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Created March 7, 2019 16:57
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![My Logo](https://thoughtsociety.org/wp-content/uploads/2019/03/ts_notebook_header.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Matplotlib Gym\n",
"\n",
"### The well-known graphing and plotting library requires some exercise to master\n",
"\n",
"The best way to learn is to start basic.\n",
"\n",
"We can use different synthetic numpy series for data sources. \n",
"\n",
"Matplotlib.org has a great [reference](matplotlib.org) which at times will overwhelm you. Don't give up. Persist. \n",
"Between the reference and stack overflow, you should be able to get the info you need to learn.\n",
"\n",
"What you should be able to take away from this exercise is the fundamentals of Matplotlib.\n",
"You will recognize the concepts in future sections in the visualization track.\n",
"Other plotting frameworks are based on the Matplotlib core."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Installation of Matplotlib is already done if you use Anaconda\n",
"\n",
"#### If not:\n",
"\n",
"From your command prompt:\n",
"\n",
" $ pip install matplotlib\n",
" \n",
" $ python\n",
" >>> import matplotlib\n",
" >>> (empty prompt tells you it succeeded)\n",
" \n",
"If problems:\n",
"\n",
"[Unable to install Matplotlib with Pip](https://stackoverflow.com/questions/48456125/unable-to-install-matplotlib-using-pip)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### First, our imports"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"# Imports\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# For ignoring warnings\n",
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Matplotlib Description\n",
"\n",
"From the site: \"Matplotlib is the brainchild of John Hunter (1968-2012), who, along with its many contributors, have put an immeasurable amount of time and effort into producing a piece of software utilized by thousands of scientists worldwide.\" For those who are experienced with Matlab, you will recognize some of the structure and function.\n",
"\n",
"Read the Matplotlib history if you are curious about its origin.\n",
"\n",
"[Matplotlib History](https://matplotlib.org/users/history.html)\n",
"\n",
"#### Matplotlib has two modes:\n",
"\n",
"1. Basic or Functional Plotting\n",
"2. Object-oriented\n",
"\n",
"## **The functional method** \n",
"This type of plot requires simply providing x and y data, labels & titles (if necessary) and invoking **plt**.\n",
"\n",
"Simple Numpy synthetic array: \n",
"\n",
"x = np.linspace(0, 20, 40)\n",
"y = x ** 2\n",
"\n",
"\n",
" plt.plot(x, y)\n",
" plt.xlabel('X Axis Lable')\n",
" plt.ylabel('Y Axis Label')\n",
" plt.title('Title String')\n",
" plt.show()\n",
"\n",
"## **Object-oriented method**\n",
"\n",
"You instantiate figure objects and then make method calls or hand off attributes on that object.\n",
"When using a multi-object canvas, the OO method is more appropriate. We will see how they differ.\n",
"\n",
"### Instantiate a Figure (empty canvas)\n",
" fig = plt.figure()\n",
"\n",
"### Add some axes to that figure\n",
" axes = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # left, bottom, width, height (range 0 to 1)\n",
"\n",
"### Plot on those axes\n",
" axes.plot(x, y, 'b')\n",
"### Set labels and a title\n",
" axes.set_xlabel('Assign X Label')\n",
" axes.set_ylabel('Assign Y Label')\n",
" axes.set_title('Assign a Title')\n",
" \n",
"## **3D Plotting**\n",
"\n",
"3D plots using matplotlib expects that we create an instance of the Axes3D class. Then 3D axes are added to a matplotlib figure canvas similarly to how it is done with 2D axes. This is done by adding the projection='3d' keyword argument to the add_axes or add_subplot methods. \n",
"\n",
" ax = fig.add_subplot(1, 2, 1, projection='3d') \n",
" p = ax.plot_surface(X, Y, Z, rstride=4, cstride=4, linewidth=0)\n",
"\n",
"There are some good examples towards the end of this notebook.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Functional Method"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"x = np.linspace(0,20,40)\n",
"y = x**2"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"# x"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"# y"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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tMbNUMxtnZscnIpyIyKGM+3IcPcb2oEXdFrzT5R1KlygddqRCI5Z9sLeBUUQGADoO+C8w/FArmVltM5tuZivNbLmZ3R7Mf9DMNpjZkuCrbaZ17jGzVWb2lZnpjhYRydHUb6fSZXQXmhzXhPe6vUe5kuXCjlSoxLIfZu7+Rqbnb5rZbTGsdxD4s7svNrMKwCIzmxose8bd//WrjZidQmQUuVOJFKIPzayBu+uKKRH5jdlrZ9NhRAd+V+V3TLpmEhVKVwg7UqGTU19MlYPJ6WbWHxhBpG+mq4EJh3phd98EbAqmd5nZSiInurPTARjh7vuB1cHQo02BT2P5RkSk6Ph43ce0easNdSvVZUqPKRxT9piwIxVKOe1BLCJSEDKuE7sp0zIHHol1I2aWTGT40XlAM+A2M7uOSH9Pf3b3H4kUj7mZVkshSkExs75AX4A6derEGkFECom5KXNp81YbalasybTrplH1qKphRyq0sj0H4e713P344DHrV8wnqc2sPPAOcIe77wQGAicQuVx2EzAgo2m0GFFyDXL3Ju7eJCkpKdYYIlIILNiwgEvfvJRq5asx7bpp1KhQI+xIhVpM14KZWUPgFKBMxjx3HxbDeiWJFIe33H1MsN7mTMtfAd4PnqYAtTOtXgvYGEs+ESn8Fm1cRKs3W1GlXBWm95xOzYo5HbGWvBDLZa4PAM8FXxcCTwHtY1jPgFeBle7+dKb5mUt+J2BZMD0e6Gpmpc2sHlAfmB/j9yEihdiS75dwyRuXUKlMJab3nE6tirXCjlQkxLIH0RloBHzm7r3NrBowOIb1mgE9gC/MbEkw716gm5k1JnL4aA3BuQ13X25mo4AVRK6A6qcrmERk6ealXDzsYsqXKs/0ntOpc7TOPSZKLAXiJ3dPN7ODZlYRSAUOeQ7C3ecQ/bzCxBzWeQx4LIZMIlIELEtdRsthLSlTogzTe04nuVJy2JGKlFgKxEIzqwS8QuTKpt3o0I+IxNny1OW0HNaSksVKMr3ndE6ofELYkYqcWPpiujWYfMnMJgMVga1xTSUiRVrGYaUSxUowved06h9bP+xIRdJh9Wjl7msAzGwdoAOBIpLnlny/hIuHXfzLYSUVh/Dktj9cdbIuInlu0cZFXDT0IsqVLMfMXjNVHEKW2wLxmxvYRESOxPwN82k5rCVHlzmamb1m6pxDPpBTX0zPEb0QGFApbolEpMj5dP2ntH6rNVXKVWHaddOoW6lu2JGEnM9BLMzlMhGRmM1ZN4c2b7Whevnqugkun8m2QLj70EQGEZGiZ+aambR7ux01K9Zkes/pHFfhuLAjSSYatFVEQjH126m0easNdY6uw8xeM1Uc8iEVCBFJuHe/fJfLhl9Gg2MbMKPXDKqXrx52JIlCBUJEEuqtpW/ReVRnzqh+BtN7Ttd4DvlYLL25PmVmFc2spJl9ZGZbzezaRIQTkcJl0KJB9BjbgxZ1WzC1x1SNBJfPxbIH0SoY6OcyImM2NAD+EtdUIlLoDPhkADe9fxNt67dlQvcJGkO6AIilQJQMHtsCw939hzjmEZFCxt15aMZD3D31bq465SrGXD2GsiXLhh1LYhBLX0zvmdmXwE/ArWaWBOyLbywRKQzcnb9M/QsDPh1A78a9eeXyVyherHjYsSRGh9yDcPf+wLlAE3c/AOwBOsQ7mIgUbGnpadz8/s0M+HQAf2z6Rwa3H6ziUMDk1NXGRe4+zcyuyDQvc5MxOb2wmdUGhgHVgXRgkLv/x8wqAyOBZCIjynVx9x+DIUr/Q+RQ1l6gl7svzs03JSLh2n9wP9eOvZbRK0Zz7/n38uhFj2b9/JACIKdDTH8ApgGXR1nmHKJAEBk29M/uvtjMKgCLzGwq0Av4yN2fMLP+QH/gr0AbIuNQ1wfOBgYGjyJSgOzav4uOIzsybfU0nm71NHeee2fYkSSXcupq44HgsXduXtjdNwGbguldZrYSqEnk8NQFQbOhwAwiBaIDMMzdHZhrZpXMrEbwOiJSAKTuSaXtW21Z8v0ShnUcRo9GPcKOJEcglvsg3jCzozM9r2tmHx3ORswsGTgDmAdUy/jQDx4z7pKpCazPtFpKMC/ra/U1s4VmtnDLli2HE0NE4mjN9jU0f605K7asYFzXcSoOhUAsl7nOAeaZWVszuxGYCvw71g2YWXngHeCO4H6KbJtGmfeb7sbdfZC7N3H3JklJSbHGEJE4Wpa6jGZDmpG6J5WpPabSrkG7sCNJHohlTOqXzWw5MJ3IWNRnuPv3sby4mZUkUhzecveMcxabMw4dmVkNIDWYnwLUzrR6LWBjjN+HiITkk/WfcNnbl1G2ZFlm955Nw6oNw44keSSWQ0w9gCHAdcDrwEQzaxTDega8Cqx096czLRoP9AymewLjMs2/ziLOAXbo/INI/jbh6wlcPOxiqpSrwsfXf6ziUMjEcqPclcD57p4KDDezsUQKxRmHWK8Z0AP4wsyWBPPuBZ4ARplZH2AdcFWwbCKRS1xXEbnMNVcnx0UkMV5Z9Aq3TLiFRtUbMemaSep0rxCK5RBTxyzP55vZTTGsN4fo5xUAWkZp70C/Q72uiITL3XlgxgM8MusRWp/Ymv9e9V/KlyofdiyJg1j2IAAws1OArkA3YAfQJF6hRCR/OpB2gBvfu5Ghnw+lzxl9GNhuICWLlzz0ilIg5VggzKwukYLQjciNb3WJdLmxJv7RRCQ/2bl/J51HdWbqd1N56IKH+FuLv+nu6EIup642PgGOBkYAnd39GzNbreIgUvRs3LWRdm+344vNXzCk/RB6n6FThEVBTnsQW4hcaloNSAK+Icp9CSJSuK3YsoI2b7Xhh59+YEL3CVx64qVhR5IEyfYyV3fvAJwGLAYeMrPVwDFm1jRR4UQkXDPXzKTZkGb8nPYzM3vNVHEoYnK8D8Ldd7j7EHe/hEjHeX8H/m1m63NaT0QKvteXvM4lb1xCjfI1+LTPp5xZ48ywI0mCxdLVBgDunuruz7n7ecD5ccwkIiFK93Tu/eheeo/rzR+S/8AnfT4huVJy2LEkBDFf5pqZu6/N6yAiEr69B/bS892ejF4xmpt+fxPPtXlOl7EWYbkqECJS+GzatYkOIzqwcONCBrQawJ3n3KnLWIu4QxYIM6vs7j8kIoyIhGPp5qVc9vZl/PDTD7zb9V3an9Q+7EiSD8RyDmKemf036O5b/06IFDITvp5AsyHNSPd0ZveereIgv4ilQDQABhHpeG+VmT1uZg3iG0tE4s3dGfDJANqPaE/9yvWZd8M8zqhxqD44pSg5ZIHwiKnu3g24gUgX3fPNbKaZnRv3hCKS5/Yd3EfPd3ty99S76XRyJ2b3nk3Nir8ZwFGKuFjOQRwLXEtkD2Iz8EciYzc0Bv4L1ItnQBHJWxt3baTTyE7M3zCfhy94mPta3Ecxi/mKdylCYrmK6VPgDaCju6dkmr/QzF6KTywRiYd5KfPoNLITO/fvZEyXMXT6XaewI0k+FkuBOCkYq+E33P3JPM4jInEydMlQ+r7fl5oVavLBtR9wWrXTwo4k+VxM5yBy88JmNsTMUs1sWaZ5D5rZBjNbEny1zbTsHjNbZWZfmZk6fBHJIwfTD/LnD/5Mr3G9OL/O+Sy4cYGKg8QknjfKvQ48DwzLMv8Zd/9X5hmZBiM6FTgO+NDMGrh7WhzziRR62/Zuo/uY7kz5dgp/bPpHBrQaoDujJWZxKxDuPsvMkmNs3gEY4e77gdVmtgpoSuT8h4jkwuJNi7ly1JVs3LWRVy5/hRvOvCHsSFLAHPIQk5k1MLOPMg4VmdnpZnb/EWzzNjNbGhyCOiaYVxPI3ENsSjAvWp6+ZrbQzBZu2bLlCGKIFF6vffYa5716HmnpaczuPVvFQXIllmvbXgHuAQ4AuPtSIoeDcmMgcAKRS2Q3AQOC+dHu0M7uxPggd2/i7k2SkpJyGUOkcNp/cD83vXcT14+/nvPrnM+ivotoWlNDuEjuxHKIqZy7z8/Sy8bB3GzM3TdnTJvZK8D7wdMUoHamprWAjbnZhkhRtW7HOjqP6syCjQvo36w/j1z0CCWKqT9Oyb1Yfnu2mtkJBP/Rm1lnIv/9HzYzq+HuGet2AjKucBoPvG1mTxM5SV0fmJ+bbYgURR999xFd3+nK/oP7dX+D5JlYCkQ/In0xnWxmG4DVRO6szpGZDQcuAKqYWQrwAHCBmTUmUmzWADcBuPtyMxsFrCCyd9JPVzCJHFq6p/PUx09x37T7OLnKyYzpMoaTqpwUdiwpJCzW2xzM7CigmLvvim+k2DVp0sQXLlwYdgyRUGzdu5Xrxl7HpFWTuPrUqxncfjDlS5UPO5YUAGa2yN2bHKpdLH0xlQauBJKBEhnnItz94SPMKCK5NGfdHLqO7sqWvVt4se2L3NzkZg3uI3kulkNM44AdwCJgf3zjiEhOMg4p3T/tfpIrJfNpn085s8aZYceSQiqWAlHL3VvHPYmI5Gjr3q30GNuDyasmc9UpVzG4/WAqlq4YdiwpxGIpEJ+Y2Wnu/kXc04hIVDqkJGHItkAEd06nB216m9l3RA4xGZE+/E5PTESRoistPY2nPn6Kv03/G8mVkpnbZ65GfZOEyWkPoiaRO55FJATrd6ynx9gezFw7k6tPvZpBlw/SISVJqJwKxGp3X5uwJCLyi9ErRtP3vb78nPYzr3V4jZ6NeuqQkiRcTgWiqpndld1Cd386DnlEirTdP+/mjsl38Opnr3LWcWfx9pVvc2LlE8OOJUVUTgWiOFCe6B3piUgeW7hxId3f6c6qH1Zxz/n38NAFD2nsBglVTgVik26GE4m/dE/nX5/8i/um3Uf18tWZ1nMaFyRfEHYskRwLhPYcROJs9Y+r6TWuF7PWzqLzKZ15+bKXqVy2ctixRICcC0TLhKUQKWLcncGLB3PXlLswjCHth9CrcS+diJZ8JdsC4e4/JDKISFGxcddGbnzvRiZ+M5ELky/ktQ6vUbdS3bBjifyGRhMRSaARy0Zw64Rb2XdwH8+2fpZ+TftRzGIZ2FEk8VQgRBJg696t9JvYj1HLR3F2zbMZ1mkYDY5tEHYskRzF7V8XMxtiZqlBlx0Z8yqb2VQz+yZ4PCaYb2b2rJmtMrOlZqbuKaXQePfLdzlt4GmMXTmWxy96nDnXz1FxkAIhnvu2rwNZe4HtD3zk7vWBj4LnAG2IDDNaH+gLDIxjLpGE2Lx7M13+24VOIztRvXx1Fty4gHua36NxoqXAiFuBcPdZQNYT3R2AocH0UKBjpvnDPGIuUMnMasQrm0g8uTvDPh/G7174HeO/Gs/jFz3O/Bvm06h6o7CjiRyWRP8rU83dNwG4+yYzqxrMrwmsz9QuJZi3KesLmFlfInsZ1KlTJ75pRQ7T2u1ruXnCzUxeNZlmtZsxuP1gTq5yctixRHIlv+zrRrv4O+pg2e4+CBgEkTGp4xlKJFbpns7ABQPp/1F/3J3n2jzHrWfdqiuUpEBLdIHYbGY1gr2HGkBqMD8FqJ2pXS1gY4KzieTK8tTl3DzhZuasm8OlJ1zKy5e9rPsapFBI9L8344GewXRPIuNdZ8y/Lria6RxgR8ahKJH8as/Pe+j/YX8av9yYFVtW8HqH15l0zSQVByk04rYHYWbDgQuAKmaWAjwAPAGMMrM+wDrgqqD5RKAtsArYC/SOVy6RvPD+1+9z28TbWLtjLdc3vp4nL3mSKuWqhB1LJE/FrUC4e7dsFv2mjyd3d6BfvLKI5JV1O9Zx++TbeffLdzkl6RRm9ZpF87rNw44lEhf55SS1SL52IO0Az857lgdmPEC6p/NEyye489w7KVW8VNjRROJGBULkEKavns6fJv+JZanLaFe/Hc+3fZ7kSslhxxKJOxUIkWys2b6Gu6fczTsr36Hu0XUZ02UMHU/uqC65pchQgRDJYu+BvTw550me+uQpDOPhCx7m7vPupmzJsmFHE0koFQiRgLszavko/jL1L6zfuZ6rT72apy55ijpH6459KZpUIESAzzZ9xh0f3MGstbNoVK0Rb17xJi3qtgg7lkioVCCkSFu3Yx33T7ufN5e+SeWylRnYbiA3nnkjxYsVDzuaSOhUIKRI2rFvB/+Y8w/+PfffANx93t3cc/49HFP2mJCTieQfKhBSpPyc9jMDFwzkkVmPsO2nbVw7b8YfAAAQkElEQVR7+rU8euGj6h5DJAoVCCkS3J3RK0Zzz0f38O2P33JRvYv45yX/5MwaGrxQJDsqEFKouTtTvp3C/dPvZ+HGhTSs2pCJ3SfS+sTWup9B5BBUIKTQmrlmJvdPv5856+ZQ9+i6DGk/hOsaXacT0CIxUoGQQmduylz+Nv1vfPjdhxxX4ThebPsifc7so36TRA6TCoQUGp9t+oy/z/g773/9Pknlkni61dPc3ORm3QEtkksqEFLgLdiwgMdmP8a4r8ZRqUwlHrvoMf509p8oX6p82NFECjQVCCmwZq+dzaOzH2XKt1OoVKYSD/zhAe445w4qlakUdjSRQiGUAmFma4BdQBpw0N2bmFllYCSQDKwBurj7j2Hkk/zL3Zn63VQem/0Ys9bOoupRVXmi5RPcctYtVCxdMex4IoVKmHsQF7r71kzP+wMfufsTZtY/eP7XcKJJfpPu6bz31Xs8NvsxFmxcQM0KNflP6/9ww5k3UK5kubDjiRRK+ekQUwciY1gDDAVmoAJR5P104CeGfT6MZ+Y+w1fbvqJepXoMumwQ1zW6jtIlSocdT6RQC6tAODDFzBx42d0HAdXcfROAu28ys6rRVjSzvkBfgDp11A1zYZW6J5UX5r/AiwtfZOverfy+xu95+4q3uerUqyhRLD/9XyNSeIX1l9bM3TcGRWCqmX0Z64pBMRkE0KRJE49XQAnHyi0refrTp3lj6RvsT9vP5Q0u5+7z7qZ5nea681kkwUIpEO6+MXhMNbOxQFNgs5nVCPYeagCpYWSTxEtLT+ODbz/g+fnPM2nVJMqUKEOvxr2485w7OanKSWHHEymyEl4gzOwooJi77wqmWwEPA+OBnsATweO4RGeTxNq6dyuvffYaAxcOZPX21VQvX52HLniIW5rcQtJRSWHHEynywtiDqAaMDQ4XlADedvfJZrYAGGVmfYB1wFUhZJMEmL9hPi8seIGRy0ayP20/Leq24ImLn6DTyZ0oWbxk2PFEJJDwAuHu3wGNoszfBrRMdB5JjF37dzFy+UheXvQyCzcupHyp8lx/xvXcetatNKzaMOx4IhKFLgeRuHF35qybw5AlQxi1fBR7D+zllKRTeL7N8/Ro1EM3tonkcyoQkuc27trI0CVDeW3Ja3zzwzdUKFWBa067ht6Ne3NOrXN0NZJIAaECIXli74G9vPfVe7yx9A0mrZpEuqfTom4L7mt+H51P6cxRpY4KO6KIHCYVCMm1A2kHmPrdVN7+4m3e/fJd9hzYQ80KNenfrD+9Gvei/rH1w44oIkdABUIOS7qnM2fdHN7+4m1GrxjNtp+2cUyZY+h+Wne6n9ad5nWaa8Q2kUJCBUIO6WD6Qeasm8PYlWMZ8+UYUnamUK5kOTqc1IFuDbtx6YmXarQ2kUJIBUKi2ndwH1O/ncrYL8cy/qvxbPtpG6WLl6bVCa148uInaX9Sew3II1LIqUDIL7bu3coHqz7g3a/eZdI3k9hzYA8VS1fksgaX0enkTrQ+sbWKgkgRogJRhKWlp7Fw40ImrZrE5FWTmb9hPo5TvXx1rj39Wjqd3IkL612ow0ciRZQKRBHz/e7vmfLtFCavmsyUb6ew7adtGMbZtc7mgT88QOsTW3NWzbMoZsXCjioiIVOBKOS+3/09M9fMZMaaGcxYO4Mvt0Z6Vq96VFXaNWhHmxPbcMnxl3BsuWNDTioi+Y0KRCGzYecG5qyb85uCUKFUBZrXbc71ja+n5fEtaVy9sfYSRCRHKhAF2N4De1m0cRHzNsxjbspc5m2YR8rOFODXBeGC5As4o8YZGolNRA6LPjEKiL0H9rI8dTmfb/6cxZsWMzdlLks3LyXN0wA4/pjjaV6nOWfXPJvzap+ngiAiR0yfIPmMu5OyM4Wlm5fy+ebPI1/ff843P3xDuqcDULF0RZrWbEr/8/tzTq1zaFqzKVWPijqEt4hIrqlAhGTn/p18ve1rvtr6VeRxW+Tx621fs+fAnl/a1atUj0bVG9G1YVcaVWvE6dVOp94x9XT+QETiLt8VCDNrDfwHKA4MdvcnQo502Nyd1D2prNuxjvU717Nux7pffa3dsZbUPf8bcruYFSO5UjINjm1A8zrNOanKSZxe7XROr3a6xkwQkdDkqwJhZsWBF4BLgBRggZmNd/cVic7i7uxP28+u/bvY9fMudu3fxe6fd/8y/eO+H9myZwupe1LZsncLW/YG03u2sHXvVg6kH/jV65UrWY46R9ehztF1OL3a6dSvXJ8GxzbgpConcfwxx1OmRJlEf4siIjnKVwUCaAqsCoYlxcxGAB2APC0Qk1dN5q4P7uJA+gEOph/kYPpBDqRlmk4/wP6D+385AZyTiqUrklQuiaSjkkiulMxZx51FUrkkalas+UtBqF2xNpXLVtZAOSJSoOS3AlETWJ/peQpwduYGZtYX6AtQp06dXG3k6NJH07BqQ0oUK0HJ4iUpYSUoUazE/54XK0Gp4qWoUKoCFUpXoEKpCpQvVf6X6QqlK1CpTCWSyiVRukTpXH6rIiL5W34rENH+xfZfPXEfBAwCaNKkiUdpf0jn1j6Xc2ufm5tVRUSKjPx2KUwKUDvT81rAxpCyiIgUafmtQCwA6ptZPTMrBXQFxoecSUSkSMpXh5jc/aCZ3QZ8QOQy1yHuvjzkWCIiRVK+KhAA7j4RmBh2DhGRoi6/HWISEZF8QgVCRESiUoEQEZGoVCBERCQqc8/VvWb5gpltAdbmcvUqwNY8jJNX8msuyL/ZlOvwKNfhKYy56rp70qEaFegCcSTMbKG7Nwk7R1b5NRfk32zKdXiU6/AU5Vw6xCQiIlGpQIiISFRFuUAMCjtANvJrLsi/2ZTr8CjX4SmyuYrsOQgREclZUd6DEBGRHKhAiIhIVIW+QJhZazP7ysxWmVn/KMtLm9nIYPk8M0tOQKbaZjbdzFaa2XIzuz1KmwvMbIeZLQm+/h7vXMF215jZF8E2F0ZZbmb2bPB+LTWzMxOQ6aRM78MSM9tpZndkaZOw98vMhphZqpktyzSvsplNNbNvgsdjslm3Z9DmGzPrmYBc/zSzL4Of1Vgzq5TNujn+3OOQ60Ez25Dp59U2m3Vz/PuNQ66RmTKtMbMl2awbl/cru8+G0H6/3L3QfhHpMvxb4HigFPA5cEqWNrcCLwXTXYGRCchVAzgzmK4AfB0l1wXA+yG8Z2uAKjksbwtMIjL63znAvBB+pt8TudEnlPcLaAGcCSzLNO8poH8w3R94Msp6lYHvgsdjgulj4pyrFVAimH4yWq5Yfu5xyPUgcHcMP+sc/37zOleW5QOAvyfy/crusyGs36/CvgfRFFjl7t+5+8/ACKBDljYdgKHB9GigpZlFG/o0z7j7JndfHEzvAlYSGY+7IOgADPOIuUAlM6uRwO23BL5199zeQX/E3H0W8EOW2Zl/j4YCHaOseikw1d1/cPcfgalA63jmcvcp7n4weDqXyCiNCZXN+xWLWP5+45Ir+AzoAgzPq+3FmCm7z4ZQfr8Ke4GoCazP9DyF334Q/9Im+EPaARybkHRAcEjrDGBelMXnmtnnZjbJzE5NUCQHppjZIjPrG2V5LO9pPHUl+z/aMN6vDNXcfRNE/siBqlHahP3eXU9k7y+aQ/3c4+G24NDXkGwOmYT5fjUHNrv7N9ksj/v7leWzIZTfr8JeIKLtCWS9rjeWNnFhZuWBd4A73H1nlsWLiRxGaQQ8B7ybiExAM3c/E2gD9DOzFlmWh/l+lQLaA/+Nsjis9+twhPne3QccBN7Kpsmhfu55bSBwAtAY2ETkcE5Wob1fQDdy3nuI6/t1iM+GbFeLMu+I3q/CXiBSgNqZntcCNmbXxsxKAEeTu93hw2JmJYn8Arzl7mOyLnf3ne6+O5ieCJQ0syrxzuXuG4PHVGAskd38zGJ5T+OlDbDY3TdnXRDW+5XJ5oxDbcFjapQ2obx3wcnKy4BrPDhYnVUMP/c85e6b3T3N3dOBV7LZXljvVwngCmBkdm3i+X5l89kQyu9XYS8QC4D6ZlYv+O+zKzA+S5vxQMbZ/s7AtOz+iPJKcHzzVWCluz+dTZvqGedCzKwpkZ/VtjjnOsrMKmRMEznBuSxLs/HAdRZxDrAjY9c3AbL9ry6M9yuLzL9HPYFxUdp8ALQys2OCQyqtgnlxY2atgb8C7d19bzZtYvm553WuzOetOmWzvVj+fuPhYuBLd0+JtjCe71cOnw3h/H7l9Vn4/PZF5Kqbr4lcDXFfMO9hIn8wAGWIHLJYBcwHjk9ApvOJ7PotBZYEX22Bm4Gbgza3AcuJXLkxFzgvAbmOD7b3ebDtjPcrcy4DXgjezy+AJgn6OZYj8oF/dKZ5obxfRIrUJuAAkf/a+hA5b/UR8E3wWDlo2wQYnGnd64PftVVA7wTkWkXkuHTG71nGFXvHARNz+rnHOdcbwe/PUiIffjWy5gqe/+bvN565gvmvZ/xeZWqbkPcrh8+GUH6/1NWGiIhEVdgPMYmISC6pQIiISFQqECIiEpUKhIiIRKUCISIiUalASIFjZsdm6nHz+0y9gm43sxVH8Lp3mdmrmZ5fY2YTcmg/zsw+jfG1Hzazi2Ns28vMno+lbdB+zeHcFHi4ry9FV4mwA4gcLnffRqSLBszsQWC3u/8r6Lvm/SN46WeBhWbWjMj17Y8S6RzwNyzSbfaZwG4zq+fuqw+ROSHdtYvkJe1BSGFT3MxeCfrSn2JmZQHM7AQzmxx0rjbbzE7OuqJHOmu8lciNgE8BQ9z9u2y2cyXwHpEeRrtmzAz2Kq4Lpm8ys7eC6dfNrHMw/YSZrQg6qvtXrN+YmQ00s4XB9/ZQlsV/MbP5wdeJQfskM3vHzBYEX81i3ZYIaA9CCp/6QDd3v9HMRhH5IH+TyADvN7v7N2Z2NvAicFHWld39EzNbSaS7hd/lsJ1uwEPAZiLdxP8jmN8X+NjMVgN/JjJmxi/MrDKRriVOdne3bAbwycZ97v6DmRUHPjKz0919abBsp7s3DYrTv4n0vfQf4Bl3n2NmdYh0u5DT9yTyKyoQUtisdveMUcAWAclBz5jnAf+1/w31UTraykHbJkBJIIlIFwxZ21QDTgTmBB/yB82sobsvc/fNFhnNbjrQyd2zdvy4E9gHDA7ObxzOIbEuFulaugSRgWVOIdIlA/yvj6rhwDPB9MXAKZm+54oZfQiJxEIFQgqb/Zmm04CyRA6lbnf3xjGs/xCRPY7NRD5or4rS5moiI3atDj58KxI5zHR/sPw0Iv1GHZd1RXc/GHQm2DJY5zai7MlkZWb1gLuBs9z9RzN7nUg/Yr+8dJTpYsC57v5Tltc61OZEAJ2DkCLAI/3przazq+CXcbUbZW1nZqcB7YgMzTkIqGtml0R5yW5Aa3dPdvdk4PcE5yGCD/82RAZ6uTv4YM+8jfJEOhycCNxBcLI9BhWBPcCOYA+mTZblV2d6zLiyagqRApSx7Vi3JQKoQEjRcQ3Qx8wyeuD81dCVQTfLA4E73X2fR8YpuBX4T9DVdEa7ZKAOkR5jAQiuYNoZnNt4BbjeI+MF/BkYYr/+l70C8L6ZLQVmAndmk7eXmaVkfBHZI/ksyD4E+DhL+9JmNg+4PdNr/gloEpwMX0Gk91uRmKk3VxERiUp7ECIiEpUKhIiIRKUCISIiUalAiIhIVCoQIiISlQqEiIhEpQIhIiJR/T8hQu63zk4IFAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Create a single plot from x & y series we created with Linspace\n",
"\n",
"plt.plot(x, y, 'g') # 'g' = color greeen\n",
"plt.xlabel('The X Axis Label')\n",
"plt.ylabel('The y Axis Label')\n",
"plt.title('Plot Title')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Now plot without specifying the color in the plot() method invocation\n",
"# specify a red 'x'\n",
"plt.plot(x,y,'rx')\n",
"plt.xlabel('The X Axis Label')\n",
"plt.ylabel('The y Axis Label')\n",
"plt.title('Plot Title')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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aDrwaWAzsXPnSj4hBSTulZFOB+6suW5WObfCxkjQXmAuw665es8isU3m67vGvSC+mm4DFko6Q9EFgEXBe0RtI2gr4DvCRiHisUdKcYxu1oEfE/Ijoj4j+vr6+otkwsxK4G2t3K7Im9f8B/gm4GjgbOCAivlfkxSVtThYcLouIyv8TayRNSeenAGvT8VXAtKrLdwFWF7mPmbWHu7F2tyJTbbwXWAAcB1wMXCep6ShqSQIuAu6JiC9WnboGmJO255AFnsrx41Jvpv2AR93+YNaZPBtrbyhSxfRO4I0RcXlEnAmcQBYomtkfeC9wkKTb0uMI4LPAIZKWAYekfYDrgBXAcuBC4MRh/SRm1jLuxtobmjZSR8SRNfu3SPpQgetuIr9dAWCjBu7Ue+mkZq9rZu3nbqy9ofB035L2knR2+s/faz+Z9TjPxtr9GpYgUpfWY9JjPbAb0B8R95afNTPrZO7G2v0aTbXxS7J2gc2BoyPiNcDjDg5mvcPdWHtboyqmIWBrYGegMuCg+cx+ZtY13I21tzWczVXStmS9mI4B9gQmA4dGxC2tyV5jns3VrByejbW7jcmCQRHxaEQsiIhDyCbO+wRwnqT7G11nZuObu7EaDKMXU0SsjYgvR8QbgDeWmCczazN3YzUYRoCoFhH3jXVGzKyzuBurNR0oZ2a9yd1YrchcTNu3IiNm1h7uymr1FKliWizpijTdd72pM8xsnHJXVqunSIB4CTCfbOK95ZL+U9JLys2WmZXNM7JaM0XWg4iIWBQRx5CtCzEHuEXSzyS9vvQcmlkp3JXVmimy5OgOwD+SlSDWAP9CtnbDTOAKYPcyM2hm5XBXVmumSBXTr4BtgCMj4m0RcWVErI+IAeBr5WbPzMrkrqzWSMOpNiBbGS6aJWoTT7Vh1tzgIMyeDQsXunRgmTGZagOeW8hnJBlYIGmtpDurjp0l6YGaFeYq586UtFzS7yQdOpJ7mtnG3EvJRmpEI6kLuhg4LOf4uRExMz2ug2wxImA28PJ0zQWSNi0xb2Zdz72UbLRKCxAR8XPgoYLJZwHfjIinI2Il2brU+5aVN7Ne4F5KNlpFRlK/RNL1laoiSa+S9PFR3PNkSUtTFdR26dhUoHqG2FXpWF5+5koakDQwNDQ0imyYdTf3UrLRKlKCuBA4E/grQEQsJasOGol5wIvJusgOAl9Ix/NGaOe2fUTE/Ijoj4j+vr6+vCRmlriXko1Gkcn6JkXELTWzbKwfyc0iYk1lW9KFwLVpdxUwrSrpLsDqkdzDrNc06qXkCfdsNIqUIB6U9GLSf/SSjib773/YJE2p2j0KqPRwugaYLWlLSbsDM4COWLXOrNO5l5KVpUgJ4iSyuZheJukBYCXZyOqGJF0OHAjsKGkV8EngQEkzyYLNvcCHACLiLknfAu4mK52cFBHPDPunMeshtcuCzpuXPbwsqI2VpgPlnksovQDYJCIeLzdLxXmgnPWywUE47TS46ip44omsl9JRR8E557gh2horOlCuyFxMWwLvBKYDm1XaIiLCBVqzNnIvJStbkTaIq8nGKawH/lz1MLM2cy8lK1ORNohdIiJvRLSZtYB7KVm7FClB/FLSK0vPiZnlci8la5e6jdRp5PSzZKWMGcAK4GmyQW0REa9qVSbrcSO1dbPaXkoV7qVkozUWjdRTyUY8m1kbrFhRv5eSWSs0ChArI+K+luXEzDbgXkrWbo0CxE6STq13MiK+WEJ+zKxKpZfS3Lkwf37WYG3WKo0CxKbAVuRPpGdmY8S9lKxTNQoQgx4MZ1a+6l5KF1zQ7tyYPa9RN1eXHMxK5BXfrNM1ChAHtywXZj3IK75Zp6sbICKi6HKhZjYC7qVkna60NanN7HmDg/CmN208V5LnUrJOVmQuJjMbpXoN0e6lZJ2stBKEpAWS1qYpOyrHtpe0SNKy9LxdOi5J50taLmmppH3KypdZK7kh2sazMquYLgZqZ4E9A7g+ImYA16d9gMPJ5nuaAcwF5pWYL7OWcUO0jWelBYiI+DlQ29A9C7gkbV8CHFl1/NLI3AxMrlm/2mxcckO0jWetbqTeOSIGAdLzTun4VOD+qnSr0rGNSJoraUDSwNDQUKmZNSuqXiM0uCHaxq9OaaTOG5SXOw95RMwH5kM23XeZmTIrqtFoaDdE23jV6hLEmkrVUXpem46vAqZVpdsFWN3ivJkNmxuhrZu1OkBcA8xJ23PI1ruuHD8u9WbaD3i0UhVl1sncCG3drLQqJkmXAwcCO0paBXwS+CzwLUnHA38A3pWSXwccASwHngDeX1a+zMaSG6Gtm5UWICLimDqnNprjKbJ1T08qKy9mo9VoSm6v2WDdqlMaqc06mhuhrRd5LiazBtwIbb3MAcKsATdCWy9zgDCj/kA3N0JbL3OAMGPDNoZaHgltvUpZB6Lxqb+/PwYGBtqdDRvHJk7MSgW1JkyAJ59sfX7MWkHSkojob5bOJQjraW5jMKvPAcJ6mtsYzOpzgLCe4NlWzYbPA+WsJ3igm9nwuQRhXc0D3cxGzgHCupoboc1GzgHCuoIHupmNPQcI6woe6GY29jxQzsY1D3QzGz4PlLOuk1eN5DYGs/K0JUBIulfSHZJukzSQjm0vaZGkZel5u3bkzTpXXjWS2xjMytPOEsSbI2JmVTHnDOD6iJgBXJ/2zZp2VXUbg1k5Ommg3CyyNawBLgFuBE5vV2asc6xYAaedBlddBU88kVUjHXUUnHNOdt4D3czK0a4SRAA/lrRE0tx0bOeIGARIzzvlXShprqQBSQNDQ0Mtyq61gruqmnWWdgWI/SNiH+Bw4CRJBxS9MCLmR0R/RPT39fWVl0NrOXdVNessbe/mKuksYB3wQeDAiBiUNAW4MSJe2uhad3PtDu6qatZaHdvNVdILJG1d2QbeCtwJXAPMScnmAFe3Om9WrnpVSO6qataZ2lHFtDNwk6TbgVuA70fED4HPAodIWgYckvati9SrQnIbg1lnansV02i4iml8KFKF9I53ZIFi7lyYPz8rbVT3TjKzsdOxVUzWvUZThXTllVkX1b33zp4dHMzazwHCxoyrkMy6iwOEjVqRRXncTdVs/HGAsMJchWTWWxwgrDBXIZn1FgcI20BeKcFVSGa9yQHCNpBXSnAVkllv6qTZXK2NascqzJuXPSpjFVyFZNZ7XILoMSNtaHYVklnvcQmix1RXIV1wwfPHmzU0e80Fs97jEkSXqVdCcEOzmQ2XA8Q4Uy8AVNTriuqGZjMbLgeIcaZeAGhWQvBYBTMbLgeIDjPSKqIiJQRXIZnZcDhAtEGjaqKRVhEVKSG4CsnMhsMBYgSatQOMpJ1gLKqIXEIws7HUcQFC0mGSfidpuaQzyrhHGV/wRc43CgJjUUXkEoKZjamI6JgHsCnwe2APYAvgdmCveulf85rXxEj88z9HbLJJ9jyc8xMmRMDGjwkTip1fvTriPe+JmDQpOz5pUsSxx0YMDmbnTzghu++ECY3zZ2Y2GsBAFPhO7rQSxL7A8ohYERF/Ab4JzBqrF29WjTPahuDRthO4isjMOkmnBYipwP1V+6vSsedImitpQNLA0NDQsF687C/40bYTuIrIzDpJp021oZxjscFOxHxgPkB/f3/kpK9rLL/g586F+fOz9opqzc57ygozGy86LUCsAqZV7e8CrB7LG5T9Be8AYGbdQll7RWeQtBnwP8DBwAPAr4H3RMRdeen7+/tjYGCghTk0Mxv/JC2JiP5m6TqqBBER6yWdDPyIrEfTgnrBwczMytVRAQIgIq4Drmt3PszMel2n9WIyM7MO4QBhZma5HCDMzCyXA4SZmeXqqG6uwyVpCLhvhJfvCDw4htkZK52aL+jcvDlfw+N8DU835mu3iOhrlmhcB4jRkDRQpB9wq3VqvqBz8+Z8DY/zNTy9nC9XMZmZWS4HCDMzy9XLAWJ+uzNQR6fmCzo3b87X8Dhfw9Oz+erZNggzM2usl0sQZmbWgAOEmZnl6voAIekwSb+TtFzSGTnnt5S0MJ1fLGl6C/I0TdINku6RdJekD+ekOVDSo5JuS49PlJ2vdN97Jd2R7rnRXOrKnJ/er6WS9mlBnl5a9T7cJukxSR+pSdOy90vSAklrJd1ZdWx7SYskLUvP29W5dk5Ks0zSnBbk639L+m36XX1X0uQ61zb8vZeQr7MkPVD1+zqizrUN/35LyNfCqjzdK+m2OteW8n7V+25o2+eryMLV4/VBNmX474E9gC2A24G9atKcCHwtbc8GFrYgX1OAfdL21mRrYNTm60Dg2ja8Z/cCOzY4fwTwA7LV//YDFrfhd/pHsoE+bXm/gAOAfYA7q459HjgjbZ8BfC7nuu2BFel5u7S9Xcn5eiuwWdr+XF6+ivzeS8jXWcBpBX7XDf9+xzpfNee/AHyile9Xve+Gdn2+ur0EsS+wPCJWRMRfgG8Cs2rSzAIuSdvfBg6WlLf06ZiJiMGIuDVtPw7cQ83a2x1sFnBpZG4GJkua0sL7Hwz8PiJGOoJ+1CLi58BDNYerP0eXAEfmXHoosCgiHoqIh4FFwGFl5isifhwR69PuzWSrNLZUnferiCJ/v6XkK30HvBu4fKzuVzBP9b4b2vL56vYAMRW4v2p/FRt/ET+XJv0hPQrs0JLcAalK69XA4pzTr5d0u6QfSHp5i7IUwI8lLZE0N+d8kfe0TLOp/0fbjverYueIGITsjxzYKSdNu9+7D5CV/vI0+72X4eRU9bWgTpVJO9+vvwXWRMSyOudLf79qvhva8vnq9gCRVxKo7ddbJE0pJG0FfAf4SEQ8VnP6VrJqlL2BLwNXtSJPwP4RsQ9wOHCSpANqzrfz/doCeDtwRc7pdr1fw9HO9+5jwHrgsjpJmv3ex9o84MXATGCQrDqnVtveL+AYGpceSn2/mnw31L0s59io3q9uDxCrgGlV+7sAq+ulUbYm9raMrDg8LJI2J/sAXBYRV9aej4jHImJd2r4O2FzSjmXnKyJWp+e1wHfJivnVirynZTkcuDUi1tSeaNf7VWVNpaotPa/NSdOW9y41Vv4dcGykyupaBX7vYyoi1kTEMxHxLHBhnfu16/3aDHgHsLBemjLfrzrfDW35fHV7gPg1MEPS7um/z9nANTVprgEqrf1HAz+t90c0VlL95kXAPRHxxTppXlhpC5G0L9nv6k8l5+sFkraubJM1cN5Zk+wa4Dhl9gMerRR9W6Duf3XteL9qVH+O5gBX56T5EfBWSdulKpW3pmOlkXQYcDrw9oh4ok6aIr/3sc5XdbvVUXXuV+TvtwxvAX4bEavyTpb5fjX4bmjP52usW+E77UHW6+Z/yHpDfCwdO5vsDwZgAlmVxXLgFmCPFuTpjWRFv6XAbelxBHACcEJKczJwF1nPjZuBN7QgX3uk+92e7l15v6rzJeCr6f28A+hv0e9xEtkX/rZVx9ryfpEFqUHgr2T/tR1P1m51PbAsPW+f0vYDX6+69gPps7YceH8L8rWcrF668jmr9Nh7EXBdo997yfn6Rvr8LCX78ptSm6+0v9Hfb5n5SscvrnyuqtK25P1q8N3Qls+Xp9owM7Nc3V7FZGZmI+QAYWZmuRwgzMwslwOEmZnlcoAwM7NcDhA27kjaoWrGzT9WzQr6iKS7R/G6p0q6qGr/WEnfb5D+akm/KvjaZ0t6S8G075P0lSJpU/p7hzMocLivb71rs3ZnwGy4IuJPZFM0IOksYF1EnJPmrrl2FC99PjAgaX+y/u3/QTY54EaUTZu9D7BO0u4RsbJJnlsyXbvZWHIJwrrNppIuTHPp/1jSRABJL5b0wzS52n9LelnthZFN1ngi2UDAzwMLImJFnfu8E/ge2QyjsysHU6niuLT9IUmXpe2LJR2dtj8r6e40Ud05RX8wSfMkDaSf7VM1p/9N0i3psWdK3yfpO5J+nR77F72XGbgEYd1nBnBMRHxQ0rfIvsj/L9kC7ydExDJJrwMuAA6qvTgifinpHrLpFv6mwX2OAT4FrCGbJv5/peNzgV9IWgl8lGzNjOdI2p5saomXRUSozgI+dXwsIh6StClwvaRXRcTSdO6xiNg3BafzyOZe+hJwbkTcJGlXsmkXGv1MZhtwgLBuszIiKquALQGmp5kx3wBcoeeX+tgy7+KUth/YHOgjm4KhNs3+KcClAAABvUlEQVTOwJ7ATelLfr2kV0TEnRGxRtlqdjcAR0VE7cSPjwFPAV9P7RvDqRJ7t7KppTcjW1hmL7IpGeD5OaouB85N228B9qr6mbepzCFkVoQDhHWbp6u2nwEmklWlPhIRMwtc/ymyEscasi/ad+Wk+QeyFbtWpi/fbciqmT6ezr+SbN6oF9VeGBHr02SCB6drTianJFNL0u7AacBrI+JhSReTzSP23EvnbG8CvD4inqx5rWa3MwPcBmE9ILL59FdKehc8t6723rXpJL0SeBvZ0pzzgd0kHZLzkscAh0XE9IiYDryG1A6RvvwPJ1vo5bT0xV59j63IJhy8DvgIqbG9gG2APwOPphLM4TXn/6HqudKz6sdkAahy76L3MgMcIKx3HAscL6kyA+cGS1emaZbnAadExFORrVNwIvClNNV0Jd10YFeyGWMBSD2YHkttGxcCH4hsvYCPAgu04b/sWwPXSloK/Aw4pU5+3ydpVeVBViL5Tcr7AuAXNem3lLQY+HDVa/4r0J8aw+8mm/3WrDDP5mpmZrlcgjAzs1wOEGZmlssBwszMcjlAmJlZLgcIMzPL5QBhZma5HCDMzCzX/wezqoiNAE7TewAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Now plot without specifying the color in the plot() method invocation\n",
"# a blue Asterisk\n",
"plt.plot(x,y,'b*')\n",
"plt.xlabel('The X Axis Label')\n",
"plt.ylabel('The y Axis Label')\n",
"plt.title('Plot Title')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Now plot without specifying the color in the plot() method invocation\n",
"# \n",
"plt.plot(x,y,'ro-')\n",
"plt.xlabel('The X Axis Label')\n",
"plt.ylabel('The y Axis Label')\n",
"plt.title('Plot Title')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Subplots allow you to place multiple plots next to each other\n",
"# Not easy to adjust plot widths unless we use Object-Oriented method\n",
"plt.subplot(1,4,1)\n",
"plt.plot(x, y, 'r.-') # Minus sign connects the dots\n",
"plt.subplot(1,4,2)\n",
"plt.plot(y, x, 'b.-');\n",
"plt.subplot(1,4,3)\n",
"plt.plot(y, x, 'r.-');\n",
"plt.subplot(1,4,4)\n",
"plt.plot(y, x, 'b.-');\n",
"plt.subplots_adjust(left=0.065, right=0.97, top=0.96, bottom=0.065, wspace=0.84)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Object-oriented mode\n",
"\n",
"### We will see how many more options are opened up to us when using this approach\n",
"\n",
"Everything is about the figure. This is the 'canvas' where we can set different plots with varying labels, legends and scales all within a single set of plot commands.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Plot Title')"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Need to keep these statements in the same Jupyter cell for it to work\n",
"#\n",
"fig = plt.figure()\n",
"# Don't confuse ax with axis\n",
"axes = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # left, bottom, width, height (range 0 to 1)\n",
"axes.plot(x, y, 'b') # Color with no marker yields a line\n",
"axes.set_xlabel('X-Axis Label')\n",
"axes.set_ylabel('Y-Axis Label')\n",
"axes.set_title('Plot Title')"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Line-2')"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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/J7zl+w/jJ1sPIZ7O2r28uuLA+BzecdOjuPIbf8Xvdg7bvRzDZHJ5/Ofvn8GV3/grth+pfhJjNYl0Dh+8ZQc+8IsnkMrmbFtHJpfHu3/yOL56717kSxzMRcEYw88ePmzZ6392dBav/+5D2H98Tvi2JBKzDOwYxur/uKsmAQYAqWweH7p1J64b2CV4ZfXLwI5h/KKMAAOAPAM+fcduC1dkjs/cubukAAOAXzwyiIEd9h6/tf1dvEIGa9dn5zrKbTuRyQn5rFm9vWLsFmFU4raSfyFE9F4i2kZE28bHxwUva2Hz4L4JvPRrD+Cjtz2JgxMxXLiyHZf1d2ImkcWn73wGL/3qA3j4wKTdy6wLpmJpvOOHj+Lp4Rm4iPChW3fi/j3H7V6WIW5+5AhuevAQ9oxFcc2PH0cknrZ7SSfxlXv34s6nRnDXrlF87d7nbFvHT7Yexp/3HMe37tuP31p40P7bvgl86ne7cdeuUdyz+5jQbTHGcN3A09h+ZBrfum+f0G1JTiCPc8a4bmAXPnTrTmTy+h978yODUoiV4TN37i59QlZAqZJPJzKwYxjT8fJrZQBuvGevdQsqQaX9zWCd4L3xnr22raPStiOJDHcBaPX2irFbhA0BWFLw82IAI6XuyBj7PmNsI2NsY2dnpyWLW2jk8wxf/+NzeMePHoXbRfjBOzfiLx+7DF9/83n48hvOxR/+36W49b0XIeBz4+qbHsVdT1WsCpUA+OafnsOxaAo/+4cLcfs/XYwzu5rx6Tt3I5MzcDZgI5lcHv/153144aoO3PXBFyKazOK2bUN2L2uebC6P3+0cxpXruvF3axdhYOewpS5UIb98bBAXrWxDb0sA9z4zZtl2H3huHD63C13NftzyaPmr0zw4PBnH9iPT6AsHceeTIxicjAvdnkRBHuf0U6lcrlakEDuVaqKl+L5O5zN3VhcOw5GEBSspTS372wpRAAAjVfaDyHVU2zZvoWz19oqxW4TdAeCdakriRQBmqvWDSYyRzzN8YuBpfPPP+/C6DYtx57++EC9buwhEJ5uRF65sx+8+cAk2LAnjQ7fuwN/2yaux5Tg+m8QvHh3EmzYuwdmLWxD0ubFlUz+OTMZxx86S1xIcy9b9E5iOZ3DNxcuxrrcFFyxvxf8+LvZEXw8PH5zExFwarzmvF688pwfHZlPYPjht+TqOR5M4NBHD5f1duOysLjy4bwLprDWCe+v+CWxc3orXnNeL7YPTyAoU+s+OzgIAPvuadfju1edjcWtQ2LYkEqPwEGAaNzugHM1J1CJaNJxekliroHRTqeIsa6j1ZN8Kt643XP37XtQ6wg3eir+vJpr0Uu218t5eMaIj6m8B8DCAfiIaIqJ3E9H7iej96l3uBnAQwH4APwDwzyLXc7rCGMN1v3satzw2iH++7Ax85Y3noMFXPhizOeDFTddcgDM6m/BPNz+Bo1PyKngpbts+hGye4T2Xrpi/7SVrurCioxG3bT9a4ZHO4w+7xtDs9+DSMzsAAC9f34MD4zEMTTvjvX/04BTcLsKLzuzE5Wd1gUgpq7WabYcV4XfBija8aHUnYukcdg1HhG83Ek9jz1gUF5/RjjU9IaSzeRyejAnb3jMjs3C7CJes6sCmdd1wuew7OZFISjGwY5ibANP4+G+e4vp89YoeFwywzqExSq2CISc4qK4StZ7sixYFAHD5WdVdeFHrqPYW1CIQ9XD5WZ0l+6JEba8YoSKMMfZWxlgPY8zLGFvMGLuJMfY9xtj31N8zxtgHGGNnMMbOZozJKCgBfP+vB/HLRwfxvhevxJZN/ae4X6VoCXrxw79Xgl0+dtuTtpV+ORXGGH69fQgXrmjDys6m+duJCK/b0IdHDk45RsDUwt/2jePSMzvg97gBAJeuVsTY1v3WC51SPDkUQf+iZjT4PAgFvDijswlPD89Yvo7tR6YR8LqwvrcF63pDAIDnjokPrjgwrmxjTU8IZ3Ur2312NCpse8+OzuKMzkYEvG5h25BIzPCJ39ZWPnjJGW04fMMr8Y03n4egt/IpTyKTl2WJMOZy2N1PVYlaBQPBvtLKag6QhmhRAAD376leASVqHTMVegwJtQnEWhnYMYzbtw+X7QkLepXqJpHYXY4oEcx9e47hhv/bg1ee3YN/33RWTQJMY3FrAz71qrV49NAUfvrwYWFrrEeeOzaHQxMxvPq83lN+d9W5ym1/frY+AjqGIwmMzCTx/OVt87et6mrCopAfD+63P6Aln2fYeTSC85aG5287p68Fu2wQYc8di2JVVxN8Hhf6wkE0+Nx47pg4MaRxaEIR9Cs6GnFGVyPcLsKesVlh29szFsWanpCw55dIzHDdwC7E0pUTQht9bnzjzefhF+95AQBg84Y+PPufL8fVFy2t+DgnpOTZjZHeKDv7qapRq8CxK5xjYMcw5pK1pVLzFCHlqCZaeYuhQiqJOwbg9u3D3P4+b7xnLxKZ0t8jfeGgsEj8QqQIW8Acn03iY7c9hf5Fzfjqm841VFL0xo2LcenqDnzjT/swo6M8YaFz7+4xEAEvW7PolN8t72jEio5G/GVvfYiwbYeVSOeNBSKMiPC8pa14akh8qV01Dk/GEE1mcd7iEyJsfV8LjkdTODabtHQtB8djWNmhOJ8uF2FVVxP2WeCEHZ6Iwe0iLGlrgN/jxsqORuwdE7PdbC6P0ZkElrY1CHl+icQMtfSBXX3RUuz+7JUlT6A+t/lsNPrKO7xWptA5lXK9UQRluHG53zlRvOoROIA15X7F3HjP3rLR+cXU4lKZpZrLxVsMFVKtPDCRyXETyuXeawKw9dorLJl/J0XYAiWfZ/jobU8ins7iW2/dYLisiIjw8ZevwWwyg/9+YD/nVdYvDzw3jnP6WtAVCpT8/WX9nXjowCSSZa6yOIknjkyj0efGWd3NJ92+vq8FRybjFcsDrEAr9yt0Ztb3tQAAnhkV5wYVk8zkMDKTwMrOxvnbVnc1W+SExbCkNQivW/nKXtrWIOzK87FoCnkG9LTIMA6Js6g2twoAgl5X1WGyn39t5d87vcdJNOV6oxiA669aV3a2kBNLEssJnHJFQS3B2lwznugRflb1hFW7ZM9TDGlUKw/U4LUPyolNK0o+NaQIW6Dc9OAh/G3fBD75qrVYvai5+gMqsLY3hNee14cfbz2M0RnnlhxYRTKTw5NDEVy0sr3sfS45owOpbB5PHrXfSarG7pFZrOkJweM++etAEzq7R6wv+ytE64daUSB+NCF0eEJcOEUxhyZiYAwn9QCu6mrC8WgK0aRYoXpoIoblHSdef284KOxgPKo+b0+49AUGicQuaplb9cXXnVP1eTZv6Ktalni6umEDO4bLnoD3hYPYvKGv7HvgxJLEct+TjAHeEtVBsXTWcgGu56RftECoVQgB/AVhpfLAQnjtgy2b+hEsMiis6AMrRIqwBcihiRhuvHcvXrZ2Ed72/MoHmlr58MvORC7P8JOth7k8Xz2zYzCCTI7hwpVtZe+zcXkrAGDbEetj1PWQzzPsGYtibe+p/T/r1dvsCMAo5MD4HLpDATT5TyR6tjf60Oz3WCrCDo4r21pZIIa06HbRJx9Hp+JYVlAe2BsOYiaRQSxVe5lNrYzMKCWevdIJkziI6wZ2VU3su/qipTWXEH1u89kVhdjp6oaVG15LwPzJaV+Zk2AnliSWO2HvCwfRFDg1JTqTY5Y7els29cPrPlkQugin3GaFQKhVCAH8BWEtoo7nPti8oQ9ffN3Z6AsHQbCuD6wQKcIWGIwxXDewC363C5/bvF5XEEcllrQ14Mr13fjlY4OYE3DiV088emgSRMD5y8qLsHCDD2cuasJjh6YsXJl+hqYTmEtlS4YwtDf50dXstyT9rxIHxmM4o6vxpNuICCs6G3HQQhE2qI5qWNZ+Qgz1aSJsWpwIi6WyiKay6C4QRb2qSyXCmZZOmMRp1BJHf/VFS6uWIRbzuc1nl+1xAk5PN6yscwTMn5xu2dRfNyWJ5QIkLj+rE5Eyot6OvrBi5esmwpsvWIJwQXlkoEq6Jw9qfe0iBGE5UecmEiKSBnYM48Z79mIkkkBvOIgtm/otFWCAFGELjoGdw9i6fxL/dmU/FpXpVzLKey5diWgyi9u21dcMLN48dmgKa7pDVWvHNy5vwxOD02A2zh6phtZTVS4J74zOpvlyQDtgjOHg+Nx8GEYhy9sbcchCETY6k0Ao4EFz4MT7vlg9aIg8aI+p4SPdLf7527SD1XCEfzDJ6EwSTX5lFIBE4gSqDQ42IsA0rr9qXdnfnY5uWLkkwUL3q1JJoi0CpgLlgizu3zPuiJ4goHTfWibP8PsnR5HK5udvm45n8PHf7BL6mSz32sNBr3DHqFx54FsvXDJfgn/jPXu5vP6BHcP4+G92YTiSAINSzSJ635ZCirAFRCSexud+/yzOWxLG2y9cxv35z1sSxsZlrfjx1sOn7dywdDaPJwan8fwV5V0wjXMXtyCazOLIpHPnhe0/roRKnLnoVJEDKD1P+4/P2SYkp+MZRJPZk/qhNFZ0NGI4krAs/GQkkjzlANXR5IfP7cKQwBOPY2p5YOFFlV6B4m90JoGeFumCSZxDpTLEcNBrWIABiqCo5IY5zdkRSbkkQa+bTnE9ypUk2hFsUYly35EjkUTJk36R8evlKLfGSCJzSmmgiECMQsoJoU+/eh22bOrnLoYKKVUe+Prz+3D79mHuYqlU2aXofVsKKcIWEN/40z5Mx9P4wmvPNhRHXwtXX7QMg1NxPOrwMjtR7BqeQTKTx4U1iDAt2OIpm3uqKnFwPIbelgAafKfWxgPAGZ2NiCazGJ9LWbwyBW3g9ZLWUw/4S9sawJji3FjBSORUceJyEXrCAaHliPNOWIEIW9Tsh4vEiLDxaApdIX/1O0okFlBtePKnX13eyaqVSm6YE8MmRFEuSbDR5znF9diyqd8xwRaVqOR2bd7Qh9ef33dSaaXI+PVy6HXeRLqN5fqkAFjiHG3e0Iet116BQze8EluvvQL37xkXIpYqiXMrkSJsgXBgfA43P3IEb33+0pIhC7zYtK4bzX4Pfr19SNg2nIyWdvi8Za1V73vmomb4PC7scsCsrXIcGJ87Ke2vmFVdSrLm/uP2lCQOqeKmr4QIE+kGlWJ0JlHyYNknMKkQAI7NKgK4u0AAetwutDX6MSFAHE/G0mhvlCJMYj/VIumDXheXkqjNG/pQ7rqlmMuZzqTc91ipMSWbN/Q5JtiiEqXi1gv7me7fM35KaaXVjkg596mcQyuyXLJcn5QVztHAjmFccsN9WHHtXbjkhvswsGNYmFhySimqFGELhC/evQcBrxsfftmZQrcT9LnxqnN7cPeu0dMyoGP3yCw6mvw19dt53S6s6Qnh6WHrZlnpQem3ip0096qYFfNR8PaUVGpO2OLWUwcH94WtSSYEgEQ6h+l4puQXdE9LUKgbd2w2ieaA5xS3sqPJh/Fomvv2pubSaGv0cX9eiUQv1SLpa4mjr5VyFfYMzkv8E0W5frByJ6aOCrYoQam4dQLw+vP75sW7ExyRcu7T9VetszRCvVKflOj9VG7bej+TteKEeHpAirAFwUP7J/CnZ4/hA5evQkeT+CvYbzh/CRKZHO5+alT4tpzG7pEZrNPhNPYvasK+4+KH+RphfC6FaCp7UuR6Md2hAHxu13wyoNUMTyfQHPCU7DNY1OIHCSrJK2ZETSEs1SvVFVIcKVF9kmMzyZKiv6OJvxOWyuYQTWXR0SRFmMReqkXSh4NersEA5XqcgNMjJVFPP5iGU9yEcpRybxhODutwwmso5z5ZHaFeye0SvZ/KbZsxCBFLToinB6QIq3tyeYbP3fUs+sJBvOuS5ZZs83lLw1je3oA7nxqxZHtOIZnJYd/xOV0i7MxFzZiYS2Mqxt+xMMshde7VigrliG4XYXFrEEdtEmFD04mSLhgA+D1udDb5MSogIbAYLRyju4QI62zyI5NjiJQo2eHB+FwKXc2nXlzpaPJhMsZXhGmf0zZZjiixkWpliAQ+vWCFVDqpOx1SEvX0g2mU6gvzusqLNqupxb2x2xGpltK3eUOf8EAMDb0hJjz3U6VSWFFiqbj/zGoBBkgRVvfc/sQQnhmdxbUvPwuBoj8QURARXnF2Dx46MIlpB4oLUTzxwhIrAAAgAElEQVR3LIpcnmFdb0vNj1m9qHn+sU5D67da2lZa5GgsaWuwzwmLJCpeoe4NB+ddKpFowSRdzaWdMEAJtBDB5FwK7SUc7o4mPyY4lyNOzinP1y6dMImNVCtDfLuOocy1crqnJOrpBzuJ4oYrBzXR1eLeaI6I1fO4NKr1WlkZpV4txESkc1Rt23aLJVFIEVbHJDM5fP2Pz+HcJWG86pweS7f9irN7kMsz/PGZY5Zu1052jyi9Xev79Dhhisu0z8EirLfKUN6lNoqwsdlkxbj0XsHJhBqawOos4Uh1NgkWYbE02kv0aLU3+ZHI5BDj2Js5qV5UKbU9icQKBnYMC42kr8TpnJJopNzsxnv2IpMrmm/loGAOPe6N1fO4NKq5dVZGqVfbXyLFkN2OpF1IEVbH3PLYIEZnkvi3Tf0gsvby07reEJa0BXH306dPX9jukRk0+z1YUqY8rhTdoQCa/R7ssyldsBJD03EsCvnh91R2UJe2NWAmkcFMhRMjESQzOUTiGSyqEJe+KBTAcUHip5DxaAo+jwuhEmlgXWq/1vgc/7LIVDaHaDJbUhRpfVuae8WDKbW8UQZzSOyi0mBmEWWIhVRywwgLO6CjWopgKZwQalGJWt0bO2dGVRO/Vu5jO/ukqm27VHKiGXg/n1FKDweSOJ54Oovv3H8AF61sw8VntFu+fSLCK9b34EdbD2EmnkFLhTKOhcLukVms6Q3pmsFGRFi9qMmR5YhHp+M1CcrFajz80ek4WhpqL8U0i+YslSoB1Ohs9mMulUU8nS0764zXWjqb/CUvdmju2PFZ/mJwOqYI37YS5YFaCM/4XApL22u/MFCJE+WIsidMYg+VXDARZYjFXH/VOnz41p2nlEMyKCfrC6kUSqOWFMFS9IaDJR1CpwRzlAu8KMZOMbllUz8+/ptdJ4nAQvFr9T7WAkFKUev+5L1trSRT20daSab2GL3wfj4zSCesTvnpQ0cwMZfCx/7OehdMY9P6bmRyDA/sG69+5zonn2fYMxrVFcqhceaiZuw75kQnLDEvsCrRo37Zj1k0FFlDc7g6KzhhWikg796oYsbnUiVLEQGgye9Bg88tpBxRC94o7YSpr51jQuJkLA2Pi0o6fhKJaKoNZhZVhljI5g19ZfvRFmpJYi0pgqUoVUJGUFw1u9HTS2VnQmI1B8gpZXpW9qYVw9uptNP5LEaKsDpkNpnB9x44gMv6O7FxeZtt6zh3cRhtjT7cv+e4bWuwiuFIAolMDv1q0IYeVi9qxmQsjUkBg3WNks3lMTqTLJs8WEiv2pM1OmuxCFO3t6iKEwaIKQUsZDxaXoRp6xBRFlnJmdLcMZ7hOJF4BuEGn20XdiSnL9USEcMlxlSIolwY0EItSTTqBG3e0IfXn993UhkjA3D79mHb95OeE227hU6lXisrSwQrlejZKVx4O5VOKqOVlzvrkJv+dggziQw+9nf2Niy6XYQXn9mJB54bRy7P4NZRpldvaLO+Vi8qH+dejtVdymOeOzaHFzikzGtsNolcntXkhLU3+eFxEcYsSCEsRBM1XRWcsPmSPNFOWDSF5y1rLfv79kafkDEEJyLjT3XCtN6VSuVbeplJpMsOx5RIRFItEVFkL1gxWzb1n1YlieEGb8nvkVqcoPv3jJ+yn7STczv3k54TbW2dIkvtylFLiV+lEkGe66hUomfFsOZy+4F3SaaTymilE1ZnTMfSuOnBQ3j5+m6s77OuP6ccl5/VhalYGk8ORexeilC0csJVnUacMEWE7R93Tkni0SnlC6gWJ8ztIiwKBTBqcTnisdkkPC5CW0P5kIiu5hN9UaLI5PKYiqfnSx9L0drgw3ScvwirlFYY9Lrhc7sQSfB1wkoNxpZIRFJLIqKVJ/SnU0mikSHNhTjJVShEb4mhlfO4NPSU+IkOkqjmdIks2ay2H3g7lXY7n4VIEVZnfO+vBxBLZ/Hhl51p91IAAC9a3QEXAX9Z4CWJ+47PobPZbyiAZFFzAH6PC4OTMQErM8bQtBI5X4sTBihDiq0YilzIcbUEsFIQSlujD0Ti4uEBRZgwVnl2VrjBJ2Rm3uRcCm4XIRQ49XNHRAg3eBGJ8XTCMpaWfUkkgL2JiOU4XUoSjQxpLsTOfqpK6D3RtqPnqdYSPyvWVk1MixQu1fYD75JMO1Mgi5HliHXE8WgSP33oMDaf14czDfQmiSDc4MP5y1px397j+IjN5ZEi2X98br6sUC8uF2FZewMOT9oza6sUQ9MJEAE9VWaEafS0BObnpFnFsdnkvNNVDo/bhfZGH9dwimJmVKepkkPU1li6nMcs0/EMWhu8ZYUobwcuEs8Y6nuUSIxy3cAu2xMRS3G6lCQaHtKsUi3dzy70lhhWEgKi3utaXUQr1latRE9kyWYt+4F3SaYVJZ61IJ2wOuK/7z+ATI7h/71ktd1LOYlLV3di98isECfACTDGTIkwAFjW3ohBh4mw7lCg6owwjZ6WAEZnEmCsUtcGX5QwjOoisaPJL9QJ005GwhXKIsMNPiQyOSSLDpTmt52usl0vIhzF32zi9Bg3IXEGtYRxWJGIWIpKJYl2l9rxxKyTpbkKhQ56wGv/qaXeOHU7yipr3fdWrK0Wp0vUsGanuqlWYP9fiqQmhiMJ/PLRQbxp42Is72i0ezknccmqdjAGPHxw0u6lCGFsNom5VBarzIiwtgYcmYohX6Lsww6GpuM1lyICQHdLEMlMnusJfzWOR1MVBzVrdDaLFWHaa65UpqcFZ/DuC5uOVS4PbG3wcesJy+byiKayCAfloGaJNTgpjKMU5f72FlLfJK8ys1Q2P//v6XjGsvjyUhgp37NDCNS6761Ym50lek7q0bIaKcLqhG/ftw8A8C9XOMsFA4BzFofR6HNj6/4Ju5cihPlQji7jZVrLOhqRzOSFxJgbYWg6UbbnoRQ9Wky9ReEc6WweU7F0xUHNGp2CnTBNhFU68ZpPKuTYnwUAkUSmqhPGqwxyVm3ObwnKKnWJeJwWxlGKcpMaFtIEBy1m3q2+KDdR1SHNxThp7pLR9dghBGoVPlatTZTTVct2ndKjZTXyaFsHDE7Gcdu2Ibz9wqW6Tpytwut24cKV7XjowMJ0wvYdV0SYkXh6jWVtSgrhkckYultq68MSRT7PcGw2ie4W/SJsbDaBtQYGVutFSzusFE+v0dnsx8RcCowxIfOtTpQjlhdhmlDi7YTNxNMVB4SHG3yIxNNcXntEXXsl0SeR8KLSCbFdYRzFlHP+RfR/2sXAjmHcvn0YObXUPMcYbt8+jI3L2mo+CXZaQqKR9dgVU19Lb5KdEfrF6C3zrJVq+0HUdu1GirA64Jt/3ge3i/CBy1fZvZSyXHxGO+7bc3z+D2Qhsf/4HMIN3pIx4bWyvF0pIT0yGceFK9t5Lc0Qk7E0snmG7hoEjkaPKtiscsKOaYOaa1hjR5MfqaxSSlcqRdAskUQGREBzhecWVY4YqZJW2NrgRSbHEEvn0OQ393UeSVR3/CQSXlSKercrjKOYcmEFWkKiE9ZoFh6hD06au6Rt18h6rA5r0CMsnBAkUW2WWD1t1ymiTpYjOpz9x+fw2x1DeMdFy9AVstdBqcQLV3cAwIIsSTw0MYeVHY2mnIbecAAeF+GwA2LqNYGjxwnrbPbD7SLLYuqPz6pOWC3liNqsMEEliTPxNEIBb8Vh5GEBg5NT2Rzi6RxaK4j/VtW1inAQf5rjJ4M5JKKp1JtDgG1hHMVs2dSPUn/1WkLiQoCHi+W0nh6j6xE9i6t4W1ZH4ldbT7XXblfZKe/tOmnfSxHmcL75530IeN14/2Vn2L2UivQvakZbow+PHZqyeyncOTQRw4oO46WIgBKlvrg1iCMOSEgcm9FEWO2i3u0idDX7LXPCxqPKdmotRwSACUEiLJKoPsBYC7PgmRA6U0MvmiaYeASm1LI9iYQHleaCOSO6SOF0GNrMI/TBaQmJRnqMrD4xd1IfXa2v3a6yU97bddK+lyLMwewdi+L3T43g7y9ejo6m2kvH7ICIcP6yVmw7Mm33UrgSS2VxbDaFFR0Npp9rWXsjjkzZ74SNaU6YTme1pyWAsVlrTjzGoykQAe2NtYuwcUGzwmYSmYr9YADg87jQ7PfwndlVQy+aVn45mzQvwqLqc4go6ZRINKrNBXNa3/NCH9p8+Vmdp7h9Rl0spyQkGik1s/rE3IiwEOXU1fra7YqS571dJ/UwShHmYL7+x+fQ5PPgfS9aafdSauKC5a04NBETmlRnNVr5oFknDACWtzfgyETc0llbpTg2m4SLgI4mfT1u3S0By5ywqXgarQ2+iiWAGtoFClGfu0i8uhMGAOFGL1cnTHuuSpHxzQGlDyyqJhuaIZrKnvScEglvqs0FI8BxsdQLuSRRC+UoPCIRoDsdEXCOu2DU0bL6xFyvsBDp1NX62kWVnVYTl7y366S5ZMJFGBFdSUR7iWg/EV1b4vfXENE4Ee1U//tH0WuqB54ensH/7R7DP7xwRd2klW1c3gYA2H5k4ZQkHp5QygeXc3DClrQ1IJrKzvfe2MXYTBKdzX543Pr+/Dub/MJK/oqZjmXmY9+rEQ564XGRuJ6wKjHxGm0NPq49YbU4YZo4nOXwmZpLZuFxEfweeW1OIoZqc8GcEshRyEIe2lxKODEA9+8Z1/1cTnEXjIpBq0/M9QoLkSK31tcuIkq+FnHJe7tO6mEUesmTiNwAvgPgZQCGADxORHcwxp4puuutjLF/EbmWeuPrf3wOLUEv3n3pCruXUjPre1vg97jw+OFpXLm+x+7lcEFzwrR0QzNow5GHphO2Cuux2aTuUkRAcZxmk1mksjn4Pe7qDzDBVCw9nzhYDZeL0Nro455MqBGJp2uanaXFxfOilh6tE+WI5p2wuVQWzQGPkJh/iaSWuWBOCeQopq9M2l6990/yFE5OSUg0+pq2bOo/KYEPEHtirjd2XqTI1fPaeac01prOyXO7Tor8F1138nwA+xljBwGAiP4XwGsAFIswSQE7Bqfx5z3HsWVTf131Z/g8Lpy3JIxthxeOE3ZwPIZFIT8aTcZ/A0BfWHHThqYTWN/XYvr5jHJsNmlIVM4HYMylhfdtTMfTWNpWu/vY1uDDFMdSQI18nilOWIWSQI3WBi8OTsxx27bW51UprbBJLR3k5YQ1yVJEiSAqhXE4ZS5YObZs6seW255EJn+yJxZLZ+s6qp6ncLJaxJTDTDw9YO2JuR5hIVLk2ilK7HJQnRD5D4gvR+wDcLTg5yH1tmJeT0RPEdGviWhJqSciovcS0TYi2jY+rt8qrye+9sfn0NbowzUXL7d7Kbq5YHkbnh6ZRTxt/sq8Ezg8GcOKDvMuGHDCCbM7VWtsJmloYLToKPhC9DhhgFKyJ2KA6lw6izyrXBKo0droQyTGbw2zySyIgCZfeWHkdhGa/B4uPWGzySya/PVz0WchslCPc9VcMCeWIRayeUNfyQsUmRyr674wnmVZIkrVjGDmNW3e0Iet116BQze8EluvvcJRn0nRJXR2vXYn9WfZgWgRVq6ftZA7ASxnjJ0D4E8AflrqiRhj32eMbWSMbezs7OS8TOfwyMFJ/G3fBN7/4pVc3Ber2bi8Fbk8w87BiN1L4YIST89HhIUbvGjwuTE0bV9MfSKdw2wyi0UGyhGtEmGMMUzH0xXnYxXT1ujjGoqhoSe2vbXBh2gqi3RBQpgZZhMZNPk9cFUJJwkFPFzSEedSGTTX4XfOQmKhHucquWBOLkMspNwYiHrvCyvsAW1t8JoSTps39GHLpn70hoMYiSRw4z17LU9HdIoY5M1CfV1O6s+yA9FH3CEAhc7WYgAjhXdgjE0W/PgDAF8SvCbHwhjDDX/Yg+5QAO98wXK7l2OI5y1rBRHw2OEpXLyqw+7lmGImkcFULM1NhBGR0lswbd9B22g8PWCdCJtLZZHJMbTp6JsT1RMW0SPCVNEYSaRrGjJdjWgyW1M5cijo5VOOmMpyWbdEUkwlF8zJZYiFlCsHq9e+MC0QobB8MJkxdwGp+Dm1kAUAlooFM6VmRuLtrdqOU0roeOKk/iw7EC3CHgewmohWABgG8BYAbyu8AxH1MMZG1R9fDeBZwWtyLP/39Bh2Ho3gy68/BwGv2OADUYQCXpzVHcK2w/U/L+zwBL9QDo3FraUP5FYxOqNs20g5ojaza0LQPC6NabWkT48T1qqWIzLGuAZLzMwnFNbWEwYo6+chZmaTmZri4kMBLx8nLJnFGZ3SCZPw5bqBXRV/Xy8nWwutL6zWQAS7n1MvZkSUVSLSKWLVKLyF6kIUl7UitByRMZYF8C8A7oEirn7FGNtNRJ8lolerd/sgEe0moicBfBDANSLX5FQyuTxuvGcvVnc14XXPq+8P48ZlrXhicBq5vL3zsMxyZEopG1zGUYT1tQYxZKMTdkxzwgyIMJ/HhXCDV7gTNqU6Wm2NtV9hbm3wIZdnXFICC4kk1FldtfSEqUKNlyMXTWZqcsKaA3x6wuZSWTTJckQJR6rNBQvXkYu00PrCRAQi2B1Tb3aWllWzzpwyU80IIueV1bJtEcOq7UT4EZcxdjeAu4tu+1TBvz8O4OOi1+F0bn38KA5OxPDDd27UPb/JaWxYGsbPHzmC/cfn0N/dbPdyDHNUFWF6Uvqqsbi1ATOJjG0nvGMzioAyUo4IKLPCRIswrberVUc5ohbiMR1Lcy0P0lWOqK6XV0x9NJmt6X0KBb147niUy/ZkOqKEJ9XmgtVLKaJGub4wu8OWjCAibc/umHqzTpxVItLMdkSUS+p5TrvcTp7uoVUlp7VQ32f7C4RYKotv/GkfLljeipes6bJ7OaY5b0kYAPDk0foO5xicjKOz2Y+gj19pqBbtbldf2PFoEo0+t+HQl85mP8YFlyNqUfN60hF5u1AaWjliLSJMi5LnNYx7NplBqIbthgIezCbMOWHpbB6pbF4Gc0i4cd3ArqpzweqtBKmcmCCg7q7KiwhEsDtkwayIsiqpz+h2RLhQep/TLreTl3top5NXCinCHMCPHjyEibkUrn35WQtiUOry9kaEAh7sqHcRNhXn6oIBSjkiAAxH7ElIHI+m0GXQBQOUgc3CnTBVSOnqCWsUJ8ICXldNPZqh+ZldfEoio8lsbT1hQS+iSaUfzihzKWXNshxRwoNqZYhOnwtWji2b+stGPtdDKVkxPJMRAfsT/MyKKKtEpNHtiChj1PucdkXK8xJ/TisFlSLMZibnUvifvx7EpnWLcP6yNruXwwWXi3DuknD9O2ECRJg2K8yuvrDxaAqdTX7Dj+9s9gsP5piKpeFxkS5XRgvFmOI4pwtQSgtrGdQMAI0+D1wELiEZjLGa0xGbAx7kGRBL56retxxzak9Zcx0Nh5c4l2pliE6fC1aOzRv6yr6ueoqq19yASIFrbzYZUcPOmHqzIsoqEWl0O07o4+MtVGvt8+Il/uzuWyxGXva0ma/+8TkkMjls2XSW3UvhyrmLw/juAweQSOe4lvNZRTqbx+hMAks4i7CORj98Hpdt5Yjjcyms6Q4Zfnxnsx/xdA6xVFbYHLvpeBrhBp8uV3g+Hp6zExaJZ2ruMXO5CM0BPnHx8XQOuTyrOR0RODFXzAjRlLJm2RMmMUu1wcz1MhesHH0LIKpeZF+Pncl/POLOrUrqM7IdJ/Tx8YyU1/NZ2bKp/5SRCkbEn919i8VIJ8xGdo/M4JbHBvHOFyzDqq4mu5fDlXOXhJHLM+wembF7KYYYiSSQZ3xDOQDlRL0vHMSQTVddxqOp+XlfRtBcNJEliVOxtK5kRABo9nvgcdF8PxkvIonMfK9XLYSCHi4JjVEdzpTWN2bGgZt3wmQ5osQkn/ht+Uj6ei1DLGTLpn54SwxQ16Lq6wGRboDd5V6bN/Rh67VX4NANr8TWa6+oS8e1HE7p4+O1j/V8Vni5lHb3LRYjj7g2wRjDZ+54Bq0NPnzopWfavRzunLukBQCw82gEG5fXX5nloIBkRI2elgDGZpLcn7cayUwO0WTWnAjTBjbPpbCc0xDrYqZjGV3JiIAyCDvcwH9g82wio+sz0BL0cgnm0ARVKFi7E2Ympl57rHTCJGYY2DFcsSy2XssQC9m8oQ+fuXP3KW6fFlVfD69PpBvgtHIvIzgpPa8QEYON7RyWrPezwsOldNpwaHnEtYm7do3iscNT+MJrz66rMoZa6WoOoC8cxJND9emEiRRh3S0BPHJgkvvzVkNzr8z0hHVY4YTF01htwBlua/TOD3rmRSSewTmLdThhnMoRo6oIq8UJa54PBDHhhMlgDgkHPnPn7oq/r+cyxELKRdXXi9DgVdpVCrvLvcwKKCvKKc2sUUS5pF3Dku36rDhpOLQsR7SBRDqHL9z1LNb2hPDmC5bYvRxhnLukpW7DOY5OxeHzuNBlwjUqR29LEMeiKcuHWWvR8lycMIEibDqW1pWMqNHa4Jsf9MyLSELf3LFQwMslmENLWAzVmI4ImCtHjKakEyYxRy2R9AsFuxLieMI7GVHDznIvHvHjosspnRaRbidOKw20AynCbOC7DxzAyEwSn371OrhL1JYvFM5dHMbgVJx7n44VDE7FsaQ1CJeA96e7JYBcnglPGSxm3gkzIcLaGn0gUlI9RZDPM0zH02jTWY4IKCJsmuNnLZnJIZnJI6xjLaGg+ZldwAlBVVNPGIdofK0nrJY0RomkmGqR9ED994IVcvlZnbpudxIikxEBe2PqeQgo0eWUdvfMOQm7Rxo4AXnZ02L2H4/iu3/Zj9ec14vnr6i/Xik9nKsNbR6K4PL++hpCLSKeXqOnRZnTNRJJYJGJmV164SHC3C5Ca4MPk4KE9WwygzzTNyNMo7XRh+kj/MoRZ3UMatbg5oQla3fCmud7wsyUI2bgcdFJV8clklqpFkl/9QLoBSvk/j3jum53EiKTEe2Gh4ASXSK3EHrmAH59c04qDbQDecS1kHye4drbd6HR78EnX7XW7uUI5+y+FhABTx2tr74wxhgGJ0WKMOXL3OpwjvFoCkSKm2WGtkYfJufEiDDNNdWbjqg9ZjqeNjW0uBDtSnFYRzpiS9CLeDqHTM7cleXofDBH9W37PC4EvC5TqYzRZBZNAc+CGBYvsZZayhAXSi+YRj2fSIteu53ldjzKREWXyJldY61ztUQiSyr5IUWYhdzy+CC2HZnGJ16xZj7gYCHT6PdgRUdj3cXUzyQyiKay3GeEaWhO2KjFImxiLoW2Bh+8bnN/9u2NPmElplq6od50RO0xuTzjEhEPnGi+1+WEBU/M7DJDNJmF1127M2U2EGQumZWhHBLdDOwYxs0VyhAXQiR9KcqdMNdDyJbofjY7y+14CCjRJXJm1ihK/OgVdrKkkh/yqGsRx2aTuOHuPbj4jHa84fzFdi/HMtb3tmD7kWm7l6ELkcmIgOKs+D0ujM5Ye9XU7IwwjfYmH/aORTms6FSm1HRDI26dJtwicX1hGuXQoubDQX09YYBSTthu4kLLbCKDUMBbszMVCporg4ympAiT6KfSTDBgYUTSl2LLpn5sue1JZIrClbRZYU5+zSKTEQF7XUJe8eMiS+TMrFFEKamRNEg732Onjg8wijzqWgBjDNf/bjfSuTy+8NqzT6uSn3W9Idzx5IjhxDs7mBdh7WJEGBGhNxy03Akbn+MjwtoaxfWEacEahpwwtYRxKpbGsnbzM8wiqiunpxxRC7bg4YQ160gqDAU8puaEzSWzMpRDoovrBnZVnAm2EMsQNep9Vpjf45o/6W5t8OL6q9ZxW7PdEfX10GNkdI0ixI8RYWfXe2zF+ACrkeWIFjCwcxj/t3sMH3rpmcIG3DqV9X3K0ObdI7M2r6R2NBG2pFWMCAOA7lDAehEWTZmaEabR3uhHJJ5B1mTfUym0iHkjTpiWYhjhMKcLOOGEtegRYRzi4rXH19IPptEcMDckei6VlfH0kpo53dIQS1GPs8JEJyMC9kfU290vJRIRpaRGhJ1d7zGPMkinfUakCBPM0HQcnxrYjY3LWvHeF620ezmWs643BAB4uo76wo5OxdHe6EOjwPKsnpaApcEcjDGu5YgAuM/kAhQnzOdxocHnrn7nIrQ5RBFO64rEM3AR0OSr/XPQMt8TZq4vTbcTFvTOx8wbYU6WI0p0UC0NMeh11e2V6Vqpx1lhVvTy2BU7zrtfymkn64AY8WPkc2zXe2zWCXRioIg86gokn2f46K+eRJ4xfP3N5y3omWDlCDf40BcO1p0TJiqUQ6MnHMCx2SRyeWbJ5yKayiKVzfMRYY3Kc0zF0uhq5huxPxVTZoQZKdnVShinY/ycsJagV9esOK2kz4wrBSjpiJ1NTTXfv8nvMZmOmJFOmKQmqqUhAsAXX3eORauxj1K9VQRnzwqzqpenuO9JE3kiT9J59ks5teyNV89bIUZ7BHmVferp8TJbBunE8QzyqCuQ7z5wAI8emsKX33CO8JN6J7OuN4Tdw/XjhA1OxbFhSavQbXS3BJFVBzZbMSuMx4wwDa1UcEpATP103HjvYCjoBRG/csRIIqNrULOyBi2Yw2Q5YiI7/1w1bTfgMTUnLJrMolk6YZIqXDewq2IaIrDwZoKVY/OGPmw7MoVfPDI47woyALdvH8bGZW2O3AdW9fLYIWJ4CkzRJ+tmwiV497yJEHa1ovdzYjZUxomjJWQ5oiAeOjCBr967F1ed24s3nkZpiKVY39eCQ5MxzKX4RIeLJJPLYySSFJaMqNETsjamfl6E8egJU8sRJwSEc0zF0oZmhAHKIOlQwMuxHFF/ymLQ64bHRRyCOTLzQ5hrocnvQSqbRzqrv78jnc0jlc3rKn+UnH5Ui6MHFAG2UMM4SnH/nvFTyjKdHNVtVS+PHRHmPMtDRZ6sO7EkbvOGPmy99gocuuGV2HrtFZZdQND7OTFbBunEEmIpwgRwfDaJD96yEys6GvHF151eaYilWN8XAmPAs6POL0kcjSglgsJFWFgRYWMWxdTzdMLa552wlOnnKmY6njGUjH+7hzAAACAASURBVKjR2uAt2zCvF60cUQ9EZDouPpvLI5bO6Uor1ASUkQsdMfUxsidMUolqcfQLOQ2xHE68sl4Jq3p57NgvPAWmyJN1OWPrBEY+J2YEo52hMeWQIowzqWwOH/jlE4ilsvju1efLExsA63rVhMQ6KEmcT0YULcJalC/zkYjFThgHERZu8IEIQgY2K06YcRHW0uCbH/hslplERlc8/fwagl5TwRyakNLjTGmumZFwDm17TTKiXlKGanH0C3UoczXqeWizSOxwHHgKTJEn6/Um3EVi9efErkCRSkiFwBHGGD5++y48fnga//XWDThzUbPdS3IEXc1+dDT58XQdhHOInhGm0aoObB6btUiEzaXgdROXkwO3i9Da4ONejpjN5TGTMO+E8RKHkXhmPnFRD6GAx1Qwhybg9IgwLVTDiAOnPUZeMJKUopY+sIU6lLka9Ta02apeLdEDocvBq19KZJ+U3XPUnIQdnxOnzZGTR12OfOu+/fjNjmF85GVn4tXn9tq9HMdAREo4R52IMK+b0C04LIOI0NNi3awwbUYYr9LY9kYf92AOLVDDjBMWDnpxYHzO9FpyeYbZZAYtBgSh2XJE7bH65oQpX+VGBjZr7pnsCZMUopywP4VElTlSQa/rtCtD1Ki3oc1WpcPZGfbAC1En6zyEh5lgD56YXcdC+JyYRR51OfGrbUfxtT8+h9c9rw//esUqu5fjONb3hfA/DxxEMpNDwKt/BpRVHJ2KY3FrgyWx8d0tAYxaVIIwHk2hg0MpokZbow+TMb49YdOqg2U0HRFQSiUjHCLqo8kMGDNWVhQKeE2VlkQNiKJmv1qOaKAnzEj5o2RhM7BjGB/51U7kKw0DUzkd4ugrUU9Dm60shbPacXCKMKmGWeHB2800ut94rcNpzpTVyKMuB363cxj/fvtTuHR1hwziKMO63hZk8wzPHYvinMVhu5dTFitmhGn0tATx2KEpS7Y1Hk2hp4Wfu9fR5MezY3ydTe1qcpupckQfoqksMrk8vG7jLa9aOaGhcsSguZld806YgWAOIzH1czKYQ1LEJ367qyYBdrrE0VeiXHmZE/vCrC6Fs0oYiSqzFLV+M8LDKfPQnDhzqx6RwRwmueupUXzkV0/iwhVt+P47NsLvca7LYyfrtXAOh5ckDk7FsbTNmtrsnhZlYHO+lrMdk4zPpbiEcmi0Nfq4B3NMzTthxk9etCANs8OStavbRoI5QkGvqYh6zQmzKh1R254c1iwZ2DGMNZ/8Q8UQDo3TLY6+HFs29cNbonJC6wtzElamw1kZxS4icdCJUfKAdfPQrFzH6YwUYSb4+SNH8K+3PIENS8K46e8vQNAnBVg5lrQF0Rzw4GkHJyTOxDOYSWSEx9Nr9LQE5gc2iySXZ5gUIMIi8QwyOf1zqcqhpRqa6glTRZPZmHqtP81oOWIqm0cyU/1EthSagNMzrLnJRE/YfPmj33lX7iXWcd3ALnzo1p1Ve8AAKcAK2byhr+QFDK0vzGn4PSdO+1obvMLS4ayMYhchCJwaJe+UeWhOnLlVj0gRZgDGGL5yz158cuBpXN7fhZ+9+/lolKU8FSEirO1xdjjH0Wk1GdEiEdatxtSLDueYiqWRZ3zi6TU61IHNvOLggQInzEQ5Ylh9rNmBzdrjjTphgLGkQqDAmdLxneL3uOHzuAxtcy6VgdtFCHjl4eB05e0/eLhqAqKGFGCnUg99YZqzEylw6ZM1CG6jWOmUiBAETnV6nDIPzc6ZWwM7hnHJDfdhxbV34ZIb7rPdnTSDPOrqJBJP4z0/24Zv378fb33+EvzPO85Hg08KsFpY19uCvWNR5CwovzOCVTPCNLQeLdEibH5GWBNPJ0x5Lp4lidOxNBp8blPBLa2qaCpOK9PL7LwTZiAdUYuLNzgrLJrMoMHnhkdnT1uz32NsTlgyiya/R/aynoYM7BjG6v+4C1sP1NabKgVYaerBFbDa2bFyn4gQBKLWb1ZAOGUeml0zt5xaJmoUqR508PjhKfy/W3ZgfC6F669ai2suXi5PXHSwpqcZiUwOhydjOKOzye7lnILVIqxbFWHHBM8KG5/jN6hZQysZnOQYUz8VT5tywYATLpp5J8xEOaJJJ2w2mdHVD6bRHPAYK0dMZWUy4mlGrfHzhUgBVp5SseME4PKzOu1bVBFWOztWzoASEXUuYv1OSxQ0u9/sSDZcaIEg8shbA5NzKdzwhz24bfsQlrQFcfs/XezohD+nsrY3BAB4ZmTWkSLs6FQcrQ1eQyfARmhr8MHrJuucMAHliJOcnTAz/WAA0MKxJ6zBp5T46V6DJsIMhnNEk8ZEUVPAYyyiXnXCJAufgR3D2HLbTuitQpMCrDKbN/Rh25Ep/OKRQWh1HgzA7duHsXFZmyNODq1ORrR6BhRvQSBi/U4UEHZGxBtJnzRzMcGJYwyEH3mJ6EoA3wTgBvBDxtgNRb/3A/gZgPMBTAJ4M2PssOh11cLEXAo/fegwfvrQYcTTObzvxSvxwStWy/4vg6zuaobXTXhmdBZXOXCYtZXx9ADgchEWhQIYmxFbY66JsA6u5YiaE8YvVGQqnjE1IwxQSvLcLkIkYU4cziQyhuLpgROphkYTGmeTGV2DmjWa/V5DEfVGRZ/EuRhxukrR6HPj868VX2K0ELh/zziKC+3tPsEuxEpnSqPeZ0DxXr9T+8zswKgraPRigqgxBmYReuQlIjeA7wB4GYAhAI8T0R2MsWcK7vZuANOMsVVE9BYAXwLwZpHrqkQslcUjBydx11Oj+P2uUWRyebxszSL825X9WNXVbNeyFgQ+jwuruprx7KgzwzmOTsWxrq/F0m32tAQsccIafW6uFw/CDT64iH9P2Ip2cyKYiBAOek33hEXiGbQYLI3UUg2NzgqLJrOGHMHmgGe+pFYPc6nsvLMpqX8GdgzjI7fuhNnIhUvOaMMv3vMCLms6HaiHE2y/xzV/Etra4MX1V62zpIdHtPvgRIejFFa7kU7GqCto9GKCE11IQLwT9nwA+xljBwGAiP4XwGsAFIqw1wD4tPrvXwP4NhERY0x4esPgZBy/2nYUsXQW49EUDk3EsEcNjggFPHjD+Yvxjy9cgZUOLJ2rV9b0NOPBfRN2L+MUcnmG4UgCLz+7x9LtdrcE8dRQROg2eM8IAwC3i9Da4ONejmjWCQOURMMZkyJsJpE27YQZLUecTWSwrL1R9+OaDPaEzaWyWN6hf3sSZ3LjPXulALMBJ59gF7sAgNhkxHLbFeE+ONXhKIUdbqRTMXrRwmiZqFMvkogWYX0Ajhb8PATgwnL3YYxliWgGQDuAk87Uiei9AN4LAEuXLuWyuGPRJP77L/vR6PegtcGH5R2NeP+LO3HhinZctLLdUD+IpDJre0L4zRPDGI/yFwZmGJtNIpNjlsXTa/S0BHDv7iQYY8JCXsajSSH7uq3Rx60cMZ3NI5rKos1kMAeghHOYjc6PxDOG+xYDXuNx8YDihIUMlAeGArIcsd7hcZwzc1Ihyw+Nc/lZnSVj/p0QzmGXC2DFdkVvg6fLxrPPrF7cv3KYuWhhpEzUqRdJRB95S51VFjtctdwHjLHvA/g+AGzcuJGLS7ZxWSsOfOEVMuHQQrRwjmdHZ9HZbP/BSWNw0toZYRqLQgGksnlEOPRDlWM8mkJ/N/9S2vYmH7dyRC3NkJcTNhwxV+I5k8gYmhGm0RL0GoqoZ4ypokj/tpv8SjCHXkE/l8qgWfa5OgIex7lyJxuV8Htc+NLrz6mrkzincf+ecV23W4ldLoAV2xW5DREuG48+s3py/8phtSvoVBdStNUzBGBJwc+LAYyUuw8ReQC0AKhtaIlJiEgKMItZ23NChDmJo1o8fav1ThggdlbYeDTFdUaYRnujn1s54pQqwsymIwJKv9qMCSeMMYZIIjOftGiEUMBjyAlLZfNI5/LzfWV6aA54kGdAPJ2rfmeVTC6PZCYv0xEXEFs29dd8YCcoyYd7P/fyujl5cypOLXcC7JtjZsV2RW7D6tlqtcJrXTyGHht9DqvnjNk116waoo+8jwNYTUQrAAwDeAuAtxXd5w4Afw/gYQBvAHCfFf1gEnsIN/jQFw7iGYeJsMGpONwuQk84YOl2tVlhY7OJeZeQJ8lMDrPJrMByRE4iTBVzZueEATAdzJHM5JHO5hE2MKhZIxT0GuoJ04SbESdMe0w0ma05hEUb7twkyxEXDNpJRaV0RKtCGU4nnFruBNjnAlixXZHbcKqw5rEuHm6a2eewOj3TiWmdQo+8ao/XvwC4B0pE/Y8YY7uJ6LMAtjHG7gBwE4CfE9F+KA7YW0SuSWI/a3qa8cyIs0TY0ek4esMBeN3W9gGKdsI0p0qECGtv8mEmkUEmlze936Zjivjg4YS1NvqQyOSQzOQQ8Lp1P16LtzcyqFkjFPAa6kvTShiN9IRpQmoulQFQ28UEba6YdMIWFk482VjoOHlgs9Uzu6zcrshtOFVY81gXj146pyYO1hPCj7yMsbsB3F1026cK/p0E8EbR65A4h7U9Idy357jhk2QRDE7FLe8HA4DOJj9cBBwTJMJEDGrWaFcF03Qsja6QOQdxar4nzPygbK2XayaRMfT50uZ7mekJCwW9ODIZ0/04LVjDyMBwLVxDTzS+lqZoxHmTSCQncPLAZjtDHIpFklYyx1uIiXg9vF02Xu8Dj3XxcNOc6hTWEzL+T2I5a3tDyDPguWNRu5cyz1GbRJjH7UJns1+YEzYvwpr4l1m2q31mPPrCprmWI6ri0GBfWEQtZTQaUQ8ALUGPoTlhJ0SRgZ4w1c2a07FdzQmT6YgSiXkqDWy2C61kbDiSAMOJkjEj/T/1uH0z8Owj4rkfeKyLRy+dXb2GCwl55JVYztoeZSDyMyOzOGdx2ObVKAO6J+bSWGxxKIdGd0sQY7P154RppYM8EhKnYmk0BzxcykFbVQcrYrAvTHucuWAOL2YSGd1JhVpPWMiAACzsCasVpXRRliNKJDxwojNgd8lYPUXIl4KXy8Z7P5hdFw83zamJg/WEPPJKLGdxaxBNfo9jwjmOTtsTT6/REwpg//ickOfWRFh7E//4e60ccYLDrLDpeJpLPxhwQjxFDDphMxx6wlqCXuTyDPF0ruaQDMCkE6Y+Rs+ssKgM5pBIuFGuV8fMd4lZ7BaG9RYhLwq734diePTS2dVrCNT/nDQNeeSVWI7LRY4K5zg6pXwJ2iXCulsCeHD/RPU7GmB8Lom2Rp+QwBGtHJGXE8ajFBE4UdJo1Ak70RNmfD3aSddMIqNLhGmJikZ6wk4EcxjoCZNOmERimi2b+rHltieRyZ9clBhLZzGwY9iWk0S7wyVEbt9ul08Pdr8PpeDh8tkRAlRP4rsasidMYgtre0LYMxZFPm//NILBKZudsJYA5lJZXQ5GrRyfTaFDgAsGKD1TLuIjwng6YZoIMxpTH4ln4HERGn3GQ2O0ckK9s8KiySzcLkKDgW03+fQHc5zoCZPBHBKJWTZv6CvpKmdyzLa+sC2b+hEsCiiysmRM5PatcJd4zNIC7H8fnIaZ/erU+W1GkCJMYgtre0OYS2XnSwHt5OhUHM1+j6k0PDNos8KOCegLOx5NoatZzOwzl4vQ2uDDBIdZYdOxDLf9H/C64PO45qPm9RJJKGsxM8h93gnTKQSjyQya/B5D23a5CE1+j75gDlX0BbzyUCCR8KCcA29nX5jfc+Lvu7XBa+mQWpFDckUHQzgtTGOhYHa/GhHfvMQ0b2QNisQW1vQog4mfGZnFsvZGW9cyOBXH4rYGUyfdZugOnZgVtqqrmetzj0dTWNkhbv+2N/kwFTPfEzYVS6ONUzkiEaG1wYtIzGA5YjxjKBijEK2cUG9C4mwyi1DQ+Ndyc8Cjy1GdS2UNiz6JRHIqTio7Ky7bApRh9FZTLxHyxTgtTKOYeu2LMrtf9f6NObl8UV7+lNjCmYua4XaRI8I5lHh6++qye1qUbfOOqWeMYTyaQmeIfzKiRnujH5MmnbBEOodEJodWTuWIgBJTbzSifiaRMRVPD5zcE6aHaDKDZr/xbSsirHbhN6s6bxKJhA+lys7sGtrspLItEU6EaHfJaWEahdRz9L/Z/aq3tNNJfwfFyKOvxBYCXjfO6Gy0PZyDMYbBqTgu67f+AKnRpYqkMc4iLBLPIJ3LCytHBBQnbLfJ91ATS7x6wgBl0HJEpwDSiCTSpveZ5mbN6lzDbMKcE9bk9+gK5phLZuWMMImEI04a2uwUESHSiRAZDOEkV7MYs26SnS6a2f2qN5XRKX8HpZBOmMQ21vaE8KzNTth4NIVUNm9bKAegCNL2Rh93J+y4Gk/fJWBGmEZHk990RP0Ux0HNGuEGr+GI+kjcvBOmBV3odcJmkxlTIRnNAa+hckSJRMIPpwxtdsowXSc7EZVwcpiGGWHB00Uz4nDy2K+bN/Rh67VX4NANr8TWa6+oKCCd8ndQCinCJLaxtjeEkZkkpjmk6xlFS0ZcYqMIA4BFoQD3YI7jUeX5RIqw9kYfosksUtlc9TuXQYQT1trgMxVRb7YnzO0iNPs9htIRzThTTQEPonqcsJR0wiQS3jjlyrtTRISo/SE6bIFnuSPvtZoRFrxEsVExZ3VIiVP+Dkohj74S29DCOZ4dncXFqzpsWYOWzmi3COtpCWCEtxM2qzphIXHliB2qwJucSxu+qqQ5YW2N/NIpw6oIY4zpCp3I5vKIJrNckhpDQa8hJ8zIjLD5bersCZtLZm0PxpFIFhpOGtrs97jmT7hbG7y4/qp1locRiCjrsypsgUe5o4i1mgkl4SWKzZREWjlfzM6h0tWQTpjENuYTEm0sSRycTIBIuRJjJ90tAYzN8L1KakU5YrvqXpkJ59CcUDPDkYsJN3iRzuVPOUBUQ0szNFuOCCgibDZRuyDK5xnmUlmETDhTessRo7IcUSLhzpZN/fC6Tr34ow1ttgLtxL+wN9aOZERAjBNRTyWOItZqxk3iVZ7nFMe3FvSUL1qJFGES2+ho8mNRyG+vCJuKozsUQMBrfDAvD3paApiOZ5DUKRoqMR5NodHnRqPAk+z2JkXgTZiIqZ+KpUHEtyesVXWy9A5s1vrIWjg4YS1Bj65gjrl0FozBVClkk9+DZCaPTK62k61oMiPLESUSzjhhaLOTRIqI8rN6EgCi1mpUWPASxU7utaoX5NFXYitre0K2JiQemYzZXooIAN1qTP3YTBLLOc31Oh5NCi1FBICOJvNO2FQ8jXDQC3eJK8dGaQkq65qOpXW5nFr5YDhoXhCGAl4cmax9GLlWRmhGFGmPnUtmq0b+Z3J5JDN56YRJJAKwe2iz00QK7/IzK5MLzSYJOi1lkVd5nug5bacD8ugrsZU1PSH8bd8E/j97bx4mx1Xf/X5/s+/7SBqNNNJ4kWTZsiVLNjYEgm3AxglGBEJw9CaGJ+CQXN6Qm0AuiZMXQnAuL+QmkLwkQFjii3UdeHEeY8DEBDAheJewLS+ybO27ZjT73jPd5/5x+syUeqq6TlWdU1U98/s8zzw909N16lR1z9T51ve3zMxlUV0Rvxt1dGASN21aEft+C1ENm8+OmhRhM+i0GIoISDcTQKQKiYMTGaNFOYAFJyxoTpYK3THjhFUGKsyhXLMoOWFKUI3P+IuwiZnooo9hGHeSXngnvf9CTJdEj0sAmMjnSqNYMSGK05xrVSrw1ZdJlM2rmzCXE3j13Diu6G6Odd9j07M4Pz5jTPREYVVzXoQZLM7RPzaDy1c3GRvPjbqqctRUlmEggggbGM+gvd6sWFQCJGjD5pFJ5YTFX5hjwQmLVqIegJb4U/tjJ4xhzOO28I6zaXOaFv42ClPEJQCi9uOKc65JEGeBjUKS7HVmCr76Momy2VEhMW4RpkLFejvSEI4oRZjJXmF9o9O4YaNdl4+I0F5fHS0ccSKDizsbDM5qQUQFLVM/nxNmQIQ111ZiMpPFbDaHynL/9FtVUCOKM6WKeuhUSBxnJ4xhrJF002a1//uePIGsECgnwju3J7NgNiFk3IhDAJgK67Q116UgRMIQV3VM23BhDiZR1rXXo66qPJHiHEcHJubnkDQN1RVorKkwViFxYmYOE5ms9XBEQJapPx+h19vgRAZtDWbDEVU4YdCGzSP5aoYmRJgSRLrFOZR7FakwhyMnzI8FJyz+stkMsxxIsmnzA8+cwv17TyEr5AyyQuD+vadiq87opFT7hAHpLj5hsulynJh439JUeCYKLMKYRCkvI2xc1ZhIcY6j56UIW58CEQbICommnLA4ytMrOuqrcH4sXDhiLicwNJlBm8HKiABQXVGOuqry4NURpzJorK5AhYZz5YcSgqOafbvMFOaQ+xyb8T/u8fxr3Kq4MQwTnSSLY6RpkWpDyMQlQNLc6DdN77Eupt63tBWeCQuLMCZxNnc14aUzoxCi8J6hXY6cl+Xpa6uSLU+vWNlUg3OjhkRYfpwVTfZFWHtDFQZClqgfmZpFTsB4YQ5AlrwPGo44MjlrpCgHsOCm6eaFKccsigibL8wRwAnjcESGsUOSLkqaFqml3CfMRHl9W45d2Pc4DgfRC1PvW5C/rSSP1w+++jKJs3l1E3Y/eRynhqewpjW+/KyjAxNY1558Ppiiq7kGB86OGRlrwQmzW6IekL3CBsYzEEKAKFiZ+YF8GGO74XBEQDZsDhqOODw1ayQUEViocqgfjjiH6oqySFVClaDScd/mc8K4MAfDWOGGTZ2494njrs/bJk3VEW0UpohTZEbJ57KZuxTmPU46l8rU+6ZbeCbp4/WDnTAmcVRxjrhDEo8NTKA3BZURFauaa9E/PqPdaLcYsYYjNlRjLicCl4MHZD4YYMcJa6mrnC85r8vI1CxaEnLCRiaj77umshxV5WV6hTlUThg7YQxjhUde7g/0vEnSFka3c1s3PnrzRqxuqcXp4Sl89uEDkRyJNOdqObHp2IV5j23MJ4jTZOp903Uo0x6yyVdfJnE2rWpCGQEvnRnFWy5fFcs+ZXn6TCrK0yu6mmsghBRQQRoMu9E3No2q8jJjgqIYqmHz+fEMWgLmdg3mwxjtiLAq7A9Y8GVoMoPLVpkp668KbOj2Chueyhhx4RpqKubzvYoxNj2H8jJadBFnGMYMSYcEVleUzS9AW+sq8fG3XZ5oOXGTjkSaSvAXw+ZnIIzDaHo+Qd9Xk++bjkOZ9N+gHyzCmMSprSrH+o76WJ2wo+dlefq0FOUAnL3CpiKLsP5R2ag5aHhgGFSPr4HxGVyyIlip+cGJ2QvGMElLbeV83y9dhg24UYrATtjULFpqo4vRxpoKLSdsZGoWTTUVsXxGGGY5klRIYOHCGACmZ6NHWETBdJn6uHtvhS0Fb/szEDRU0vR8gr6vcb9vaQrLdYNFGJMKNnc14dkTw7HtT5WnX5+CHmGKVU1KhIVvfKzoG5uJpTw9AHQ0SuEwEKJMvXLCWuvNO3atdVUYnprVzlXL5QSGJzPGXLnqijJUlZdhdEqvOuLI1Fxk8Q3I4hw6hTlGp2cjlcNnGKY4STVsttWXKwo2HIm4GgVHcfHS5tiZnk+Y9zXOBs9pO/+FcE4Ykwo2r27CyaGpUHlFYVDl6de1pccJ65pv2BzdJu8bm44lHwxYcLHOjwcXjwMTGTRUV0QqRuFFS10lsjmhXSJ+dFpWagwaUukFEaGptjJATpiZcERdJ2x0ana+eAjDMObZua0b79zeDectINWw2WaFtjSGYJVKDpcbUfKKTFRXNInp+aT9fU3b+S+EnTAmFajiHC+fGcVrLmq3vr8jAxPoak5PeXpAhq/VVJbhrIFeYf1jM7i2t83ArPxprasEkcwJC8rghDnnqRAlpkYm9SoeLhQJMSdMmmortHPCTBUFaaypxInBSd/XjU7PGasEyTCMO8UaNi+nECzTjkTY8MAwRBW1cTo/OpicT9qdJiB9598JO2FMKpivkBiwkEJYjg1Mpqo8PSCdk67mWpyJ2CssM5fD0ORsLOXpAaCivAxtdVUYCOGE2RRhrXlBM6RZpl41djblhAFSWOuUqJ/N5jCRyZpxwqor5svPF2NkahZNtXwfjmFskoQrdcOmThQGYCe9MDbpSMTVqFmRdrcnyT5YaXea0g5fgZlU0NlYjY6GqtiKcxw9P4G3XL4yln0FYVVTTWQnrH88vvL0ivaGKgyEdMJULpxplKukW6Z+SDlhBkVYU02llghUIYscjsgwSwsvV8qWC/3AM6dw/95TF7hvBOCd25N3AwqLMqhwvqDzijvnLc1uTxr6YKXZaUo77IQxqYCIcFlXE/aftS/CRqdnMTCRSVVlRMWq5ugi7Ez+gq+qLcZBe311qJywwYkMWi2HI+o2bFZiqTUBJ8ykCJMl6ucgRGEQ1IVwYQ6Gsc9Hb96IyrLFhYEmMnNWHAs3gSIQT28yP0w5WHG7i1HcHtsuVdr7YNkkSQfQFNacMCJqA/BNAOsBHAXwbiHEkMvrsgCez/94XAhxm605Melm8+omfP3nRzGbzaGy3N79gSP9qjJiOkXYudFp5HICZS4Xbh3O5EVcV3N8oRLtDVV4MaCLKYTAwEQG7dbCEeW4Q5pVG+dFmOGcMJ3CHPMizFBOWDYnMDWbRV2V+7/4mbkspmdznBPGMJbZua0bf/ndF+fDnRWzWWHFuUljUQ6FKQcriZy3MG5PHC5Vmt9vN0zl8qXBATSBTSfsYwB+LIS4FMCP8z+7MSWE2Jr/YgG2jNnc1YRMNodD/eNW93OwT44ftKdVHHQ112AuJ+ZDCsOgqit2tcTnhHU0BHfCJjJZZOZy1nLCmmqkANEOR5ycRUUZoaHa3L2p5tpKjE77u1Kqn5mpcEQARUMSVdl8dY4YhrHHsEe/QhsL5TTnL5kSDB+9eeOiJvNpCQ90EodLFfT9TtI9MpnLt1QcQJsi7O0A7sl/fw+AnRb3xSwB5otzWM4LO9g/jspywrq2dBXmAIA1rfIf58mh8BfnMyPTqK8qR6NBMeFHR0MVxqbnjP50dAAAIABJREFUMDOX9X9xHlXIo73BTu5aRXkZmmoqPBdAhQzlQyNNNi9uyrtSE5ni58VsTpgco1gYpKrYyOGIDGMfrwWxDSc6zQLFlEBMqhhEUAETh0sV5P2Ou6BJISaFU6k5gF7YFGErhRBnACD/uMLjdTVEtIeIniAiT6FGRHfmX7envz/52GbGPL0d9aiuKMN+yxUSD/aNY317PSoshjyGZU2rFIZuoRa6nBmeRldLrVEx4YcSUkGKc/SN2S8g0lJXFSgnrNVAOKATtcjyywtTIqzFwKJM7bNYGKSaDxfmSBd8nVuaxJ0XVl2xcG1rratMTbU6UwIxzvL0zn0GFTBxuJJBBKlN90hHoJoUTkHObZpzxyKtQonoR0T0gsvX2wMM0yOE2AHgNwF8jogudnuREOLLQogdQogdnZ12u80zyVBRXoZNqxqtl6k/1DeeylBEQP4DBYCTQ/59nrw4Mzo93/g5Ljoagjds7s+LsE6LIqy1rnJRLoYXQxOzRotyAAtOk19emHLrTDhTWiIsH6rIJerTBV/nliY7t3WjwSX0V+WFmUIJBWcI9vRsztj4UTHhYCXl5oQRMHG5kju3dePRj92II5/+FTz6sRs9z6ct90j3PTEpSnXPbdLunx+RRJgQ4k1CiCtcvr4D4BwRdQFA/rHPY4zT+cfDAH4KYFuUOTGlzebVTXjp9KhvDk1YMnM5HBucxMWd6RRh9dUVaKuvihSOeHZkKnYRpoSUElY69MfghDXXVQXICcsYF2E6gkj9vr6q3EhBGp19mgx/ZBjGnzjywkohT2bntm589OaNWN1SO1+mPsiCOKljDCNg0tZDy5Yzp/uemBSluuc27X8TNm+DPgjgDgCfzj9+p/AFRNQKYFIIMUNEHQBeB+AzFufEpJzLuppw31MncHZ02kp1v6MDE8jmRGqdMED+MwkrwmazOfSNzWBVjJURAcz3+joboNF039g0ysvIuPBx0lpXiWMDE1qvHZo0Xy4/iAgz1SSawxEZJn3E0S+sFPJkola1S+oYw1ZkTFMPLVv9znTfk8I+cVFDSXXObdr/JmwmxXwawJuJ6FUAb87/DCLaQURfyb/mMgB7iOg5AI8A+LQQ4iWLc2JSju3iHGmujKhY01obOhyxb2wGQgCrYw9HrAIRcG40mBPW0VAVuhS/Dq11VVol6oUQGJqcNZ4TpkSd3xxGpjLGimSoiofFwxG5MAfDxEkceWFproyoiOpMJHWMaS54opvzZMuZC/Ke6IZOmiLtfxPWRJgQYkAIcZMQ4tL842D++T1CiPfnv39MCLFFCHFV/vGrtubDlAab8iLMVnEOJcIu6kxfjzDFmtZanBqaChWSmUSjZkDm83U0VONcgEbTfWMzWNFod56qRHw259e4WL7GdLn8NtWrzCcvbWRqFs2G8rMqysvQUF28P9no1ByqyssuSOBnGMYeceSF3bCpE4UyLy1CQRHVmUhKDIUVMLaLQgTNebIhgtIsUNM8N8BuOCLDBKahugK9HfXYd3LEyvgH+8bR3VLr2cQ2DaxprcPMXA7nxzOBi1aoRs1J3OVZ1VSDc2P6Iqx/bAYrm+yKMOVsjUzNFhVYqoKiqZBARW1VOaoryuYbQXsxMjWLizrMubPNtZW+TlhTbWWsFTQZZrljMy/sgWdO4f69p+C83UQA3rk9PeFwQPRGy6ZD2oIQNLQwjobCphpgRyHJ98SPNM8NYBHGpJCta1vw6MHzEEIYXyS+muLKiIqFXmGTIURYMk4YAKxsqsap4WAibEt3s8UZLYQDDk7MFBVhg/lwwbZ68+F5OiGR0gkzt++m2sqiZfFHpma5MiLDxIzNvDC3xbgA8MjL6Wp1EDUvKYny9GH3H4dASkvOU5py3wpJ89w4FoVJHVvXtqBvbGbe1THFbDaHQ33j2NTVaHRc06heYWGKc5wZmUZDdUUiBRdWNNXgnGZhjmxO4Pz4jNXy9ICzamNxEaTuUNsoEtJaX+XrhA1PzqLZYD5ac61fOOIsF+VgmJixmReWlsW4H1HykpIuNx50/3G8J0FznpLsmWVj32nuAaYDizAmdWzraQEAPHN82Oi4h/snkMnmcNmqJqPjmqY774SFadh8Zng6ERcMkOGIgxMZzMxlfV87OJFBTtjtEQYslL/v8wmTVE6YFRHm06tsejaLmbmcUSfMPxxxjotyMEzM2MwLa/G4iZOWAgROwpapT7rceND9x1EUIkjOU5Ii1sa+kxblJmARxqSOTauaUF1RhmeODxkd9+WzsthH2p2whuoKtNRVhqqQeDqBHmGKlU36vcKUKLLZIwwAOvOFP/zmpJwq0yXq1ZjFnLBRCz27/ETY2NTsfBVFhmHiw0Ze2APPnMJ4vgG7k8pySk0BAidhF89Ju31B9x9HUYggzmKSItbGvpMW5SbgqzCTOqoqyrCluxnPnDDrhO0/M4bKckpto2Yna1prcWIw+IXl+OAkfmVLl4UZ+bMiX2Tj3Oj0fEilF0oU2XbCmmoqUFVR5ivCBiYyqCgjNFab/5fYWldZNCds2IIIa6mr8lzsAeZz0BiG0SNqYQo3PvvwAcy6VICtr6pIZS5M2FwpG+cuCEH3H1dRCN2cJ9sitli+nI19Jy3KTcBOGJNKtq5twfOnRpCZyxkbc/+ZUVyyohGV5en/2K9rr9duMqwYmZrF8OQsetqKCyBbrJoXYf5O2LwIa7Dr2hERVjRWo89HhJ0fm0FHQ7WVnmWtdVUYmZr1LJM/MC4FWrtBF661rgozczlMZRaHhgoh5qsjMgwTLzds6gz0vA5ei06/JvFJEXbxnHS58TD7j7svVjFshkf6uZs29q0zZtpzxtK/GmWWJdt6WpGZy82HEJrg5bOjuGxVukMRFb3t9TgxNIXZrL4IPTEowxfXtScjwlS5+bMaBVX6YnLC1D78nLD+8Rl0NJoPRQSkIMoJeFYrHJiQc2trMLd/VeVx0CUMcno2h9ms4MIcDJMAXtUKo1QxTHtD2kLCztdWs2Fdgu4/bQLApoj1Cw20sW+/MUshZ4zDEZlU4izOceWalsjjDU5kcG50JvX5YIr1HfXI5gRODE7iIs3wSSXC1ibkhLXWVaKqvEyrV1j/2AwaqytQW1Xu+9qorGisxpHzxV3F8+PSCbNBe15cDUxkXHPOFsrjmxNhqt/Z0EQG3QULm9FpKQa5RD3DxI+NEKobNnVi9xPHL+gRlqaGtIWELVOfdHl6QD/0L44eYYX78zs3NsMj/T7XNvbtN2Yaeqj5wVdhJpV0NddgZVM1njk+hDteuz7yeMpRu6wr3ZURFb0dUkgdHZjQFmHH8yIsqXBEIsKKpmr06YQjxlCeXtHZWI2njgwWfc35sYy1qplK3J0fn3HtUafCEU1WZmyb74+22AlTRUJaau04fwzDeGO6V1ipNGl2oub1iQdfnM+JraksHpgVt6jxm4ufmIhTAAQ5N7Z6Zunky9nYd7ExSyFnjMMRmVRCRNi6tsVYcY6XTucrI6a8PL2it0Mu1o+c16+QeGxwEm31VWhMMMxsZVONXjji6HRsImxFYw2GJmc98wtzOYGBiRl0WJrPvBM27l6cY3Aig5a6SqO5ikrQuVVlHBw377wxDKOH6V5hpdKk2Y0Zx//kocnZoqFiaamEpxviFqcASMO5STpfz41SCNNlEcaklm09rTg2MInz4/7Oih/7To6gq7kmtoV/VFrrKtFUU4GjPmF0Tk4MTiYWiqhY2VSt1bD59PD0ojA5W8w3bPb4HI1MzWI2K6yFIzqdMDcGJzLGBZEaz60qo8oTYxHGMPFjuldYKdztdyOocEjLcerOO04BoHtubOaoJZ2v50YahWEhHI7IpJZr1rcBAJ4+Moi3Riy7/tzJYVxlILcsLogIvR31vrlMTo4PThrJn4vC6uZa/OTlPgghQOReaTCbEzg7Oo2ulnj6maleZP1jM67CT4kjWwK9ta4KZeQtwgYmZoxWRgRkaBMRMOhSpt5GDhrDMPp4tY9wC+fyI+my7WEJKqrScpy68w6b9xYGnXMTRzhnsdDAJPL54moREAV2wpjUcuWaZtRWluOJwwORxhmayODYwCS29pSOCANkcQ5dETaXzeHU0BR62pK98Ha31mJ6NoeBIn2x+samkc0JdDXHM9cV+YbNfR4OnXLIOgxWJ3RSXkZoq6/CeY9wxIFx805YeRmhuda9P9lCDhpXR2SYJPASDgQEdidslLyPg6BOUVpcDd15x+kM6ZybJEMWbVcpLObwpalFgBsswpjUUllehh3rW/HE4eJFFfx49qTMKyslJwwA1rfX4/TIFKZnF/d6KuTMyDTmcgLr2upjmJk3qknzqSHvO7qnh6UYSks4oiokosSaDToaqn3CEc27cG11Ve45YRMZNNdWoqIE+uUxzFLkozdvhFucgAACL4ptlLyPA7fcuMoyKiqqqisW/me11lUmEu4WRAzGJQB0BF9c4ZxugsimACyFMvTF4HBEJtVcd1E7PvvwAQyMz6A9ZM7OcyeGQQRsWdNseHZ2uaizHkLIXK9LVxYvrX884fL0CiWsTg5N4aq17qJX/dOPKxyxvaEKRPCs2ng275CtarY3n/aGKgy4iLBsTmBoMmPFhWutr3Ktjjg4kTEe/sgwjD47t3XjD7/5rOvvgoYker0+7TlhALBIibpHsC8KpQNkv8Mk0A1xizv8zq/yYBzhnF4hj4UCTGHiM1oKZeiLwbdCmVRz3UXtAOBbYrwYz50YxoYVjWioLq17Duvbpat1WCMk8dhAvjx9Qo2aFd2t8h/6qWHvqo5nRuQ/3rhi+SvLy9BWVzXfILqQsyPTaKypsPr5kE6YW2jgDHICWNFkXgC211e5VmS0UQiEYZhgeEUCBAlJfOCZU166JfU5YZ99+ABms+KC57yKk6Sh+p+Tndu68dGbN2J1Sy1OD0/hsw8fuOA9S8qdKRaWF0c4p9f7VO6RH27iM1rM4Utbs2w3WIQxqSZqXpgQAs+dHMFVa0vLBQOkEwYAB/vGfV97qH8ctZXl6LKwmA9Cc20lGmsqfMMRG6or0BRjKf3Oxmr0e4iwMyNT6LLoggFAZ0M1+samIcSFi45zeXdupYWiIJ2Ncp+FsAhjmOQxEZL42YcPQLg8T/nx00yQ8Li0VEZU+ImsJESj35ziyFHzej+yQlgTgF5Crrm2siTCFFmEMammsrwM1/S24b8Ong+1/dGBSQxOZLB1bavhmdmnsaYS3S21OHB2zPe1r/aN4+IV9Shz6T8TN2ta63CiiAg7NjARe0PpFU01roIEkE7YKstFQlY112B6NofRqbkLnlfl/FdaEM9e/dEGWIQxTOLs3NbtKqAA/ZBEr0WvQPwNjIMSpDBH2vo9+YmsJESjjvCznaPm9X4owWdDAHo5fERIlXvqBYswJvW8cUMnDvdP4PiAfuNixaN58Xb9xe2mpxULG1c14pVz/iLs4LkxXNLZEMOM/FnfXle0v9mxwcnYRVh3S62nO3dmZNq6g6gqQZ4ZvXAO58YsirCmxf3JVA5au6VKkAzD6BM1JLHFo8JpXEWPouC2eCa4V3X86M0bUVleUMSjvHgRD5v4iawkRKPfnOIIzSsW8mhLAHo5fF5tINKWK8kijEk9N2xaAQD46St9gbd97NB5dDXXYH3CuVJh2bCyEYf6xzGb9U5CHp+Zw+mRad/iHXHR21GP44OTmHOZczYncHJwCutifj/WtNZiYCKDiZkLnajZbA794zNWi3IAwKpmKYjOjFzoxp0bnQGRnfL4qj+aMxfu/PgMsjmBVQmHrTIMEy0k8YFnTmF8em7R80mKkyDs3NaNd27vvuD4BYD7955yFwiFtqGXjRgDfiIriXL6xeYUV45aUg2b3QRe2txTL1iEMamnt6Me69vr8MjLwURYLifw+KEBvPbiDs/GwWln46oGzGYFDvd7O0sqZ+zitDhhHfWYywnXkJqzo9PIZHOxFxBZM18wpMCJGp2GEHYrIwKYD3c8WyDC+kan0dFQbaVcvCrN7+yPpvZvw3ljGCYYUUISP/vwAczmFm9dX1WR+lBExSMv9y86freQMbdjnc25F/GIA53y+nGX0y8m/OLMUfNyvGw7cYXj37CpMxV95fworXJxzLLljRtX4L6njmMqk0VtVbn/BgD2nx3F0OQsXndJaYYiAsDlq2VBkRdOjWDjKnen66XTowCAzV1Nsc2rGL0dC1Ud17Vf2Lfs2IAUk3H3M1Ol+08OTWKDwzFUpf1th0euaKwG0WIRdm50GiubzBflkPuUQsvZHy2OcvwMw+jT7VE6XIUkei3cvUTayJR7GFYa0c2dSlthDgCe5fWTKqevPiefePBFDOc/AzWVUgjGff4Ky/PfsKkT9+89tah0vXPeUfdXWBr//r2n8M7t3Xjk5f7Y2gSEgZ0wpiS4YdMKzMzl8Phh/QIdjx2UFRVfe3GHrWlZ5+LOBtRWluP5UyOer3nx9Agaayqwti0dNrsSYW55YaqUfhLhiIDsX5bEfCrLy9DZUL1IhJ0ZmcZKS02iO1z6o6lCIByOyDDpIExIYimXpndSrLKdE6/ctyQLc3iV10+6nP6MoxDT0OQs/vTfno/1/LmFPu5+4rjVc+J1zh95uT+WZtlRYBHGlATXXdSGxpoKfO+5M9rb/PzgeVzUWV/Sd/3LywiXr27CC0VF2CguX92UmpDL9voqNNVU4FWX0vqvnBtDbWV57InjnQ3VqK4ow4nBC4u7HBuYRGU5zRfOsElXcw1OjyyIQCEETgxOWmuwXVFehvb66nnhBUgnrqKMQjc+ZxjGLGFCEv/yuy+WbGl6J25hfQAwkZmbD1dLY+5bMWcpSdfOS4wIgdhC89zm4PX5NnVOvMY5NTyV6h5hAIswpkSorijHr2zpwsMvnsVkZvE/5ELGpmfx+KEB3LhxRQyzs8sV3c148fSoa6GLuWwO+8+MzoctpgEiwqauJrx8ZnTR7145N4YNKxtiL6VPRFjXXocjBe7csYEJrG2rQ3kM81nbVjcf/ggA58czmMhkrbpwa9tqcWJoYZ9nR6exorE6luNlGEYPr2a2bs8/8MwpDHlUfiuF0vROdm7rRkPN4qwYZ9PmNOa+FSv6kKRr5yVGhqdmY8tRCyKsTJ2TYuOkuUcYwCKMKSF2buvGRCaL/3jpnO9rHznQj0w2h1uuWBXDzOxy9bpWTM1m8eLpxaLm5bNjmJnL4co16RFhgMxPe/nsGHIFF88DZ8cvyMmKk0tXNuKVcxe6c8cGJrEupnL5F3XU48Tg5HzfruOD+fw4iyKsp61uPuQSyOeglbAzzDBLkaxw9wrcni8WwlUKpekL8SolrlzANOa+eZXXX99em6hr5yVGCJjPEwPs5qgVm4MTk06c2/tRSBp7hAEswpgS4tr1bVjdXIPvPHva97Xffe40Ohursa2n9Jo0F3JdbxsA4Kkjg4t+92T+uWvzr0kLm1Y1YjKTvcCFGRifwfnxGc8CI7a5dEUDTgxNYiojQyVyOYGjA4uLh9iit7MeObEgvpQ46rFYpGRdWx1OD0/NC79jA5NY01qa7RoYZqlSTDz9+QPPX/BzsaqJpRSKqCi2aP/zB55PZe6bV3n9xw4NJuraeYkRnQqUJudQGGJaBqC20p4TV1ga34u09QgDWIQxJURZGeG2rd34z1f6FxU4cHJ+fAaPvNyHX9vWvSTCrlY01aC3ox5PHhlY9LunjgxgTWttLDlNQdiUr9TodO/U95clVMVxw8pGCAEc6pdu2NGBCUxmsrFVleztkC0EVLuBYwOTIILVgipr2+qQE/LiM5XJ4tTwVGqaejMMI/EqzgEAu584fkF+lBcttZUlFYqoKFaY5L4nT6Q2982tvL5X7lNcrp2bOPTCqiApmEAOwKTDfbPhxO3c1o2P3ryxqDhPY9EaFmFMSbHrNT0QQuCex496vubbe09iLifwzu1rYpuXba6/uB2PHxrAtCPhdS6bw5NHBlPnggHAZV2NqKksw9NHF9y7p48OoryMcNXalkTmtGGlFB8Hzo4BAF7Ii8LLu+MSYdLxUnlph/rHsbq5FtUVei0XwqBcvmODkzjUPw4hgEtWsAhjmDRRrDiHgCw7DsiCHF584rbLzU8sBoodu1eYZhpy35LIfdLBTRy6YWtObpUjC7HhxDmrMrqRxh5hAIswpsRY21aHmy9fhXsfP4ahicyi32fmcvj6o0fw2ovbE8s9ssFbNq/ERCaLRw8ulOh/6ugghidn8ebLViY4M3eqK8qxfV0rnji8IMKeOjKIzV1NaKhOpj3h+vZ6NFRX4BfHhwAAL54aQVV5WWyfk+baSqxorMb+fMGS504OW8/lW5/PNzvUNz7vALIIY5j0USwkcXhqFn/+wPOeBTmA5EVJFILmsqUh901XxMRdxVFHHNqck644Ne3EuVVlVBCAd27vTuXfiDURRkS/TkQvElGOiHYUed0tRHSAiA4S0cdszYdZOvzhmzZgPDOHf/jJwUW/+8YTx3BudAa/+8sXJzAze7z24g40Vlfg+/sWSvT/+wtnUVNZhl/e2JngzLy5rrcd+8+MYnAig6lMFs+eGMY165Nz7SrKy3BtbxsePyzDOp89MYyNqxpRWR7fvahretvw5JFB9I/N4MTgFK62nLO4oqkG3S212HtsCAf7xlFGwPoOzgljmLRRLCQRAO594nhsc4kbv2N3koZQREB/znFXcdQRhzbnpCtOTTtxxUSdgHQI04jN1ccLAH4NwM+8XkBE5QC+AOCtADYDuJ2INlucE7ME2LiqEb95bQ++/tgRPHF4IU/q2MAEPvejV/D6SzvwhktLt0GzG1UVZdi5rRvf23cG50anMTyZwf17T+Lmy1ehrioZZ8mPGy+T7QEeeOYUfvDCGczM5fDmzcm6dtdf1I7D/RN4/uQInj46iF/eEK+Ava63DWdGpvGdZ2Vux7Ye+6GZ1/a24ckjA3js0AA2rmqyGv7IMEw4dm7rxq7rekJt21LrXha9VCgWklhIGkIRAf05D8dcxVFHHNrMUfPq/ebEhpD2E3VpLMoBWBRhQoj9Qgi/oM9rARwUQhwWQmQA/CuAt9uaE7N0+NNbL0Nvez0+8P/uwXefO43HDw3gvV9/GmVEuHvnltQ0LjbJB15/EbJC4C8eeAF/9b39mMhk8XtvTK/jd/nqZmzracG/PHYUX/mvI1jfXofrLko2f+2GTStABLztf/0cOQG8fevqWPd//cXtAIBPfX8/GmsqcEW3/dYC1/a24fx4BnuPDeFtV3VZ3x/DMOH41M4taPXoM1WMUs0Hc6IbYpiGUESFzly8esDZQkcc2sxR8+r95sSGkPYTdWksygEknxPWDeCE4+eT+ecYpigN1RX4xvtfg+6WWvz3+57B7f/8BMam5/C19+5Aj8W+S0nS016HP7v1MvzwpXO4/xcn8aEbLsGmVclUGtTlj968AedGp3Hg3Bj+5JZNiYvjS1Y04D3XyLvNb7psJS6NOW/wkhWN2JkXfn/85g2o8eltYoJbLl+FzsZqAMBtV8UrOhmGCcbH33a5dmgeULpVEQvRdUbSEIqo0JmLV3ERm/iJQ9vn0Kv3m8KGkPb7G0jT58ZJpDgmIvoRALduuHcJIb6jM4TLc66fWCK6E8CdANDTE86yZ5YW3S21+O5//yU8dmgAkzNzeN2lHWiqKe2wDD9+55d68ZreNkzPZrF9Xfp7oL3+0k58/w9ej8nMHK5ck0xVxEI+/rbN2Ll1dWJVJT/zrqvw7h1rcd1F7bHsr7W+Cv/1Jzegf2yGe4SlHL7OMTu3dWPPsUGtHDDC0nDBAHncf/ndF4sWH0mb4NSZcxLO3Udv3og//Oaznr+3fQ5Xt9Smrp9dmj43TiI5YUKINwkhrnD50hFggHS+1jp+XgPAtROvEOLLQogdQogdnZ3pLETAxE9leRl+eUMn3rqla8kLMMUV3c3Ysb4tcVdJl0tWNKRGgAFATWU5XnNRe2Lnr6qiDK+9pANlMfawq6ksx9o2FmBph69zDCDDEuur/F3yXdf1pHZxGYaPv624oEyj4CzmXCZVRGTntm7UVbov7+PIHyyWl2ZTSHuF8oYJ8Y2LpMMRnwZwKRH1ElEVgPcAeDDhOTEMwzAMwyTG3e/YAq/7NPVV5fjcb2zFp3ZuiXdSltm5rRuvu9g9QuF1F7elUnCqgiqFbxUhWZH817925aICGZVlFIuQ9TontZXlVvf/8bddjsrygmMuJ19xnyQ2S9S/g4hOArgewPeJ6OH886uJ6CEAEELMAfgQgIcB7AfwLSGEdzdChmEYhmGYJc7Obd3423dvvcC5aK2rxOd+Yyte/OQtqRQkJtj9gevx367rmS9oUU6E/3ZdD3Z/4PqEZ+bNp3Zuwd/9xlZ0t9SCIEMQ/y5hkbxzWzc+++tXXTCnz/76VbF9btzOyf/9a1us7n/ntm589l0Fx/yu+I45DCQSSBqMyo4dO8SePXuSngbDMAwTECLaK4Tw7B3JSPg6xzAMU5roXueSDkdkGIZhGIZhGIZZVrAIYxiGYRiGYRiGiREWYQzDMAzDMAzDMDHCIoxhGIZhGIZhGCZGWIQxDMMwDMMwDMPECIswhmEYhmEYhmGYGCnJEvVE1A/gmMEhOwCcNzhe0vDxpJ+ldkx8POknLce0TgjRmfQk0o6h61xa3nOT8DGVBnxMpcFSPCYg+ePSus6VpAgzDRHtWUp9a/h40s9SOyY+nvSzFI+JKc5SfM/5mEoDPqbSYCkeE1A6x8XhiAzDMAzDMAzDMDHCIoxhGIZhGIZhGCZGWIRJvpz0BAzDx5N+ltox8fGkn6V4TExxluJ7zsdUGvAxlQZL8ZiAEjkuzgljGIZhGIZhGIaJEXbCGIZhGIZhGIZhYoRFGMMwDMMwDMMwTIywCGMYhmEYhmEYhokRFmEMwzAMwzAMwzAxwiKMYRiGYRiGYRgmRliEMQzDMAzDMAzDxAiLMIZhGIZhGIZhmBhhEcYwDMOTu/upAAAgAElEQVQwDMMwDBMjLMIYhmEYhmEYhmFihEUYwzAMwzAMwzBMjLAIYxiGYRiGYRiGiREWYQzDMAzDMAzDMDHCIoxhGIZhGIZhGCZGWIQxDMMwDMMwDMPECIswhmEYhmEYhmGYGGERxjAMwzAMw4SCiF5PRAeSngfDlBoswhhGEyL6JSJ6jIhGiGiQiB4lomsijPdeIvp5wXP/QkSfij7bC8bcQETfIaL+/LwfJqKNJvfBMAzDLH2I6CgRvcn5nBDiv4QQVq4pRHQHEe0lolEiOklEnyGiChv7Ypi4YRHGMBoQUROA7wH4BwBtALoB/CWAmSTnVYjHxakFwIMANgJYCeApAN+Jc14MwzAME4I6AH8IoAPAawDcBOAjic6IYQzBIoxh9NgAAEKI+4QQWSHElBDih0KIfQBARB8gov1ENEZELxHR1fnnP0ZEhxzPvyP//GUAvgjgeiIaJ6JhIroTwC4Af5J/7rv5164movvzTtYRIvoDNSki+gQRfZuI7iWiUQDvLZy4EOIpIcRXhRCDQohZAH8HYCMRtds8YQzDMMzSh4jeSEQnHT8fJaKPENG+fOTIN4moxvH7XyWiZ/PXvceI6EqvsYUQ/5R32jJCiFMAdgN4nd0jYph4YBHGMHq8AiBLRPcQ0VuJqFX9goh+HcAnAPw2gCYAtwEYyP/6EIDXA2iGdM7uJaIuIcR+AB8E8LgQokEI0SKE+DLkBeYz+efeRkRlAL4L4DlI9+0mAH9IRDc75vZ2AN+GdLx2axzLGwCcFUIM+L6SYRiGYYLzbgC3AOgFcCXyNwjzNyi/BuB3AbQD+BKAB4moWnPcNwB40fRkGSYJWIQxjAZCiFEAvwRAAPhnAP1E9CARrQTwfkjh9LSQHBRCHMtv97+FEKeFEDkhxDcBvArg2gC7vgZApxDik/k7gYfz+3+P4zWPCyEeyO9jqthgRLQGwBcA/FGAOTAMwzBMEP4+f+0bhLyRuDX//AcAfEkI8WQ+quQeyLD+6/wGJKL3AdgB4G9sTZph4oRFGMNoIoTYL4R4rxBiDYArAKwG8DkAayEdr0UQ0W87wi6G89t1BNjtOgCr1fb5Mf4MMrdLcaJgn+OOrx7H850AfgjgH4UQ9wWYA8MwDMME4azj+0kADfnv1wH444Jr2lrI69wux7XrB87BiGgngE8DeKsQ4nwcB8AwtuEKMwwTAiHEy0T0L5AhFScAXFz4GiJaB+la3QTpVmWJ6FkApIZxG7rg5xMAjgghLi02nYK5NRS+IB8++UMADwoh7i4yFsMwDMPY4gSAu4tchxaF1BPRLZDX0l8RQjxvc3IMEyfshDGMBkS0iYj+OB/OByJaC+B2AE8A+AqAjxDRdpJckhdg9ZACqT+/zfsgnTDFOQBriKiq4LmLHD8/BWCUiP4vIqolonIiuiJIafx8ZceHATwqhPhY0GNnGIZhGAeVRFSjvhDshv4/A/ggEb0mf72sJ6JfIaJGtxcT0Y2QwuydQoinDMydYVIDizCG0WMMsjzuk0Q0ASm+XgDwx0KI/w3gbgD/X/51DwBoE0K8BOD/AfA4pLjaAuBRx5g/gUwwPktEKrziqwA258M0HhBCZAG8DTKe/giA85CirznA3N8BmVv2Pq9QRYZhGIbR5CEAU46vT+huKITYA5kX9r8ADAE4CJeqvg7+AvJ695BXqCLDlCokhFtEFMMwDMMwDMMwDGMDdsIYhmEYhmEYhmFihEUYwzAMwzAMwzBMjLAIYxiGYRiGYRiGiREWYQzDMAzDMAzDMDHCIoxhGIZhGIZhGCZGSrJZc0dHh1i/fn3S02AYhmECsnfv3vNCiM6k55F2+DrHMAxTmuhe50pShK1fvx579uxJehoMwzBMQIjoWNJzKAX4OscwDFOa6F7nOByRYRiGYRiGYRgmRliEMQzDMAzDMAzDxAiLMIZhGIZhGIZhmBhhEcYwDMMwDMMwDBMjRkQYEX2NiPqI6AWP3xMR/T0RHSSifUR0teN3dxDRq/mvO0zMhwnA7/8+UFEBEMnH3//9pGcUjN27gfXrgbIy+bh79/KcgwlsHIfJMU2MlfQYpfRZKaW5MgzDMEypIYSI/AXgDQCuBvCCx+9vBfADAATgOgBP5p9vA3A4/9ia/77Vb3/bt28XjAFuukkIYPHXTTclPTM9fu/3hCC6cO5E8vkk51BXJ8S999rbX3m53E95ubljvfdeOW+Tx2FyTBNjJT1G1P3fe68Q69bJz9u6dXa3s/F5yANgjzBw3VnqX3ydYxiGKU10r3PGLhgA1hcRYV8CcLvj5wMAugDcDuBLXq/z+uKLkwF+7/cuXGAVfsUpZMJw772LxY9TiNkSQbpzaG83vz+v98zEe7VunfvY69alY0wTY3mNEeS9ijKPKNuGFUVht7PxecjDIoxFWGzkckI8+KAQn/ykEHv2JD2b8OzdK8QXvyiPJylyOSG++lUhDh+OZ38TE0IcOWJv/P/4DyFOnzY3Xi4nxJe+JMSJE2bGe/hhIR5/PPqcnnwy2ufm3DkhfvjD8Nvv3y/E978fbtu5OSEmJ8PvOygPPCDEK68YGSptIux7AH7J8fOPAewA8BEAf+54/i8AfMRjjDsB7AGwp6enx8hJWrb4CbBSEGJei0SDi8XIczAtBJUDVvhVXh597GLHkYYxvcYh0h/DSzAHea+KjRF2W51jaG8P9zkPu12UufrAIqzodZSvc6bI5YS4884LP79f+1rSswrOz362MP9PfSq5eXzlK3IO27fLxbFNjh6V17WyMiGOHzc//o9/LI/lttvMjfnss3LMD384+ljZrBCdnUJce220cX70Izmnz3wm/Bg33ijHOHs23PbqsxtGCP7Gb4RbL/z7vwtRVSXEmTP628zNCVFdLcT73x98fy7oXufiKsxBLs+JIs8vflKILwshdgghdnR2+jahZrzYvRv44hf1XvvFL6Y3D+SYTx88v9+b4Pjx4r+/6y6z+8tmgz0fhPJy9+fJ7U9Ug927vbclCp5H5TVWW5v+OD093r/Tfa+8xtA5Jq9ti80LkOMODLj/rthnMOx2xebkN1cmEnydM8iXvgR8+cvARz4CnD8PvOlNwO/+LvDSS0nPLBh/+7dARwdw003AX/81MDkZ/xyEAD7xCWDVKmDvXuDBB+3u76GH5HUtlwN+/GPz4//Zn8nHX/zC3Jj33y8fH344+ljPPQf098v5TUyEH+fVV+Xj3/yNfA/D8Mor8vGHPww/DwA4ezbY67NZ4JvflN+PjQXb9n3vAzIZeR51OXYMmJmJZ+3oIC4RdhLAWsfPawCcLvI8Y4sPf1j/j1EI+fo04iUaFEEX+mHwW5Ca/mMuK/LnGvVYvYScEOHGvusu78+ZEMEEarGxxsb053f33d6/8xMlzjHcBKHOMd16a7DnFcXGDSss/T67d98N1NVd+FxdXfFzyDBpYXBQLrRvvBH4n/8TaG8H7rsPqK0F/vRPk56dPmfPSsHzO78jj2dyEvjBD+Kfx/HjwMmTwJ/8CVBdDTz6qN39Pf44sGKFfN8eecTs2EIAL+RryJ08CZw5Y2bc73xHXhtefhk4ejTaWErwzM0BTz0Vfhwlwvr65LGGQV0HwojLc+cWvldiTpef/Wzh+9MBZMHY2MJ7OjSkv52a3xIVYQ8C+O18lcTrAIwIIc4AeBjAW4iolYhaAbwl/xxjg2J3xr0YGEinG+bn/gRd6IfBb/FsUgj6jRP1WNetMzu2n6jRFT1+r81k9Oe3axfQ0OD+uyAOj5cg9Dumhx5yf/5b3yq+XbFxwwpLHTFVW7vwfXu7dBV27fLfjmGS5u//Xi7APve5hZtXHR3SFXvwQblQLgV++lPpBr3rXcAb3iCP4d/+Lf55KNH1xjcCV18NPPmk3f09/jjw2tfK/f30p2bHPnNGukvvfa/8+ec/jz6mEMCBA8ANN8if9+6NNt6ePUBXl1xDRBG8TuET1IkCpAg8ckR+H0YMPv20+1x0cDrWQUTYoUML3ztFoB9qfsePh3cNQ2CqRP19AB4HsJGIThLR7xDRB4nog/mXPARZ+fAggH8G8PsAIIQYBPBXAJ7Of30y/xxjg7ALddtiJijFwtOcBFnoh8FrUa0wKQTvuktejL2IeqzFBGWYsf1ETRDR4/da3fnt3i3DDQqpqtITJbt3A3fe6f37sPP0u9HhNW57e3FRFHY7dZzOGzaDg/bvfjOMCaangX/6J+BXfxXYsuXC3915p2zF8pWvJDO3oPznfwKNjcDWrXLeb3yjFChx89hj8gbWli3AtddKkTE3Z2dfw8PAwYPAa14jj/v4cWBqytz4arF9223yUYmMKAwOymvLtdfKn6O6a+fOARs2AJ2dwIkT4cd55RVg7dqFMYNy7BgwOytvyJ0/H3z7/fsXvj9wINi2ThcriAgbHl74PowIm56WoaAxYUSECSFuF0J0CSEqhRBrhBBfFUJ8UQjxxfzvhRDi/xBCXCyE2CKE2OPY9mtCiEvyX183MR/Gg2I26+bN4bZLgmLhaU6C5AuFQWfxb0oIhs3h0WH3buCee8yO7RbOpgga1lZsLEB/fnfdJS8ohTQ26jk8d93lnY+hc0xhQwe9QgM///ni+wu7ndtxCpHuHFGGUXz/+zL86kMfWvy7lSvl4vvee4vf1EoLP/sZ8LrXSQEGADt2SNEQNKIlKs8/D1x1lZzHtddKUWTLTVShfJdeKvsTAmZvqKrF9tVXA01N4cP0nJw6JR+vukqmSpgQYStXShEWVhDMzgKHDwOvf/3CmEFR5+r666W4CZp/PjQkPzNXXBHcCUtKhAH2b+A7iCsckUmaYu5Rezvw4ovy0Y048quCoPsHEiRfKAw6i39ThQyKjRM1VyequHBj1y4ZvqbCHFUO37p1wcPa1Fhun88g8/P63Axqmu/FPnc6xxQ2dNDtXE5Oyvet2OfbuR2R/rn3mkscIb4ME5VvfUsuXm+6yf3373qXXJw98US88wrK2JgMyXrd6xaeu+Ya+bhnj/s2tjh4UIoiYOHx8GE7+1L/f9atW/ifFzXHyskrr8i8trVrge7uBQEVBSUS1q6VxUuCiAY3zp6VImzFCnlDIQx9fdKtVJ+ZMOMoEXPllfL/v1Pg6DA8DLS0yHMSVEwODcn3p6EhnAhrbQ0Wgnn+PLBmjfw+RuOBRdhywcs9Ilq4M/75z4cvOhAnusImSL5QGPwcGpOFDLz2ZSJXJ6q48GLXLnnxFEJeDISQP4cZb9cu+U/y3nuDiwpF1Ip/Xq9bt05vDrt2ed/o8JvDrl0LnwF1N/LYMRle5SfEjh4FvvEN+fNv/Za8uxwm/BGI9Q4hwwRmYgL43vek0FLuUSG33gpUVgIPPBDv3IKiikdceeXCc9u3y0dnro1tJibkIviSS+TPvb3y0ZYIUwvgnp4FJ8zkovjYMTluWZk5EabG6O4GVq+O5oRNTwOjowtOWFgRppyk1atltEcYJ0wJmosvlo9BHdjhYSmGmpvlMQVhaEhuu3p1OBG2YUOwYx4fBy6/XN7kjNFpZhG2XPD6JybEwgJy167wRQfi5NZb9Uun2563s3hBfb1cZIcRCH4Uuhrt7fJrcNDfEfHDL0wuzNi7dy9c6PwW/UFQoiKXCy7oolb8M1Ex8POfDz+Gm2OpHLFiqByvY8fk37efePOqAAlwiXom3Xz/+/Jv4t3v9n5Nc7MscmGilLhNnn9ePjrz2pqb5TXAmWtjGyW2lAhrb5eLehO5VG4cPy6dqs5OuQCvqDDrhPX1SWcGkM6HyXDE1atlQY0oIkwJB+WEhQ1HVCKstVWOFVaEES0I76DiZGhIOmFNTcDISPBt29rkOQ0ilJUIu/TS4CJs7VopgovlfhuGRdhywauke+HzXnfqbedX6aLyl5xikchM1bug8ygsXiCEvPj39MgLSVRxVLi/u+6S47a1yVCVgQG9RbUfxRy9MGO7Lfrf9z5Z2cu0KAtC2LA+t+3DCu0oY3jdUNDpVxdEvO3aBXzwg4uFGJeoZ9LON78pF9gqD8aLm24C9u2LNQE/MM8/L69rhZVrN2wInl8ThYMH5aNyQ9Si3GY4Yk+P3E95uVwYmxZhqgdfd7cMWYvaa/PUKTlmVVV0J6xQhA0Py6ieoDhF2IoV4UVYU9PC+QrjhLW0RHPC2tqCCTg159Wr5THrVjocG5M3F7wcdEuwCFsu2Gz0GydeRQOqqxcLCSL/MvIm5zE5KYsX6DoOuhSKmoGBxf+UdRwRLwrFSSFBx3Y7N7Oz4UWjSVctbFifc/uwTlzUMcKGU4YRb//4jzKEMYrgZJg4yWSku/WOd/j3kbzxRvlouvy5SV54QYZHFfaH3LBBVpqLq4x2oQgDgIsusi/CFOvWmQ1H7OuTogSQTlg2G06gODl9Wi76AemE9feHE07AhSJMiZ8wlQkLnbAwYY3Dw1JAqZvzUcIRx8aCrTeVCGtokC6VLiMjUvi1tcl1h05z81xOht02NurvxxAswpYDxYpyFC68vYoU6BYvsE2x4gp33HHhcQohXTMbrkux4gVOoogjRbHCGTpz0kEJA6/Piam+Xgrd82LDVQsb1pc0YcMhw4o3E4KTYeLiySflQurNb/Z/7fbtcnH3n/9pf15hOXAAuOyyxc9v3CgXtFGFgy7Hj8tFdGvrwnO9vTIc0YYQLBRhq1aFz4sqZHZWrhWUCFPCKWpe2PnzC4Kpq0s+hn1/Cp0wINzxmwpHbGkJL8Kc4YiA/NzqMjgYToSpOdfXy58nJvy3mZyUn2WviCqLsAhbDhQrylG4gPNamKUlHLHYgvKhh+yIoCDzcCNqXpru9iZCL6MWrwjyWp3jMu2qFdtvkPfJVs5bMcKGMprIZWOYtPOjH8m/xze+0f+1qtR6Ej23dJiYkCFtqhKhkw0b5GPQvkthOXVKhu05WbtWlql3lhE3gRAX5mwB0SoEFqIcJSVuOjrkY9SbzEpsAAtrpbDnRoXIrlixIOzChM2q/Tc3y7mNjAQXzc5wwvLy4OfJuT2gH5I4Oyv/BqKIMHXN07mBrcZnEcZYQacoh+Luu2XlqEJsl3vXpdiC0sTiOso8bBUz0Nne1KLaxILdr2qkQue4TLpqfvvVfZ+CFrowgRJ9v/Vb8udvfEPPnVK5hJOT0doEMEza+dGPZB8tp2NTjOuvB557Tm+RFjeHDslHVQzDiRJhr74az1ycoXYKJZKClADXYXhYVtJV4gOQ34+OymbIUVFiTokwJZiiijAVdgcsiLGg5dydY1VXy6JfUZ0wJZ6amqSwCXoOlaAhkucqiBM2PS33p8IRAf3cLqeL19Agx9JtDh7GCVMijMMRGeMECUUE5MJMWcdObJd7D4KzIqGzRLsJF0cXN1figx+04zi4iZrKSnOVGJ2uzl13ybBOk8Un2ttlwrIT3fNi0lVTRBWaUaoUhnHPwoo+53aAjMdXx8kCjFlKjI7KcMQ3vUl/m+uuk38Tcffc0sEtD0uxZo38HxJXLyM3J0yF3EVtSlyIcnwKRRgQLi/Ka3yTIkyIhfwlILoIGx1dWIOpsYIWtQAunJMSF0HCAYGF/CpAXseDiDAlpJzhiGFFGKDvhoURYeq8sBPGGCdIKKLC6x9S0mXq3SoSTk0tfB932FVhzsw//mP06nle+ykc9+tflxelqPk6bgv8e+6R58xU8Ynz54GvfS3ceTHpqjnnFuV9CuO4RnHPwoq+Us19Y5ig/OxnUlAFEWHXXisf9+61M6coKCfMTYRVVkpnKo7rcS4nhVahE2ZLhBU6Vc7vTYQkFo6vREoUETY1JW9SmxJhIyMLzpEST6ZEWNBxlKBRYwQNCwTChSM6t41DhLETxlijWAEJr0VnWvPC/BaVJkqI6+LlatgqZmBr3LgW6mHnb9JVK3T8ggpNtb1XXL1fv7Ww5zlsmG2c4bkMkyQ/+QlQUyNDDHVZsUKG1e3bZ29eYTl4UOYrqQVwIaYrBnrR1yfFrZcTZjocsZgTZqKdQKEIq6yULk0UEeZ0bQCzTlhtrQwnjCrCwhTGyOUudMLq68OJsNbW4E6YEk4NDcFEmBByH01Ny8sJI6JbiOgAER0koo+5/P7viOjZ/NcrRDTs+F3W8bsHTcyHceAlnLzKkQPpzQtLy6IyiZwgW6TlnBbDhKsW9T0rDO0rxE8Iep3PY8f8QxPDhtnGGZ7LMEny2GPANddIIRaEK6+UeWFp48iRhQa5bsQlwk6flo+FIqyxUQqEOJwwkyJsYEDehFPODCDXSCZFmBrbhBNGJAVFEuGIY2PyWqlEWEODnqBRKMHV1BQ8J0zdsKyrCybCZmflnGtrl48TRkTlAL4A4K0ANgO4nYg2O18jhPg/hRBbhRBbAfwDgH9z/HpK/U4IcVvU+TAOdu92/+Otqiq+YExrXpjfojIucVTM1Yizap6JfZXiQj2MqxbV8SvWJkBHCBY7n36f07BhtlwVkVkOTE0Bv/gF8NrXBt/2qquAF1+Ui7c0cfx48Rul69YBJ0/a7/OpRFhhOCKRdMNs5YSpqoWA2XBE1ffK2XvNtAirqJDCwYQTBsjvg+ZyAReGEqrxgog5NX8loII6YU43K2g4YlgRNj0tH2tqwomwEnXCrgVwUAhxWAiRAfCvAN5e5PW3A7jPwH4ZP+66y/3i0tjov3BNY16Y36IyrtC6Yq6GDRHoJrZMCc7lslCP6vh5vY5ITwj65bYV+5yGDbONMzyXYZJi7155nQsrwjIZ4JVXzM8rLEIs7pVVSE+PrBZnWgQVosINnSXjFbZEWFOTrA6oaGmRwsaEE+YUJgrTIgyQ+zDhhAHhnbCxsQXxFcYJU66VmkvQUvFOIVVXJ8MqbTthYUVYiYcjdgM44fj5ZP65RRDROgC9AH7ieLqGiPYQ0RNEtNPAfBhFscbGfqTRIfFbVMYVWud1DsrLzYtAL7H14Q+b2ZfXOQWiuWxJ9NEqRtTPc9TtnefZi2Kf0yg5dUG3S9t7xzDFUL2+rrsu+LZXXikf0xSSODAg3T0/EQbYvynqFh6oWLXKfE5YX9/ifRFJZyztIsw5bhQRVuiENTYGF2FCSPGhhEiYwhxKvKgx6uuDhSM6tycKdhxqbVNfz06YBm71z706wr0HwLeFEE4PvUcIsQPAbwL4HBG5lAMCiOjOvFjb02/ij3E54JUPprNw9OqDdeut0ecVFtXzSN0lLCy1HZdw9HKPvEJDolwovdw9r1KxYfZVuFAHzOVPpSVnLqrjZ8IxVOfZS4ilIQQ0je/dMoKvcyF47DHZT8tNKPixaZPMf05TcQ71P7zY/wOVo6XCBW3R1ycXz265dp2dZsrGO+nvv7Aoh6KtzUxjaC8RFqT0eiEmnTAhpFCJ6oRNTcmxlKgIU5ijUIQpJ0y34bPTzVLjOKtZ6+w7qBOm+qDV1Mi8MCJ9EVZVtbjoVwyYEGEnAax1/LwGgNd/hvegIBRRCHE6/3gYwE8BbHPbUAjxZSHEDiHEjk63P1LmQsLmgyl27ZL9opw9xoSQ5cuTWJDpLA7jCq3zco9sLK6DiioTC3kb+VOTk9K9S8phiRqaZzK0L80hoFzWPlH4OhcQIaQICxOKCEgBtnlzupwwHRGmcrRshyO6OVOKjg7pIJnMSxscdL953NJiRoQNDXk7YbriohBnOXVFWBE2OSnPZ9ScsEJnRz0GGcfpRqkxslkZvquDU0gBUhTpNkZXr6utDeeEVVfL63Rdnd4+x8YSKcoBmBFhTwO4lIh6iagKUmgtqnJIRBsBtAJ43PFcKxFV57/vAPA6AC8ZmBMTJR9M8dBDi/8xJbUg01kcxpkD4xbmZWNx7XUhbm+3t5C3lT81MJCswxK1zL+pNgFpztUqhWqZDKM4fFgKhbAiDJB5YWkSYarqYbHQ5fZ2KSBtO2H9/cVFWC4XPuzODWdFPyetreacsMLxW1uluAhT/EKN2dgo0xEUYUWYunEe1QkrFGFlZVJMRQ1HdI7tx+SkvOlfUSF/1hVEatvqanlOg+zXGY6o5qzjhE1O6vUjtUBkESaEmAPwIQAPA9gP4FtCiBeJ6JNE5Kx2eDuAfxXiglX9ZQD2ENFzAB4B8GkhBIswE0TJB/MbI4kFme5cbPXT0sHG4tpL2H3+8/YW8rbypwrRFfRLMUcpyufU5vlIYy4ow3ixZ498VI2Xw7Bli3SUouQFmeTkSbkAbW/3fk1ZmSyMEUc4opcjqyoYmgxJjEOEFTphSvCEFWHj44tzicI6d86y7oowOWGFAkqNGSYcUa0/1DHq5oVNTFy4dgkqwtS2KkzQpgibnpauWwIY6RMmhHhICLFBCHGxEOLu/HP/QwjxoOM1nxBCfKxgu8eEEFuEEFflH79qYj4MzCym0rQgS9NcimFaBBYTdrYEp438KS/8BL3NHKVSFHe2c7bSHCrJMIXs3SsXaJdfHn6MjRvl46uvmplTVM6ckQLLmQrgxurV8YiwYk4YEC2fykk2K0WIlwiL6rjNzsoFeaEIC1O+3YmzAIZzzNHR4CGOXk7Y+Li8zuviVmgiqJgz4YQ5z0tdnX5OWKEzpVuZMawIm5oK3mPQEEZEGJNCvApoBCmskaYFWZC52F5cx714j9vds5E/5XVX109Ee4Wh3nFHtPNfqgUobOdspTlUkmEK2btXVjiMklC/YYN8TEuZ+tOnF/flcsO2CMvlpMvlJ8JMOWHKBfLKCRsZCSZEvMaPQ4Q1Nsq5KlEQdI6FOWFAsPLwXiIsak5YkHkUOmFBc8Kc57ShQW/uzsIcgNy/rhPGIowxykMPBXveDbUgcy6gE7JstReHthfXpbp498JLUJrOn/r858MJei+nLJuNdv5LtQBFlBBh3ZsHSYb0MowuQsgmzVdfHW2c3l6Ze3LggJl5ReXMmXSIsOFh2YssrnBEtyqDitZW+X7r9pkqNn4cIiyoYFEooeEsEhFmfl7hiEHHKCtbuMERpOQ7sNjNChuOCMh1p46gdRbmAIKFI7IIY4xiMp/LaSEPDCQnOp1+hpAAACAASURBVHQWh7YX1zrjl0qYW5yCMqzDohNuGub9TVO+YxDChuUutZsHDHPkiBQK27dHG6eqSgqxNDlhXV3+r1u9Wh6/bohXUIr1CAPiF2HO14TBrYohkC4R5uVgBZ2f2zj19foiCFg4LhUWG8YJKwxH1N2/m4um8zmPkhPGIowxSpQeYU7S4hjoChvbi2u/8UtpsRv3exvGYdHNLzNVyj9tOYaFhA0RTsvfMcOYYu9e+RhVhAEyJDENImxiQi62dZwwJY6UWDKNKlTiFUpeVycXrqZEmNqfmwhTwilKXlicIkwJp6DFPtwcrDBjqXGcIiyICAIWhwSacMLC5oTV1ARzwpZbYQ4mZUTtEeYkDY5BEGFje3HtN37ci90orlsa3ls/Ch00ZxlgJ0HfXxP5jkk4nmEdxVJ4rxkmCL/4hSzTfsUV0cfasEEW5oiSc2QC1fdLxwlTIsxWU+9izhQg//90dJSOE6ZCGZ1FL4B0OWFu4imo+HHuN4oIKzyuoMfkVpgjSjiijoArzAnTDWPkwhyMUUz0CFOkwTEIImxsFxPxG9/0YrfYQj+q65aG91YHp4N2zz1m3t+oBSiSdDzDOIql8l4zjC5790oBpvI/orBhg7ym2K426IcSYTpOmMrVsuWEeeVQOWlvLx0RpkSWs+gFEC7cz8nExOIS9VHDEZ3XOCVkgggot3HCiDC3eYQtUa8Kc+hUjDTlhNXULAgzv+1YhDHGMNEjTJGGColBhI3t6m5+45tc7Pot9KO6bml4b4Ni8v2NUoCi1ML7SvG9ZhgvhJAizEQoIrBQpj7pkEQlAoM4YbZEmArf83LCgIWqhSYoJsKUEIwiwlQ4X6EIq6iQ/wvTEo5YWytvuirU/+0gTpgaxxk5EjQnzK1CIRDNCRMCyGSCbxs0J0zdmAki3liEMcYwKQTSUCEx6PHYru5WbHyTi12/hX5U161Uy5GnoXpfqYX3lep7zTBuHD8ubyqaEmFpKVMfxAmLKxyxmBNmqomy2l91tfv6QgmzKDlhSmQ5Kw8qglYOVORyiwUDEC0csXCssOGIhe6cysnSDbktnEtVlRR1UZo1A3pCMIoTVlYmhXXQ7ViEMca49dbFjR6j3vVOskJiKd3FN7nY9VvomxDbaRA0cWA6fyvO8D5Tc18u7zWz9FFFOaKWp1esXi2vKUmXqT99WgqRYu6Tor5eLhxtOmH19TLvzouWluhNlJ378zpuVaUvqLPkZGxMni+34wkrwqampLtjsjpioXgKK8IK56TWULq9y9wEoW6OFeBemEM9r7PvsNURa2oW1r81NdJ58xOeLMIYY+zeLfNmnHG3RLK5bdhFV9KhV2GETZJl4k0tdv0W+qUkTpPERv5W0HMf9vNYStU2GSYu9u6Vd7uvvNLMeGVlwCWXpMMJ6+pafBPVDSLphtl0woq5YIBZETYysrhohqKsTIqTsCGDgBRhbi4YEF6EuVUzBBb2Y9IJC5rP5eaEqd/pjlF4jdMVQ7Oz8qswHBHwP465OSmcwjhhMzMXiikVllgsLyyXk7/n6oiMEdwEkxDBmjQXkobQqyDCZqksXP0W+rZDzEql35kfJm4iFJ4LQP/cR/k8Rpn7Unn/GKaQX/wC2LzZ7N3riy6SvceSRLdHmGLFCrtOmJ8j19Iixc3cXPT9jYwsztdy0tQUzQkbHY1PhNXUyP+7YXLC3MYiMhOOCASrUOg2Fx0xpPZR6GYB/iJO/d4pioI6Yc75que9KKyoGDMswpYaNgRTqVVWs+ncxbmw1RFZtkLMogiHtC3+o/5NeJ0LQO/cR/k8hp37UrkRwTBu7NsHbN1qdszeXvl3rFO9zRZnzujlgyk6O+1WR/RzwpRIM1Gco5gTBkgBFdUJ8xJ5pkUYkZyvCSeMSIqZoIU53G7gAsEaJruFI+qIITXXMOGISjA5RZgSf35/m9PTF1ZL1RFhhRUVY8aICCOiW4joABEdJKKPufz+vUTUT0TP5r/e7/jdHUT0av7rDhPzWdaYatLsJA1hb0EW9racuyQWtknl8YQVDmlc/Ee9iRBV1Ef5PIade9IhxAxji4EB6RiZCkVU9PbKBea5c2bHDUIYJ8xWOKKuE6ZeGxU/ERbVCSsWjhhW4HmJMEA6UWFywtzG0m06rJiaWhxeF0aEFa77gpaKjyLCnKKotlavsmIYJ6zURRgRlQP4AoC3AtgM4HYi2uzy0m8KIbbmv76S37YNwMcBvAbAtQA+TkQaGamMKyabNDvZtUvmlKlyp+Xl0XLMghJ0YW/LuVtOC9uwwqHYOUrKIYt6EyGqqPf63LW1+Z+PsHNPQwgxw9jg+eflow0RBsibXUkwOSmFSBgnzIZ7p5sTpl4bFdtO2OiotxMWRjAB/iIsTDhiYRghELzHV1QRNjcnc7qiijCnsNHdvwoPdDpa6lj89u0lworlhJW6CIMUTweFEIeFEBkA/wrg7Zrb3gzgP4QQg0KIIQD/AeAWA3Nanphs0uxEFfvIZuXP2az8Oa5FdFDxY8u5W04L27BC1utcKOGcVHPjKLlzUUW92+exslJeoP3OR9i5l1oIMcPosm+ffNyyxey4SoQllRemytMHdcKmp8MJCD90nDATpeMVo6PJOWENDcGcJkUxEWYqHFGNH9QJixKO6OZkAcH7dRW6WWpuQbdV3/ttW1iYQ8cJU2OWsAjrBnDC8fPJ/HOFvJOI9hHRt4lobcBtQUR3EtEeItrTb8t+L3VMNml2krQDFFT82CpYEWRhm7a8qKCEFbJe56i8PPkKm2HDOqOKerfPY1PT4tAKr/MRZu5pCCFmAsPXOQ327ZMO0MqVZsdVBXeSEmEqt2vVKv1tbPUKy2alM6XrhEUVYdmsFCxJ5YTV18vFuLrRrIvpcESTIiyKE+YlTOJwwooJuLBOmE44YglXR3SrpVrojX8XwHohxJUAfgTgngDbyieF+LIQYocQYkdnZ2foyS5pbN39TtoBCnNcNnKpdBe2acyLCkpYIet1jrwubqXgIpoQ9YWfR68bI6bOBzdnLkn4OqfBvn0yFFGnjHsQ6uulqElahClhpYP6jJguzqHETlw5YWp/SVVHVCGAQUL+ALPhiEKkJyfMK0RP1wlzE3FBwxHDOGGFhTnU90s5JwzSvVrr+HkNgNPOFwghBoQQKijznwFs192WCYCNJs1A8qFNabmrr7uwTdo51MXPrQsjZL3O0bp17q/3+wylxVE0Lerj+Jvi5szMUiObBV54wXw+mKK3N3kRFkR8K8FmWoSpHK+4csJUdUUdJyxM/ls2K6/BXiJMCZ8wzpVzeyd1dXqCRZHJyHmayAmbnFwswoL0G3MrEw9Ec8J08rOc27rlhOmIsOVWmAPA0wAuJaJeIqoC8B4ADzpfQETOIOfbAOzPf/8wgLcQUWu+IMdb8s8xQbHRpFmRtAhK0119nYVt0s6hDjbdOrdzFOYztBQcRS+S/ptimFLk0CG5ELMlwtavT06EqZDCICJMvdZ0OKJytvycsIYGGWoe1QnTEWFNTVKk6IiAQpQjVawwBxA8L6yYCAvqXpkaa25OfiXphBUTYTohhVG2XW4iTAgxB+BDkOJpP4BvCSFeJKJPEtFt+Zf9ARG9SETPAfgDAO/NbzsI4K8ghdzTAD6Zf44Jio0mzYo0iKAwd/WTclGSdg51iNutC/MZKhVHMQxp+JtimFJDFeWw6YQdPx48N8gEfX3SqQmyGLQVjqjrhBHJ18QhwpSLFSYkUW1jwwkjcn/PgrpXpkSYl4sVJifMpBNWVXXh77xwC0fUdcKWaWEOCCEeEkJsEEJcLIS4O//c/xBCPJj//k+FEJcLIa4SQtwghHjZse3XhBCX5L++bmI+yxLb7otyM3p65Jiq5HhaSdJFMeVy6IrIMGIzCbcuqJAuNkdTAjvJcMc0hgumJfyTYdzYt09+Nje7dcExQG+vdBFOnrQzfjH6+4PlgwHyutLQYF6E6TphgBRhcYQjKhcrTHEOPxEWxQmrr3fPTzQpwoI0a1aionANUlUl/3aScsKIZIihrhMWtOmy+v0yLFHPpAEbTZqdJClqwiwMk3RRTLgcuuc77PtSCm5dsf5aJj6LSzncMQx8Ppi08/zzwIYN9hZMSZap7+sLLsIA6YaZDkfUdcLUa9LuhCkB45ZvBURzwrzGVDlhuZzeWGq9Uiie1PyiOmFE+sLQhhOmu33U8vZBxdsSqI7IJI2tJs1OkhI1YReGSedlRXU5dM932PelFHKSvOYImPksLuVwxzDw+WDSjqqMaIukRViYipiqYbNJgjhhra3xVUd0vjYISlx5CaaoTpgb6lqlm8PmJ8IyGenS6o7jJip0HbViTlg2696PVmd7HRFWrDoi54QxqcRWk2YnSYmasAvDUnB6iqF7vsO+L6WQk+Q1R1Pl3ZMW6lGwETZYyueDWfqMjQGHD9sVYWvzxZpPnCj+OhuECUcEgPb26L1ACxkakgU3vESLExPhiDoiLIoTpkSYl2CK4oT5jRnVwXKOFcXFUs8FKTHv5oQB4dws9bOt6ohChMsJc9tfjLAIWwrYatLsJClRE3ZhaMPpiTNfRvd8R3lf0piTVIjbHE19FktVqNsKGyzV88EsD154QT7aFGHV1VIIxS3CcjkpwsI4YTZE2PCwFFc6vdhMhCOOjcnrarGQsChOmG44YlAnzKuvFxCsEIbzdW5OmG44nvM1UURYMSdMZx7T0/KzU1l54fNhwxF1xFQms3g7nT5hShSyCGNCE8fiKanwtbDHZtrpiTtfRvd8l0JYoWlMHXOpnjtbYYOlej6Y5YHtyoiKtWvjF2HDwzLULIwT1tYGDAyYnc/QkF4+GGAmHHFsTDpdxUSfTSdMiTOTTlhQEVZMPJmobKiei8sJq6lZ/H7qFOZwE0U64s9NvJWVSSGoI8JU9caYYRG2FLj77sUfIJP5YEBy4WtRFoYmnZ60lnQvhbBC05g65lI9d7bCBkv1fDDLg337pBti25lNQoSF6RGmaG+X7pBfnk4Qhof18sEAKdamp8P171KMjRUPRQTsOmFqjWEjJ8yEE6aei+qERS2sEbZpcpD9T0/L9atTwClBplPlsNDR8tvnzMzi/cVIRSJ7ZcxT2EU+TFd5P9Ri7K67FsrUO5+3QeE+e3qkAIt7YZhUSXed49R93VLC1DGX4rnr6ZFOrNvzUSnF88EsD1RRDtuLpbVrgR//2O4+ClGFNcI6YYAUTmFEnBtBnDD1uuFhYNWqcPsbHfUuH69QpeBtOGFlZVLo2HDCdIWdTjhiECfMa5y4nLCwItBNwFVUyBzFMAU2dERYQqGIADthSwO3whyzs+ZdmqRKWKchd2m55stw36jiJHF+orjD/H4ypYgQsjz9li3299XTIxf6qmx6HCgnLIoIMxmSGNQJU9uERYUjFoNIviZsdcTKyuIhZ0HKwCt0CnPEHY5YrDpikJywsjIpfgq3d8612PZhnbDC4hq624YtBsIijIlMXC7Nci5hHWbhW+oLXu4bVZwkb0qECRvk95MpVU6ckKLIdj4YkEyFROWEhQ1HBMwW5wiaE6a2CYuOCAPka8L2CfOr9NjQkGxOmF9pecBMOKLuGLW1i13nsKXindvrbOsmiqqr/cWUc466+1ThiAnBImwpEJdLs5xLWAdd+C6FBW8Y0Z1G4WlrTkk3BA/qDi/nmyhMaRNXUQ4gWRHW0RF826XihPnlhAHyNWGdMD8RFtQJE8J8YY6qKhl2V0iYcEQvJ0w3J8xNRJlwwnRK1EdxwtxyworNN5NhJ4yJyK23Lr5jYaOqWRIheVEX0CYX4EEWvkthwRtUdKdReNqcU6ndlCi1+TKMQomwK66wvy8lwuL8u+jvl2ImzB15007Y1JRcKAfNCYvihOnkhAHhnbBipeQVQZ2w6Wl5TTHphLnlcQUdy1R1RC8nDbDvhIURcF7hiDoOWqmLMCK6hYgOENFBIvqYy+//iIheIqJ9RPRjIlrn+F2WiJ7Nfz1oYj7Lit27gXvuubAQBxFwxx3mc6fiLmEddQGdpChYCgveoKI7jcLT5pxKLU+w1ObLMIp9+4DeXj23JCpdXfKmXdxOWJh8MGDBCTMlwpSjpeuENTfLxzAOlUI3HLGpyV44YlAnTL3WZGEOLxEWtE+YKs3uNo5uTpgNJ0y3RH2YbZerCCOicgBfAPBWAJsB3E5Emwte9gyAHUKIKwF8G8BnHL+bEkJszX/dFnU+yw63RaYQwEMPmd9X3CWsoy6gkxQFS2HBG1R0p1F42pxTqfXVKrX5MoxCVUaMg4oKYPXqeEVYf394EdbUJBfdpsIRlaOl64QpERa2kIkQwXLCwoYjmnbC/ERYmMIcXs2qgzphdXXuVUR1S9Qn7YS5iaKwhTmWuggDcC2Ag0KIw0KIDIB/BfB25wuEEI8IIdSn5wkAawzslwHiX/ju2iUXbT09C2XqbTlLUY8tSVGwFBa8QUW3jvCMO2fMphiO46aE6XBa7gPGlBrT08Arr8RTGVERd6+wvr7w5eXLyqQblpQTVlcn85jCirDpaSCb1c8JCxuOGLcTVlkpBX3c4YiTk95irrZWio5crvgYNnPCbIUjehXmWAYirBuA87/VyfxzXvwOgB84fq4hoj1E9AQR7TQwn+VF3I5LnCF+UY8tSTfKxILXtmDRGT9IHpyf8EwiPNSUGPY6VzrnJ+z7aON8paHdA8MEYf9+uUiPywkD5DWiVMIRASnCknLCiMIXzAAWRJVNJ8xGdUQ/EQbIa40JJ0wJiyj5XMDC835CyLYTVqyPbdRwxEJB9f+39+5RdlTXnf93060nQgI1kgA1CAzCBuMxEAV7hgnj8HBsJQ7O2ElsAyEZZzGBScLEa80YR7/Jb35ZQ8ZZsxKblUn8GL80Rh6/EgZWjAcn2Hhsxw/JlpB42EESthGoaT2RWkhqqXv//jj3pEu363Gedarq7s9avar79q2qU3Uftb/13XufARBheTMn5p5hIroVwBoA/y3z8AXMvAbAuwB8kIguLlj3jp5Y27RHz6kh1NeUQ1Nnip9vAJ3ajfIJeG0CcJcgP1aAXyY8U6SHhhLDrufKZ90m1tgJUZHrXA66KUfdTtiuXeXBYiimppSA8ploeWQknRMGqJREVydMiyqbmjDb18UkHTG0EwbYibAyJ4xIiSLTdMQqEebqZIVwwphnz2vbv25ROmKsxhwtb1G/C8D5mb9HAbzQ/yQiuhHAOgC/zMz/dEaY+YXecieAxwBclbcTZv4oM69h5jXLQs0K33bqbMqhqTPFzzeADp1+VWcqnWkA7hrkxwrwy4RnqvRQX/fH51z5rNvEGjshKnKdy2HbNhVYXXJJffs8/3wV1O3dG39f+/er7yZfJyyUCLN1wgA/EWbrhJ08aVbXlMXUCTtyxFzgaRFWtt2FC8M05tDb8hVhpk5W0TaGh1X84+OEAdViqs7GHB1oUb8RwGoiuoiI5gJ4B4BTuhwS0VUAPgIlwMYzj59FRPN6v58N4FoATwUY02BQZ1MOTd0pfr4BdKj0q7pT6UwDcNcgP0WA39ZmJT7nymfdtp4vQQjJ1q3A5ZerALAu6pwrTDueTUlH1E5Y3SLMtCYsu44JzOZOGLNZyh9g5oSdfnqYdETAv7283oZ+ThlFQkg7cq4iTIudqsmTfeYJG7SaMGY+CeB3ATwC4GkAn2fmJ4noj4lIdzv8bwAWAfhCXyv6ywBsIqLHAXwNwPuZWUSYKSkC6dQpfqmoOzXMNAB3fQ+kCPBt3ztNmfjZ51z5rOvzWWvKuRMEX7Ztq7ceDKhXhOmJmpuSjnjggPqesUnRWry4PicMsKsLm5xU7pmJEwaY14XVmY5os60QIqzKTTNZv8wJqxJTLumI+n8DWBMGZn6YmS9l5ouZ+d7eY3/EzA/1fr+RmVf0t6Jn5n9g5tcw82t7y4+HGM/AoOcH6SdmID2oHdbqFrymAbhrkJ9CTNu8d5o08bPPuTJpVlIkllw/a006d4Lgw/g4MDY2GCLM1wk7fFgJDl8OHrSrBwOUE+bamMOmJsxWKAFmaYPAjJgyTR+sszGH3paJExZivrEiJwuodqROnlR1jj4izDUdcWhotmM+CCJMSMCGDflfenPnxnel6uqw1qS7+SnSME0CcFeBkEpMm753mtSUwudcla1rIpZcPmtNOneC4MO2bWpZZ1MOQLlS8+bVm47o64QBM/VcPhw4YJeKCNRbEwbYiTD9XJN0RJttm2w3ZE1YiMYcNjVhRSKsKi2yKC3QdP9l6YiutWQiwoTgrFuX32HmjDPqcaXqaJ8e4m5+qHGmco6qAnBfgdDUduVNa0rhc66K1o0llpp27gTBFS3C6nbCTjsNGB2t5zMzPq6+u7WQckFnxYRISXR1wl56ya2bpE1NmIsTpp9rmo5o44TpGqki2pqOeOxYuZBzqc3KPla0/smT6idPFJk4YUUibGpK/eQhIkxwoujiECovvIw60p1CBKghx+mTGhbbzWuymHKliRM/hyaWWJKGHkJX2LpVpen5pOq5UteEzePjSoD5NB7RIixEc44DB+xF2OLFKsg1FRxZtAirEknZ59g05rBNR7SpCVu4cPYUQVlMhdOJE+r8hUhH9BVhU1NqPCmcsKIJl/VjZXOMVTUDKXLDOtCiXkhBykCrjnSnEAFq6HHaih2pzXGnromfUwq5WJ/hQW2eI3SPFE05NHWJsD17/FIRgRkXLZQT5pKOCLjVhR0+rATQaQbhaMx0RBcnzCTF0USE6ec0IR1R/y+GE2YiiIrW1Y8VzTFWNslz0T6nplQ8J06YYE3dkzRnqSPdKUSAmjotS2pz3Klj4ufUIjmWWBrU5jlCt5iaAp54ov56MM3oKPDCCypIi8n4uL/Tl9oJ0yLMpS7s0CGzejAgbjqiS2OOKhFmk0IIhElt9HXC9P9SOGH68aJ0xKp1y9bLE2FFHRVrRERYG0kxSXOWOly4EAFq6rSs1CKw7cSe+Dm1SI4plrqYoioMFtu3q8AqlRM2OqrqU3T3wlg0yQmbnlaiyNUJcxFhhw+b1YMBfumIpk6YTTqiqQirEvImTphJOuKJE+o969MdMaYTZirCXCZ6dklHFBEmOJFikuYsdaQ7hQhQU6dlpRaBIWhq3VUXnFJAxJIgFJGqKYdm5Uq1fP75uPsJ4YSdcYZqz+0rwnRzDZeaML2+LYcPmzth8+YBc+a0ywkDqrsRhkpHrHLU2uKEua4rIkyohdTBY13pTr4Bauq0rNQi0JfU6XpldMEpFQShmK1b1c2fyy5Ls//RUbXctSvePk6cUMLJV4QRqZRE33TEgwfVsu6aMFMRBigx1ZTGHKYizFc86W29/HJ5B8qq7aSuCfNpzGGSjigiTKgFCR7NSek0pBaBvqRO1yujC06pIAjFbNsGXHppeWAakzqcMC2afNMRAZWS6OuE6XnGmloTBigxFaMxx5w5qkteSBGm/18lwkzTEYHyOa+qRNicOerGRtOdsDxRVJWO6NKYQ0SY4ETKphxAsx2SptHmdLPUjmsVbXdKBUEoZuvWdE05AOVODQ/HdcJ0vVmIFvxNcMJi14QBSrDZijAtsKo4/fQ46YhV2zRxwvT/ygRd1Xb0vGZ11ITlre+TjhizMYe0qBeMSd2UA2i2QxKLptZGxcTWcW3jOWqzSA5NG18/oZtMTAA7d6arBwPU5+C88+KKsD171LLtTph2smLXhAFu6Ygmc5AB8URYSCesbFv6f1VirkxExXTCQrSoD5mOODl56nMSICKsbaRuygHU45A0KSBM4fw14fht0vXEHa2fkO8Ref2EJvHEE2qZ0gkDVF1YzHTE0E6YrwhzdcKGhpTQqasmzNYJqxJLmjaIMJNUwjIRNn++vxN28qT6KVs/TxAND6vrVYx0xEGuCSOiNxHRj4hoOxHdk/P/eUT0ud7/v0tEF2b+977e4z8iol8IMZ5O04QUsdg1aU0LCOt2/ppy/DbpeoPojqYk9HtEXj+hSWzdqpYpnTBAibBBSkd0dcIAlZJo64SdOKGCZxsR5pKOGNoJYzZz2EI25rBJR6zqsuhbEwa4pRQSlacz+qYjDqIII6IhAH8J4M0ALgfwTiK6vO9p7wZwgJkvAfABAH/aW/dyAO8A8GoAbwLwV73tCUU0oSlH7IYGoQNCX8egbuHrcvy2x2j6fNN0vSbcHBgkQn9G5PUTmsS2bSrYXrUq7ThWrlROWFlHOh/27FHfwS6ip5+RESUMyho3VHHw4IyrZYuLCNNphTY1YS7piKGdsMlJNZl4isYcPjVh+n++Tlj2eUXrF4m4MhFmko4ojTlmcQ2A7cy8k5knAXwWwM19z7kZwPre718EcAMRUe/xzzLzcWZ+FsD23vaEItautXs8BrEbGoQMCEM4BnULX9vjtz3GGE6bzTmqM9Wyjn2lSB0NLZqacHNHEDRbtwJXXKE+UykZHVVBuUutkwnj46oeLMRxLl2qlj4piQcOqFTE/sZfJviIsNjpiKGdMNMJoEM25giVjhiiJqxsHD4izCQdMUZjjpaLsJUAnsv8vav3WO5zmPkkgJcAjBiuCwAgojuIaBMRbdqji1kHkaLarzprwoC4DQ1CBoQhHIO6W5nbHr/tMcZIPTM9R3WmWtaxr1Spo6FFk7TrbwRynYP6HG3blj4VEZhpUx8rJXHPnjBNOQDlhAF+IuzgQft6MM3ixfY1YS4izDYdMUZjDlsRZuqEFQkXIEx3RL2P2E7Y0JCq/ypaP3Q64vS0cicH1AnLu2XS790XPcdkXfUg80eZeQ0zr1kW6kurjTQpbSiWAxAyIAxxvupuZW57/LbHGOM9ZHqO6qw9qmNfqWqpQosmadffCOQ6ByV4DhxI35QDmJmwOVZzjvHxMPVgwIwT5lMXduCAe2pknU7Yyy+rdEATYjTmMJ17zEaELVxY7kCaOGGm3RFD1ISVOWFlYnLePL/uiGViylWEtbxF/S4A52f+HgXwQtFziGgYwBIA+w3XH/V96AAAIABJREFUFbI0JW0opgMQMiAMdb58nD9bsWp7/LbHGOs9ZHKO6ryJUMe+Ut0UiSGapF2/0AS2bFHLq65KOw5gRoTFcsJ0OmIItAjTzTVc8HHCXESYds5s5wkDzLsYtiUdsWpScpuasKrGHFXzfBEVCxPXVvHZ9V3SEcucMFcR1pEW9RsBrCaii4hoLlSjjYf6nvMQgNt7v78dwFeZmXuPv6PXPfEiAKsBfC/AmLpL6omaNbEdgFABYeo0K1exanP8tseY8pzUeROhjn2lvCni+hlpwvQHglDE5s3qGteEdMRzz1XLWE7Ynj3ihAH2Tlh23SpiNOYwFWFz56rUPFMnrIy60hGPHlXPKXLlfJ2wKhE2PKzOWd56QL6Ycp2brAvpiL0ar98F8AiApwF8npmfJKI/JqJf7j3t4wBGiGg7gPcAuKe37pMAPg/gKQD/B8C/Y2ZDj3kAacJEzZompUWWkTrNqo50NdtjTHlO6hSAdewrtci3pSnTHwhCEZs3A6tXu3XoC83cucCKFXGcsOPHlWgJJcKaUBN27NiMu2CCjwgzqQtjtnfCjh2rTnU0FWFE6npg0qLe1AmrElBDQ8CcOcXPMemOWCXi9POK1ncVYUUdDoFyJ6zMQdOOXldFGAAw88PMfCkzX8zM9/Ye+yNmfqj3+zFm/lVmvoSZr2HmnZl17+2t90pm/nKI8XSWJkzUrGlKWqQJKdOs6hKrtseY6pzUKQBD7avMOUot8m2R+cCEprNlC3DllalHMcPKlXFE2N69ahkqHXHRIuUi+HZH9HHCALvmHK6NOQAzETY5qSYVthFhQLlIAcxFGGAmwkI5YabbMXHCqsYRywkrEkQ6RbJMhBXNTTZ3brdFmFATTXKfYjsAXUmZapNYrQsTARjq9fcVmybOUdk+mvY+btJ3iCD0c+CA+gw1oR5MMzoaJx0x5ETNgAo2ly51F2HHjqmg1KcmDLBLSdSCLVY6oo1Yyj6vKiUxtAg7erRaPM2Zo0R2VTpilaNmUhOWygkzWdc2HRFQIquslkxEmGCEzvnuJ0VAH9MB6FLKVNvS1ZpAk15/H+eoScehkZsCQpN5/HG1bJIIi+WE6SkIQnbB9BFhuqGHrxNmI8IOH1YBsE13Opt0RP0cWycspAgzqTN7+eVq8QSo2KHKxarajq4JK5qA3NcJq1q/SBABZp0VbRtz6PWKnLDh4aTzEYoIawsbNuTb/HPnpgvoY6W0dSllqm3pak2gSa+/j3PkexwxXDS5KSA0mc2b1bJJ6Yijo0rYVKWo2RLaCQP8RNjBg2rpUxMG2IswGxcMsEtHbIIIC5WOaLItEzG3YIESYEW1e1VCSG8/tJsFqMfLXCkfJ6xIhCVsTw+ICGsP69YBJ07MfvyMM9IG9DECxaalTPkeo7T+tqNJr7+Pc+RzHLFcNLkpIDSZzZtVR8IVK1KPZIZYc4VpJyy0CHPtjhjKCbOtCbMVYU1KRwwhnABzJ2zBgup0RNPasjInyyQdMVZNmMu6ZY059ONFLeoTpiICIsLaQ1Hg5lOE60usQLFJKVNNTCnrOk16/X2cI5/jiOkGyk0Boak0rSkHoNIRgfApiePjqs5Hi5cQjIykc8Jc0xFt5ggDmpOOuGCBWRqbaTqiqavmm47o62SFcMJCpyP6OGEiwgQjmhSYamIFijFSplzdrCalxqWi7uYSNq9/7LH5OEc+7+MmuYGCUAfHjgFPPdWsejAgnhOmJ2oumo/JhbbVhB065O6EmYiwmE6Y6TZDpiNWOWEmjlqVk1Ul5ObMUe/ZGE5YWYt6vW7odEQRYYIRTZmkOUusQDF0ypSPm5UiGG5SR70UTqDp61/X2FydI5/3cRNvughCTJ54Qs3P1DQRFssJ27MnbFMOQImwiQm7ubo0bakJGx5WwbZJOmJMJyy0CAtRXxYiHbFKRBGVt7k3EWGTk+p6mrduVU1Y6MYcIsKESpo0SXOWmIFiyJQpHzer7mC4aemPqZxAk9e/DS6lazt+HxetSSJeEEzZskUtm5aOuGiRcnliOGEh68GAmQ7K2tWyQa/jKsLmzVM/sWvCAPWaxEhH1N+5JiLMZptlwmlqSgkL0/qy2OmIph0WfdIRgWJHqyodUZwwoXaaNElzlrZ0WvNxs+o+xqYJiyanxYUaW0rRUiS6ATcXrWkiXhBM2bxZBeSveEXqkcwmRpv6PXviiTCXlMSDB9W1zadb3JIl8WvCAPU+Sd2Yw2abZdvToqqudERfJ0xvw3V9LXqKHK06G3OICBOMaGog3JZOaz5uVt3H6NtRL7SYaHJaXIixpRYtZaLbxQ1umogXBFM2bgSuvjrpnD2FjI7GacwRIx0RcBNhBw6414NpbEWYS00YEM8Ji5WOePRofvodMPN9HaLTokk6om9NmN5Gnhhi9nfCykRRjMYc0qJeqKRJkzT3E6PTWmgx4etm1dlNzlVYxBITpucuhZsUwqVMLVpC32Bp6g0bQShjclJN1PyzP5t6JPmMjoZNRzx6VAmEWE6YS5v6gwfdUxE1ixebi7CpKXUOXLpD2oiw4WHzQHvePHUNCy3CgOL0Pds5x0KlI8Zwwk6eVHGSiQgrElM+jTkGrUU9ES0lor8jomd6y1m3UYjoSiL6NhE9SURbiejXM//7FBE9S0Rbej8NSwZvAE2cpLmfkAF4DDGR2rGzOT+uwsJGTNiMx+TcpXKTQryuqUVLaKexyc6lIBSxdasKiJoqwlauBMbGVJAZAj1HWGgnbGRELVM6YaY1YVpExU5HNHXBAHUdMWkpPzFhn+JY5GDZOGFl6YjMdumIeSJoakp9Dk22UeZImcwzFjId8fhx1bVxaCh/vQ6nI94D4FFmXg3g0d7f/bwM4DeY+dUA3gTgg0SUvd3yH5j5yt7PFs/xdI+mTtKsCR2Ax3ImUs2NZHt+XIWFqZhweb2qzl1KN8n3dU0tWkLXHLalTlMQsmzcqJZNFWGjo+o7ZmwszPbGx9WyaTVhvk6YTTqifp6LCLNxwmxEGGAmwlycsKJt2qYjFjlYWmT4pCNWdRnMbiNv/aq0wOz/ikRcVTpiyIYeHRBhNwNY3/t9PYC39j+Bmf+RmZ/p/f4CgHEAgW//dJgmTtKcJXQAntqZCI3L+XERFqZiIoZgavNrllq0hHZpU7u+guDCxo3KxbnwwtQjySd0m/pYTtjixcoNaENNmHbMYoswU7GkiSXCqpww03TEycl8R1aLIp90RJttuNRmZf/Xv/70tDo218YcLuKtAyJsBTPvBoDesvS2DhFdA2AugB2Zh+/tpSl+gIjSno0mkvpOfRWhA/CmH68tdQkUUzERYzxtfs2aIFpCu7SpXF9BcGXTJuWChZy4OCR6wuZQIiyWE0akhFQqJ8ymJsxHhJmmI7q0wK9bhOl9maYjAvkCSm/fJx3RRETp/7s6YUXdEfXcdlXrhqwla4MII6K/J6Incn5uttkREZ0L4NMAfouZdZuY9wF4FYCfBbAUwHtL1r+DiDYR0aY9+i7SILB2rd3jdRM6AE/tTISmLoFiKiZijMflNWvSXFYiWoSGMJDXuSNHgCefbG4qIjDjhIVqzqFf29AiDFApibYibHpaiacQTtjhw8WdALNoERazMUcMEaadqFBt723TEYFyF8tnsmaTmi79/9BOWFVzDb3uiROz319dTkdk5huZ+YqcnwcBvNgTV1pkjedtg4gWA/gSgP+Hmb+T2fZuVhwH8EkA15SM46PMvIaZ1ywLbeE3maK5wFLPEaYJLZpiOhMugb+vWKhTVJqIiRjjsX3NUreFF4SGMpDXuc2b1XdWk0XYyIgK1kI6YfPm2dcrmbB0qX13xEOH1HdxiJowwMyl8q0Jm5yccU+KiCHCbOceC52OWLQt01RCLTrKhFwdNWH9oshn3aqGHvPmqfcK8+z1Wt6i/iEAt/d+vx3Ag/1PIKK5AB4A8D+Z+Qt9/9MCjqDqyZ7wHE/3aHq9TQzRFKvtvW3gH0IsNCHdrY7x2LxmdTXyaJLbJghCPk1vygGo78qQber1RM0x0i9dnLADB9QyhBMGmKUk+qYjAtVuWJtEmE06oo8II6oWUSZOWOjGHCZNQbSAzBNwJuv1i/a2t6gH8H4ANxHRMwBu6v0NIlpDRB/rPefXAFwH4DdzWtFvIKJtALYBOBvAf/EcT/do8hxhmjakc7kE/qHEQtPOT+rx1HFjQdw2QWgHGzcqgXPOOalHUs7KlWGdsFhO58iIuwgL5YTFFmHaQawSYRMTzRdhNjVhZemItmIuL53Q1AlLmY5YtG5VYw4g30Frswhj5n3MfAMzr+4t9/ce38TMv937/X5mnpNpQ/9PreiZ+Xpmfk0vvfFWZjZI8h0g2jBHmCaU6xDLvXAJ/JvuQraVOurk6m6bn8J1E6dP6AIbNzbbBdOMjobtjhijHgzwc8KKbvqaogWVyVxhhw4pV8YlJVOvU5X22AQnLEZNmI8Tpp/j44TFaFHvu66tgzY9rerL2izChMg0fY4wTSjXIaZ74RL4t7nrX5Opo06uTgGdwnUTp0/oAgcOANu3t0OErVyp0hH760pcGB+PK8IOHcqPHYrQos1XhNk4YS+9pGKZ0xzCUJN0xJMnVXCeWoSZpCPOnQsMD1dvK0Q6IlAsomycsJMnZ7fK9+mOaLOuazpidj2dmigiTCik6XOEaUK5DjHdC5fAv2udGptCHXVydQroFJNVh96nuGpCCr79bbV8/evTjsOE0VEVuO3d67+tmOmIWkgdPGi+TgoRduiQWyoiYJaOqF0yVxFWJLZjpCOauGDZbcVKR7RxwrLP718/Vk1Y2bq2Ikz/LiJMKKQN9WBAONchpnvhEvinaKoxKMFwWV1aiHNQp4BOkbYacp/iqgmp+Na31OTC1xQ2Rm4OodrUT0yoIDqmEwbY3axN1ZjDVYRpYVWWjugjwpjzRQpgL8K0y1XmhNmKsFjpiDZOGODnZrnUhIV0wkSECaW0qR4slOsQ271waUhRZxMLCYbDnYM6BXSKtNWQ+0zh5AkCoETYVVeZB7QpCTVh89iYWsZqRKJFmE2b+v37VRBrEsCXYVsTVocTZltzVlXDpR+32e7CheU1Yabv/1DpiCFqwrL77F+/TBANDQFz5vi1qA/RmEP/3vIW9UIs2lIPBoRzHQY9/a/JwXBdDl3IcxBCQJscd4r3bch9SgMaIQWTk8B3vwtce23qkZgRWoSde67fdooYGVFLGyds/37/VERAiYmhIXMnzGWiZiB+OiJQLcJsbhwsXBjWCStLR6yrJgyYLYZs5hkLmY7o44T53njwRERYU/nJT/Ifb1o9GBDOdWjanFp109RguE6HrknnwPS4U7xvQ+5TGtAIKdi8WQVPbRFhK1aomzG+6Yi7d6tlbCcshQgjUu6WaWOOpqYjAtUt5UOJMJeasDInrEoAAX4t5rP/L3LCqlL88kRY3emIpmONjIiwJrJhQ/Ekjk0NjEKl7aWewyoWJo5KiGA4hmNVp0PXJEFgc9wp3reh9jnoDrSQhm99Sy3bIsKGh5V71ZZ0xBQiDFDuVuyaMP19ldIJMxVOepsh0hG10CgSYfPnm3WbjFkTNjxc3emxTITV1ZjDVHBGRkRYE1m3Lr8zD1GzA6NBaSphi6mj4hsMx3Ks6nSnXM5Bk+aW66eJn4n+MQGD7UALafjWt4CLLgLOOy/1SMzRbep9GBtTQapOGwzNkiXqc5xKhJk6YT4i7LTTlHCJ4YRVpToeOaIC96Eh822GSkckKhZQL79snlpXlo44b16xCaDR+8lzwkxEzbx5bumIeU09pqZU6Y6IMCEYRUEec3MDoxACoI6A1WYfocZj6qj4ppiZ7MflmOp0p2zPQdPmlqtrbK4UjQnopgMtNBNmJcLa4oJpQkzYPDY2k9oYg9NOU10OUzphVY05pqaUyHEVYYASVzGcsCoRNjFh30gmVDpi2baOHjXfTlE6oqkrV5aOaCJqXNMR9bZtuxyKCBOsKPoyXLWq3nHY4JuyVkfAarOPkOOxcVR8Usyq9uN6TFXuVGjxbHMOmja3XKixxboh0eTmL8LgsHMn8OKLgynCdu+Ol4qoWbrUvjuib3t6jUk6ohZIro05ACWWysSeqwirqjc7ciSsCLNJRwTKUwlNnbCybZjOMwbYN8jQhExHdJ3kWUSYkEubWtNn8U3dqiM4tNlHyPHU5SRV7cf1mMrcqdRuT9PmlgsxtpjntEmNT4TBpW31YJqVK1VwbtKCvYixsXidETU2IuzYMRV811kTps+fjxO2eHF1OuLQkH2QbZKOaCvCqmrCQjhhNumIvimNRU6YqRCcP392c43jx9VNx7J6Mlcx5SreakBEWNNoU2v6LL5Co47g0GYfIcdTV+ODqv34HFORO5XaWWni3HJVY6gaW8xz2qTGJ8Lg8s1vqmD91a9OPRI7dJt6n7qwsbH4TtjZZwN795o9V0/UXGdNWAgRVpX2ePiwipuq6pv6iSHCQtWElW3LJh1x/nzg5En14zKWIifMdP0iJ6yqHi1PTLm2tu+CCCOipUT0d0T0TG+Z62cT0RQRben9PJR5/CIi+m5v/c8RUdpZ05pAm1rTZ/EVGnUEhzb7CDmeulqYV+0nxjlO7ayEErgx0v9cxxbznEonRKEJfO1rwHXXxauLisXKlWrpKsKmplQaZmwRtmwZsGeP2XN1bBG6JiyvuZgmlBNWJsImJuxTEYEZEVZHOuLUlBIRNiIsVDoi4Cei9D5dxlAkwqoE0fCw+s6wFVN5jUS6IMIA3APgUWZeDeDR3t95HGXmK3s/v5x5/E8BfKC3/gEA7/YcT7tpY2t6ja/QqCM4tNlH6PHU1cK8bD8xznFqZyWEwI2V/mc6tn4BWBQMhTingz4Xn5Cen/4U2L4duP761COxx3fC5r171Xdz7HTE5cuVCCsTQpoYIuzkyXyhoNFOWUwRpp0wW4aHVWBe5IS5bLcoHVELsxBzjtmmIwKzX6O6nLC87ogm6xKpdW3n+8obb0dE2M0A1vd+Xw/graYrEhEBuB7AF13W7yRtbU0fgjqCQ5t9dDFYjXFMTXBWfAVuzPS/qrHlCcBDh1QNaJaQ57Src/EJ7eBrX1PLNoow3U7f1QmLPUeYZtkyFaiWdQ/UxBBhQHlKohZPPo05YokwQK1X5IS5OGwLF6qgf3r61Mf1dSdFd0S9jss2fNfPc8JcXTQTMTU8rOoDO+iErWDm3QDQWy4veN58ItpERN8hIi20RgAcZGadlLoLwMqiHRHRHb1tbNpjarO3jTa2pteEcBPqCA5t9tHFYDX0MfkIu6bMoZUypTJPAJ44oS7ybT6nghMDcZ376ldVzdIVV6QeiT0LFqj5vVydsDpFGGCWkhhahGl3y0SEhXDCitw+HxG2aFG5E6ZTFk3RwqRftLhM/BwiHVHvL+/mo8k28tICbdb3EWFFTpjJBNNtFGFE9PdE9ETOz80W+7mAmdcAeBeADxLRxQDy8u4KvXNm/igzr2HmNcv0F0zXKPoSjDWpY0hSN2joAm0NoF2EXequillSplQWCb39+9t9TgUnOn+dYwYefRT4+Z9vXz2YxqdN/e7dahk7HdFFhIVsUQ+Uu1ShRNjJk/nzXQH+TljZPGEuThiQHyMB9acj6v31p0iaphMWTRpt44S5pkL2CziTxhx56x07Vt2NsQYqvwWZ+UZmviLn50EALxLRuQDQW44XbOOF3nIngMcAXAVgL4AziUifgVEAL3gfkZAGXzehrQIkFIMWQDdJtKdMqQwpAJt0TgUhj2eeUal8bUxF1Jx/vrtLrp2wFSvCjScPWxE2NOQniLKYpCPq/9k6Sln0eIvEnq8TlpeOOD2thItLTRiQL3oAeyfMNx1RP89VhAH5bpapEFy4MFxTDx8nbP58++6ZgfG9FfUQgNt7v98O4MH+JxDRWUQ0r/f72QCuBfAUMzOArwF4e9n6A0XRvB5N74wI+AWTdQuQJgq+QQugU3dVzJKy/i+kAGzSORWEPL7yFbW84Ya04/DhwguVO23S9KKfsTElHmyCbheW9ypDxnPvi5/KgQPKBQsVjJrWhJ1xhp8bGlOEFTlh+jFb8RhShOUJGMAuHbFoPLZ1Za5OWF6NnKmA609H1GMoa8wB5Iu3xKmIgL8Iez+Am4joGQA39f4GEa0hoo/1nnMZgE1E9DiU6Ho/Mz/V+997AbyHiLZD1Yh93HM87aXNnREBv2CyTgGS0nEqE3+DFkDXkQJoI7ZT1f+FFICpO1UKQhVf/jJw8cXA6tWpR+LOhReqwP/gQft1d++On4oI2DthoerBALOasJde8mvKkd1PnU6YFmG229XP79+mFkEu6YjZmwAnT6paYlsRlo27mO1SGvtTCm3Wz6uRc23qobdRtW6RE5YYLxHGzPuY+QZmXt1b7u89vomZf7v3+z8w82uY+bW95ccz6+9k5muY+RJm/lVmPl60r87T9s6IPsFknQLEVPCFdsuqxN+gBdCxUwDblN4ZSgA2oVOlIBRx7JjqjPjmN6ceiR8XXqiWP/6x/brPPz/TYTEmp5+ugs4UIsykJky7bz6UibDjx2caHLlQ1JhDiyhbJ6xo7jHXdETmfDfIJx1RCxsbJywrhk6cUNcwUycMODUWc23MYXoOO+qECaEomqS5DZ0RNbfcogK+Cy5QAmrdOrOgt04BYiL4YgTwVeIvZAAdK90y5HZjpwAOWnon0M1pFYTu8PWvq0BrkEXYc8+pmrI6MJ2wOYUTFluEabETOh3Rdbv6+f3bdE1HBGa7SIBfOqLtWPqdMJv180SYa2fFQXbChECUpSKuWlXvWHxwFS913sE3EXwxAvgq8RcqgI7lAMXYbp4DFEroDVp6p6aL0yoI3eDLX1ZBzxvekHokfriKsKkp5YQ1UYSF6owIqCYfZ5yhhFbMfcYUYXWnI7qIsGyMYlurFkKE9Tthev260xH1fl26I4oIEwC0PxVR4ype6ryDbyL4YgTwJuIvRAAdywGqw1kKKfRSpHc2seGLIDSFL39ZCbDYTSlis3SpCnZtRdjYmBJiTRNhe/bM1JCFYmSkvKFYG5ywEyeAycn87YZOR7SpCdMix0eE5aUj2qY09jtLNuuHTkecP7+6yYs4YUIhXUhFBPzES1138E0EX4wAvi63r+w18BEJdThLIYVe3fVRbapBE4S6efpp4B//EfjFX0w9En+I1Pdn0XW7CP1dWZcIW768ujvisWMqgA8twpYurU+E5aU9hhBhwGyB5+uEFaUjmqYRAvkukq0IGxpSYqY/HdBmLEWOlI0TptexaSySl47oMjeZiDABQHdSEQF38VK3g1Al+GIE8HW5fUXneulSP5FQh7MUUujVXR+VqgZN3DehDTzwgFq+9a1pxxEK3abehueeU8smOWH6/zFEWNGUO5OT6rvRV4TNn6+ERF6XSlfHSlMk8Fy3u2CB+o7ud8IOH1axxdCQ+bZCpCMCyn3zTUcM5YTZrDt//mwnzES89adPiggTAAB3392NVETATbw00UGIFcDX4fYVvQaAn0goe21DCYHQQs/3fNscV4oatCZ+dgQhjwceAF73OmB0NPVIwtAWEXb06Oy5oLJop0zPKxaKsnREXSsWohnIWWfl1575OmFFHR5dt0uk1ukXYYcO2U+SrQVHVgC5jMtXhBWtbyqIsuvYNBaZN2+2A2cyZklHFGaxYUPx3aK2pSICM+JlZGTmsaoPVVO72LW1wUGRgCy6IJqKhKLtAuGEgI8DWfeUAv2kqEFr6mdHELL89KfApk3Ar/xK6pGE48ILlUtiM1fYc88pp8J3fixTTOYKi+mEVYmwEM1AikSYfl1c91E04bTrZM16nf50RD1ptQ2hnLCFC/1EWP/x+DhhNgIuLw3SpaGHiDChNFhqWypiluzdhn37yoPXVA5Cl1O48gRkCJGQt92QQsDVgUwxpUA/KeboCvnZ6fpnQkiHTkXsmggD7Nww3Z6+qPwgNClF2MiIEkfT07P/F1KEnXlmvhDWj515ptt2i0TY4cNKKNikD2rynLDDh+2dsJDpiP2NMQDzmjAtwnQml0+Lett0xKNHZ/Zr2tBDO2F6PRFhQmlhb9tSETW2wWvdDkKTU7hiBsKxREJoEe3iQKaYUqCfPAF5++1qDLGETajPTpM/E0L7+dzngCuuAC69NPVIwuEjwupCpximcsKmp/ObZtThhB04AAwP23UdzFImwnyafeSlI9pur6w7ok86oq2QW7RIdfvUHSRtRFyRCDNZd9EidZ3SrpaNEzY9rZqAACLCBp6yhhwjI+1Jf+vHNnit20EwDdjrdgZiB8Kx6txSpOH1k2pKgX6yAvLee4H16+MKm1CfHUlrFGKxYwfw7W8Dt96aeiRh0SJsxw7zdeoWYVpYlXVIHB8H5swJnyKpSxLyyi1Ci7A8J0x3X3R1HYtE2MGD7uMuSke0dcK0SMpua2JCxSo2oqJfhOn6N1MhpwWuHoePE2azbt5+TWvCgBnBJyJswCmbG+y+++ofTyhsg9e6u9iZBOwxBVGRuKsjEI5R55YiDa+fJk4pUNfrGeKzM6gTWwvxuf9+9d5817tSjyQsIyPK7XnmGbPnT04CL75YrwhbsUItX3yx+Dl6jrDQKZK66UZeXVjodMQiJ8w1FREoF2Gu2w2VjpjXNOTwYSXObF7H/pow2+Ye/WLQxs3S4sfVCQNmxm6ajqj3eeyYioFeftndKQ2IlwgjoqVE9HdE9ExvOetTRUQ/T0RbMj/HiOitvf99ioiezfzvSp/xtIquzA3WTxOC8jJMAvZYAXSZuGtrIOwjBEK5jaHec9nxrFun0gldBY7v62l6blyFdXb7RZNc1ulmCt2DWYmwN7yhXvFRF5dequY+M+H559X5qPM8nH66CvB37y5+ToyJmoEZJyxPhO3dq5YhnbD+2jMfxwpQ7uCCBfFFmEs64rx5wNy5p4qwiQn7ZiH9NWGHDyuhMjxstn6/CNOiyMSVIlLPc2lWMfb2AAAcbElEQVTMEcIJ07VhrlMYBMTXCbsHwKPMvBrAo72/T4GZv8bMVzLzlQCuB/AygK9knvIf9P+ZeYvneNpDUeDjUvDZJGw7JNZdj2ISsMcSRGXirglpfa64CIGQr3sIRyhvPOvXq/eFi3Po83rG/kz0b39qavZzmnTjRGgn3/0usH1791IRNTYirO729JpzzwVeeKH4/2NjwDnnhN+vdsLy0hH37lUCac4c//2cdZb6DusXNyEmg16yJLwIC5GOCKh1smObmLAXc/3piLb1bv0i7NAhJQ7nzTNbPyvCbBpz9DthNjVhwMwE5dltJcRXhN0MYH3v9/UAqmZifDuALzPzyxXP6zYbNuR3DQLyA6I2Ytohse56FJOAPZYgKhN3IR3ENnS6C/26+6Zahh6Pz+sZ+zORt31A3QCqIyVYGAw+8hEV6L397alHEodLL1UOV39gnUcqEXbeeeUi7IUXlFALTVlnxpDumxZE/SmJvumIQHgRtmjRqWLx+HGVpuoqwkI4Ydn3rm1qZL8Is11/4cKZONEmHbHfCbPpjqifrwVc29MRAaxg5t0A0FtWzfj3DgD/q++xe4loKxF9gIgMJXTLufvu4v+1uTW9xiaITJGGVxWwx0qpLBN3oep72tLprmnplzG6PNq8nlnhXJSqHOrcFG1nerp98+IJzWT/fuCzn1UumEuQ2QZe+Uq13L69+rk7dqjvAd3Qoy7KnLDpaVUvFkOEnXWWSmvLq0cLKcK025UnwkI7Ycx+ImzJEiUAdDdBnwmllyzJrwmzYfFiNZ4TJ2a24euE2ayfdcJsUhmzThizuROmBdeRI+1ywojo74noiZyfm212RETnAngNgEcyD78PwKsA/CyApQDeW7L+HUS0iYg27Slrudp0yiZoBrqRAmQT0KZKwytzi2I1C6kSdyEaZxQJ4LvvDuOOhXLZYr/utuOMMR7T17NfONuO0ZY2p752nM5c5z71KZX2c+edqUcSD91y/0c/qn7ujh3AypX1d2M77zxVE5b3vbJ3r2rXfd554fdLpFrk53VmjCHCsh0StVgKLcKOHVMCylWE9QtGLcJCpSPaCor+Bh++IszFCdOxih6DSZfOrBM2OamuryYiTB/b4cPtEmHMfCMzX5Hz8yCAF3viSouskl6o+DUADzDzicy2d7PiOIBPArimZBwfZeY1zLxmWYxC0rooc8Ha3Jo+i02Ql6KRh4lbFKOTYB2dIIsE8L59/u5YSJet6HVfu9Zf5LmMM2VDmaL0QJexmIjPpjfPGWA6cZ2bngY+9CHg2muB17429WjiccklamlSF7Z9O3DxxXHHk8d55ynxkNfGXTfsiOGEAeUi7Oyzw+xDC5tsA5AjR5S4DJ2O6DsBdL8Is20JnyUvHdF2O/0dIOt2whYsmHHAbOrJsk6YTRqjHtuhQzP7bYMIq+AhALf3fr8dwIMlz30n+lIRMwKOoOrJnvAcT7O5665yF6zNremz2AZ52Q/QyEj8epSqdMmYNVUxxF0WUzfDpcYoZK1S0eTGIebWchln3VMlZClLM7QZi6n4THmsQvd54AElOn7/91OPJC4LF6oaLxMRtmPHjGirEy2w8lIS9WOxRNiKFbPTEaenlQMX6gZDXu1ZqBb4S5acKl5jiTAXJ6w/HdHHCdMizFZE+Tph2W6RNg1Ksvu1mV8szwnrQE3Y+wHcRETPALip9zeIaA0RfUw/iYguBHA+gK/3rb+BiLYB2AbgbAD/xXM8zWXDBuDDHy7+f1dcMMC8Q6IOGrPCNNvQIxZl6ZKpaqpitmsvwrbGKEbdVFaQPvxwGJHnOs7YArmIIuG8apXdWGzEZ6pjFboNM/AnfwKsXg287W2pRxMfkw6JExNKjKRwwlauVMvnn5/9vxRO2EsvqeZjoUSYdtSy+wklwkZGVGyiUzlDi7CQ6Ygure59nTAdZ7g6YWeeOXNObURYtrbLV4S13Qlj5n3MfAMzr+4t9/ce38TMv5153o+ZeSUzT/etfz0zv6aX3ngrMxu0GWopRZMza7rigmWp6pBYd2dETVm6ZB1j6hdcd90Vt117Vgxnsa0BKnq+nmvK1zUMJfLaVvMUKj2wac1OhMHjK18BfvAD4J572j/diglahJVd23fsUMsUIkx/5+U1+4ktwlasUOIoe260YxVKhM2dq8RN1gnT7puerNqVZctUzZEWS74iTLft1yJMb8+nOyKzGuPERPF1vgh9HFkRZjOWoSF1cz3rhNmIsGy6p40IGx5WaYsTE3YNPboowgQLijqeAd1ywTQmYiZV0FgW9MYeU57T9uEPx23Xft99YYL8IpdtaiqMaxhKPKWqeXJ1M0OlB7ZNfArdYnoa+KM/Uil6XZ0brJ9XvlIF03m1T5qnn1bLV72qnjFlWblSBct58ceuXUoYxGoWsny5uhGbbYOuxVKomjC9n+z5178vr2rWXYEWinpy6dBOmM4AcjkXixerrobHj8/Uw2mRZ0rWCZueVoLG1k1btOjUui4bEXfmmWrfzPbr6vb6Nq/JnDnqvX74cKda1AsmVAVjXXTBTMRMqqCxLOiNPaY8cVp0FzWU8AsV5PdvJ+9Od6q5tbICaN06VV/mO3mzjaDyTWMNkR4oDTeElHzuc8D3vgf88R8rh2IQuOIKtdy6tfg5Tz+tvkd0N8U6GR4GRkfVd0o/P/lJ3Jb5WgRlBdLYmFr6ulRZli07dR+hnDAtjrRw1OLJpINfHlooaNG0Z4+6PrmkTWY7G4YQYVoou4iwiQl1I9ZWxC1Zoly8Y8fsRZgWf7bC+Iwz1L708ZqWbkRERFgdlHVEBLrnggHFoiX7RbF2rfoSylJX0HjLLWo/F1ygxM66dSpgjh3I2girkGI0VA1QdjtFE47XNbeWJk8ArV+vXjOX43URVKlSa7NIww0hFceOAe97H3DllcBv/Ebq0dSH7v5YJsKeekqlItbdnl6zalW+E/bjH8cVYeeco5Y67RFQ7hsQdtLq5ctnpyPOnesuljT9Ttj4uPpedXXx5sxR4kGLub17VTzkkrarBctLL/mLsIMH3ecs0xNQa1Fj64QB6hgOHbJ7vbQTZlv/p5uBTEyouK4BKdMiwmJT1RGxC5Mz53HvvepLp5/Dh1Uwu2GDCpSzLhCRcjDqCBqLAm0gbiBbJKxCi9GYHR41IVzD/nEC9mIxtABy2V7Keqx+F9BVfAqCK3/yJ+o79M/+TL0PB4Wzz1Zt4B9/vPg5Tz0FXH55fWPqJ0+EMccXYfo6kP0O3LVL1fPY1i+VkZeOuHz57GuqLf1O2IsvqnHnxTWmnHXWqSLMVdDliTDbczpnjqrpeukldxG2dKmKb13Wz4pAVydMn0sbJ0ynIzagHgwQERaXu+5S86UUQdTdVKFbbsn/UE1OqkCxKC3v4YfrGV/ZpMbr1qkLxwUXqNcnZCBb5LT9zu+EE351dXj0dQ1DjTO0AHLZXpHwZI4ngoF03TwFQbNlC/Bf/ytw223A9denHk39vPa1xSJsclI17rjssnrHlGXVKtUd8cSJmcfGx1W91kUXxduvdrv6RdjoqL9AyrJsmRICU1Pq7xdfDJPu2O+EjY3NuHuu9Isw1wYlWrzt2zdzk9/WCQNm6rJcUy2XLVPH4dJuv98Jc60JIzIf9+LFM05YA+rBABFh8agSYIAKvLt8pzo7gWKWn/40fSe3mJMal1GUMvZXfxWuZXiRwLz99jDOmHZebrtN3UkbGXETj6EcrJB1fBs2FN/JL9te2dQAMYVRiHNYh2sqdJNjx4Df/E0VFH7wg6lHk4arrwaefDJ/wvUnn1QTB195Zf3j0rziFTPXFY3+PaYTtmiREgZ5Iiwky5er49PxRigRtmiRSmvUTtjYmP92QzlhWgyOjbmnIwIzHQpd6+jOPludHx8nbHxcNRixdcJ0OuLixebuezYdUZywDrNhQ7UAGxlRgXeXKQuOi74w6urkFnNS4yr669Huvlt9mYUKgosEZoguhv3Oy7596o7qpz9tLx5DCfFQdXz62PQdVZvtZcV1HjbvIxtR5HsOxUkTXGFWNxsffxz4H//DLQjsAq9/vfrO+P73Z/9v0ya1XLOm3jFl0S6c7tII1CPCgNmpkDFEmBYkevLp8fEwIoxIOT1ZEebrhI2MzDhre/a4izB9fFqEDQ/bpxICs0WY7fFpF9Kl3b52wp57zn5dLf4OHrRrbKIbc0g6Ysf5nd8p/z9RNzsi9rN2bf7jl1xy6mzvmrlz60vPjDmpcRV5QkZPChkiCDYRmK7iMmT9VagUvn53cWREOXS33Wa3nbxjA1TxronDp5uWFKXamLyPbEWRjwu4YYNyR1M3FBHayV/+JfDJTwL/6T8Bv/RLqUeTjte9Ti2/853Z/9u4UQWJr3hFvWPKkifCfvhD9T0Ve1z6RiOg3Krnnw8vwnRK5bPPqu9MXRMWAh3sMyuh4ivCRkeV6GD2c8JOP10JCi3Cli51S/HUEyZrEWZ73pYtU8fyox+pv21uxGgnzEWEnXOOGvP+/XZTBmSdMElH7CAbNszYpGV0PQ1RU1Tf9dhjp+ana844o77zcsstKgA1+eIK7c4VBfsa3yDYVGC6iMuidX7yE3vhGDKFTwugT39aOXMuorbo2Kan7d6XrsLIRRS5uoBlrh8gEzwL5axfD/z+7wNveQvwn/9z6tGkZdkydWPxH/5h9v82blQuWMgaKFuWLFHNQ556auaxrVuB1avjt+jOirAXX1TX/VgibOdO5YZNToZreLZypXLvDh9W1xVfh+2CC1R8+NOfqjRVn/nSzjnnVBHmwrnnKmE8Nqa2Ydt0RNe0bd6sljZdL7V40u8PWxF24oR6zW2cMF0TNjYWTqh7IiIsBFp83XrrzCRwRdx5Z/fTEDVlaXF5FNWQxeLhh4vn6NLEaJlvEuD6BMEm83kBbuKybB1bBy9kCp/Gx6lLOVm0qyjqP4dDQzPHa9tSP4tM8CwU8ZGPAP/m3wA33AB8/vOD1Q2xiOuuUzcXT56ceWz/fpWqee21yYb1T1x22alO2LZtwGteE3+/F12ksl727JkRgaEnrT7rLCU0d+5UTVCAcHOyXXIJsH37zPxmvk6Y/l79wQ/UMoQI27fPXYStWqWE63PPuR2bHv/mzeo1sEmJPP10db3avl39bSOmzj1XLZ9+2t4JO3JkpvFaA5BvT1/uustMfAHqTTcoAgywf5PX/aGoEjqxWuabHKfvucjWnU1NhWuBX+ZeuYimECl8mg0b8ufDMd1O3rERFafVFo1BCxwtfk0alviIIv1aL1w4I+KqHMCy8yETPAt5HDsG/N7vqUyON74R+N//O93cV03jzW9WaV3ZlMRHH1U3+W66Kd24NFdcoZqEnDihvme2b69HhP2zf6aWW7Yo4QeE369Oq3z22Zm0uFe+Msy2L7lEOVfa6Qklwh57TC195kvTImznTnd38cIL1Xt00yY3l087YY8/bj8G3dXwe99Tf19yifm62dfBRrxp92tqSkRYa9GuF5H6qWrAkeUjH4k3riZy773maRgp2vVXfQhjtcwvmkNNE6I2LltbBJzq+I2MuLfA12mcRbg4eK4dCfu3oed5c91OXooqs0q9MnH4+s/51NSMoKk6176iyNYBLDofpvVvwmDx9a+rDn///b8Df/AHwN/+bWNqKhrBjTeqz86XvjTz2COPqPSna65JNy7Nz/2c+j7YuFGlIjLXI8Kuukotf/ADtd/ly8M0zejnootmnLCFC1X6ZQhWr1bLv/5rtfSd701/7+q4wuc1OOccYMcOdRPz1a9224bOoHDt/Jhtse8iBLVjafuaZUWYjROWPU9dEGFE9KtE9CQRTRNRYfsfInoTEf2IiLYT0T2Zxy8iou8S0TNE9DkimuszHmvuuksFf1pQmfyYul793Hnn4AU2t9xSne6nYa7//FSJISBebUyZOA1RG1fmrBw96r5dPcl2EbZfbD4dCbOUHa/NdvJSVE0dvrK556ooOm+nnWYmimwdwCLX7447Bu97Ssjn5EklKm66CXjDG9T3xiOPAH/+58UpzoPKmWcqd3D9euU2HTkCfPGLqmHJ8HDq0QH/6l+p5WOPqe+4005TKZSxWbpUBfqbN8dNgbz4YiXCHn9cCadQKbLanfnCF1Tg7yvuVqxQMcf27ep313nCgJm6KGZ/Eaa3Z0s2ndLF1dMi/eKL7eomdToiYDfu7HnycSED4vtOfQLAvwbwf4ueQERDAP4SwJsBXA7gnUSkbyf8KYAPMPNqAAcAvNtzPOboebxMRYIPg1QH1o9pgWyoQlobiiaUzhLjbsm6dap4uIgQtXFl4tGn8UeZ2HFx8Mq2Z5MKWna8NtspEjNFj5uMYd++aiet6IaASQC3YUPxBazo/evr+gnd4+hR1Wb9E59Qc3+NjioRsW0b8Gd/puov3vjG1KNsLnfeCezeDXzmM8CnPqVaf995Z+pRKc4+WwmgBx9UaaTXXutXj2TD1VcrJ3XrVvV7DN74RnVN/epXw06MvWrVzA2HEA1WTjttJtZxFU6af/EvZn533VbWvXKZrmDu3Bk3y0XEaRFm2xAk217+bW8zXy/7nm+IEwZm9v4B8BiANQX/++cAHsn8/b7eDwHYC2A473llPz/zMz/D3gwNMauwI97PokXM99/vP9Y2c//9Zucq1Xkiqn9cVftctcp/H6tWle+DKPzYR0bCbs/mPJQdr812ir4Xhobij2FkxG3dov0Slb9/i9YL8f4rAcAmtrzGDOKP93XuzjuZb7uN+Z3vZP61X2N+29uY3/pW5re8hXntWuZf+AXmn/s55le9innp0lPfA0uXMv/6rzP/zd8wHz/uN45B4eRJ5te9jnnuXHUOr7uOeXo69ahm+OhHZ17f++6rb79f+tLMd+iOHXH2ceLEzLF94xtht/2Od6jtvve9Ybb3oQ+p7b3tbX7bmZ6eOebJSfft6G1MTLitr2O8v/gL+3W//W217mWX2a+rx+26XuTPpul1rg6ffCWA5zJ/7wLwOgAjAA4y88nM4yuLNkJEdwC4AwAuCKFgi7qQhWKQ3a8st9yi0rH27at+XgouuKDc5Ygxrqp9hqiNu/delTpbNgYXysbu4uCVbc8mFbTseG22U/S9YPJ94TuGovNXtW7R/5nL37+hJssWghH0OveNb6imAkNDylEdGpr9s2CBckiWL1c/l18OvPa1Kj1Iuh7aMTSkUhD/4A/UZ+9DH0rbmr6fd78b+OY31XfuXXfVt9+1a4H3vEelJsaal2x4WKXJPvss8C//Zdhtf/KTyu35rd8Ks71/+29Vm/S3vMVvO0SqNvPxx+2dpCxbt6o6cdcaz3e9Szlqr3+9/bpXX63Owx/+of26P/yhXVt7zWc+o85ZUz6bVSoNwN9DpR32/9ycec5jKHbCfhXAxzJ/3wbgLwAsA7A98/j5ALaZKMdGO2Hifs3m/vvDOyghx1b3uMrOR8h9FjkrVQ6J69hdHJSQ23N1krL4ukM+Y3Ddd93reQJxwox+glznBEEQhNoxvc5V3upi5huZ+YqcnwcNdd6unsDSjAJ4ASoV8UwiGu57vB7KOqm5MDIC3H+/usMhhe2ncsstqq1xHkNDwH331TueLLfckp+3P2dOvHHp85HXNj7kPu+7L7/5gs9k4WVjd3HwQm4v73htt+M6+XGIMbjuu+71BEEQBEHwx0SpVf2g3AkbBrATwEUA5gJ4HMCre//7AoB39H7/MIC7TPYX7A7hnXdW1+eUuSTieNlx//2nOgVNOof3368cACK1rGNcdewz1j5CbzfU9kJsx3cbPuu7rlv3eh5AnDBxwgRBEDqM6XWO1HPdIKJfwUxq4UEAW5j5F4joPKgUxLW9560F8EEAQwA+wcz39h5/BYDPAlgKYDOAW5n5eNV+16xZw5s2bXIetyAIgpAGIvo+MxdOaSIo5DonCILQTkyvc16NOZj5AQAP5Dz+AoC1mb8fBjBr1ltm3gmgATMZCoIgCIIgCIIg1IO0PxIEQRAEQRAEQagREWGCIAiCIAiCIAg1IiJMEARBEARBEAShRkSECYIgCIIgCIIg1IhXd8RUENEeAD8JuMmzoeYt6wpyPM2na8ckx9N8mnJMq5h5WepBNJ1A17mmvOYhkWNqB3JM7aCLxwSkPy6j61wrRVhoiGhTl1omy/E0n64dkxxP8+niMQnldPE1l2NqB3JM7aCLxwS057gkHVEQBEEQBEEQBKFGRIQJgiAIgiAIgiDUiIgwxUdTDyAwcjzNp2vHJMfTfLp4TEI5XXzN5ZjagRxTO+jiMQEtOS6pCRMEQRAEQRAEQagRccIEQRAEQRAEQRBqZKBFGBG9iYh+RETbieie1OPxhYg+QUTjRPRE6rGEgIjOJ6KvEdHTRPQkEd2dekw+ENF8IvoeET3eO57/L/WYQkBEQ0S0mYj+NvVYQkBEPyaibUS0hYg2pR6PL0R0JhF9kYh+2Pss/fPUYxLi0rVrG9C96xvQvWsc0N3rHCDXujbQtuvdwKYjEtEQgH8EcBOAXQA2AngnMz+VdGAeENF1ACYA/E9mviL1eHwhonMBnMvMPyCiMwB8H8Bb2/oaEREBOJ2ZJ4hoDoBvAribmb+TeGheENF7AKwBsJiZfyn1eHwhoh8DWMPMnZg7hYjWA/gGM3+MiOYCWMjMB1OPS4hDF69tQPeub0D3rnFAd69zgFzr2kDbrneD7IRdA2A7M+9k5kkAnwVwc+IxecHM/xfA/tTjCAUz72bmH/R+PwzgaQAr047KHVZM9P6c0/tp9V0QIhoF8IsAPpZ6LMJsiGgxgOsAfBwAmHmyyRckIQidu7YB3bu+Ad27xgHdvM4Bcq1rA2283g2yCFsJ4LnM37vQ8i+/LkNEFwK4CsB3047Ej146wxYA4wD+jplbfTwAPgjgPwKYTj2QgDCArxDR94nojtSD8eQVAPYA+GQvjeZjRHR66kEJUZFrWwvpyjUO6OR1DpBrXRto3fVukEUY5TzW+rs1XYSIFgH4awD/npkPpR6PD8w8xcxXAhgFcA0RtTathoh+CcA4M38/9VgCcy0zXw3gzQD+XS8Nqq0MA7gawIeY+SoARwB0okZIKESubS2jS9c4oFvXOUCudS2idde7QRZhuwCcn/l7FMALicYiFNDLKf9rABuY+W9SjycUPYv8MQBvSjwUH64F8Mu9vPLPArieiO5POyR/mPmF3nIcwANQ6V1tZReAXZk70V+EukgJ3UWubS2iq9c4oDPXOUCudW2hdde7QRZhGwGsJqKLesV77wDwUOIxCRl6Bb4fB/A0M/956vH4QkTLiOjM3u8LANwI4IdpR+UOM7+PmUeZ+UKoz89XmfnWxMPygohO7xXIo5fG8EYAre3GxsxjAJ4jolf2HroBQGuL/gUj5NrWErp2jQO6d50D5FrXFtp4vRtOPYBUMPNJIvpdAI8AGALwCWZ+MvGwvCCi/wXgDQDOJqJdAP5fZv542lF5cS2A2wBs6+WXA8AfMvPDCcfkw7kA1ve6l50G4PPM3IlWtx1iBYAHVGyEYQCfYeb/k3ZI3vwegA29gHwngN9KPB4hIl28tgGdvL4B3bvGAXKdawtdvNYBLbveDWyLekEQBEEQBEEQhBQMcjqiIAiCIAiCIAhC7YgIEwRBEARBEARBqBERYYIgCIIgCIIgCDUiIkwQBEEQBEEQBKFGRIQJgiAIgiAIgiDUiIgwQRAEQRAEQRCEGhERJgiCIAiCIAiCUCMiwgRBEARBEARBEGrk/weR8giWU/lJegAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# This is a canvas with O.O. plotting\n",
"# There are numerous things one can do with an O.O. Figure construct\n",
"# Here is just a simple 4-ax plot with a mix of line and scatter.\n",
"\n",
"# Generate some interesting data\n",
"x = np.linspace(0, 2 * np.pi, 400)\n",
"y = np.sin(x ** 2)\n",
"\n",
"# f is the figure, (ax1,ax2), (ax3,ax4) are all rolled into a set of subplots whose x and y are shared\n",
"f, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, sharex='col', sharey='row')\n",
"\n",
"# Space things out a little for readability\n",
"f.subplots_adjust(bottom=.5, right=2.0, top=1.9) \n",
"\n",
"# Plot a line, two scatters and another line\n",
"# Put title on ax1\n",
"ax1.plot(x, y)\n",
"ax1.set_title('Sharing x per column, y per row: Line-1')\n",
"ax2.scatter(x, y)\n",
"ax2.set_title('Scatter-1')\n",
"ax3.scatter(x, 2 * y ** 2 - 1, color='r')\n",
"ax3.set_title('Scatter-2')\n",
"ax4.plot(x, 2 * y ** 2 - 1, color='r')\n",
"ax4.set_title('Line-2')"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Create a simple bar graph\n",
"# Add the values to print on the bars\n",
"#\n",
"\n",
"x = [1,2,3,4,5,6]\n",
"y = [3,7,4,2,9,10]\n",
"\n",
"fig = plt.figure()\n",
"ax1 = fig.add_axes([0.1,0.1,.9,.9])\n",
"\n",
"ax1.bar(x,y,facecolor='#9999ff')\n",
"\n",
"ax1.set_xlabel(\"Count\")\n",
"ax1.set_ylabel(\"Value\")\n",
"ax1.set_title(\"Count vs. Value\")\n",
"\n",
"# Stick the values onto the bars\n",
"for i, v in enumerate(y):\n",
" ax1.text(i+.9 ,v/y[i]+.5, y[i],fontsize=10, color='white', fontweight='bold')"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"# create a simple series variable x to make it easy to see the two plots\n",
"# Using a,b to preserve original x,y\n",
"a = np.linspace(0,5,11)\n",
"b = a**2"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Creates blank canvas\n",
"fig = plt.figure()\n",
"\n",
"# Define the axes with positioning\n",
"axes1 = fig.add_axes([0.1, 0.1, 0.8, 0.8]) # main axes\n",
"axes2 = fig.add_axes([0.2, 0.5, 0.4, 0.3]) # inset axes\n",
"\n",
"# Larger Figure Axes 1\n",
"axes1.plot(a, b, 'b')\n",
"axes1.set_xlabel('Main Plot X-Axis')\n",
"axes1.set_ylabel('Main Plot Y-Axis')\n",
"axes1.set_title('Main Plot Title')\n",
"\n",
"# Inset Axes 2\n",
"axes2.plot(b, a, 'r')\n",
"axes2.set_xlabel('Inset X-Axis')\n",
"axes2.set_ylabel('Inset Y-Axis')\n",
"axes2.set_title('Inset Title');"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Move the inset plot to lower right\n",
"fig = plt.figure()\n",
"\n",
"axes1 = fig.add_axes([0.1,0.8,0.8,0.8])\n",
"axes2 = fig.add_axes([0.45,0.93,0.4,0.3])\n",
"\n",
"# Larger Figure Axes 1\n",
"axes1.plot(a, b, 'b')\n",
"axes1.set_xlabel('Main Plot X-Axis')\n",
"axes1.set_ylabel('Main Plot Y-Axis')\n",
"axes1.set_title('Main Plot Title')\n",
"\n",
"# Inset Axes 2\n",
"axes2.plot(b, a, 'r')\n",
"axes2.set_xlabel('Inset X-Axis')\n",
"axes2.set_ylabel('Inset Y-Axis')\n",
"axes2.set_title('Inset Title');"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Another subplot demo\n",
"\n",
"plt.figure(figsize=(8,6), dpi=80)\n",
"plt.subplot(111)\n",
"X = np.linspace(-np.pi, np.pi, 256,endpoint=True)\n",
"C,S = np.cos(X), np.sin(X)\n",
"plt.plot(X, C, color=\"blue\", linewidth=1.0, linestyle=\"-\")\n",
"plt.plot(X, S, color=\"green\", linewidth=1.0, linestyle=\"-\")\n",
"plt.xlim(-4.0,4.0)\n",
"plt.xticks(np.linspace(-4,4,9,endpoint=True))\n",
"plt.ylim(-1.0,1.0)\n",
"plt.yticks(np.linspace(-1,1,5,endpoint=True))\n",
"\n",
"plt.plot()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Use utility plot functions to prepare your figure"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x11c724a58>,\n",
" <matplotlib.lines.Line2D at 0x11c724b70>]"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# An assist from Matplotlib.org -\n",
"# This uses the older method of designating subplots (311) means 3 plots,1 column, plot #1\n",
"\n",
"def f(t):\n",
" return np.exp(-t) * np.cos(2*np.pi*t)\n",
"\n",
"t1 = np.arange(0.0, 5.0, 0.1)\n",
"t2 = np.arange(0.0, 5.0, 0.02)\n",
"\n",
"plt.figure(1)\n",
"plt.subplot(311)\n",
"plt.plot(t1, f(t1), 'bo', t2, f(t2), 'k')\n",
"\n",
"plt.subplot(312)\n",
"plt.plot(t2, np.cos(2*np.pi*t2), 'r--')\n",
"plt.subplot(313)\n",
"plt.plot(t1, f(t1), 'bo', t2, f(t2), 'k')"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1212a4fd0>,\n",
" <matplotlib.lines.Line2D at 0x1212ac6a0>]"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# The new way is:\n",
"# set the fig, (axes-tuple) = plt.subplots(3,1, sharex=True, sharey=True)\n",
"\n",
"fig, (ax1, ax2,ax3) = plt.subplots(3, 1, sharex=True, sharey=True)\n",
"ax1.plot(t1, f(t1), 'bo', t2, f(t2), 'k')\n",
"ax2.plot(t2, np.cos(2*np.pi*t2), 'r--')\n",
"ax3.plot(t1, f(t1), 'bo', t2, f(t2), 'k')"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"# Helper function \n",
"# Pass the ax, two data series one for x and one for y\n",
"# Pass a param dictionary such as {'marker': '.','color':\"green\",\"linewidth\":.5}\n",
"#\n",
"def my_plotter(ax, data1, data2, param_dict):\n",
" out = ax.plot(data1, data2, **param_dict)\n",
" return out"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generate data\n",
"#### Call the my_plotter function"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1228510b8>]"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x432 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Generate data\n",
"data1,data2,data3,data4 = np.random.randn(4, 100)\n",
"# data2 = np.random.randn(4,100)\n",
"# data3 = np.random.randn(4,100)\n",
"# data4 = np.random.randn(4,100)\n",
"\n",
"fig, (ax1,ax2,ax3,ax4) = plt.subplots(1, 4,figsize=(14,6)) # w/h\n",
"\n",
"# Setup the axes\n",
"fig.tight_layout()\n",
"ax1.set_xlabel(\"Green X\")\n",
"ax1.set_ylabel(\"Green Y\")\n",
"ax2.set_xlabel(\"Red X\")\n",
"ax2.set_ylabel(\"Red Y\")\n",
"ax3.set_xlabel(\"Blue X\")\n",
"ax3.set_ylabel(\"Blue Y\")\n",
"ax4.set_xlabel(\"Orange X\")\n",
"ax4.set_ylabel(\"Orange Y\")\n",
"\n",
"# Call my_plotter function \n",
"my_plotter(ax1, data1, data2, {'marker': '.','color':\"green\",\"linewidth\":.5})\n",
"my_plotter(ax2, data3, data1, {'marker': '.','color':\"red\",\"linewidth\":.5})\n",
"my_plotter(ax3, data2, data3, {'marker': '.','color':\"blue\",\"linewidth\":.5})\n",
"my_plotter(ax4, data4, data1, {'marker': '.','color':\"orange\",\"linewidth\":.5})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Without at least one Matplotlib Guru, where would we be?\n",
"\n",
"That is [Nicolas P. Rougier](http://www.labri.fr/perso/nrougier/teaching/matplotlib/) whose tutorial is well-known to seekers of MPL knowledge. Everyone recommends him so I will do the same."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Check out one of his plots from the tutorial"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# -----------------------------------------------------------------------------\n",
"# Copyright (c) 2015, Nicolas P. Rougier. All Rights Reserved.\n",
"# Distributed under the (new) BSD License. See LICENSE.txt for more info.\n",
"# -----------------------------------------------------------------------------\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"n = 1024\n",
"X = np.random.normal(0,1,n)\n",
"Y = np.random.normal(0,1,n)\n",
"T = np.arctan2(Y,X)\n",
"\n",
"plt.axes([0.025,0.025,0.95,0.95])\n",
"plt.scatter(X,Y, s=75, c=T, alpha=.5)\n",
"\n",
"plt.xlim(-1.5,1.5), plt.xticks([])\n",
"plt.ylim(-1.5,1.5), plt.yticks([])\n",
"# savefig('../figures/scatter_ex.png',dpi=48)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3D with Matplotlib\n",
"\n",
"#### The following demo was borrowed from Jose Portilla in Udemy's:\n",
"\n",
"[Python Data Science and Machine-Learning Bootcamp](https://www.udemy.com/python-for-data-science-and-machine-learning-bootcamp/learn/v4/overview)\n",
"\n",
"To use 3D graphics in matplotlib, we first need to create an instance of the `Axes3D` class. 3D axes can be added to a matplotlib figure canvas in exactly the same way as 2D axes; or, more conveniently, by passing a `projection='3d'` keyword argument to the `add_axes` or `add_subplot` methods."
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"from mpl_toolkits.mplot3d.axes3d import Axes3D"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
"# Somewhat tricky and complex function that is not explained in the original notebook - Sorry\n",
"# It returns some nice series based on trig operations that result in a nice looking 3D Plot\n",
"\n",
"alpha = 0.7\n",
"phi_ext = 2 * np.pi * 0.5\n",
"\n",
"def flux_qubit_potential(phi_m, phi_p):\n",
" return 2 + alpha - 2 * np.cos(phi_p) * np.cos(phi_m) - alpha * np.cos(phi_ext - 2*phi_p)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [],
"source": [
"phi_m = np.linspace(0, 2*np.pi, 100)\n",
"phi_p = np.linspace(0, 2*np.pi, 100)\n",
"X,Y = np.meshgrid(phi_p, phi_m)\n",
"Z = flux_qubit_potential(X, Y).T"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Surface Plots"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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