axs[0].imshow(Z, cmap=plt.cm.viridis, **kws_img)\n", "axs[0].set(title=\"Original data\\nlinear colormap\")\n", "\n", "# Raw data with a perceptually-distorted colormap\n", "axs[1].imshow(Z, cmap=plt.cm.jet, **kws_img)\n", "axs[1].set(title=\"Original data\\nnon-linear colormap\")\n", "\n", "# Distorted data with a perceptually-flat colormap\n", "axs[2].imshow(Z_popped, cmap=plt.cm.viridis, **kws_img)\n", "axs[2].set(title=\"Warped data\\nlinear colormap\")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Let's see it in the real world\n", "\n", "Thus far I've been using toy examples to illustrate how makeitpop works. Let's see how\n", "things look on an actual dataset collected in the wild.\n", "\n", "For this, we'll use the excellent [nilearn](https://nilearn.github.io/) package. This has a\n", "few datasets we can download to demonstrate our point. First we'll load the data and prep it:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/choldgraf/anaconda/envs/dev/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n", "/home/choldgraf/anaconda/envs/dev/lib/python3.6/site-packages/numpy/lib/npyio.py:2266: VisibleDeprecationWarning: Reading unicode strings without specifying the encoding argument is deprecated. Set the encoding, use None for the system default.\n", " output = genfromtxt(fname, **kwargs)\n" ] } ], "source": [ "from nilearn import datasets\n", "from nilearn import plotting\n", "import nibabel as nb\n", "\n", "# Load a sample dataset\n", "tmap_filenames = datasets.fetch_localizer_button_task()['tmaps']\n", "tmap_filename = tmap_filenames[0]\n", "\n", "# Threshold our data for viz\n", "brain = nb.load(tmap_filename)\n", "brain_data = brain.get_fdata()\n", "mask = np.logical_or(brain_data < -.01, brain_data > .01)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll create a \"popped\" version of the data, where we apply the non-linear warping\n", "properties of *Jet* to our data, so that we can visualize the same effect in linear space." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Create a copy of the data, then pop it\n", "# We'll use a scaling factor to highlight the effect\n", "brain_popped = brain_data.copy()\n", "brain_popped[mask] = makeitpop(brain_popped[mask], colormap='jet', scaling_factor=75)\n", "brain_popped = nb.Nifti1Image(brain_popped, brain.affine)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, I'll plot the results for each.\n", "\n", "* First, we'll see the raw data on a linear colormap. This is the way we'd display the data to show the true underlying relationships between datapoints.\n", "* Next, we'll show the same data plotted with *Jet*. See how many more significant voxels there are! (/s)\n", "* Finally, we'll plot the \"popped\" data using a linear colormap (viridis). This accurately represents the underlying data, but the data _itself_ has been distorted!" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true, "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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QK6/a2z7btO98ICccB9IZgPH1/f/8hc9HURRFUZSjx8iRIw/L5nikJFLp/zJ931LogoWDSZMmNdu+/BaIIDZv3qwWiGbmqaee8t5AmuwQ+haw7TBjxgwAQLdu3QCIsqJXr3TS56KiIgCisAiHw/5ddAoGDhwIAJ41rbKy0vq/qonaJ/fffz8AeGmfy8rKvO8KC9OrAl42nA1rW7ZyTcCoPoqLiwGIyu3qq69utTopHYdZs2YBEHWQ///meeB/PhilmlEEGYWambj7o+TrnEBRFCWYOELIpGOOa9BNRVEURVEURVEURVFamngqhFgGFUVcY1goSmaS2Ukkc5IIZdmdJURS+l+ukQwP2ePSqVXnPP9L3FY5HABwxRVXtEBNFT8mVkXfvn0ByBsxk5kgKysLlyx7zds+lJR7msqWkbMkR2wWvXNFwv6V4Vu9cjSebR07lpC3a5ytw1okJpV9KCFf7I2KNaNnbo1sRIN5ZSzPK+eGxa9UTHX9eOVw2X+91CfSIMeKD6zzyrfULT20waFz2NzN++63YwbhscceSx/7kOJC3xi2TWbOnAlAMnIYZZFRWJSUlODyvy31tue2niykRhmmBpe0x7+tm3oFHnvosJ1eOT8i70vG5oo9Kbvv2175id0nyeFCcrxuOWKLmhOaky70BiqquwOHnFjRe+8F4Fb+mOtg3nSbN9+qFOqcPPDAAwAkfopRTBhlmYmjYlSShr59++KalR97/+bsTiO+Is+AoUWSzp3bsmHqh8vwvcrrAUhMGDOWHjhwAEA6G5yiKEpnI5YKa9BNRVEURVEURVEURVHaFkmEEBylTb5vKTr1gsWQIUOwdm3reINN6s9jj01HPzNvF4wP06z0m8wIP/tohfyYrPzJXHnzNnDoLq9cmi9vI/Y3FHjlmpgE9ivIsp1JlfXydnj37hKvPKJM9rtmY1+vHKmxvaBenejNYL8h8nYjm4IQZkekC9TSW/Dt27t7ZX77zH0iFUohq1ePwGM3hWOOOQYA8Mc//hEAsG/fPgDAdddd94X3qTTOH/7wBwDAsGHDAMgbVpNlwGQ4MN5jpXF69OjhxTswb+w5rfDnn6eVRfr2uvV49NFHAQD9+6cDuPoz25h+YDJ/tHdMJpPf//731r9NTBoz/przNplKHn/8cQCS6Wny5MktVGOlpTBqCkAy4Zh+YeZApr2YuZDJbGPaSTyeVq517dq12epVWloKQFR+5llk2uKrr74KQMZTM2f40Y9+1Gx1UBRFaWukFRaZvm+5unTqBYtIJILhw4c3vuFRwKSdM5M3E7jMPKSj0SgmrX7f2z5yrPyBniqQP/YHl8mCQI88WZioapA//FkU35cWKT5ed6xVp1CDrITkdJEVgo37+8jnPEcooVUEkimHacGiB0nbC7Iks8Ln9VLXPRtk/3n5tBqTG7x/JEOAUdj7JJ4sC43ny+ex9VLxq/Le88rT+wyC0ja4pXpdulC9Dl8dX+F9/lldoVfeWF7qlXfVFHvlhqQMZfGktKFCanMA8PF6CWwYrpPtQrSEzE2KP6/YInL70gJZEOTj1SWkt+WR9L42Ln+MhqukrpF6aeNhKsc/y/XKyQL7HNiCMmnZu/IP6jp39CO7i9Lm+MVWsWiktoh1LZkrNzeVQzc6hxamB8iYn/LJMbvkSBrSVRX9vPKGLdIejhl5wCv/bPN3vfKEPv8IrGtDQtprrxyxXn104BivPLqrnM9Tw6Te5Wv6AUj/wRneK7Yotnn99yDpk0rn4hdrxJJkNWUahBO5sEgYe9TyXUiVyAB98nEbvXKfvEqvXFEtc6cu2dI/CrOkPLv2P7zy+/sGeOXdn0q/mTdmbKZTURRF6XDEUhE06IJF5+TeQ/7eoUOHAgB69uwJQKLCG0wkbOXo0rNnT89T/swzzwCQtyjXXnttq9WrI2GyWwwalF4cMm9aTVYc783y/k9bvnIdFLMQat5CGtWFxm1pOZ599lkA4sU3ioK6ujqAFiw6O2ZcMMoToy584YUXAEgcgYkTJ7ZC7ZQvg5nvmGw3Jj4FILFc2gt9+vTxxlOjDjHqqX/9138N/I2J13LTTTe1QA2Vjsb8+fMBiNLazJVM3/H/nWDURybui4nF0pxZD5XORRJhJDN+33LogoWiKIqiKIqiKIqiKADSlpCGDIE10wE5W0ZmoQsWbYzzl70g/+AMGKxTJ+n35nVip9jMOyqUDAUnDdvklTlC/Mih2/kXWL1GJL5hyo4Q4sbqaJcpqivbMmJJiUORExb5ZnbYEcaFT5M3iVF9rCU9uyMl2QbOsT5IXs3R96/cECCDjgA/TzSfP1Zxc87SZ73y2KHbvDLbLPI51gq1xe3bxPaUP0i24d+u3iqyeAAIUSYOzsrB1o8kj4rcvGKy3921RV65iGT4Awv3e+UwNdQtNRSbhe0njm6Q+5kcK1ZdbH2XygvuhNTVcNWnYntKFclYoPqK1uPK5TLWhMLBY2qYxrkUjXOJsLQHtiOVZIvNAgCSKbL1DZb7/uHqgfI5Z6/JFsve6wdHeOU+eXKMKNmcKuMS56h/gVhLGLafWOdjjcdyct/9x1/tHXD/iMvvVV/Rfvnt54fa0+dVMuZt3YMU2T14msHDLrcbwLbEnjiswitzX9hWK8/viZT9Zv6O07xyAw2YWTRWj+q22yvv6CEZmS764EWpA7XLrM+y8R933wMAKP/pLVCUo8Wt1Ydm+dXA7N4jW7cySqcgjghiGQJrxpECEHd+35zogkULMWPGDADA4MHp3G9GUmikku1NHtnRKSsrw1NPPQVAgkJqgK0j44knngCQvpaAWEHM/8PhcPAPlaPG888/DwDYtSsdSFdtT83HrFmzAEgg5X790otlJpig8uXwW0QAse9NnTq1Veqk2JhAq4dJ1qMx1086FMZWaiy+Zr739NNPA5AAotXV6VgwmoJaYebOnQtAgr+aQLN+yziQtiiZvx+M3dBgfm/sdSZoLADs3Jm2I5p5rdqVlEwkEEYig8Ii0ULqCkAXLBRFURRFURRFURRFOUQ8FUbML3Ozvm+5KBa6YNFCmCB4ZqXUvF02K6H+VHdK69KtW7fD0kUaxcDll1/eavVqDzz44IMAJKCsaeupVHol1rw1MOnrlJbDpO8z1/6xxx4DAFx55ZWtVqf2zn333QdArq1REJnxQxUWzUOvXuksPfy20QRBNMHpNLhc6zB79mwAh6vnzJjfWTBzBXMdzPmb9KjmjXf37mmL4JNPPgkAOHjwIABNrd4ReOihh7yyyf5ngmaadLlm3m+ew0aJ5E99bdqF2Z7Jzs72FBYmGKdfaWH2w88g0zY3b07bS8zzy38MVf8oABBLZWVcsIjpgkXH518+WOqVU9lyw0O5Uk7VUyOhuAuhGhmUIjWyDafES2bL5+zPZJ9nlh0MAquzxe+fYu8xyYHCtK4S4jgXZGEK10v9NmyUGBt9j1/rlXMi4kNlnzJ7nsMNwXErknQt/GokKyYAqZg4fWQqTteMekCKfNX/suzNwDrdNaAvlCPnB2++5ZU5nggKKJUnDYp5FMAkSe1v+DBJAbmuQtrWhgpJd1o2YJ9XHjfUiuyCjz4ZLP+gNsVpFrkfxQtooywpV2yWFKeg39YMpvSlFHdmw3ppNzylsOJlUOwXDlmT9I3SVh/kFKzcnVnBR+mK76z/f+lCPnBT9EIoR5eL3n7ZK4dygmOmWGMer1vT+JcKyT3cG5XJJ8ckAoDCiKTA7ZFb65W/MUbG3u3k75/Ub5lXfnG/pG3c2yCxKj6kVMDZBXK8Ef3E6899NERpe63YMBxHiMZa+OZCnF6b41lMeEvqygEPZg4fBqVt8J8HJJ1omLIxJynuTogGp5T995VsT2NhKst+yHNa36ywtKO9ddIvjqH4Kgt2nuKVOa1pJbXxa4/5u1d+dt94r3zycIn/VReXWC4fr5fUpzwG3/DOJ3IOFE8r6TvPGcOGQukc/HztVvlHKvgZ4B8DEzwHKZI2PnTkLq982XqJdxeLStscM0higfUrOCj7NMeOHIpLdGhYP3XfiU06D6Vzkg666RiooWlNOxQmnaB5E6RKivbNgAEDPC/1tm3pB4PGtkhz//33A5A3oOat0r59+5y/UVqPwsJC703fggULAGjqyCPh4YcfBgAMGTIEgLwl66xvl1uLnj17emPOH/7wBwASo0XfEh5d5s2bB4De4Nbtz7C1YjDjrollZq6fmS+a2CwAMGXKlBaunXIkmD7Qu3c62LBJ0wwcSuPLCxZtEE41DEjbNPPcmpoaANImdb7buUinNXUrLJIaw0JRFEVRFEVRFEVRlJYmnooglkFhEW/B9zKhlL4GOioYH7+JGF9SUoL/vZxsIJRqkCWOFZskJVyoTla1WBaZVS2Nx5LcklUiUSRfnHL8Bq/cm9LVrauUYwHAmpUic2RJeYqk8OFasqPUBcvbuG3HusoX5524Qn5LOsqXV46W/ewXaRvbOEKOrDks5U9/QNeAJJlWilS2l7Bsk65fmGwq1uck354+NG0vMEqLzvo274EHHgCQ9kb+qmCV93n9CpGeJ0R9a1tCqF1zOlyQZDy/WFIv1u0W/3qI7kWyWBrI6MGSrpdTnALA2o1izciitsbti+uXIEvI6FHypmTlxv7yW+qPnDKX+1CY+jLXm9srt+VMqU+5bSaorkk5HaseVpn6ctZBWa/OqpZ9/mJoL89r+8Mf/hCKjRnbhw5Ny7qNb934hy/6m9hAUoVkfaujgdFh+2SLH7k7rLEsXkINwieXHzxIbBqDiz7zyoVZIoX/epdyr1wUEYvgU3tPCqzT9hrpx0UkqWc4RSSnx47Ukv0uJ7hvcKphwG7fPCawjZZthMxjJ6fPobIybU3Ys2cPAOCqq64K3F45Mky2s/+pIRsrjVs8T+E2m8yT7blNMFbaW7bi+e71qLFi8yvIkk5SHZOYSMU58swI0xvAf+ktqYWPzRIVA9v3VtXLM+Kd6iFeuaK6h1f+eM2xXjnrAFmgHLa8w1KzRoKn3Ty/uHtY+k29yeYwefLkwN8orcPjjz8OQGLr/J+o2Iirdos9KXe3tA9rvpnVtD+9kvmOOVIuPQco5To/E/hvi1751V65d66UOT7B2gNirZ1e8n0AopTduze9L5OlyTzvjGrcZMDRrCMdg23btuHss8/GpAd6o7jUrW2o3B3H/Gv24LXXXvNiNR4tVGGhKIqiKIqiKIqiKAqAdHyqZIa0ppm+a250waKZMT7+Pn3SAQGNR9H4wpSOg/FNm3s7Z84cAMD111/fanVqSUzO8L5902+ksrOzAQ3R0u4pLi72oo6bmABGRXTzzTe3Wr1aGxNN3a+s8EeCV1oP87w10ffNGP3MM88AAC677LLWqVg759577wUADB58KGjxig0ZtlaaA/Pm3rRl80Z/woQJrVanzszMmTMBpOOYAUC/fukg9V78lmjgz9ot/oyGJsONoaCgAIBkfTOqNvM3kPnc/F+VF+2TdJYQ99xGg252ICa8SZHNKVI2R+6vKBcZFmfegMs25GggnFUDVfLjt1dRRGqShIeq7dsf5kwapDALk5SZj2Fl3giTFJSzVdLnu6PFXrlHbo1X/urQCq/MkbvXrRJ5EcuG+RqFfQYqlmRa8tQI/4a2p59HGoLPn2V4I8dLXX968FCAsWLg1spRUID6lSIfZ4uCdaGpTXAWgDD1Cc5SE20okN24rBJ036MUzd2fCWdgmUgkN9dLlhGW4luSdKpTLCH9YGiZSO/LV0l2HUuOOXCPV67YKParMIL7E9tSrHbskxPHCskGks8b0u/p+ll9pyESuH2iQP5xyxr5Y+S/Bov0WXFzzjOLvHIolzMScaYPuuDcN2hMTtG9IoW73e7ZBldvv93YuFGeJaCEOEOLpd2/+JlkAzmj2zoE0ZWySXUpEdl9fUKeGeWVPWWbHLKKsM2LrR+JUPDnGbKisb3QtjYFly9e8hev/NQZ33DvWPlSpKj9ctA1vhecbYntEZY1iDfhR0Qtj8f2sVd9KmPS8V8RewiP+/zWj+0h/bMke0gB7XhvQgIPcv8ozpbf8v4Ztoxa4zbP33wvIXm+ZFlqqJ//6zvLvfK9o0YEHltpXa5//UOvnAp388rkgEWC5v1xtndwdsCY/ZDnvsCWKJ6b7XcXAAAgAElEQVSjD6WMaVv2y7HrKuXBkZ8lb5D65EkGnyj5tfLJe7h5q4zpF33yZ6+cXS31yznhkJUqBvx3tmTgUTomcYQzx7Bw+VuPArpg0cyYVVfOFa90fHr37u0pLZ599lkAwI4d6QdKR4ttYd62mewIJq93UK5wpX1jPInmLZJR1Vx33XWtVqeWxvj2jbLCvMU30dVNdhClbVFUVOS9nTZ+6+eeew4A8J3vfKfV6tWemDVrFgBRVpi3/lijCouWpFu3bsjLS/8ZbFRvZn4xderUVqtXZ8AoK8rK0nlAe/ZM/1Gvc3ygR48e3rzPKAxNLAujzDDXqbMpkDsKjQfd1AULRVEURVEURVEURVFamEQqjIRf5uv7vqXQLCHNxKJFaUlwv379cPlSsoGQ9C9Jy0MsB7Ok8CQdHDFmS+CxVq8lq0S9QzrJqkuW1XLbCtm3PmVlb6D6kXUkzJlB+OdU7zhF+GaJKEg6ydHsE5TJYcsOicQNOq4VFb6JLdbVjywZPktSOdMJ/ZYlfal8X8oGA9lGnhp5JgDg4MGDAICKigoAHeet9EsvvQRA8o5ftvQN7zu+31bWC2qbrvti23mkzBHmLcsUL+yyhYf6XJ+Bn4EpyBaJ5MYtlCWH+hHbKVJ07BNHbvLKH5SXeeXIbpFXcgaHU76y3it/VidvY9avlgwjWZXUf/m4bGfKsxs8S61TedQe6dpwRgp/lhHvc0dEe+saE0+e+Q0vYv2WLemx6ZprrgneeQfCvJU3b9aMouiS114N3N62k9EXnPGCsuDwM4Iz14QpHgy3gUQx3VBfBgU7Y4Mco2f/g175lD7SjvfVSzT7LEqldEF3yeiURxX5W6VI01/ZONIrD+op/Wz1Bmnf4Spuh8Ht+zC5PP+b7WNcpGdJ2RCxXm3eJpLmMGVveO6scwAANTVpK+Lu3ennz+bNaUtBZ47Nkgkz1vfs2RM/eI2ynHHCGy7n0rOfyjxPidRxB5Eij1NsN03k2+NfrDt756hIc6qy/vu88tjukjWKM+R0j0imhP0J6QecGeRPn4g9JFQj7cmydCQan5v4s9q4rCNWFggeO2j7LLIv3jWgL/btS5/rlClTgg+ufCGMktSopk3Moh+9+bG3Tc44yTTT8KHYMqx2wHPJnODnesjfbpKOeTYR70EPCFfcQ/rtcYN2euURJTL/ZvvUi2+P98rZjrmJ/bdFsP0PAP69X/p6dO2atgkbJYYZg81cAtDxty1isoRceN9QFPbOcW5Xs6cBi2/YoFlCFEVRFEVRFEVRFEVpOWKNWEIyfdfc6ILFl+TRRx8FcLifX+m8mKwB/jzV7R0Tad+0dS86ttIpyM3N9cY3o64xEcF/9KMftVq9jhZPPPEEAKB//7RiwMRD0Fgt7Q8Tb8TcO/O2NBpNBxedPn06AODHP/5xK9Su7fHCCy8A0JhcbZ28vDxvLJ43bx4A4Nprr23NKnUYTMwKoxAwmbOUpmGum4ntFgqlJRhmDmGyjAAdex7RVH72s5/hvffew7p167Bv3z7k5+ejrKwM3/nOd3DjjTeiR48eje8EwMCBAz3loJ/S0lLs2rXriOqVaiStaUrTmrY/rvyHRHS2ImWTpBwsA2YZoQTptWTAq9eLtHbciAqvPHSYSLsipC3cWyOTiv3bJFsDSxZZmuiXKSZZqZkMlsizvC3piHQdidJv2WZBrW1jXDI0gGTtoVqyn3AWkiZI1gFbomYd2xVtnn4b8kUjN0TIBpOKyY4s6TfJ9C94/SWv/MxJZzrr2p659PW/eeVkkbTBAYMkG8G2tWS5iPANpCJns7BksnQfuZ1yhhgrcwz/Vsq7dpJME8BpIyRYXHKA/J6zeKRoXhKiPrsvSgs0B4Ol+2Fq+3vrGl/QsW1V1C5ZZp1ja0ItOT33bbKWhSzZZvAxrH6dbPyh890/iwVi+oghGbbsuPzgZZHFh/Lkmln3iBM9WRY6krnzb1lGb41zVOZ7RX0jr6udaq7uoESIHztsq1euopQjO6IlXrlfvlhFquIS2/7JXSd55TB1zGMKJMtCaUmVV169hmyKVFfOuGP1Ub4WuT7Nc8Slqw/epme+SPs3h2RSx+3+vFef98qLTjk7eP/KYUx44e/yj6b8vZbi+QWNR67xxdHeWWpfu6YrmMGDRc6+sYLGbcq0ULFesuUUjpIJVjQh4/bWGnk29M2XDAobq6QNRciixX3ZsonSPMBlv/Pr5a3tqLlbWZ/I4sLjc5Keez9dK/auW7vrC4SjxeSl73nlFGVvqvuU2ibNK3luUt9N7mNRmYy30TWcUc0e88KcPY3nwTwvitJclNtKJPhZxGPufsq8tr9e/m7guTvbkOIF3N55ckFjva/t37rGtM1NTvvufw7TLGSG3//+9xg/fjzOPfdc9O7dGzU1NXjnnXdwxx13YN68eXjnnXe8lLqNUVJSEmiz+SIvGWOpzFlCYi0Yw0IXLL4AJmowABx//PHpwr7PHFsrnZns7GxvkFiwYAEAYOLEia1ZpSPmvvvuAwCMGTMGgKqIFMCEPjKR6002gY4QsX727NkAgJEj0zEajLLC5JNX2jfhcNiLaG+UA+YttRnrbrjhhtapXCvz+OOPAwAGDRp06BPNBtJeMG34wQcfBABcffXVrVmddovJ8maup1FnKc2PiQtl1Bfm2dvRMus1hcrKSm8+xfz85z/Hb37zG/znf/6n93xqjK5du+KOO+5olnolUhHEk+4Fi0QLWkJabmlEURRFURRFURRFURQACFysAIDvf//7AID169cHfn+0SSssMv/XUqjC4gsgbx8kLzlLsBMk8R05YptXLs0XCe22GpGDla/u55XDFE0763O5PR+tGCwHKBTvQoqyAUQoInu242VgJvmiFQmYFWYkb2NlY4Kkcbz0FSaLS95XRELc8JFIMFMhqWuygSOIuywCfBKOMnyZKVhRydGZC4M96CFHJGSW5Ln2n3LU6Xt/+atX/kWvtJevva0iDxw4EAAw+dV35UMWWdD5bt3YyyvbcnCHrNEVcToruGypwuuD92/d65gtxa2MyUMhP0u8HCGSE/P9BvWpbXv7euXsetmkoa/sJ2eHSIg3rJft2cbFcLvm/sh9KJRjn4N1/RzWLcs2RdsnWcpMbZltLZbtKydYCnrzdnnzeldxqedTfeCBBwC07+whJmaFebN25Z/f8r5jO5klt3VlvuGg/zy2cXKXRPCPLXsIf0H3eXQfX7sip12fPHne1CREz3+wQfrAi5+O8crDBojUfkixZFnIofRTFdUil99MNqowZX5gObSLMPUfv13AyqbF2YIK5KK5MvaEKknCH+WsJLKf77wh1qaHjh8HQOIOmXhDjz32GADgyiuvbPRcOgLmmTRq1Chcv+xjoDzdFjhzGN8XHhf4OchjcorbAWdLY0um1fRl+7qVLLW368rZnQYPlAwxG7fKsyfUIJVdtUJk5ytzxbp0ymgZwzhDDj8XXHMNy6Zo2VCD5xD+HhHi8ZbnYZxVhx4OlqPEYR00bdgowh5++GEAwA9/+EMojTN//nwAMr83f0BGIhFrLsN2IH7x7Jpv5u6XRl5XJe06Re3ab3O27IC8X+4L/BNuIPHg8bc+IX0iSR1v5RqxGeQ45gFcB2u8zjQXp3rU95ZnSN5Oqcf1r38ohxt3EDjUPeMzZgDQ7CGAxBMyCuemUF9fj4ULF2LLli0oLCzEmDFjcMYZZ3hx9Y6EdAwL96KExrBQFEVRFEVRFEVRlE7A7373O1RXV+PgwYN47733sHTpUowZMwa33XZbk/exa9euw6zngwYNwvz583HmmUcWVy+WCiOSYcFCFRZtlDlz5gAAxo0b532mmRKUpmKiTJsYEG3Za/rQQw955bFjTS76ta1TGaVN06NHDy8WgHlDvXDhQgDAFVdc0Wr1OlJMmx88OK1mM75apeNixuLs7PSrS5NFxLxdNTEdJkyY0Aq1azlMRoSSkpJGtlTaKubexeN29PDOHpelqRiVoIlvY+goWd7aE336pKWCHUGxeaT87ne/w+7donY8//zz8cgjj3hq/saYNGkSvvGNb2D06NEoKirCxo0bMXv2bMybNw/f+ta38Pbbb9OcvnESyUZiWGT4rrnRBYtmgiXVLC9ndkdFR1++leW0nPmA9sP2A1rFipO+lSXHHKWXZZfZB+W3DV1F2xXxSXEtCTKdQsIRAd/KtsFtlvbLkZATdGxL1h4LlkpbFhWHDNIf78XKdMLZWvgcstjLQcdwZUMpkO35XlnR8OmcLYUUHfaXWySd0C/6Ni1FUZuCLw+3d5axsnSQt+Eo52QlSjqyYbjbh8NmEvbpEc029XZfrKwXOfzmzSQhZkkmWyVo7sdZZLjfsQ2EpefhWjn2hg2i1Xf9GVxfSrLJHcFZSNJ1ZdmwfJ6yooM7ZMrcrsm6xhH9Gast8yZ0qCmfrvHKc8c3XbbYlrlumUhV+SnpsqZZ9rpw4CbOcSEcc7QIh/KW2/T76wZaPzlxeIVXZpl7STjqlWviYg9JUdtYt16siUWjJftIA3kBVn4ox8ti65Tj3JzXiyvtc+g5ZfVkO/ngE8lSE6kiGyWPz8dL5ocwjQ+xlcVe+bJ/vOGVnzv9HHRWbllxyB+9Yr01PtvWPPqcx2e2A/FYZWUGoPHfsvyw5YRtI7RNtl9rLv9m+8bwY2WSv26j2PHC1dIIww1S3lkr7aBnN8k0c5CeEWwFsDshfWzNQRzPIV8f5/3yefPz05VBJeQYGP73q9KW/98/nRZYDyUzt360EcBGAEDe+P3e59kn0P1aQRn4HM9EhufiVtvn54QvMxJvF+a/0rgZ8VyLvuC2xvtlm19VXDq5NUdyJWjiTGg0PuecINl82PINAHnj5Po1bKaFUDpcnK1lq6Q/ghzwnQ2TdnT37t146623cNttt2HcuHF48cUXMX78+EZ/P23aNOvfxx9/PObMmYMuXbpg+vTpuOOOO7Bo0aIm1yeJEJLOWSsyftfc6ILFEWBW/ThqsOZmVr4IpaWlqKxMT6hNDmqg7eSh7tdP/nhRFZHSVMxbKjMutqfMOKWl6VSIxgOudC6MSghIZxIBpE0Yf/ukSZNavmJHEXNeSsciLy8PBQXp1JVmTDbzjLYyx2grPPHEEwCAvn37NrKl0lKYe2FUQ4888ggA4KqrrmqlGrU8paWluOSSSzB+/HgMHz4cV155JT799NMvvL/rr78e06dPx9///vfGNybiyTAiGVQU8WTLWUI0S4iiKIqiKIqiKIqitBHKysowatQorFy5Evv27Wv8Bw6MpaSmpuaIfpdAGPGU+79ECy4jhFKplEMEpBhM7IrjjjsOgNz4S55f4m3D8q5EAckoWY3dECzVyq4OltSw1JAXuFgiyVH/Wc6Vuy94RSxhRf33fcl1ZRukQ+Ibp/PkKOBZNcESs3gRWUIo4nsoSpJNlvRylglHNGJ/gFrLVuCwsljwfi3pfHC3iEQd8lfa3JLzJYI/T+bKD37RRaR0VVXpyP433XSTo8JHF/MWhj1uJh/5BU8+733G52LJVTPcG+9zkvtaEbfzHNlbqN9kkc0iUsv9iban3fD+ASCR67iv3Detg0uR7Vos40/kyy/ixdTGqQ1ZUeWTwe06ZFuPZT++rszX25KV8rmxXJQzqJANBGwJqaE+6JD6W2OZQ9KcRZkZ/njhOd4DllNyXXfddWhLzJs3D4CM77m5uZj4mmQGcbZpvqUsYWeJd4zbLt8Hh52Od89jh8sG5xunWH48fly5V+6RK5MU9qNWVHf3yhs3lXrlwYNEXp+kk96ykqT2dcHtxIljOPaPE1Ymq+Ahwdomwv2S2m5Ddw6vL8WcSrJX0jOMnx1/+qdzAcBTwe3fn5Y379yZzsrS1trwF2HIf9/jlS3rB7cvlwSdxpQIZXzJO16ygiU4gxF1osQHlCmBxxeuQ7AbNF0NErVaz49iGkC5rvXBHWzU6C1eORqXDrz5w/5e2Zqb8VymC52P47mV6kId2GcJyTpIGRsclpAEWVHZZszZb6xr47BlzfrKiPRxDsVnMf74yZMnB9a7s3DvvfcCAO5JygDCY3TIkW2D26ll7aPtXRZVhp8ZlmUZ7meCe05FDYfbU660wVOHbfTKy1YOk80pGyHPcaz5KvUzfi5lVUu7rD+WBgIAeZtEqZhy2b0c/ZyPsfDs03DgQHpc2bp1K4C2GfftaFJaWoo9e/Zg//796NatW+M/COCVV17B+eefj5EjR2LVqlWNbr9t2zacffbZGPzb05HTM9+5XcO+KDb+bClee+01HHPMMc7tmgNVWCiKoiiKoiiKoihKC7Ju3TocPHjwsM+TySR+/vOfY8+ePTj11FO9xYpYLIY1a9agvLzc2n716tWBCoqKigrceOONAI48EHo6ran7P01r2sYwfn4TUVxRmhOO/mvaWGtF9u7RIx0M1B8pW1GOlPz8fC8uAMdEmTVrFgBg6tSprVIvP8bjbXKUmzeRSuclkUhY/zZZQ0xbmTlzJoDWU8J9WR5++OHWroLSQrjmrZ09pkXPnj3ThT07WrciSka4/dbVpYNBt7U5xJflpZdewv/9v/8Xp59+OgYNGoQePXpg9+7deOONN7Bx40b06dPHy5gCANu3b8fIkSNRVlaGiooK7/OnnnoK06dPxxlnnIGysjIUFRWhvLwcixcvRl1dHS644AL85Cc/OaK6xVMhK+lD0Pcthf5VcgRM+POb9gcsx+b7yeoskpqzlI/1e5asMSdYmumylmQfCI6+3VBC2UDqHA3KL8Ul2VaConpnRWmjJlgrOKJwwRiJIlz7qUiZYpzhgaTpCbKNgCORUzlFFpJQQwaREP/dkXLIKB1YsmRHFhPrUCRTZVl2hOTH4VSwLK4tM3nXi4BJbpIiKVo4WBaZtCS+9DnLfTm7DMlpxw4Xie4nHw2SQzkiz+edKFGoD1aIzDj3M3ebsDKLsLST9sunZkX1pnuWRdLnvLD8+CBHw6b+y1J1lppati+WFheJvHnYAJHnA0B2RBrhyvUkwQsF34hU3CFzZZ+B45JZ2zuimlv2kJbLcHV04XPltuHKJOSQ1KdYCm9lTaBt6GNL1e2Q5rNs3LLvwB6rPnxvqNSP2hMoIwzbrfg+blopC0w8PluPOZYx83jpyvSUDN4m5Gt7/DxMOGJap3JkZ0mqN0uUuwyUN1Y1G6RfcvT6ug/FEpOgS3TpX173yo+eelJwJdo51nOQbWOclYNtbY5nKN+vWsoKxlad/LEyD6jpJTefLX5xskCUlMm9q/tA7hEAhGLsfaWqVpLNIjfYDsSdbdUnx8pvOeMXPW+sa+GwpVrZ3NiVUiX14T4E2DaSCGVZsTM90Q8c2VpccxN+bl31zrte+ZGvfw2KTVYNWznk88Oy0wRsw5Zfl3XasqtypjEeA/32E05k5+qP9BvOSJbM57mW7GjZCrGBRKivcJ24H0RGSJal+AZZNLDGZ7I25m61B2trbuPKtEUksoLb/rdfeNkrTx8xBB2Rc845Bxs2bMDSpUvx4Ycf4sCBAygsLMTw4cMxceJETJ061Vssz8RZZ52FtWvX4sMPP8SyZctQU1ODrl274vTTT8fEiRMxceLEI07XnkiGEcoQWDPRgkE3dcEiA7NnzwYAnHjiiYc+KXdvrChfEFZYmBzq2dnpv45nzJgBALj55puPah3MirXx8ftzuSvKkZKVleVFqm9qDvHWwLw9N/jfriudm2g06rUJkz3EtOv2Ss+ePYG9BxrfUOlQhEIhb25h/gAysRymTJnSavVqDeTN/c5WrYfSdMw9M1lEOkrbPf74472/N5vCwIEDERR+8swzz8SZZ57ZnFXzrB+Zvm8pdMFCURRFURRFURRFURQAQCLViMIig12kudEFiwz07t0bt+7dAnywDACQF7e1THW9giWMNatIOm/Jy4MltCytTXSVN9tlAySFzebN9IaS6pGKOCTufFzaP0uIw76X6AlHJpIw2Rpyx4qctnaFnGcqi6SJJJHk1TdLwkZy0RQ1eJbFh0j2m2KvAcnc/GuMlrTuCPPfsByTpdws7U+QBNX6rZV9ha0fjdtJJry9zPr3c2ef662eRqPRoJ80O/37pyOjT33bjh6cPd7xA1bcOkYRvg6WDSRfLkRpP3nLVxWTi8uyXCu7Dh2LpcIl46ldVlK79MkPE12Cb0KYIsmzRBSObA7R8mKvbEXMp58maAWcz4GzCBWSbL2O5NSxiBysweezqE/IRWAbTU1cJJkx6syby3tLXWOO1XArM4MjOnp28P1EIrivnLX4j175xX86X3576Lo8/fTTAIDvf//7wXU6irCH32TBmfTmcu8zK5uMJYXniP7B1h7rOrHE2+G7sTJhJILlyazBZ9muf67A9bDkvXvFz8QSYKve3I8580YVZZChfcZJesxWPmufLLHOcjyHfG2S+5M11rNliqPi1wYPQOFQcN9NuN4I8aODtr/+oxVe+d7R6YwLXbp0ASAqTBPQrK1j6nv88cfbUvBk8HMzURjclq1sY3QvwrWsf5d91qyUMTmbLUP0vM4nCTpzWBsna57dF8iKSbYnlyXWem45Mv5w3ww5rCVWBgS6LtZ8J2qfhGURtI5BFWGZf07wMSwrSwOfZ3Dbv2qZjHEPnDQOALw4Qx3lbXVjzJ8/H7/ZJRYl1zzRmamD+kGSGk6YLz/fU/o4Qvc960SpQ/2nXcHEud+xC5HsQ9k0T6nvJgfM3SsVj+eT/Y/Pk9uyI7tM3Y5Cr5xDz4M4JYzgbFehw9I98Zw4+Bi2tYo+djxDrl3+kVd+6JQTvVhrLaVE7owkUuHDB2H/9y2ELlgoiqIoiqIoiqIoigIASCRDQMYYFmoJaROUlJQAe1u7FkpnIzc31/PVt9SbPIkxsCXjdoryRTDef0BiRpgo7XPmzAEAXH/99S1WH5MNh+ujKI1h1DjmrbSJbWGyhgBtO3NIaWkpAKm/0nnp2jX9Vt/EtDBxATo6xcXFACsslHZJSYkEUq6vr2/FmnRsUo2kLtW0pm0IllexDBIAQt1EJ1W1jiSPlA3EFUndgleoYrLR5q095VicDYMtFyQ/ThSypooOW89hjWk3vmpYvyfZW5wklSmS4eeNk0G/4UOywdDpVG0R6XzJCRSdnfbDMshEHp+bQ5PnkI6l/+3Q97Hi1SG1dmZA4WtW4L9qh37KmRhY0uyQwlnyN1+7uPBPi73y70cOQ4viuwYxuq8cXDjCFoec4GtoSeZZGp4jn+/eRu2G4NtqR5tmaax8zpLjFH2eaSy17pkjwrd1PVipTtkIssaKraXhU3mIskSX20QiKQfj6xun6Pm5+6QS26olYwMAxMk2toVsU0MG7PHK3fMkF/cWsuAkrTZIclaHRNm6b9y3HJJoq73TdbzwL3+2zuHZM/4X2hrsvLGl3fR5Ng8kDuuHQ+KdIvlsvyGyEr69QsZ5jvZuDU0sL7eyGPhOgm1YfH85swi3RZY3s2XDsu8FZ7TiLBBJq61TvakO8QL5wsr+UWUP4txXWPKeoGt/4sjNXvn9lYOlHnTfqtdK36LEOmj4mK2MfP6yjZUFh+ozeeefvPKs4nPQrqG+Ghso1sOc9aL5ZqunlcGMxp3BgySL0aa18kevI0mXneWG29BKkcXnjZYxNT6s1qp2aKvUzznnqQt+9ljHZmsUZ7Ti7GSWpVW2ifAzni5kguYH3G8ivmw+1rPBMd5yP+Lrx5YzbrMhtqK57Al0jS6jTDiPdNBMOC7s5xqVORsL34sm2EZ4bLTul+PZwEN3yDetTOY72jVZruq7U7adGqlswxDpy1kVshgfTtht0DtWNrd3OixllgrtF7tuiCyg/ExL+e2mXG9HJhJrc5pgWhkL+bp2lCxk7YhkMmT/jRr0fQuhCxYBLFq0CABQVlbWyjVRlDSRyNEZqR9//HEAwLBhLbwwonRqCgoKEIul//JmtcPR5sEHHwRgt/ecHEfuTEXJQGFhofeWr66urpVr0zRMfbXNK0xOTo7XNp544gkAwOWXX96aVTpqGNWq0r7JyspCfn568dLMIRYsWAAAmDhxYqvVq6ORQNiKM+gn6XwT3/zogoWiKIqiKIqiKIqiKAAOJU7QtKZtlwEDBgAAunULlqsbiotFenWQJFOWdt4By/1Y4mvLYznkO8miWLaWE6xVs2wJweoyO9I/AJDMc+TgHV559fr+XjlBkrQkRza2JFz0cW3w6lusC0e6ls/jRazZlGLubjluznixotT5oivzseGSRVpWgMbvFUcfd/pGrGM5MoNYEjmSv/l3yQrCZLrixmff3JG8+/TpAwBetGUrkw180ao5ADxdzy6DJNMFW4N4UZZlfeEaakN5wTYkV+RqtqK4Ikkzh1mEHNJal+yQr4dl6yiWesfXiw0kxCOqdWj5R5fBcr2ilBnEyrxCetEux9l+W5a6J0g6Wr5arCNNskZRf0c9n7Rje94ny6bJrhZqCJZ1+uuTk5PjeadNbvV58+YBAK699trgujcDfg//D1580/suzBpdiurPbYvlsywj53N1ZSritp7NHgVHNguWoFs2C2qHobB9XVlua2WBoDplnyDtKfWJtD+2C1mR8OnRlj9KpPr19FvLssLZp2ifWQfkglkSa19TtWXxFFWfno3vrxokG+WS5Yml9nwt+fq55Mmh4HGetzmwQyyOqT4pT/nGioX77rsPAHDDDTegrWCi6M80F2L1CkQopRHPZWpGycUKbZFYF9Y8JSYXd9NKsqxZ7YYGEh4LLKsTdyIp8nMkyzd2xAsc44rVfmmspmw2lhXDMUTyM8a2ccrndf3kYuTtkIEjHAu2dPkf8pYlwWVZoXrwYyXJcwfOSJbjmJs45n88tk/461KvfP+JXwEAPPbYYwCAK6+8Mni/7QyTGWro0KE+6yptxHND1zYE31a2xiY5GxnP3cNyJ+vIApXyW/u48VA/SlDWjwhlDOHnEvbKgG1ZKKj/WnPoFfQMoIaWt4kGfjRBZDoAACAASURBVGqjOZQ1kOdNmbLy8fjLz59YjJ4JK4qkTBc26RAX/8vGp73yA72+BUBisRkl5dVXX+2ulNIkUslQRttHSi0hiqIoiqIoiqIoiqK0NIlkCKEMWUJ0wUJRFEVRFEVRFEVRlBYnlUJG9Uwqw3fNjS5YEM899xwA4GcfbfI+Y6kVS2MBoPZTygwyVKLy55SJ9oplsyy3YklahCJac+R1lpglCuRzS0ZP0jFLmh1jiW6wXNefjiYZFe1VXkTOYeSw7V559Tqxh8TJsmJZH5LBksq6DyUzSOEJwRlGIg3B++Sq8vbJAru3JB0WGZdUOuSUvwd/HokGS4WdMWno/iSGiuw2sl5uaNJnzeHzvvWjjV551tdHobKy0nGgI8ME2xw1ahQuXfJX73O/NDGLz5ckqtmcIeYDsk5x5PkSubg5+x0ywhBJ7/k6JIOlu1ZE9cbV3Ic5eCyrVAKBWLJ/LjtGZmvx2coQIWXugzwm8E+zSU6cczzZRj7qDibEGSxiwdeJT9yKWM7S7GypYJLuiWU54HOod/lu6KiOzBb+/nH2c8965YUnnwJA7ElHA2OlGjduHACxWLnGC5eVi58BycJE4Dbcpl0P+s3r5FwtC0kTYBl83Df+cXvPIVtLjqO/WlHeHTL1FEnqa9eSDYTjNrKtJdx433XZVQD7nliZW6iukUp5mHIf5Wepy9rE0v76wRIss6SrZKPgLFaJEfJsz1stFokf7nzBK/9H0TjZ/yEtubFh3HzzzWhtiovTVpbQweB0jvxsDpOEnS2WlpXSGhekbPUPepZYQye1X9sqRjJwHqf8s1TO3MH2DZdFMIv7C9ld4jRfoiwenNGD2yk3ZraBWJmr6Jwta5RvILDqx33EkWEHllWE69S4DcSVlcHK+kL1MUEpzXh8tFOqtxTGBpiVlWU9Ey1XXYbsbQZrzsgJ+Ph5V+eY1/CheK7l24SzgWR1lQ7WpWeVV+5ZIONVUY6MY9Ux6YTrPxkg+6R2YD0DaHxP8t8TbGFmO8kYsQWC9uN6lgL2tYx9RMem+xDrKhc2qyb4GcL1iNAXE959yysvGH+ylzK9LY3B7ZVkKpxZYZEhIGdzowsWiqIoiqIoiqIoiqIASL/Y9r/ctjcIuSL7NTu6YEGYgGzApozbKUpr0LNnT+/N8JdN32TenmiKL6W1MUE3TYDZhQsXAgCuuOKKZjuGSXtm+k9ubm6mzRXliDDB3oDD23NboKDgkKLPobBQFINRIoTD6Tenffv2bc3qNBs65ncOcnNzvXmtSdWrfHFSyZCtmveT1AWLVoWlTSxfT/SI2RuShSJ7o0hFMVIkU5a8miRMVtR2itjLMqfaFcFZSgp7i0S1tFgkYhs3lspGlgYr2KIR9p1OFkX//eTdIV6ZpbiWHI7LDlmjJacmaVx0FUVILuSNpMj2GKdsOpO3iqXF9LklAWSLACswOVtGE6SBruwBTH6BSPtCY6Xsz3TC9agbWI+jwbXvfpQuvPsREnR/k/n2JDtM0sYs+oplfXzuLN8rHiT94EChRIDO3kuRoR22AZYKpxIOeaDDMmTJNH1y2JRD1mxtY2Up4HJwP7Jw2VSsfhC8f94m/mFwBh7AHUk+5YimzeMOP3hSJIlOUaYFrhJLrl12HJZvphyZGfxWI1fk76PNpW+/Yf07QpH1I6KqtdqN9TzgsYDbkjXGBo9VlvXBYVewx9Hgds+7tzIawL6u3K85In2iKLi/p7KCG/WQYTu9cpykoVs+lT9k7GwbVB/uS45z8EumrQxa3P+iwfck5eiWPM67Mr3klovnoQ5S5ud+aIPY9/gaNdAYiP+FdoFl64gHb8PWVc5C0RTrkmXTo7EmHOVGEWyBdbYh32BrPY7JfpTgrEdcpmfJ0LLdXpnbclaYsi1R1pNsmhO5xn/L6kSfJ8gy5c+SZD0b+HrwGMvPQEf2KZdUv3qz/KEWjgfb/bKrpMxZ2y5Z8qpXfvwbp6EjYlkj2WLkcPk5M5I57CScHc+2S1OZ9uO39vFzveFzGZcG9KH2SxXh1JK98+Vvgrxx8vJ1xfuSWYltT9zfrecB9X3LDsqWVsfzyv97fv4nqF27Mvi45tw8vtS9Lza2ZD/HYKZ8aRqLYZHxu2ZGFywgb/TGjh3byjVRFDf5+fneW7uuXbs2snUwJnWkorQVTEpd8xbYqCGaE+Phx2c7M2+oKF8AHo/r69OLzLFY+q/JWbNmAQCmTp3a8hU7hEkhrChHQnZ2tqe4mDt3rvf5dddd11pV+sKYFMSJhCN4ldIhiMdl8UJVNV+eVDLsC9TmI9N3zYwuWCiKoiiKoiiKoiiKAuCQwiKTu1EVFi1L//7pzBf5+fkA/LJmkotV2ZfLkpXRIlP1JpHjZdE2HHE7RhLsepLv5fWvDjw2R+Ku2SX2k3CJZI0IkQySc+MmSRJonZvfl2RFcWcrC32eQQIWuI0ja4KVkYMlqHy9+MCcGaGpHYSyICAhJ25L54NtOiy1tuwebFtgBRttz5I3lgPGKKJyQzfKoOGXddO5Zu8UXWleXp63emzeesyZMwcAcP3116MpeJkYDmyQ82ApeK49Mlmun3rWm0uRr1W0TDS+DRXy1rGoTLJe1O0lSSG/7GB7Q1ZwmwXbmByhvm1ZMixcEafdgY5ZLuqQjrJclK8ly3s5Yr5DWc11ZalkMsu9nct2Yl0DqrdfmuzB9hDehs4tTFmILLsWn7LLluJTbPLl/vZzf/bKT5x7hhdn4sEHHwQAXH311cE7bQIzZ87EzCQdPNc+f7bncIaJulL5Tc7+4JOKkOyX20+Y5LZWlhlXOyFCDtuIJdPn++NrS5b1weFPShTIjseO3uyV6xJykO65EoG+Z648k3bVFXvlzWwFo2vHVhRXhoJMhFwvQLktOmyObF9MuSL+8+Xjcjy4fzOuZ8f3nv2Ltd2iS7/pxbIw/28tBs2a7pXD9Ey1xhFnxiTaxvFcs57l3CZ4vHRkKnNlZeBtck+grATwZRlwZWiiTGpjBm3zyscW7pdj0M1nSX18pOx06ydke6qUbaysO2wNStL5c1/0DSEptgfTcygc5wmGFHlO4X8eGGKUPa1oXOOxSqo3yrzT1Q/i8bingOvWLdii3NaZOXMmAGDw4MEADimfMnnyD2HZexzzEevecWY+h5XS6iuUOodtlYA9Jw5TtqdPPhlIX0hxyIgdXrkuIZ02GqdsNt2kspwRMETZyaysY46xgq1O3Ej9f09wm7fmPA4LpDV/acJ4zc/QnM/kYBP//rZXvmfkUADAww8/DAD44Q9/COXISFtCMgXdbLGq6IKFoiiKoiiKoiiKoihpmhJ0s6Xo1AsW5g3eySefDED9TkrbJicnBzk5OV4ZOPIsH1809oWitAShUMhTWDRHW+3Rowewd3fjGypKMxKPx703qK0VP+KBBx5oleMqHYdoNOrFfvAyzQCYPXs2AODGG29slXodCUbhZBTUGs+l82DmxxzXQjlCUqFGFBa6YNHifOcVkXRa6iWWvtfZunG2CvCPigeLhNHK9EGy9RKSyMfIrsAR/a2AwtTfsqpk+00f9ZffcvVcZZZU+eThSYqM7ozSyzLPcPD5s/w74pCFcl3jlH4ixRlJWHZuRVpuYgfh7TjyPEdIznHomfjUWCZH+8mh7C5VZOvJ3S8nx/LoGEXnz6oOtpwAPgnhUZJbcRaUFMlnxw7Zam338aqyRvdV311+37WXyMerDsofnDUVcn2y6XqyrC/M5+2wG4Xp87xxIu+tqZXFxshqsUz5r22S1iST3Nz5eZYKvjchlvs6UhNY8YdIEsnX25L9N0ESmfTZdLh+Llm3KyMFS1XDMdZs0uZsv3LJWdniQpuwJN+Kmh6176dT9n80yDDm2fdCysX9JNJ63X6yMFE74XGE7STcpuMR+tx/H4PqxIpwh0Uv5RrbAftm0LPEtjOR5Jt2NqJEFnZq4tJRttRINPaPywfIoR3jYjaNbQnubzy203UMxfxtIzhbhJUdgbOH0H5JAe07nsPOxdfb0XZdbZUl0C3ano8Qa/ygE+b7lwpumk17FjnGMNd+XNef22uDOI+Q6/OApsbK/Cr5KdlvaV6UpLnaxw3HeuV+42TeFWZJPjWoocX7vHJFl95eOUJjWP3HMq+Ld+GToyJd36xan+Sf5PY8pvAzjW0qdSs4axTth58TNG5z/RjuE+xScWWM6UhcvfYjrxzK4rkhjYcFwWOGlT2Ns7ewP4TsIdze6wdL+qncTeILt+xlvn5jPcs5YxX/hOqxYT2lnuV0bk7bdnD7i0SDt3eNwynHHAfwja3WMyvYYp102clc9ltH5paZI4Z7lmm23ShfkCQyx7BowezdnXrBol+/dPoq07gVpS0Tj8e9lWLz1sO8NWgM4+EbNWrU0amcojQDJSUlqKtLT/C8zB5fgtLSUmCPKiyUlqW6utprx+FwejY9Y8YMAMDNN9/cInXwYg58diDzhorigGNYGFUn0PpxWY4ET4Ua3Z95Q6VDkJ2d7S1UmKx6ZgxuT8qgNoMqLBRFURRFURRFURRFaXOk3Ao84AiSIDQDnXrBwryByM7OtuRVSYqCa0V5z3bftRRF0K9eK3I8dk1kHySrAK1KRbfIanXxIHkb0mBlGGG5Ksu6g1e3/PIsQ4RkzH4pT5jly5ZUk35C1yNZyFqtYMkxS9NTtDnLFy1pVx5raymzB9fVIXEHfJGK6Z74twuqa9IRxZ/lnK7rnXNAjmWdm0PyGidRTzLPvhGRaHC9q6qqEI1GAQD19em0MU3NKd6jRw8A8OIDWPWidl0Tt0JAY+woySLw8Wqxh8Q5o0q17KzufZGPp7qS1Yc6AsslLXcP1cmSjDtkyWwDie8RpUmyRH7gj6jO2UoYy9ZAvo7oZumbIZK6xymLh6t/WO2aPg/X0ecOqaWV7cBvGeJuZ2Xhob5G27PVhuWf7oXx4Kwilq3FuifBO7Iy/uTY27Ckn+tqlEP+8pFy//33AwC++tWv2pJaX/9lubzVJ1eLBDvFXYJtAJZnT4pW8hq2LlBWEaudZAWX+TnkTGLjz4LjsPDw82PMmAqvPLDLZ155f4N41PMjom/+eKX0ex6bLFcU9bNQPT8Lgm0WvH3cb9vivuKIts/ZK1KuzDQOSb71LOBzsMaoYNuWK8uOP8vQpFf/4ZV/O2YQgJaPkWXeLEe2OJ6DVhaa4PHMda1c9rWQ4znNuLI48bO4cJjYLZO+8YWze7gmy9aYSfdy9YFSrzyyqyivDsbk+VEVo/tE++E+xNkhko6QCDzu+rNA5JwQnMWj/j15fiZy+NiyjXVubOsJO7YJdr1ZzxErkxS1hatXiI1iwVdP9srtJRbWkN/d45UtG4jjmvD82M78ROMeWxd4nkLXM14o2xSVRL1yA8gS4sqcATtLGI9dfJ/Ybmf9voEGRMtCkQosJwqCO7M1d3fU1Zrr+v7mcNnwrLkNZTYEXWNXBsJUsIvVGmtu+GSlV370lJMApBVvnY1t27bhl7/8JV5++WV89tln6Nu3L77zne9g2rRpR5bxJxk6PKOk7/uWolMvWCiKoiiKoiiKoihKe6e8vBynnnoq9uzZg4svvhgjRozA8uXLMXPmTLz88stYtmyZ9xKzUVLIHEtPFRYtg/H/a2AWpT0QjUZRW1sLQFaMjU+6Mbp3T7+50XgtSlsmGo0iFku/vjTqoVmzZgEApk6d2uT9mDcIxn+tKK2FGXsrKytb9LiaDUFpTnju0NCQjog+Z84cAMD111/fKnVSlEwYVZuZB3SW+cANN9yAPXv2YNasWZgyZYr3+S233ILf//73+PnPf+713UbRtKZtEJZTk0zYkiz59YcswSNNEsuOOZI8E/tAJDkcnLzuc5EEwmUtYDmX4w5aMk1WfJGUMeKPzk5ZOXK/GhytOkpS6WQea0f54FJkWSPL5/wSWo+YdVGlGAmWgYZ90jG775AkjSM+83UleR/LnSM1wdJAlr1FV5FsnCR8LK9lSa1TPuePrmzJlHHUCdVKI9qwtq/9HUdr5vtBNpYEZVYNUYVDfWQxpbhQyrUHpe1b0m4rSjRVgtWtHD17o0jYc+j+5o4VuW01ZScBgNq1dM+oTbH8ke0eWSwR5ejsVsYMhw2Epf6F0vgT+cFy81B9sN4xUxYFlrGz/SXClgseIxzX1dq/49iutujMaMKnmfS1cUemk6ONX9rI9gWOkM7jClsUuG2EEmTx4DGZ5Nvc51lGbsmxY8HjqJ2Fgm1pcOOyFVH7K84RiTJL4XPJv7K1hmyNlHGB7TW2ZD2471plrpujbwBAgsf0g9J4I7WOsYh+a0m0qU9b1gb6QQPZxyJsP4k77E8E9z2/LcVlU2kJhv72HuvfYcpIEXFcB8ui5Iruz7C8nLuU41pxtiyW5luWEBoj6j+RcdrK5AMgm7Jz2RmdaN5WwPp82aZivVhCKvJ6BVeWz4Fspdyf+HnBNgI+T84skfRlmKvcKw/NvO3yEGR5Po8dTcp4w1L93OD267+W3nGp/yao3hml4O2ACL3PCYfZ6iifp4KnnHamIB6jHdeTx+hIHc0Tac7Mc3pk6GeuTDrW2E83PMHPYP6bxTEvt+YQtH2iRA6ccNgyLNhGl2N3/iRZPMI1dMF5tzyOOCynVi04WYvLDp+bCvy8s1BeXo4lS5Zg4MCB+Ld/+zfruzvvvBPz5s3DggULMH369Ka9wEwhcyYQVVgcXebOnQsAOPXUUwFIJFlFacvk5OR4bfVIV4pNVG8Tw0JR2iKRSMR7M2yi0n+RtyIFBenFrKbGeFGUo4UZc5ua0UlR2iKs2DFlbdNKW8YokM08wMwLZs6cCQC46aabWqdiR5HXX38dAHDeeed52VEMRUVFOO2007BkyRK88847OPvssxvdX6gNKSxa4P2toiiKoiiKoiiKoihHg7Vr1wIAhg8fHvj9sGHDAADr1q1r2g5TTfivheiUCguzysZv8lzR1cGS+IS9vpPKCpZesRQQ1SKFaugunxcOlGwFsY9Efps3TqwYtSvk85BD4m3J0UkGObRMImCXbxPpYzxC8sN8e2WM7SvxVY0f28pKwPJYTo3CdSVJHmcr4HegY0dKVooD9bJ6H6PMDTs29oQLK7KxIzuCtU3EISvjerN8mc7BCpzscA7Fu9LZ5Uo5VENS5/22fji7JrhOPXr0OCxLiMHlJTWfn3766fj2K0vkC76PDXxf7DbO141lw1bWByvSO53HOrFsRMNyL62sCxzx3WEZstqcFc2ew3vL53UrRYKZ45MNcv+K1ktfiO0QaVzePjk4R/u2bjjXj+WlLnk0WZ1GD98m9aML/OE6ycZg2UN8AjA7s0iwVYDLvH2CM084MrHwfbAybHCGIEcmJZAsdOTgHV55zacDnCfBzzt+i2feTH8RL/7/WbPh0IE3WJHSMz1cbQuGfB6mG5/NEmBuGmw5o5hInFkqyWMHP1d4PHJkG2Fsa4lvI8sfQR9XSyda+u5I2cQxhlvWFNolZ1JqStYIVwYdS55cY09D7PFWPnf1RcvK47iWVpYtrh5H3We5dk7AxnBb/LKi9n3go5kYWS3ln57WL/28NxPTH7z5lvedM9MPJ1DgyruyzjhsleG64HdgnFFs4MA9XnnzdnmWp9gOyhlequznY3IFSewjjvPhfmGdG7UPsntY/Yj7OGe2cdhgXDJ9e4y0TgHZ+6QtcNu0LQlkMah11MlhAzlu7BavvGaljL1ZVcFzsDjXr1i+SNI9icfJ1tgOlGuzZs3yZdWg63yMeEUiGylzB10Ha6wLB489ViYsPjhvw5mF2AoZ/HH6u2Rw+7XtIbQvSoKRzI4Ebu+ytsXp3PoP3ueVt28nezr3CWoTXOb+BMDqm9arcYfliq+xZWniC2tl6Qru+2Gyth88aGeFKylJW4S5LXc0zDmbc/VjPj9w4EDg935CjS1K6IKFoiiKoiiKoiiKoigtTiJkLwAHfd9CdMoFC/PGzrzxiERaMUKWojSRgoICr+3W1NQAgJc1xO9VM5g2rnFalPZAQ0OD9/bDtNn28DZPUVyEDinBWiprh4mMryjNiclMxmWT0aktklbo1bR2NZRWxMTBMhi1m//zjoRRUPjVJQbzedeuXQO/9xMCWlRFkYlOuWARRMoVTZfl8vV+SwjJ/yg6viU7pDkK20DqP6VsBSQJrNwkn7P6PeWQVFlyYpJXbdknlo4Uy8tZbuvLThGKB2t5XZJ3S0JsRVSm6MAO2bkl06S/Rz5ed2zgPi0pWCz4j3PAloMxnI3Clia7dNeN91BXBPVEAcnijxP5/+q1x3jlSDVJLXvY8rQuI6u8cv173dFcWFJSh3Q85PvbkH9jy/Q4Ijbf72CrCEsCrXuUCm5nVluJB25u25D4/nL/9UWMjq+h7AdUjyyHFN9/PeQgtA33D25bvA5K7be6Qf6g6JkvE76uvWRCeGB7sew/7GujdPPYxpVFsuH6nlLx7EqqCF8zttS42rJLcu2QSrP1Zc0qkSL7peJhxz39Mgz5nWRH8I9tBr8slseCGGWM4OtqWTAccmzLfsBtji17lFknxXJelqY7MgBY9bYODAsrg8KHlI2HnvTJIjpPsp9lVZG8l7aPU+YCjijvqqvTTscZo+j8eSxMV4p+Hwkec7jv8tge6y1f5GyTSSmPD9YlCwc/D7kf9xwg0tl9u6RfhqvkRA+L8t+G1oct2TrdG27jrrYWcrRxtsbwGJGkNm5lVqB7V7Gpt3zuyFrB/SZebA/CYcrmxW2CLTpwjEkpsmUeN3inV15bIdmxQrU0XrJ1yyHT52sXcWXw8I+vDtsUE+HnpONZyr/le7J6XX/5nMcaKysL9f0oXe/PpLNY17Qd8uO+hZ6Xf0rlX73Pq7ZIP2ZXMFumkpQRyvqbwNVmmxIRkH0gPJ5l+Ik9XvEXrqw1sgln+zu4RSwCufukjYdo4rVjg9jHLZuFlSWF6s1t3Ge/tWxT/HzgC842ECvbWrAt0ParUVY/ygbT2TnuuOMAuGNUrF+/HoA7xsVhJJE5S0gLPus65YKFeRttVtv0DZ7SHjCqCkDebJj/+2Na+DHRkhWlLVNVVeWNz6bN+uOyKEp7wigrWkphYRSjDQ2O1XtF+QKw592o4Nrym2rTD0IhxwKD0uExagMzd27LiqDm4qyzzgIALFmyBMlk0lJfV1VVYdmyZSgoKMDXv/71Ju0vlEQjWUK+TG2PDM0SoiiKoiiKoiiKoijtlCFDhuC8885DRUUF/ud//sf6btq0aaipqcHEiRNRWFjo2INNKNn4fy1Fp1RYGGWF8Ug3NDTYFgAr4myw/AkAEqy0bmB5UrAsPvaBSHSzOKI/7TfamySwweon24phSRPlHw2fSeRj/m3ZEInQHQrZcr/N6/rIT0he7pLlhlyrbpbMiz5PBksT+RqjRi5qkuTHlj+G5WI+PSXL9XJIHt1A196CL6UjzLMrmnPKiiJNRZK/r94g0sxIDbURtiNss9+8RXdKXf/wvXSe5NzcXESjUW+11LzhMG/RpkyZgiDM9llZWZa805LM8zn5Bp84NSOWg4fpPoWaEHCZ20pypFgfIqu7eGWOPG/VlSNdWxHsWX7LckLaxCdptaXPLKOkTBDUbti6lWBreMghWWR7CGcRomNt3iiS6M1ZlPHGFVXbr8q1UhCEAst5uygKfUFw/2VbhpXNwcrsQ1Xia+e6D7TPSC1ZhXwvNlhieu/XR6frmUhg37593hsx9kw3CYd6OZUpRJEj4jvbiqzsRiyBdcjlLdtILPhZYNUvO7gvWrY8Pi6Pxz4/Tc1Gkf12GUf2EMpEFU4E913OamDJ2cnuyFmc6shfEKOQ+hvpOeJ6RhyW3YRpivyaPs4/Tt78Rqhh1m+UDhsl251tZQl+nqWoEvv2FjVaT7+s/8/f/WdP9WYyO5n5xowZMwAAN998c/B+mwkzz7HejtGz2er/bM0LO8ZSzhLkarPW85QtPI1bTK3nbNxt27RtDVym7djWwfeVxuS8iFyA0YO3e+VVFf1ke7L9WPZb6oPxfG5PjkEog2Uo5HjpG44Ft31rTKb9ZI+i+c4n8tziOZh1P9kXyveNjsvV7tJFntVmjE6lHOfbBjDKadPvoqvkmnDztezCPO/Ip6xu1Y75Tip4fLfur8NebWUW9GcJ4SxVPC91jDlcjboymVxm0Re5e9lzK8UssgWGyT5uZVXJdj1cqex/vkWCN7MsllQ/zvZkzan4Ojlsw/Y4RdscaqdmnmxivjWmSG7v3HfffTj11FMxdepUvPbaaxg5ciT+8Y9/4PXXX8fw4cPx61//uuk7a0NZQlRhoSiKoiiKoiiKoijtmCFDhuC9997DVVddhX/84x+YPn06ysvLcdNNN+Gdd95Bjx49mryvUKoRhYWmNT26mNU142dqqfzoinKkmLZq3hKYtmreHjTmyTM+zvz8/KNVRUX5UhQXpwOgGUWF8Up//vnnzt8oSlsmGo16Y7MZq83YfbTnG2bMT2dJUJTmwYzTgMw72nKGPaNC1Rh1nRcTB8vMLcy/O0MsiwEDBmD+/Plfej8hDbrZ9rCjwjuisPuD9bMlhGRiHMGcZYpsUahdG5xSpmiYyFtrPyUZL9lMQo7MCizT5EBDLF/cvk+OO6TPXuvYKVoqs7JDsFSYJIAskeTo4CDZJUfcZrkdS0RtaRddcM68wp+T5cIv905QZOe6lcGZWFjSFybZas4JwX8gWXYSko3zPWkYHvXKkW0yUUxlB9eV7QUhn6xy0bfO9RYqmlNy+dJ5F3i+tTP+9EzgNiGfDNWyUJCUnO9f/ihps1XbZFJjSRCJgjzpIHWO02M5sSXVZ0mzo88mqdOm/DHBHINrktpX/QqS09LvE0UOT4RldQqOpu2SzYWiwdeIZfgpf8Ya7ne0XSLJ0fNpXw67gkumzXrZUCbJZ8A+2aJljYM+CwBf7+ai/Ke3eGXOGML93S+ythIjWWmZ6DeWPQSB23Bk9v/f3pmHV1WdPlOE+QAAIABJREFU+/97cjIRkjA4ISKTSFSuqIgjKrRSrF6nOtaKjAWHUvHeqr0dbOFp7bW9/bUOPFoVRaqiVymoeJ1xqF7rcKVIQZGCgEBAkCFhSCA5Z//+OL57vWtlryQkJycnyffzPHmyz9777L323u9ae521vu/75ijXr0ShOWNtZ/VMC/SDUPaqshgEVbq+KUmyvt+ObeTtMufb+7Fpt/R1x5W7n9ZY6vL53DKWfNzX7OLJIGBlhNGSf1VHdUYbN4NCwspGpI5bG/2dGpUNZbfK9BIMMIGGYxVGJ6xtMX+HflbmvHFdL1Xl8NWHZBZnErWyTagHkvsvleFyjvItqFHuQzXqnuj2L15sKlVSZ+HwtGc+6biOh6jtLK5dddzfm54+me1+pGxFrU7kmPLtrDEPrUu+eX9jt+kWW/0U/U7yZJdJ6ow6Mf2uso3ceq+qm2C9VtSF5niyj+zrZm5mXLX/eceajHT7PjFuYkG0Wdvy/4LodrCt89SoEQBSA3nnv/xiuF4/47jKQJPw6c8tm1PL2qPT4zaS9LiS5rjvVo9HlC/Tnj55wQbTaaneYtq9RFfl0qvrmnLFyD9OuRWp90etdgnRtp/jb8e1G4nuR2n3W+i63YjYqPoeW/dCu8z73FdIm6dDDljIaJuMvOooqoS0NrW1tXWygIgftMzOieJi27ZtEUcwtMTAByHpRCLNywye2CoVFqStkpOTE2YFkf6FtOWZ6m9QOUrSic4IIrYsKoZsROIWyH8pa0eYXScp3Ox4YsP8zbcfNBBY041715LwjUYIIYQQQgghhJAUdAlpXW644QYAQNm0P4br4jkeuZ9WeLvyco80qmCwkcjnKA1T5equar05TG0XM0pdtbi7OZ92Y1AT5FpOGx9izrVvmZL+6Uj/WmtVZWIZrNjay74e5daRKFLuGFqO6ImUDZ3RQ0mCc3dFy4N9EY61bDhQmVe0QEDLSC1XFACBLqvepOSi1uCqGmzXGgQdbV678miqVQaJ2EbjBlJb5JFWK/lbwvNsgZRfqPiGyqyAKCUkn7T8v+qqqyLLJkyePBkA8MEHHwAwI8u2O4Aqi/P9mMe9SaNtvMvhRoq6Z7uSpGuPnr8bG7ekqFaGDSUn1NG6lYbfGy1ey4mdYNBaCmllxtCJWrRt6nujZb050bJZ69zKsC05cZ7nu+oatMvQoIHrrWv4ZGnvcDleHT1TYNV/X72z5MENu0P4MqxofBHpXSN/+cqLQ5sWpZsbb6U5/tF3HTUQAHDooYfiitffMsVwJgS1PDWpri+upeCeCTnrWtX91tH3LZmsvmX6/ikXur69vgqX16wx2WTsDCbRcnfAdeFS37GehWdZm4B23/O5Xu2LzhShr1lHoNd1oNPxRhmm33mAY5euO1TEOXQbUtTPuDnU1poDFXbdEy7v/T/1jlXPzXJzU+XbvcdUxpzlJhWcrjMfThgXLsusnhuZXtps6X+0FG7cI9smzDXuWW+yPpT0NvfNypKm3486g1e1eki67cgzX7bezVaaAO2eGZ1dzecyCgD5KvvN7t3mvZu3wvRttH3ouhMoW/78nz3UTmbRKkeNtl+1ezxa5g+dYUPL7vc6FVV9Rbux6mYhps6hbU0fK3+7un/9zI3ap9x6rH6kLoOus/oeqWdoZVhR7ZrYWEWFed9nG5KFZ968eQBMfczJyUFSu71Y2cLM6thOc299Wct8vhuWG3VtdBtm9Vmc95LlGuR7p2obt76t3LjUdSaLlLuh5QtplrUbiC6E1V/URmS935zr1F4kug3SLpra1NR16t8fOW7dCb/rWa8zX33dBoqyQvrT2awMyjYk6KaXIHOeYx1ywIIQQgghhBBCCCF1iQUNZALhgAUhHZeSkpJQCSF+0DLrLLEsKisro7/sYevWrdZxCGlNSktLQ1uWGWmZiZbZjwkTJjT5+GLv+5O+i5B0IG22KIdklk/svaWRGF2cRSTpROwKMLGzxo8f31rFaTTSVyopKWnlkpBMIypN6U+LyqalVW7tCrqEZAf3njkYANCvXz+c88QzZoNPQp3rCK+UtFvLlrSrgJYFFqssFDu/MNkUSg8xL4LqLSp7iEeOXTDUyFW1vL6mu9kpf7vRjuly1yppm5sRIsiNzsyg97MiIatrjm0zpmRJKq3I7j75vzrmPi0Ljb4GLc+ro4n2RPS3np2SucaU9H7v0ujMLT7XgdoDtYY8eozxH5dfFzaWx933gDmkupGLxpofZpLSsaWxMg1oyaHjYaDdbxJWthizrLPZaCz5oiWnbTgLhbY5S36sJeIetyJ9fDdidCI3+vuWfHFftP1akb+tzCCIRttNPHpDzJd4RLl6aBcQwKm3HvcN35C3vh81Jeo5aGlmoa5EZlFHUM+piX6Gb1x2KQCE2WiiUiu6gbBaGm3TlusPgNoDTGOgMxEFm4yx53ietdUmqTbMF+xcZxWyshgoH7Uvlh5q9ve0tVpCXsf2Ak9Zfe4/jcByc1Jtp87koK9fZ6XQkvpalUGh+iPz3nLraFK/e/S5Vf2zXJ7UtdUsiW7D9+hn1VnfWLWTp02L67ZIlfWdiVe3icCWup7HVdWL7zEXr7OWxQqj20gre5p2k1IviYSu7j7XHt0Ga1tR7W7tADO4k7vSHmSvVlmc8iwbbNhFybqeKp97oacGe95VlmTdl0Gi1j6m1db7shjp83mK5Jv51Pfb6i/p8ul3m5b8q5fVwvO/E7oy6QGLNo+V4Ue5PytjsbLTeN4BVgYp1a4mtfdozPNdne2lp+13WLjWvH+s95J+l6n65XPd1H1xneXNeh9Y/dvo97rlxqHLYGUgc2zcyvCklpWt5R5v+ruJRep3k3YH93iG+vpdOe5vAtIsYg0E3eSARYZYt24dAOCQQw5p5ZKQ9kp5eXmDEYn19i5dUnFICgpSIyny46652T42b94MAOjZs2eTvk9IYxA7Ky4utv7rgQtJ4yc/9mQWRGak0+EXPXbsWADAm2++2exjERLFvn37wowDYruAaaul7ZYfeuXl5Rkp18SJEwEACxcuzMj5SPulsrIyVL6Jag0A1q9f7/tK1jFu3DgAwNNPp1K56zSypH0jfWtRm2VzzJWsJUD9Ph+Z8gdBBx+wIIQQQgghhBBCiKExQTczRYcesJCR11deecWbJcDnYgDAlrBr6arOCKCOpV1FCpQsClrxrSXYSi6pM4/s+szIVfN1Fgd9XiUj05GCLZyBZi0R1Vhyey2pVDKvWo9bgSUFtQ7UcFYCa70lzfePkAceKWjcE5lYy5Q1L4w6z4oqDZgZYZG7iwrCjSshn5PJJLZv3x6O6D867FQAxsdZjiP+oPoc8h1XnSGzd1u2bIkst4/6ZpztTDhupOdoNyFYtmZWWzJATyYSSz6v7d0TDdqyX3XeRKfoKPSWxDzfaWm1bFFfqrYpn8uFT4Kovps82shmY8tNFH4r64J1j9TxtY3XKEmkWy2tbBPR63WWER2tP1D3I6Zkl/q+zjr6xFARIYofsVWZURYbF7mwO9MsdUe2i90CRiXkZsCR+iPKt3Swbds2/L5fX/Tv3x8AcOlrr1vbczuZhqGs55fh8mdf9jXl1ZJczxvTcpXTUmLLjUG7gaj1HjcnX0cgb2d0NPrUCnUon3QZep/oEwYJ3SiYxcJjzXtoZ6WR6peUGgm/zlCg2wad3cqSpjvX6cvMYLcPqj1R7x4rmn8jXDt9GUmSOnOACj3xPxf/a6qMOTmorq4O41OIvQNGWSG2v2nTJgCmDc4U8l7RsnAru4py/QiULD5H9QN0thydMUS34VafRfchrHOpNkhpyl231HD/CvNQ8xL2NksWnxtdN+u0mQ2st1z/9kXvo/tX2p7ylauvzpils9HknWhnGtu3yNQR3Y+y3BB80nYrm5Ry9/3E9C+121NSZ3xL6Ov09FnV8SsqKkJlxRdffBGulwwcbQmZXS8oKMDdvQeG6j95t3Xq1AkXv/aq+YLOLKddWtUxfa7NVn/H51alyN9o+yp62zHPeyah9s/frbKbHGP6I7m6P5IbffzGuJXaBfVvst6Jytb2djdfqlllXON/3qeL1Y4CKYXm9LWbGy6H1SaYZelbiKv1tdde2/CxiAVdQgghhBBCCCGEEJJ1NCZLSKbggAUhhBBCCCGEEEJSMIZFdjFq1Chg8dLWLgbJIiorK0N3jPz8lO7a554hQdUkOJUra5PvufJhkdHrrAlu1HmRzcuxN2zYAACYMmVKk65r+fLlTfoe6TjE4/EwEKabktF1/ZDtvvVRGUHEJUS+s3PnTgDGFaSpth3FJZdcAgB4/fXXG9iTkIYRWbm0y277DADbt6fk/1999RUA4Ic//GEmixiycePGVjkvaT+sXLkyDOLa1pG6Kv0vqbPyrtKBc0nmicfjuO666+qsn377H5p8THGdFvd/0gQacAkJ6BKSeVbd+u94+eWXAQDduqX8C/Pz83HpK6ajq/2wADsdnUb7Ieo0QdrfOJY063d93iVcLh1sfB2rPjZ+jrvWmH3y90T7weXuMuu1r3HVp8a3Ufutxpz2OV4VfVyd9lL7jCZVtGXLj1/tr332tK9mwkqzp5b1iZUOyfJfrmdEL0f5YuYfp9LIbu0cLhesNw/izYsvDX2N5QXWEV5cEk+je/fuOO/F/wnX1x8vITomheVXuTfa/9wXI8aOORL9YLXvu/ZPTPriANSHr3HVPpDaf1TH57B8jaN9uwsKzId9yn59PrA6VWyuJ7Wem4ZSx13R8QwS6h4nOkfbcEyliF0wYlRo+zIgIQMV7RW3zUtsNtlLPt3UJ1zOrUUkun5YKWk9TYYVq8Jj91ZnwBOTxI55oU/gnE89vqRnP72PbpN9/v26HPv+rnzvB5rgDnvVu8qqPzqkgaon+n3hpnzMteJ+mGPpdN6anbvNM4yrFJj6ffv6lZcBMIPLEt9B7L+kpASAiS8kg8zy34270pa4sVMujjrqKAAmJk1ubi6uWPhWuE9QGx0zx7IJn33o9Trdp47Po4wxUetJP6qedeEm09DXiavkw5OG0YoRodrVmlJTaYM8FbNExeGwYqioa9tXqj6oeBT6egqVvVZ+bqfbTfY0hSrobupRzQbTTwnUCYMiU5BC1X/RcROSnjTLFqquPX/+uQDMxIu8A2TArSMOeD126mlhbLLvvvJW5D66XfHFgoBn2ffDz03dWW/MANlH2abuI1n9hX8ae9K/RbxtvS/ukf4NkBfd93PbcR07p7qHsXcdtybRteG+9j9/9u/hct8Zvw+XC74yNy2h+kSzhp4Ytuv7G+uN1KWhoJv1uoukGQ5YKM455xwAwIIFCwC0zc4J2T+2bNkSzgLLSLubblH+y3oZ0HAHOtxZZunkyvflsxukUxQc+hyClE0a3vHjxzf9YoFwBPuxxx6zyk46HjU1NXXaOPeHmhsYU/6L3UgwK+nkynbfDz7A1I90KikaIlMpJUl24qraxH6lXZWBDHfATmxV9pc2P2omMNu48cYbw+W5c+cCMO+49j4wSRpG2myxaRmgGDNmTKuVqSWROvvcc88BMO8kqfvS19IpuEnmKC4uxt133w3Abrv2l1WrVmHChAnpKhahSwghhBBCCCGEEEKyjYayhDRGDZS2sgR66otEIooLSTUpszW3rFoT7qNli1baOZ3qSC3nmCx/KFDuGzVaXqjIH6JcRZYbeWHpSrNPbrVyM+mlJJhKwravW3QqSADIr8iJ3nbsTrO8rCRcrFXuJYnOKi1atTmOlgFrtIuAlS5TS0SVtE0f08JxBYgraVzuMZXmWIuNS83s804HYJ6jzCLLbLBIAt3/8vxlFllG5OW/zMK5sSzk+DK7JyP6U6dOjb6mLOCpp54CAPx0zfpwnS+dl5Wa1ONWpOuHJVfVbhO+dKJaNajMQLtG6LShgfKtiO217UbLfbXd2S4r2sdFrddlUmX1uSvpa4550qlaqXdVm6DRKUoBO02d5ULglWabc8//5kgAfhsWhY/UBTfOhMzKtRe/Zs2A3xpfWcuOtbtQPPqZapckn3zWcgPRabCt9G9qWdcHjzuJq8fUbb21m6cdtiXlalmnQlT2o90ObTfA6PSSSU/K41wlF3bdtHS91Pd4b/do+XBxb9PO71ti3o1zvn1WHXWb2PHKlakXZ3u04/1B+jai+pN3lbzrfr7e4xZg5cZVq/Wz024/utvhSaNtudlp4Zebfl3ZTnxwhVnOMSfZs8c0mkVFpmHVKXe1W0dSpci2XEK0S6tHvV6rU4h2MjvlVBnjjztuvPqdUVOidfhmsWSA6RfqFKm39E6lgpS2OTzf1222KAQkbadWcAJ1XT8mT54ceV0dhZdeegmAUZq46ew7deqEf/vMdLR1W2f9WNMp4LXbhNpHP3evW6Czn8ZKsW2lZPYs+95XnneIbx/tYqr3ydtuTqbd0AFg5xcmZWnOAebFlrfCuO3ln2B+1/wmdlIYo60tKNjaO+vXr8fZZ5+NTqd+DzmdSr37JasqUfXeHCxcuBC9evVq0TJRYUEIIYQQQgghhJAUdAlpW1xwwQUAgPnz5wOoO2JN2hYyuyyzSTL75vrbywyGL6uHKCXEj789RSKmj3P7RGaYxYYl64Gsd7N8TJo0KdNFJCQtrF27NmzLxd5Hjx4NABg+fHirlSub8GX3YfufvcizkhhYt956a2sWp80jbYT066UOiFJW7jNpeSj4zz4YdLOdoOW7WsJluTt4pLx6n71LVQTpgugIvNX/UJk+lASxcHu0O0VcZRPc09PIuXJ3GwmXG33bkvUeYYIxBjWm81J0vJFwaRX93mXRmUhqTZBiy+i15FpLji1Js5JgJrqoKMP7lGTTiUys5duJpcYN5OFvnQTAvIxI4/jtEX3CzuuPl6wO12tpPDzyQp/tazceLWtMxKOlllpOW/Qvxv72LDXy3hrtVqROluO6hKg6G3gkyIG+IO0OYMnelQxYK3q1DDqhb4Dax9PAW9l1rAj7zo4eaXJOVfQNn/uNEXVSupG6/LpPTwApOfxvikya6+pFRo6tsxAFHjvWbhCJTto3xyxaUnP17ihSstqEeobaVTBmuSnZ7V9Mdfi0i0fck9HE19cItEwYWups9qm1sul4MoPo+uApdrLQLoV+f+j62qWPkf9rifyfjh8V2veu41ODyDIoTfaf3xQb+XssMFJgS8Ie3U2xXeJUe6n7R1bGJMulTdtQtDsJANQUmxX7vjAuqslCs76w3Bj/3niRKrhZ1K4lucp9w5LCd9JZ0VRRVZ/Fzh4X96y30X0v7Yqbd6J6vy1RmXdK+EOuNfmPriWhu+TtW8wz8mZ18riA6n0sdyjn8XYeZM4xo+uo0EVLBlU6depk/Re3Zdkuk2+nP/hoeBzLxVChs55YLny6Hd8X7S6u3f/2LrEz4ehp3eQeE8hUu/JaGXZOjCweaWVSMSz87U8mY1hwwKIRSIRtaQQOOOCA1iwOaQKigtB+n242D3kp+FLZSSdYRtwzmeUg02gV0YEHHvj10uronUlWU15eHtqsKCquv/761ixSVjFnzhwAQGlp6sdZ165dge1L6/sKySI2bdoU+uWLkkL80W+66aZWK1dbQGaRO3dOzSwUFRUBVSvr+wppZYqKUgMwYvOkecg70e0HSiwQ6Qu11mB/PB4PJ40k7bKUUfqz0keV/20x00ltbS0HmrOQbAq6yQELQgghhBBCCCGEAPjaJaQegRddQrIMmbXp2TMlGZYRbi0P1hJ5SzqpD6Sl3B73EEs6Hr0a+ZVGnlV+lopurSSOsUT0gbQcWEs2AVuaG9ukIvnuUJkVTjAjoJYngD6ulgrnq/JVGHNL9lE+K+VmNFi7siTzlOxyd7RPresSMr1PDwBm5khGz88///zI7xObv/zlLwCMrU/a8iKw5euNyWhZupU9xMry4jmJlktaUa+jMw3oZ5y03D2i3S+0u4aObp3aT0l29Sat3PeMGOtz6MwdOmq2zoqj1+tGvfCEbeGydmux2gGFmz0kma/dEsz63/XuA8D2ud2xYwdWrFgR1oef//zn0SfpYDz88MPh8sEHHwzAKIkKCgqQ3ObJcBCPXrYytORoqa92pzAGV3igaej2ri+OLGNcGc1e5SqYUMs+ma9bDm2vutxWHVI2mlupMhzoyPaqjia0tNeTocaafdHrdd1zQ0Lpd6Oqy7s/UXWlVGXE2rUrnJmTWVIqK+rn0UdTUnFRi/649r3Uhr1AQmXSiBU03I/QvUir/fe5zelMBL53hPqu69auvz/n5NPrzC4HQQAcWVcxGYvFMP5/P4y+HlWPrIxT2q51mZQLodXv0u82Xz2A3dYnlC3XfmJk9clOzoV/jcj/sznLWFtg1qxZAIwaQdQL4vpx82efh/taLqraVnKibUXv/9uyvuFvBlFrxONxTH5rUbjP/WedkDqGE0/NVVS4iErYRfb/6/irwuN+68P7w+05qrHX7uYx7RJiuaXqzIeqXqu6kjA/GeoQeF5Tucrdt6qqqkO32w8//DCee+45LF26FJs3b0YikUDv3r1xxhln4Oabb0ZZWVmjjzVu3DjMnj3bu/3TTz/FUUcd1biDNRDDgkE3CSGEEEIIIYSQdsxjjz2GjRs34pRTTkGPHj2Qk5ODZcuWYdasWfjzn/+MZ555Bueee+5+HXPq1KkpF1cH4+bdMHQJaWOIwkJGP8U/lmQfK1em/G/lmclINWkcMnsjwZxI22Hz5s0A7NkYeVn16NGjVcqUreiZKblHMtPmm80i2UnXrl0Z0X8/EVuXuC3YVs/OWcz27dvDd73UafcdJrPU7aUv0F6uI1vo0iUVnL24OKV0C++vUlg0h927d4cZ5aTeiY0K27dvD/cFTLwMX1wNK96SKrsgsS1cpUY209Hb7hdeeCEy9sirr76KUaNG4Uc/+tF+D1jcdNNN6Nu3b/MKFgR1ZW7u9gzBAYtmoF0qkj55sJIO2tHd9YHUsjezgllMKBlWwXYVYVpl8Ni11mTIKNhqCqcjbAf5fkOL10RnE9n3sZKLeqIf5+4y300URkurtUS0oFJnWFFyZ6V2iys3mHtPOzZ8Aaxfvx6AaegZsie9BEG0fNdye9JywYJoiWSOejAxJTHXUnUdrVrLifVx9im5cmBlBokuT1BgSyYTnczB4hXKlcMj5bXwSD513dduYvmqPmoJZsV6UzdzfTJrvd5xe8o1CXysjApgJsK0sU9HL7fc91Sbr/qA+tlZGZCUfFh76VXBdExiSlZc9XG0i1BNd3UC7fKUsG0jZ4/KoKSrh7KNR088JZQ9X/3Ou2Z/LXNXdTT/BGPHVUqyrt1RctU17z3QlFW325YLoqpL+lxuOZK6fdBZetT1/NuaVeHyjwtVWirSaGo+Uvau2znV9gTa9rWLkbJfnZlG9y8SedFtNTx9Ije7k+a+skGpczUh49cjZ5wc/ggc975xD7HqtSq3zh6VU2XKpF2pdEVL6PeWuhc51Y6N60wplitk9GBpnWxopEWY+Pb/hcuBHlPwdJWtLGc6w50yzekbtoTLv+nfK1z+3XH9w2CaOhh8S/HaydcBSA2GjJo9L1yv66nuy+jMUr5MJ16XLtjtguU2q+rCHYP7AgC+/PLL+gvfAfAFSv3Wt76Frl27hpOxmYYKizaGjG7KKCVTA7YuOlezNPjSAZcRZRl5DmeQSKMQ25ZZK9J2EFvXHXmpD6wHNjoaubQdbiT29sr69evrzMi1F3R2I+LH9ddvS5xzzjmN2k/i1Ii6TBQXUs/bKpn4cdsRkB+IkiEnE6pSUYKJokKeZVMzzs2YMQMAMGDAAABAt26pgcfAmfXWqsFssn+5D9ddd10rlyR7eeedd7Bjxw4MGTJkv7/74osvorKyEvF4HAMGDMA3v/nN/e4LxpLOZFrE9kzR9t5WhBBCCCGEEEJIO2Hu3LlYunQpqqqqsGLFCrzwwgvo3r17ODi1P9xwww3W55KSEvznf/4nfvCDHzT6GLFkgFjSr8avb1u64YDFfiAjsjJC+eSo4eFM3TX/+164X6JQzXDui85kYMkf9fNWI1nalbq2s9kpV0cp9igFC78y8sW93U15kp1U2apt2aWWL8MjJ7ayj+gsCNaB1LLeXckuc78w8qeExzXlgVNPCGeLZcQ4kUggmUyG63XUZcDMHJWUlFj/SeMQe5Yc7zNKR4S+wT8I/hHuZ0l/lSTWUg7qzBtK0lo4xDhMVy3urnYyi5aXlJbP5kTLwi1ZuZIc6owadcqtvp937I5wubbWbKiuMLrQ/I1m5l27qejsOjVatr5ERd9WdSUvriu/LhzU/rqcdv14aNjQ1HpVJwCjjtG+oB3dL9SHntF68803AfglmQkVrV8/d+u5eDLCaLe2QNllUGsM0XKB8AgErLZauz85LiG+HGOrp/4ocv26dfcBMFmBpL284a2Pw30qtxeFy52U64e+F9ptpFBHoN9i6reub7VKOq/dSQBg30HmpuVtM18KtOTaM+Mjs6WkfqTtEIVFzdHGzyz3M/O87TZcfV/btXJjsN0+o906vFl3tITcyuDUNHeICRMmWJ+feeYZAJ4+gSdjCKK7RJYrnnYhSZaam9Tn8K/C5fUfH2qdTmdH0PdVo7Ok6bom7rCkeejsMUBK7aDbX6sfr21CN8W6H9BJG7ZZ1PbUq1fKJURcma+99tqmFh9AXWXG008/DQA45JBDAJiMhjpmU1FRkZXVUL8y9LLVV7Lee3q9Oo7jtqQzZOlt03umsnKNHj068po6OnPnzsV///d/h5+PPPJIzJkzB0OHDm30Mc466yycd955OPXUU3HwwQejvLwc8+fPx/Tp0zFlyhTk5eVh8uTJjToW05oSQgghhBBCCCHtmGnTptVZN27cuDpBMZ988kk8+eSTqKysxNKlSzF9+nQMGzYM999/P8aNG9eoc7mDtf3798ePfvQjlJWV4YILLsDPfvYzTJw4sVHuQYxh0cYQvzNB+zi3RR/QtoL2xZdl8flEeJN8AAAgAElEQVSTGSJ3BFkqoBtJ+4033gAAfOMb32jBErd95D5qH/emBDcjLYeoilyFhdi8js8gz27nzp2ZLGKb4quvUjOh0pZ3pDgI119/vfX5qaeeaqWSpAe+jxuHtAeur3t75uKLLwYAPPvss61ckubx/e9/v7WL0C5w35uZiF0k6p6Wytp1+eWXAzDxWw477DAAQG2tkfG0dn+uo8YAnD59ep11I0aM8GbxKC0txemnn44FCxZg6NChuP766zFy5MhQpdMUzj//fBx22GHYsGEDPvnkExx77LENfocuIe0RXxRdHXFbyyiVdDwRV9HWlVSw4Dgjs9XZEZK50QZSoyLb6+Pr81qRrve5Eq7Iw1rXoCMh59SYL9x7sjF8aRx1w7Rnzx78rHyjOVdttIx0xun/kjo2U3dlHVpGaEkElT1q6WTMI3WtXqRk4lbkf61NVIue96vlDqXdKXTGBkdOnOP5js7ikZtrDrB2wo+jT/41Dz30EH69y7iT6DIllIeBriu2pF8tq7LOv+ycsP7I/9buaPS76/9FrtfPcM0NN2eqOC3Ko+cNCwc/x20wP3Cqlquc5gmPTFj3e/WzrvXUDY/E2Ptdj+sQAARpSsl6zxmpdrigoADXb18Yrt/V08zIFGwxyzutrFTRmUH0eyuhs1XF7bY+/yutOTaL2u1LtzM1ndPTYeo74/fmgydD15rr24d9u8w/5gIAqQGf76x4OVyf9GRi0i5+OhOatt94VbQt6nZey86tLFHqq/F6Ar41hweHHJ86VxDguveNC5Tl0aol/6peJwtUxdOTlKoN/6L8ALOLU09ryqrC5bwVJthjnnKt2vsP1dawp54RdJYzK9uYZQe6b63aJNW3tv28sw9ty2jMK0P1j/S7KyehslK53RN13EdOPzmc+BV3mI5GUweH8/PzcfbZZ+Mf//gH3nvvPVx22WXNKsdBBx2EDRs2hJkVG0WWmDObwUbwwx/+EADw17/+FYD9Y9rn99zRWL16dfjDSvzq7rzzznC7RC9uCImdIDNl8iNNRsPlszwDyWctjYEb80IUGcx60Tgk5oFuXDMRPbutMnHiRPza80O+OVRXV4cz/VIXXBuXgUH5L+ujZH5XXXVV2svYXpAXt7QVolBp7QGi1uCKK64AkJKlAsABBxxQ3+5Zh7w/SP2MGTMGgInf4rYx7ZnVq1cDSMmkAb7fOiqiMpL3p6h1WxJpnyTWzkMPPQQg1Y9IJ+ISIMfXWUJiaRrU3h9qa2vDa3fdFUjDbNiwAUDzFYQVFRVYvnw5YrEY+vXr17gvJQIr9XrU9kzBaWxCCCGEEEIIISSDbN26FZ9//nnktueffx7z589HcXExhg8fbm1btWoVli9fbqU63rRpU6SKZdeuXRg3bhyqq6sxcuTIMDBrQ0gMi/r+MgUVFvuB5AzWkchldPaFi/4VgBm9dGc93YjE3377+fAYOgK8jqy78wuTL1cnOwj0U9MZGvTEqpZvKtcP67vuwJjXrSU6q0FSjdRGRZy96aabrM9j1bL42LnxQbZtS2WQcEcS5bMoKtxZZHf2WRQZ8hy6dOkC0jCSBumtt94K14lv5/yLRgEw97ohG7/0tdfDY2gZsJb7WhHWdZRt7RJS6wkM5JHPW9915MQ5SsKpy7T3Y6MAWnHbv0Wfz4POwDDgjj+YcynpZMwX6V6V+74zjwOQkgDu2bMntHFXxeXGcRFbl/uuFWA6Onhzya8wx9Vtwr4DzHKfmb8Ll9d+/9a0nbslEYWFzLSKvYvS4q74CABf3+8TzfZx//ehOYgvTZJn8kG73+ldrLY20O22cqdQ0evje+w5B+0q8YejBuDCCy+MLkADfPe73wWQyqxwO04AkFLJTf54UbhP/vFGvl6zRrWvnojy+nqsd56T6cSSWas6VH2gue6SPsYNK/GJkc43JytO4MlW1Z7ZuHGj9Tk/Px+zRp4Svm+vfPftcFtcZ7kJottzbdf5g80z2rXB9GUKN8Wjv1ATLcG/59ijAQArVqxo4Goah9svmTdvHn57VF8AqTbgxkWfhtu0G1Jcud7Xqgwoum7GdmsfF7NoZbECULPFZJ/S76Gavyslqjrur/v0DOskSQ+SoWPevHkAUrb/+NDTwj6m1AHXPdlVODZGiefL6NXScTNEuSGKOSB1XdqNU7u46N8KetmyX1Xh9Xd1Ni0AeOT4VFaLqqoqVFdXY/PmzU29jHbPunXrcOKJJ2Lo0KEoKyvDYYcdhh07dmDx4sV47733kJeXh5kzZ9ZRqp999tlYu3YtVq9eHcbCWL58OUaOHInTTjsNAwcOxMEHH4wNGzbg1VdfxaZNm9C/f3/MnDmz0WVjDAtCCCGEEEIIIaSD0qdPH/zkJz/BW2+9hVdffRVbt25FXl4eevfujWuvvRZTp07F0Ucf3ahjHXHEEZg4cSI+/PBDPPfcc9ixYweKiopQVlaGKVOm4MYbb4xO7VwfWTKWzwGL/eCiiy4CAHzwwQfhOpkFdWMviP+5/G9M+piOhPix3XfffQDMbKbEmpDZTpk1lhFq18dWRr/d7TKSLc9FIoSTxiFKF6CuOkVmIMS2tRyNNB+ZsZFZGDcriMzsyH2Xz2LzOl6LmwWC1EVURW+/nZpNFl9mue9uJqK2EtuiqeoKzbp168LltpA9RZ4laRw7dqRUEAcddJC13lU+tiYVFRUAgKlTp7bI8S+55JJwee7cuS1yjuZCdUXLIc9/wYIFAIADDzwQQN2+p/Th3f9u3zMqu537zpDPmapn2n4ylSVHlIuShWvSpEkZOW9bpFu3bvj1r3+9399bs2ZNnXWHH3447r///jSUKkUsESDmy8jw9fZMwQGLVuJ/z0sFwfMFUZHGMur/SY/NjvxOXMu5lIQrpn7kJ30R6QFLwqijg1uZTtQ+VlYHQhwWnPdtAGZQSWxdXBxEDum+8GOxGE59+vHwOLqttNpNj7eDlqHXOhkE8nZG74c0ydpW/se/h+5OMopdUFCAWxatMmUYYqT0dxePaDOB7j77xf65yrR3njzjTOuz2LmbWlk+y0BfYWEhvvnY0+aLuk0tUKvzo12kkKc6xAW21Py+Y1LZPc4555zGX8h+oCXAVcoVw0pcpbPvKJl/opN2ZVHvJ6ceW9m01OWV9Kkwp1AbZg07CZs2bWpM8etl7eRbmn2M9sYDgwYDMG21byLGdQfMzc3FVaueCI/TpZd5dlVfqSxRHjdW1yZaDWV/ecoFKqkyeAQJ7Tai5PL19I9K++2IXF/9kbk3dxzVBwBw6aWXNr68hOwnOgOVbnBjnnZc19l7jjs67M9JGyATKDq9Omm70CWkjaM7RxK4REZM3ewW+kcYUNffXCq7O4rrHsftGLQXpFFzR6d9sSoEn+LCVVak04e/I/Gd73wnXH7//fcB1E1XK51W1/dfcAfbXBv2+Ya2dWRmoWvXVKe2vgGJvLy8OjM57mdRUsj9kTrjZrWQ2Rr6ijYNURVJjCJXLee24fI8XDv3PW/3ObYEn332GYD0DVhIhiwAmDVrVlqOmW62bt2Kyy+/vLWL0SYRBdZrr70GACgtLbW2i81Kmy/qLXm/+madmxvNXiMKJ8k65sagSCcyG5wNlJeXt3YROhQS9FBsXeIFSPsv/Rt3cM7tz1jxXRxVpPQNRNl03XXXtcSl1Es6BneF6urqsI2Q+yP3b+vWrQCYFaTNEwCob1Itg/NtHLAghBBCCCGEEEIIgJRCv16FRQYVwrGgreiRs5R33nkHgJmVc2eZXf9ywY1E7M5ay39ZL6O3rvyqMcgjltFdmYmVMsmsiHyW0V/xX27JEdJ77rnHKoPcv+7dU9JImb33KVYEWS/+rqNHj26xMnc0xOfxsMMOA2Duvdio2LAvc4s7U+3WBVnv2rQ7c10frvpgy5YtAIw9yHZx05CynXbaaQ0eu6k89dRTAIDi4mKrDHK9Upd91+8i33eVFZJPXiL+04+/aUhbdNJJJwGoa9/SZrttvKuYcO21IaVRFG4kennmMrMtbbj77MeNG1ffJaaFRx99FICJe9CpUydMeP+jcHtuVXR91S6EWoZcc5Ttx537zyLzHeVr8sdjBwIw7yeA7Xy6ePrplItSv379ANRVFfmycLk++lHufZqo7qZbL9zYAJKd7ZNPPgEA3HjjjU26xv1hzpw5AIDb1pvZaMs10SeS0u5dajrwzkEp23UVtaJYkWscM2ZMc4pN0sCMGTMAAIceeigA02eQ94CvfY9qz12V5K5duwCYbEbZ8Lxnz065mEusMvkt48bOctXL0g67aubWUI2Q9LN+/XqcffbZ6NntO8iNF3v3q03sQvn2+Vi4cCF69erVomWiwoIQQgghhBBCCCEAvo5hUV/QTcawaDt88cUXAIAjjzwSgBlllRFV+e8GXnOVFe6ssy9wjcxkuEqLKL9od5uM6srsnJTB9T1zZ+9aEvGRljzRMprr+gW6MT18fuOccUs/kh3n3XffBWBG4AWxUdeG3SCb7myx4MbA8GVj0DMYPtWFlEVG/eW/lEGOKTMdLYnUJ8Etg7vdtXm5D/Jf7p9cE2fl0ou0Rc8//zwAoHfv3gDqtj3y3NwZYff5+RQU8jzlOPJc5b9edts7OZeodmQWLJNZHa655hoAwBNPpIIqpjNeQX2cf/75GTlPR0RigLzxxhsAzGyra+PurKurvGgom1fUOjc2jNi+qA+kH5IJZYXwve99DwBw2+/+kJbjrV+/HoC5tilTpqTluCT9yLORDHZutihXYeei+y1uf0T6Hbqtb23Gjh1rfX7wwQcBmBhcUvelPoqygkrODkIQNBDDggMWhBBCCGkD3D9kcDggJwMYroTadSdw3VxkAG5Lt5Q7V6pTH2vRIIuE1MftvXsCMC6qro37BmpkMFJ+3GVTME9CCGk0yQCx+iJrUmHRdpCReJmVO/jggwGYEVTprLlpwdzZZndWzp1hExpaH7VNkJesjPK6cTPkGPKSbam851G4ecbvvvtuAHVnVWS9e7842tvyrFqVSs1ZVlYGoK6aSD67cVikDshsg9iZ1AnZ7qqK5LNv1k5/153BE79T+XEkGSAkQrbY+KhRoxp38U3AVfs899xzAMzMhVyn1Ed3xlHuq8SekXgckydPbrEyEzOTL/GJXFvyqR7cWWg3ba88T7cNr8+u3fgwPtVNa6SQu+qqVGruuXPnAjD3yb0fvqw3MlAhdXP8+PGZKDapB1ECuDG53GwHbnvrxi9y2zJB27rYgWvL0i8RRaiUqTWQfonMOh9wwAEATB0X3LJLWz1p0qSMlJOkH8mgc++99wIwtutmD3EVQtKuAcaG5R3fFhTAtFlikUzCCs4TuT0zcMCCEEIIIYQQQgghKRoaj8jceAWzhKSbF154AUDdkXjXz9n1+5fYFuLPL/5ibpYQN8OAzMDp+AHuTKAb5VdGezds2GB9lnNxhJXUx/z58wGYrCFunBHX5sWuZEZNZiTEhuW/bHfjukTNRLuz225MEzdryOrVqwEAa9euBQDccsstTbv4NPDqq68CMPdpzZo1AOr6kpLWZdasWQCAY445BkBdGbib2Uj++2JeuIohn0IDMHXKbbvdeBcygyd23ZoqhT/96U8AzHXLfXBVg4win/2IakaivsuzdLuLrsItypY1up/iqhJkm7TZoqxgu0iyCcmSVFpaCsDYelRsKunTiBqNkLaCZAnplf+vyMvp7N2vJrkb6/f9D7OEEEIIIYQQQgghJIMEyfrdPoLMSSyosGghXnrpJQDG380NQCazCLJelBVuRF43Ir0vPoCOW+Fma3BzpcvMhgSCWrlyJQBGrib7h8RtkXzlYqPubJzYutifqIlclZDs5/o2uzEDgLozem49EBuX+A+ff/45ABNxXjJCENIQTz31FABgwIABAOrGXnE/+7KAuMoMNziljgvg2rHbhsuxRR0n7wtm0iDpZN68eQCM0kLabjdGhS8zjqsI0hmiZJ2rrJCYJpK5hJC2gMRX01nUJk6c2FrFIaRZiMLi8JxvIy9Wj8Ii2I11yZeosCCEEEIIIYQQQkgGCQKgviwhTGtKCCGEEEIIIYSQjNNQlhAkgVg9m9MIXUJamGeeeQYAcMghhwAwkkmR9oos3pVYuunqXJcQN82ddglx08i5/+XYkuLx4osvbv6Fkg7LggULABgbFxt1pfEifRebFym9G4jWl/5RB3JzZfSuhN5NmSiuINdcc00zr5Z0VCQQYZ8+fQDUDbIpuMEEfUE6XRuuL3Cy/Jf1UkfEFWTkyJHNvTxCvMyZMwcAcPjhhwMAiouLAdQNJu7itss6/brUjz179gAwbbTYtpvqnBBCSGYIXUISI5GHIu9+NdiDdfHX6BJCCCGEEEIIIYSQDJJswCUEARCdFCrtcMCihRH1wiOPPALApIKUGQp3BsINzimqCF+KUncWOgr3GDKjsXnz5qZfGCFfc8EFFwAAnnzySQB1U+G56iCxbVd54dq2GzxWi8FctZAcS2bptm7dCgDYvn07AOCGG25o1jUSctlllwEA/vznPwMA+vXrBwAoKSmx9nPTl7ppT32qIN2Gy7IbfNmtGzoQLSEtxfe+9z0AwF133QUA6Nu3LwCTvr2oKDUD5ypFXUWQ9D0AExDZTe1+6aWXtsxFEEII2T+SCQCJenaob1t64YAFIYQQQgghhBBCUiST9acujTGtabvnscceA2BSQsrsgsxCy0yFzL7JjIXMVruz0VGP0fWDltmN8vJyAMCECRPSdj2EuDz33HMAgIMOOgiAsXHBnYF2Z5zdWWRt4zLjXFFRAcCk6B03blx6L4KQBpg/fz4AY+fShotyyJf21FVWaEWR2PWXX34JwMRkufbaa1voKghpOo8++igAoxwV2xebFqWQ2DVAWyaEkGwljGGx+0zkBZ28+9XEqrCu89uMYUEIIYQQQgghhJAMQoVF2+Xmm2/Gs88+i02bNuGwww7DT3/6U4wZMybcvnjxYkycOBGffvopjj76aDz00EM4/vjjGzzuAw88AMD4hHbu3BlA3TgA8t+NaaGRdTKrUVlZCcDM1k2dOnV/Lpl0MOqz8bfffhvnnnuutf/u3bsxd+5cr+/xjBkzAJj4Ld26dQNQN+ONILNykjVEfJ137NgR7jN69OimXyDp8Nx666144oknUFFRgW7duuHaa6/FT3/603B7LBZDUVFRqIr47ne/i5kzZzbq2KKeO/jggwEY/343s5OohHbt2gUA2LJlS3iMiRMnNvnaCBG2bduGsrIylJWV4Z133gEAvPfee7jtttvw0UcfIR6PY8SIEbj77rtDtSchbYFx48Zhzpw5YT8CSCl4pJ1duHAhfvCDH+CLL77AKaecgkceeSTM8EQIqZ9QYVF5GvKS9SgscqqwrvRvGVFYROeiIl46d+6MBQsWoKKiArNnz8bUqVPx7rvvAkh1QC+66CKMHj0a27dvx9ixY3HRRReFHVNC2gL12fiZZ56JXbt2hX/PP/88iouL8e1vf7uVS01I45k4cSKWL1+OyspKvPvuu3j88ccxb948a5+PP/44tPPGDlYQkk38+Mc/xtFHH22t2759OyZPnow1a9Zg7dq1KCkpwfjx41uphIQ0nVtvvdXqj8hgxVdffYVLLrkEv/rVr7Bt2zYMHToUV155ZSuXlpC2R5BIIkgk6vnLnMKiQ7mErFq1CieddBJee+01DBkyBOXl5TjuuOPw9NNPY8SIEY06xvTp08PlU045BWeeeSb+9re/4fTTT8ebb76J2tpa3HTTTYjFYrjxxhvx+9//Hq+//nqDP+gmT57cqPPfeeedAOoqLvQstUTknjJlSqOOSdoPLW3jLrNnz8Zll10WKoKiaMgO7733XgDGhmm/pD7SYeNlZWXW55ycHKxcuTIt5aP6hzSHdNg3ALz77rtYunQpJk+ejIceeihc7yrkpkyZguHDh6er+IQ0SLps3Me8efMwaNAgXH755QCAadOm4cADD8Ty5ctx1FFHNfv4hHQYksHXqU19ZM5Jo0MpLI444gj89re/xejRo7Fnzx6MHz8eY8eOxYgRI3DDDTega9eukX+DBw+OPF5VVRU+/PBDDBo0CACwbNkyDB482Eo1N3jwYCxbtiwj10dIS9u4RlxBxo4d29KXRUhIumz8jjvuQHFxMXr16oXdu3eHqRuFs846Cz169MAll1yCNWvWZPAKSUcmHfadSCQwZcoUzJgxo8HUt3/9618j23dCWop0teH33nsvunfvjhNPPBF/+ctfwvXLli3DcccdF37u3LkzjjjiCPbFSbtnzZo1iMViDf69/fbbjTtgMgEk6vlLZi6taYeMYXHhhRdi9erViMVi+PDDD+tkL2gsY8eOxZdffokXX3wRsVgMv/rVr7Bs2TI8+eST4T5XX301jjzySEybNi1NpSekYVrKxjWPPvoofvGLX+Dzzz9vsFNMSLpJh40HQYDFixfjmWeewc0334ySkhIAqR9xp556Kvbs2YOf//znePPNN7F48eIwphAhLU1z7PuPf/wjVqxYgfvuuw+PPPIIZs6cGcaw0CxZsgQjRozAs88+izPPPDOdxSekQZpj44sWLUKfPn3QpUsXvPLKK7jyyivx0ksvYdiwYZg4cSIOOugg3HHHHeH+w4YNw6RJk5hJjLRrduzYESrxXdatW4eHH34YBxxwADZs2FBvfZMYFodtOh55iULvfjXxamzosZhZQlqKSZMm4cILL8QDDzzQ5B9yt9xyC5YuXYo33ngj/LFWXFwcBrgUKisrw04wIZmipWxcM3v2bIwZM4aDFaRVSIeNx2IxnHDCCXj55Zfxy1/+En/4wx8ApNQVQCow7F133YXS0lJ8+umnOPbYY9NWfkLqo6n2XV5ejrvvvhsfffRRvfutXLkS5557Lu666y4OVpBWoTlt+JAhQ8Ll8847D1dffTXmzZuHYcOGsS9OOixdu3b1TpD/5Cc/AQCMGTOm8fUtAFCfriGDkocO5RICpCKy33TTTZg4cSKmTZuGbdu2AQCuu+46FBcXR/65cslf/vKXePHFF/HKK6+gtLQ0XD9o0CAsWbLEytyxZMkSyi1JRmlJGxfWrVuHN99808qQQ0imSIeNa2pra7Fq1Srv9lgsFpmRiZCWoDn2/cEHH2Djxo045phj0KNHD0ydOhUffPABevToEWaoWbt2LUaOHInbbrsN11xzTatdJ+m4pLsN1230oEGD8PHHH4fbdu/ejVWrVrEvTjosNTU1eOSRRwA0PmYigPrdQeQvUwQdjAkTJgRXXHFFEARBMGnSpODyyy/fr+//5je/CQYMGBBs3Lixzra9e/cGvXv3Du68886guro6uOeee4LevXsHe/fuTUvZCWkMLWnjwu233x6ceeaZzSonIU2lOTaeSCSCP/3pT8G2bduCZDIZvP/++0GPHj2Cu+66KwiCIFi6dGnw97//PaitrQ127twZTJ06NRg4cGCwb9++FrkWQlyaY9/V1dXBxo0bw78777wzOPnkk8P2fP369UH//v2D//qv/2qRshPSGJrbT3n66aeDnTt3BolEInj55ZeD4uLi4I033giCIAg2b94clJaWBnPnzg2qqqqCW2+9NTjllFPSfQmEtBnmzp0bAAjOOuusRu2/bt26YODAgcE3Ci8OvpV7pffvG4UXBwMHDgzWrVvXwlcQBB1qwOKZZ54JevbsGWzdujUIgiDYuXNncMQRRwSPPfZYo48BIMjPzw86d+4c/t1+++3h9kWLFgVDhgwJCgsLgxNOOCFYtGhR2q+DEB+ZsPEgCIKysrJg5syZaS07IY2huTaeSCSCc845J+jWrVvQuXPn4Mgjjwxuv/32IJlMBkEQBAsXLgwGDhwYFBUVBQcddFBw0UUXBStWrGix6yFEk442XDNr1qxg2LBh4edp06YFAKz2vXPnzmkpOyGNIR02fsYZZwSlpaVBSUlJMHjw4OCJJ56wtr/66qtBWVlZUFhYGAwfPjxYvXp1Oi+BkDbFqFGjAgDB448/3qj9ZcDijE7nBiPyLvT+ndHp3IwNWHTIoJuEEEIIIYQQQkh7Zc2aNejfvz+6d+/eYLBNYceOHRg1ahQqKioa3FcC33bt2jUdxfXSIYNuEkIIIYQQQgghbYWooJrjxo1D3759I/d/8MEHEQQBxo4d2+hgm127dsUrr7yCXbt2NbhvcXFxiw9WAB00rSkhhBBCCCGEENJWiMrM98Ybb2DEiBF11tfW1qJ3797YuHEjli9fjrKysgyUsGWgwoIQQgghhBBCCMli9kdnsGDBAmzcuBHDhw9v04MVQAdMa0oIIYQQQgghhLRXHnjgAQD7mco0S6FLCCGEEEIIIYQQ0g5Yu3Yt+vfvj27dujU62GY2Q4UFIYQQQgghhBDSDpg5cyaSyeR+BdvMZqiwIIQQQgghhBBC2jiJRAK9e/dGeXl5mw+2KXDAghBCCCGEEEIIIVkHXUIIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdQf1cWkAAAAvSURBVHDAghBCCCGEEEIIIVkHBywIIYQQQgghhBCSdXDAghBCCCGEEEIIIVnH/wcuH5IXVMKu5QAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i_brain, name in [(brain, 'original'), (brain, 'original (jet)'), (brain_popped, 'popped brain')]:\n", " cmap = 'jet' if name == 'original (jet)' else 'viridis'\n", " plotting.plot_stat_map(i_brain, cmap=cmap, vmax=7, display_mode='x',\n", " title=name, cut_coords=np.linspace(20, 50, 5, dtype=int))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, different kinds of results show up when your perception of the data is affected by the colormap." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How does this work?\n", "\n", "OK, so what is the black voodoo magic that makes it possible to \"make your data pop\"?\n", "\n", "It all comes down to your visual system. I won't go into a ton of detail\n", "because Nathaniel Smith and Stefan van der Walt [already gave a great talk about this](https://www.youtube.com/watch?v=xAoljeRJ3lU), however here is a lay-person's take:\n", "\n", "When we use color to represent data, we are mapping a range of data values onto\n", "a range of color values. Usually this means defining a min / max for our data, then mapping data\n", "values linearly from 0 to 1, and finally mapping those values onto RGB values in a colormap.\n", "\n", "Implicit in this process is the idea that stepping across our space in the _data_ equates to\n", "an equal step in our _perception_ of the color that is then chosen. We want a one-to-one mapping between the two.\n", "\n", "Unfortunately, this isn't how our visual system works.\n", "\n", "In reality, our brains do all kinds of strange things when interpreting color. They are biased to detect changes between particular kinds of colors, and biased to miss the transition between others.\n", "\n", "*Jet* uses a range of colors that highlight this fact. It transitions through colors such that _linear_ changes in our data are perceived as _nonlinear_ changes when we look at the visualization. That's what makes the data \"pop\".\n", "\n", "## Perceptual \"delta\" curves\n", "\n", "You can determine the extent to which a colormap \"warps\" your perception of the data by calculating the \"perceptual deltas\" as you move across the values of a colormap (e.g. as you move from 0 to 1, and their corresponding colors).\n", "\n", "These deltas essentially mean \"how much is the _next_ color in the colormap perceived as different from the _current_ color?\" If your colormap is perceptually flat, the delta will be the *same* no matter where you are on the range from 0 to 1.\n", "\n", "Let's see what the deltas look like for *Jet*:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "[Text(0.5,1,'Perceptual deltas with Jet')]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def plot_colormap_deltas(deltas, cmap, ax=None):\n", " if ax is None:\n", " fig, ax = plt.subplots(figsize=(10, 5))\n", " xrange = np.arange(len(derivatives))\n", " sc = ax.scatter(xrange, deltas, c=xrange, vmin=xrange.min(), vmax=xrange.max(),\n", " cmap=plt.cm.get_cmap(cmap), s=20)\n", " ax.plot(xrange, deltas, c='k', alpha=.1)\n", " return ax\n", "\n", "ax = plot_colormap_deltas(derivatives['jet'].values, 'jet')\n", "ylim = ax.get_ylim() # So we can compare with other colormaps\n", "ax.set(title=\"Perceptual deltas with Jet\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oops.\n", "\n", "As you can see, Jet does **not** have a flat line for perceptual deltas. Each \"jump\" you see above is a moment where Jet is actually _mis-representing_ differences in the data. For shame, Jet.\n", "\n", "Now let's see what this looks like for viridis:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = plot_colormap_deltas(derivatives['viridis'].values, 'viridis')\n", "ax.set(ylim=ylim, title=\"Perceptual deltas with viridis\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ahhh, sweet, sweet linear representation of data.\n", "\n", "In case you're curious, here are the \"perceptual deltas\" for several colormaps.\n", "In this case, I've centered them and scaled each by the variance of the largest colormap,\n", "so that they are easier to compare. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 5))\n", "for cmap, deltas in derivatives_scaled.items():\n", " if cmap == 'linear':\n", " continue\n", " ax = plot_colormap_deltas(deltas.values, cmap, ax=ax)\n", "ax.set(title=\"Scaled perceptual deltas for a bunch of colormaps\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## We can even warp 1-dimensional data!\n", "\n", "Let's see how this principle affects our perception with a different kind of visual\n", "encoding. Now that we know these perceptual warping functions, we can get all the\n", "data-warping properties of jet, but in one dimension!\n", "\n", "Here's a line." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 5))\n", "x = np.linspace(0, 1, 100)\n", "ax.plot(x, x, 'k-', lw=8, alpha=.4, label='True Data')\n", "ax.set_title('Totally boring line.\\nNothing to see here.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ew. Boring.\n", "\n", "Now, let's make it pop! We'll loop through a few colormaps, applying its color\n", "warping function to the y-axis of our line as we step through it." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Making data \"pop\" is fun!')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "names = ['jet', 'viridis', 'rainbow', 'spring', 'hsv']\n", "fig, ax = plt.subplots(figsize=(10, 10))\n", "\n", "x = np.linspace(0, 1, 1000)\n", "ax.plot(x, x, 'k-', lw=12, alpha=.4, label='True Data')\n", "for nm in names:\n", " ax.plot(x, makeitpop(x, colormap=nm, scaling_factor=40), label=nm, lw=4)\n", " ax.legend(loc=(1.05, .6))\n", "ax.set_title('Making data \"pop\" is fun!')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, data looks much more interesting when it's been non-linearly warped!\n", "It looks particularly striking when you see it on a 1-D plot. This is effectively\n", "what colormaps such as Jet are doing in 2 dimensions! We're simply bringing the fun\n", "back to 1-D space.\n", "\n", "Let's see how it looks on some scatterplots. We'll plot the raw data in the background in grey,\n", "and the \"popped\" data in front in color. Notice how some colormaps distort the y-values more\n", "than others." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "names = ['viridis', 'jet', 'rainbow', 'spring', 'hsv']\n", "fig, axs = plt.subplots(1, len(names), figsize=(20, 4), sharex=True, sharey=True)\n", "x = np.linspace(0, 1, 100)\n", "y = x + np.random.randn(len(x)) * .2\n", "for name, ax in zip(names, axs): \n", " ax.scatter(x, y, c='k', s=80, alpha=.2)\n", " ax.scatter(x, makeitpop(y, name, 40), c=y, s=40, alpha=.8, cmap=plt.get_cmap(name))\n", " ax.set(title=name)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## So what should we do?\n", "\n", "The reason that I wrote this blog post (and made this silly package) is to illustrate what we're really\n", "doing when we use a colormap like *Jet*, and to highlight the importance of using a perceptually-flat colormap. Sure, we want to choose the visualization that best-makes our point,\n", "but a colormap like Jet is _actively mis-representing your data_. You'd _never_ consider changing the raw\n", "data values so that an effect popped out, and you'd _never_ alter the y-values of a scatterplot so that something shows up. Well, this is perceptually what you're doing when you visualize 2-D data with Jet.\n", "\n", "Here are a few things to keep in mind moving forward:\n", "\n", "* Don't use Jet\n", "* If you review a paper or are an editor for a journal, consider asking authors to use a perceptually flat colormap (this is usually just a matter of changing `cmap='viridis'`!)\n", "* Be aware of the effects that color has on the point you're trying to make. Perceptual warping is\n", " just one of many potential issues with choosing the right color.\n", "\n", "## Wrapping up\n", "\n", "I hope that this post has been a fun and slightly informative take on the nuances of colormaps, and the unintended effects that they might have.\n", "\n", "So, `tl;dr`:\n", "\n", "* Jet (and many other colormaps) mis-represent your perception of the data\n", "* Perceptually flat colormaps like Viridis, Magma, Inferno, or Parula minimize this effect\n", "* You can calculate the _extent_ to which this mis-representation happens as you move along the colormap\n", "* We can then use this function to _distort_ data so that the data itself contains this mis-representation\n", "* But doing so would be super unethical, so in the end **you should stop using jet and use a perceptually-flat colormap like viridis.**\n", "\n", "\n", "\n", "If you'd like to check out the `makeitpop` package, see the [GitHub repo here](https://github.com/choldgraf/makeitpop). In addition, all of the examples in this post are runnable\n", "on Binder! You can launch an interactive session with this code by clicking on the Binder button\n", "at the top of this page!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Addendum: Ok but how does `makeitpop` _actually_ work?\n", "\n", "In this section I'll describe the (admittedly hacky) way that I've written `makeitpop`.\n", "As I mentioned before, [all the `makeitpop` code is on GitHub](https://github.com/choldgraf/makeitpop) and\n", "Pull Requests are more than welcome to improve the process (I'm looking at you, \"histogram matching\" people!)\n", "\n", "Here's what `makeitpop` does:\n", "\n", "1. Collects a list of the \"perceptual deltas\". These are calculated from the equations given in [`viscm`](https://github.com/matplotlib/viscm), which was released as a part of the original work that created `viridis`.\n", "2. Centers each colormap's deltas at 0.\n", "3. Scales each colormap's deltas by the _largest variance_ across all colormaps. This is to make sure that warping the data is done with the relative differences of each colormap in mind.\n", "4. When `makeitpop` is called, the function then:\n", " 1. Scales the input data linearly between 0 and 1\n", " 2. Calculates the point-by-point derivative for linearly spaced points between 0 and 1 (the derivative is the same for all points here).\n", " 3. Multiplies each derivative by the scaled perceptual deltas function, plus an extra scaling factor that accentuates the effect.\n", " 4. Adds each value to the scaled input data.\n", " 5. Un-scales the altered input data so that it has the same min/max as before.\n", " \n", "There are plenty of ways you could do this more effectively (for example, by matching empirical CDFs and\n", "using linear interpolation to map the delta function of one colormap onto the delta function for another\n", "colormap). If you'd like to contribute or suggest something, feel free to do so! However, I'm just creating\n", "this package to highlight an idea, and think this approach gets close enough with relatively little complexity.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Some extras" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's a viz that will let you visualize how different colormaps distort data. We'll show a\n", "gradient of linearly-spaced values, both using a warping colormap such as \"jet\" and a linear\n", "colormap like \"vidiris\". Then, we'll \"pop\" the data and re-visualize with viridis." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a gradient of datapoints\n", "data = np.linspace(0, 1, 256)\n", "data = np.tile(data, [100, 1])\n", "\n", "# Pop the data\n", "cmap_warping = 'jet'\n", "scaling_factor = 50\n", "data_popped = makeitpop(data, cmap_warping, scaling_factor)\n", "\n", "# Visualize\n", "fig, axs = plt.subplots(6, 1, figsize=(10, 15), sharex=True)\n", "axs[0].pcolormesh(derivatives_scaled.index, range(len(data)), data, vmin=0, vmax=1, cmap=cmap_warping)\n", "axs[0].set(title=\"Raw data with colormap {}\".format(cmap_warping))\n", "axs[1].plot(derivatives_scaled.index, derivatives_scaled[cmap_warping].values)\n", "axs[1].set(xlim=[0, 1], ylim=[-1.1, 1.1], title=\"First row of image\")\n", "\n", "axs[2].pcolormesh(derivatives_scaled.index, range(len(data)), data, vmin=0, vmax=1, cmap='viridis')\n", "axs[2].set(title=\"Raw data with colormap {}\".format('viridis'))\n", "axs[3].plot(derivatives_scaled.index, data[0])\n", "axs[3].set_xlim([0, 1])\n", "\n", "axs[4].pcolormesh(derivatives_scaled.index, range(len(data)), data_popped, vmin=0, vmax=1, cmap='viridis')\n", "axs[4].set(title=\"Data warped with colormap {}\".format(cmap_warping))\n", "axs[5].plot(derivatives_scaled.index, data_popped[0])\n", "axs[5].set_xlim([0, 1])\n", "plt.tight_layout()" ] } ], "metadata": { "binder": true, "category": "til", "date": "2018-06-04", "featured_image": 3, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" }, "redirect": "makeitpop-intro", "tags": "python colormaps", "title": "Introducing _makeitpop_, a tool to perceptually warp your data!" }, "nbformat": 4, "nbformat_minor": 4 }