From 369e32a6d9f0677ea55b938c865e3cb932aae541 Mon Sep 17 00:00:00 2001 From: "J.F.J. Laros" <j.f.j.laros@lumc.nl> Date: Fri, 11 Jul 2014 14:55:29 +0200 Subject: [PATCH] Converted slides to normal notebook. --- matplotlib.ipynb | 634 +++++++++++++++++++++++++++++------------------ 1 file changed, 399 insertions(+), 235 deletions(-) diff --git a/matplotlib.ipynb b/matplotlib.ipynb index 8165ebd..48ac780 100644 --- a/matplotlib.ipynb +++ b/matplotlib.ipynb @@ -37,16 +37,7 @@ } }, "source": [ - "About this notebook\n", - "===\n", - "\n", - "This notebook is the source for a set of slides. If you want to edit them, be sure to choose *Slideshow* in the *Cell Toolbar* menu.\n", - "\n", - "You can use nbconvert to convert the slides to HTML and serve them:\n", - "\n", - " ipython nbconvert --to slides --post serve matplotlib.ipynb\n", - "\n", - "This will open the slides in a new browser window." + "Please ignore the following lines." ] }, { @@ -73,6 +64,22 @@ ], "prompt_number": 2 }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "About matplotlib" + ] + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "What is matplotlib?" + ] + }, { "cell_type": "markdown", "metadata": { @@ -81,17 +88,19 @@ } }, "source": [ - "About matplotlib\n", - "===\n", - "\n", - "What is matplotlib?\n", - "---\n", - "\n", "* 2D plotting library for Python.\n", "* Produces publication quality figures.\n", "* Integrates with IPython and NumPy (in PyLab mode)." ] }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Interfaces" + ] + }, { "cell_type": "markdown", "metadata": { @@ -100,12 +109,6 @@ } }, "source": [ - "About matplotlib\n", - "===\n", - "\n", - "Interfaces\n", - "---\n", - "\n", "### 1) Object-oriented interface\n", "\n", "* Best for larger developments.\n", @@ -115,22 +118,7 @@ "\n", "* For interactive plotting.\n", "* matplotlib creates figures and axes for you.\n", - "* matplotlib keeps track of the current figure and axes.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "About matplotlib\n", - "===\n", - "\n", - "Interfaces\n", - "---\n", + "* matplotlib keeps track of the current figure and axes.\n", "\n", "### 3) PyLab mode\n", "\n", @@ -145,6 +133,14 @@ " Populating the interactive namespace from numpy and matplotlib" ] }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Interfaces: an example" + ] + }, { "cell_type": "markdown", "metadata": { @@ -153,12 +149,6 @@ } }, "source": [ - "About matplotlib\n", - "===\n", - "\n", - "Interfaces: an example\n", - "---\n", - "\n", "1. Object-oriented interface:\n", "\n", " import matplotlib.pyplot as plt\n", @@ -185,6 +175,14 @@ " plot(x, y)" ] }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Getting help" + ] + }, { "cell_type": "markdown", "metadata": { @@ -193,12 +191,6 @@ } }, "source": [ - "About matplotlib\n", - "===\n", - "\n", - "Getting help\n", - "---\n", - "\n", "Consult the built-in documentation, for example:\n", "\n", " >>> help(subplot)\n", @@ -209,6 +201,14 @@ " ..." ] }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Gallery" + ] + }, { "cell_type": "markdown", "metadata": { @@ -217,17 +217,27 @@ } }, "source": [ - "About matplotlib\n", - "===\n", - "\n", - "Gallery\n", - "---\n", - "\n", "The gallery on the matplotlib homepage is **really** useful: [matplotlib.org/gallery.html](http://matplotlib.org/gallery.html)\n", "\n", "<iframe src=\"http://matplotlib.org/gallery.html\" width=\"860\" height=\"400\"></iframe>" ] }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Step by step" + ] + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "A simple plot" + ] + }, { "cell_type": "markdown", "metadata": { @@ -236,12 +246,6 @@ } }, "source": [ - "Step by step\n", - "===\n", - "\n", - "A simple plot\n", - "---\n", - "\n", "We plot cosine and sine from $-\\pi$ to $\\pi$." ] }, @@ -262,7 +266,7 @@ "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCyGEnZNCL4QQdk4KvRBC2Ln/B5cVFgqWowG3AAAAAElFTkSuQmCC\n", "text": [ - "<matplotlib.figure.Figure at 0x3173250>" + "<matplotlib.figure.Figure at 0xb181d56c>" ] } ], @@ -291,6 +295,14 @@ "outputs": [], "prompt_number": 4 }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Changing colors and line widths" + ] + }, { "cell_type": "markdown", "metadata": { @@ -299,12 +311,6 @@ } }, "source": [ - "Step by step\n", - "===\n", - "\n", - "Changing colors and line widths\n", - "---\n", - "\n", "We want blue and red, a thicker line, and a more horizontal picture." ] }, @@ -324,12 +330,20 @@ "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAEACAYAAACAkWPlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ - "<matplotlib.figure.Figure at 0x7f8aa81db590>" + "<matplotlib.figure.Figure at 0xb184352c>" ] } ], "prompt_number": 5 }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Setting limits" + ] + }, { "cell_type": "markdown", "metadata": { @@ -338,12 +352,6 @@ } }, "source": [ - "Step by step\n", - "===\n", - "\n", - "Setting limits\n", - "---\n", - "\n", "The y-axis was a bit too tight." ] }, @@ -362,12 +370,20 @@ "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAD7CAYAAACouNoGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJgAAAABJRU5ErkJggg==\n", "text": [ - "<matplotlib.figure.Figure at 0x7f8aa81db590>" + "<matplotlib.figure.Figure at 0xb184352c>" ] } ], "prompt_number": 6 }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Setting ticks" + ] + }, { "cell_type": "markdown", "metadata": { @@ -376,12 +392,6 @@ } }, "source": [ - "Step by step\n", - "===\n", - "\n", - "Setting ticks\n", - "---\n", - "\n", "Ticks on the x-axis do not show the interesting values." ] }, @@ -400,12 +410,20 @@ "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAD7CAYAAAB39qAZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nERGRRFDSJCIiIpIISppEREREEuH/APr/8VQNi9SGAAAAAElFTkSuQmCC\n", "text": [ - "<matplotlib.figure.Figure at 0x7f8aa81db590>" + "<matplotlib.figure.Figure at 0xb184352c>" ] } ], "prompt_number": 7 }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Setting tick labels" + ] + }, { "cell_type": "markdown", "metadata": { @@ -414,12 +432,6 @@ } }, "source": [ - "Step by step\n", - "===\n", - "\n", - "Setting tick labels\n", - "---\n", - "\n", "* We could guess that 3.142 is $\\pi$ but it would be better to make it explicit.\n", "* When setting the ticks, we can also supply labels.\n", "* The labels can contain LaTeX math mode." @@ -440,9 +452,9 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAEBCAYAAAC32JuKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAEBCAYAAAC32JuKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ - "<matplotlib.figure.Figure at 0x7f8aa81db590>" + "<matplotlib.figure.Figure at 0xb184352c>" ] } ], @@ -483,6 +495,14 @@ ], "prompt_number": 9 }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Moving spines" + ] + }, { "cell_type": "markdown", "metadata": { @@ -491,12 +511,6 @@ } }, "source": [ - "Step by step\n", - "===\n", - "\n", - "Moving spines\n", - "---\n", - "\n", "We move the bottom and left spines to the middle and make the others invisible." ] }, @@ -523,14 +537,22 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAADtCAYAAAC78q85AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAADtCAYAAAC78q85AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ - "<matplotlib.figure.Figure at 0x7f8aa81db590>" + "<matplotlib.figure.Figure at 0xb184352c>" ] } ], "prompt_number": 10 }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Adding a legend" + ] + }, { "cell_type": "markdown", "metadata": { @@ -539,12 +561,6 @@ } }, "source": [ - "Step by step\n", - "===\n", - "\n", - "Adding a legend\n", - "---\n", - "\n", "* Add `label` keyword arguments to `plot()`.\n", "* These will be used in the legend box." ] @@ -586,14 +602,22 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAADtCAYAAAC78q85AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl4jNcXB/DvJJFE7CH2nSqqLWqn9tqKUrXToqWWlqqt\nitIFrdqKtqh9qxZt6aIkItbWWv1pRUrQIIgtIpssc39/fPuaxBrJzLwz73s+zzNP505JjslM5rz3\nnnuuRSmlIIQQQghhYB56ByCEEEII4WiS8AghhBDC8CThEUIIIYThScIjhBBCCMOThEcIIYQQhicJ\njxBCCCEMTxIeIYTTTZo0Se8QhBAmY5E+PEIIZ7NYLJBfPUIIZ5IZHiGEEEIYniQ8QgghhDA8SXiE\nEEIIYXiS8AghhBDC8DKV8Pj7+8NiscgtCzd/f397/yyFcBlWqxVvv/223mEIIcRtXpn5S9evX5cd\nFllksVj0DkGILImKikKuXLmQPXv2dI9fv34dS5cuxY4dO3SKTAgh7paphEcIIUJDQ1G6dGmUKlUq\n3eP58uVD//5v45tvfsSuXcCVK7zFxAApKbwBwAcfADlzAjly8L958wLFigHFiwP58wNyTeCGlOIP\nOjKSt4sXgbg4ID6et8REwMsL8PbmzccHKFAAKFiQt0KF5IcvHCZTfXikh0bWyXMo3N2OHTuQL19p\nXLlSCgcPAn/9BYSHAydPAlFRANAEwPb7/G0LgPu//n18gFKlgMqVgSpVgCeeAJ5+Gnj8ccBDKg9d\nw/nzwIEDwN9/A6GhvIWFMcHJily5gAoVgMce43+rVwdq1gSKFrVP3MK0JOHRiTyHwh2dPw9s2wYE\nBwNBQTtw/nxpAKXu86cflvBMTDNu/N/twfLlA+rVA+rXBxo2BGrX5oSBcDClmNAEBQF79/J29qxz\nYyhaFKhVC2jcGHjuOaBSJZkJEo9EEp6HaNOmDbp3747evXvb9eua6TkU7stqBX77DfjuO+Dnn4Gw\nsHAAP/33f08C8P/vBgQE9ETFigVQvjxQrhywenUTfPbZdhQowFWLPHmAbNm0FQ0LUlIU4uKA2Fje\nrl5lQnXuHG/h4bZZo/u9VfLlA1q2BNq0AVq35vcRdpKQAGzdCmzezFtExP3/bLFiTEAqVQJKlmRy\nUqQIULgwkDs34OfHm7c3X1RJSbwlJHC9MyoKuHyZy2AnTwL//AOcOMHveb8ffrFiTHw6dABatADu\nqCUT4k6S8OhEnkPhqpQCdu4E1q4FfviBZRh3ypULqFx5B+rWLY1mzUrhmWf4+ZZWkyZNsH37vWd4\nHuX1Hx/PyYWDB4E9e3g7deruP+fpyc+/Hj34GZgrV4a+vEgrKQkIDLT98GNj7/4zhQoBdevyVqcO\n1xrz5HFMPDdvAocPc+ls/37+8CMj7/5zOXMCbdsCL70EPP884OvrmHiEW5OERyfyHApXc/YssHw5\nsGwZZ1XS8vDgMlLLlkDTpiyp2LNnxz2LluPi4rBw4UJ88skneOedd9C/f3/kyJEj3Z/J6us/MpKf\ny7/8AmzZAty4kf7/+/oCL7wAvP46V0Bk5eMhQkOBBQuAlSuBa9fS/z8fH6BRI06htWrFQiq9nlCl\ngOPH+cMPDOTaanx8+j/j7w/06gW89hrw5JP6xClck8qETP41p4mIiFAdO3ZUAQEBKn/+/OqNN95Q\nVqtVffjhh6pUqVKqYMGC6uWXX1Y3btxQSimVkJCgevbsqfLnz6/y5s2ratasqaKiopRSSjVq1Egt\nWrRIKaXU0qVLVf369dXIkSNVvnz5VJkyZdTmzZtvf9/o6GjVr18/VaRIEVWsWDE1fvx4lZqaes8Y\nXf05FOZgtSoVFKRU27ZKWSxK8ROFNy8vpVq2VGrhQqUuXbr77+7atUudPXs2U9/Xnq//pCSltm9X\navBgpQoUSP9vAJSqWFGp2bOVun7dbt/SGG7dUmr1aqWeffbuJ83XV6nOnZXasEGp2Fi9I72/uDil\n1q9Xqls3pXLkuPvfUauWUitX8t8qTM8h5X5vvQUcOZL1r1O1KjB79qP9ndTUVLRt2xbNmzfH6tWr\n4enpiQMHDmDp0qVYvnw5QkJCEBAQgJdffhlvvPEGVqxYgeXLlyMmJgbnzp2Dj48Pjhw5At//pkS1\nRoGa/fv3o2/fvrh69SoWLFiAV199FefPnwcA9OnTB4ULF0Z4eDhiY2PRtm1blChRAgMGDMj6kyGE\nHSUmAmvW8P119Gj6//fUU0C/fkDPng+uiWnQoIFjg8ygbNk4i9O4Mf89QUHA6tXA+vXArVucEHjr\nLWDcOGDAAODtt7n13bRiYoCvvgJmzWLRVFrNmwN9+gDt27vHmqCfH9CpE28JCcDGjcDixXwRAFwG\n690bGDMGePNNTvnly6dvzEI/mcmSHvbXGjW6O9HOzK1Ro0ePbe/evSogIOCumZWmTZuqL7/88vY4\nLCxMZcuWTaWkpKglS5aoevXqqf/97393fb3GjRurxYsXK6U4w1O+fPnb/y8uLk5ZLBZ16dIldfHi\nReXj46MSEhJu//81a9aoJk2a3DPOTD71QmRJQoJSc+YoVbTo3Rf0/fsrdegQZ30czRmv/ytXlPr0\nU6XKlUv/b82WTak+fZQ6dszhIbiWqCil3nlHqTx50j8hBQooNXq0UidO6B2h/Zw6pdT48UoVKpT+\n3+rnp9TIkXwuhOk4ZIanalX9vs7Zs2dRqlQpeNzRrOPChQvpag1KliyJlJQUREVFoXfv3jh79iy6\ndeuG6Oho9OrVC5MnT4bXPfa7Fi5c+PZ9Pz8/AEBsbCyuXLmC5ORkFElTuWm1WlGyZMlH/0cIYWcJ\nCbyo//hj4MIF2+NFiwJvvMGZj/z59YvPEfLnB0aO5IxOYCDw6afcUp+czDql5ctZ6vH++0CZMnpH\n60DR0cCMGZz+SluEXLEiMHo0q7x9fPSLzxHKlAE+/JDTel9/DcycyS1/8fHA9OnAl1/yhT9ypGzt\nM5PMZEmZ/GtOsXfvXlWwYEGVkpKS7vFmzZqpL7744vZYm+G5cybozJkzqnLlyrdnde6c4WnQoEG6\nP2+xWFR4eLiKjIxU2bNnv2/Nzp1c+TkUxpGaqtSKFUqVKJH+QrdcOaWWLtWvtEGv1//+/Uq9+GL6\neqVs2ZQaMkSpyEhdQnKcuDilJk9WKm/e9D/8evWU2riRLw6zsFqV2rLl7nqlnDmVev99165TEnZj\nuJ6ltWvXRpEiRfDOO+8gPj4eiYmJ2LNnD7p3745Zs2bhzJkziI2Nxbvvvotu3brBw8MDISEhOHr0\nKFJTU5ErVy5ky5YNnp6ej/R9ixQpghYtWuDtt9/GzZs3YbVaER4ejp07dzroXyrEgwUHAzVqAC+/\nbOsRV748ZzaOH2ephre3riE6Xc2awIYNbA7cqRMfS04GPv+cz83kyaxvcmtKsUDr8cc5wxEdzcdr\n1WJfnd27WaNjppbVFgt79ezYwfqe+vX5eGwsMHEin6vly9kjSBiW4V7xHh4e+PHHH3Hy5EmULFkS\nJUqUwLp169CvXz/07t0bDRs2RNmyZeHn54e5c+cCAC5evIjOnTsjT548qFy5Mho3bnzPRoN3FjBr\nj2lWrFiBpKQkVK5cGf7+/ujcuTMu3quJiRAO9O+/7EPTrBnwxx98rEgRLmmFhjIBMnt34kqVWNR8\n4AC32gNc7Rg/nsdZfP/9/fvdubT9+9mKumdPdm8EuDV740bg99/ZqMjMe/QtFr4xdu1iPwOtbuL8\neV4B1KjBLtLCkKQPj07kORT2lpTEUoUPPmDNDsCDOUePBkaM4H1X4Wqv/+Bg7uRKu2OtWTOWejz2\nmH5xZdj168A77wALF9oeK1gQmDKFH+SPOGNtGqmp7D307rvpi9tee40Fb0YrbDM5SXh0Is+hsKcd\nO4CBA7lUpXn5Zf7OvrMDsitwxdd/SgrzhQkTbL33fHyA994DRo3i9neXoxTw7bfAsGHApUt8zNvb\ntg8/d25943MXcXGsav/4Y/YyAFjM/OmnwCuvmHtWzEAk4dGJPIfCHmJj2WLkiy9sjz3xBMcNG+oX\n18O48uv/2jUubc2fb1vWevJJLgnWrq1vbOmcPcu+Mps32x5r3pzTUuXL6xeXOzt5kru3tmyxPfbc\nc8CiRTwjTLg1w9XwCGEW27YBVarYkp3s2YFp01i348rJjqvz9+dzuns363kALnXVq8eVj6QkfeOD\nUiywrVLFluwEBACrVrEoWZKdzCtfns/pt9/apkYDA/lcf/WVmxZ2CY3M8OhEnkORWfHxXGJJO6vT\nsCEbzLrLZ527vP6TkoBPPgE++siW6Dz9NLBiBTtSO93Fi5zV2bTJ9lifPuwtI/Um9nXjBovfFi+2\nPdaiBbBkCU9qF25HEh6dyHMoMuPIEfaJCw3lOEcOfiAPGuReu4zd7fX/11+sidJ2vXl7s6/dyJFO\nfN43beKZH1evcly4MGcd2rZ1UgAmtXkz0L+/7RgOf38mQR066BuXeGRu9CtSCPOyWrkDq3ZtW7JT\nvz6XWoYMca9kxx1VqcJd3ePHc8NTUhJrp1q1stUKO0xiIjB0KI9/15Kdbt2YhUmy43itW/O57tOH\n42vXgI4duUvgzpPahUuTGR6dyHMoMurqVZ5/qJVreHqyV9rYse7bT8edX//79vFIipMnOS5UiOUz\nzZs74JuFhTG50U5jzp0bWLCAjwnnW7eO57BozRwrVWK9T5Uq+sYlMkSuC4VwYb//DlSrZkt2ypRh\nz7QJE9w32XF3tWsDhw+ztx/AGZ4WLTj7k5pqx2/09dfAM8/Ykp3atXlfkh39dO4M/Pkn8OyzHIeG\n8ueyapW+cYkMMU3CM3XqVPTv31/vMITIEKWAOXNYjKwdC9G5Mz/v6tbVNzYB5MrFfnVLlgB+fvx5\nTZ7M1Y8rV7L4xZOT2UenRw/2hwG4frZrl8FPOXUTJUsC27cDkyaxP098PKdgBw2y9fARLkmWtHQi\nz6G4n4QE4NVXeYEPsOHd9OnAm28ap/+ZkV7/oaFMRv/+m+NSpYDvvgOqV8/EF7twgV9szx6O/f2B\n1atZLCRcT2Ag0L27rbaqRg3+8EuU0DcucU+S8OhEnkNxL+fPszb10CGOS5Rg2YBLNbyzA6O9/mNj\neRrBN99w7OPDxoVanWuG/P47i2G18/eqV+dJp6VL2zlaYVdnzwJduvDnB7Co6/vvZSrWBRlySeuT\nTz5B8eLFkTt3blSsWBHBwcGYNGnS7QNBz5w5Aw8PD6xYsQKlSpVCQEAApkyZcvvvK6Xw8ccfo3z5\n8ihQoAC6du2K69ev6/XPESaxbx8vELVkp3Fj1ooYLdkxopw5OSM3YwaLym/dAvr25TlmGTqAe80a\n/sC1ZKdvX3Y+lGTH9ZUowbNdhgzh+NIl/ixXrtQ1LHE3x5Q9vvWWrdAuK6pWBWbPfqS/EhYWhs8/\n/xwHDx5E4cKFERERgZSUFOzateuuP7tnzx78888/CAsLQ61atdCpUyc8/vjjmDNnDjZt2oSdO3ci\nICAAb775JoYMGYI1a9Zk/d8kxD2sWsUZAq0EYOBA1vC45PlN4p4sFuDttzkx07kza3k+/RQ4cYI/\n33se3mq1shbkww859vQE5s7lC8Ao65dm4O0NzJvHM0jeeIN9C15+meuckyfL4a2uQmXCQ/9ao0ZK\nsY4va7dGjR45thMnTqiCBQuqoKAglZSUdPvxiRMnql69eimllDp9+rSyWCzq/Pnzt/9/rVq11Dff\nfKOUUqpixYpq27Ztt/9fZGSkypYtm0pNTX3keO4nk0+9MJiUFKVGjbK95D09lfriC72jcjyjv/7D\nw5WqVMn2c61WTalz5+74Q3FxSnXpYvtDefMqFRioS7zCjoKDlfL3t/1c27VTKiZG76iEUsoxMzxV\nq+r2dcqXL4/Zs2dj0qRJ+Pvvv9GyZUvMnDnznn+2cOHCt+/7+fkhNjYWAPDvv/+iY8eO8EjTzc3L\nywuXLl1CEVc8elq4pfh4bsTZuJFjf39g/XqgSRN94xJZV7YssHcvSzsCA9mhuVYt4Mcf/ytmvnCB\nxVoHDvAvlC8P/PQT8PjjusYt7KBJE2D/fqBdO1a0//gjD2L7+Wc5gFRnhi5avnnzJl5//XV4eXmh\nXLlyOHnyJFauXIkzZ86gbNmySElJuZ3UNGnSBL1790a/fv1QsWJFLF26FHUdWHTmLs+hcIyrV/n7\n8LffOK5cmScHlCunb1zOYpbXf0oKmyR/+SXHfn7Aj1OOoun0NsC5c3ywcWNmunIWlrHcuMEdXFoT\nraJFgV9/5bKX0IXhipb/+ecfBAcH49atW/Dx8YGvry88H3H9dODAgXj33XcREREBALh8+TI2pT2s\nT4gsOHOGx0JoyU6TJpwNMEuyYyZeXsDnn7MU0cMDqB6/C9XfetaW7Lz2GrBliyQ7RpQnD2d3hg3j\nODKSDQt37NA3LhMzXMJz69YtjB07FgEBAShSpAiuXLmCqVOnAuBVpcbygILAYcOGoX379mjRogVy\n586NunXrYv/+/Q6PXRjfH39wt2pYGMfaBWCePPrGJRzHYuFn3r53N2IrWiAvbgAAgpp/DLVgIQte\nhTF5egKzZrF6HeCsT4sW7DUhnM7QS1quTJ5D8wkKAl58Ebh5k+ORI3nSuRkP/jTd63/RIuD11wGr\nFSnwxKtYjBV4BUOGcDeeGV8DprN6NRszpaQwC/7sM3YTFU4jbzMhnGDtWh47cPMmf9fNns2LPvmg\nMzilgClTgP79uQU9e3ZcnL8RISVfAcDlrh495EQCU+jZk4XLOXPydTF0KPDOO7wvnEJmeHQiz6F5\nLFrEA5aV4urFypXcvWNmpnj9W63sSTZ3Lsf+/vzAq1MH588DLVvajqNo3pwnEuTKpV+4wkkOH+bV\nT1QUxwMGsKpdrn4cThIenchzaA6ffcbPPIAXdps2ybZzwASv/9RUHoi2fDnHJUqwOLlSpdt/5No1\noG1bW/F6zZrcxOPvr0O8wrlOnWLGe/Ikx716AUuXsspdOIyklEI4yJQptmQnb172Y5FkxwSSk/kB\npiU7lSrxMNA0yQ7AxCYoCGjThuMDB4Bmzexw2rpwfWXLAjt3sh8FwFbc3bqxQ7NwGEl4hLAzpYB3\n3wXGjeM4IADYvh2oU0ffuIQTJCXxg2vtWo6ffprbkO9zerafH/DDD0DXrhwfOcK2PJcuOSdcoaMi\nRfjaqFaN4w0buKshMVHfuAxMlrR0Is+hMVmtwPDh3HkDsNdYUNBdF/emZ8jXf2Ii8NJLrNMBgGee\nAbZuzdAaVUoK0K+f7bzJihWBbdv4+hEGFx3Nmh7ttPXmzZkF3/PwNZEVmUp4/P395fTwLMqXLx+u\nXbumdxjCjqxWYNAgYOFCjkuX5odW2bK6huWSDJfwxMcDHTsywQHYbOkRGyylprJ+dckSjsuXB4KD\n7zs5JIzk5k2gfXsgJITjBg2YOOfOrWtYRpOphEcIkZ5SwJAhtiMEKlRgslO8uL5xuSpDJTxxcaw+\n1j6sGjbkuViZ2HJltfKwbe11VKYMk57Spe0WrXBV8fFc0tqyheP69VnFnjOnvnEZiNTwCJFFSrF/\nWNpkJyREkh1TiI/noWhastO8OWd2Mrm/3MODvXm00whOnwYaNeJxJMLg/Px4knC7dhzv2QM8/zwT\namEXkvAIkQVKcSfW559z/NhjLFAuUkTfuIQTJCZyGWv7do5btuTZSX5+WfqyFgtPIxg9muOICKBp\nU9vxW8LAfHx47IS2dW/nTiZA8fH6xmUQkvAIkUlKASNG2AqUy5XjZ58UmprArVtAp062mp1mzYDv\nvwd8fe3y5S0W4OOPefwIwJmepk2BCxfs8uWFK/Px4Y6tli053r4deOEFICFB37gMQBIeITJBKWDM\nGF6JAyxM3r4dKFZM37iEEyQncx/5L79w3LAhO0pmz27Xb2OxANOm2Y5bOnGCeZXWoFcYmK8vE+jm\nzTkOCuJsomxZzxJJeITIhPfesx2AXLo0kx3ZTWMCKSk8/GrjRo7r1WOBchaXse5HO2NywACOQ0P5\nGXj1qkO+nXAl2bPzdaZ1K92yhbOKcvBapknCI8Qj+vRT4KOPeL9kSSY7JUvqG5NwgtRU4JVXgPXr\nOa5Zk7M8Dj4Ay2JhQXyfPhwfPQq0aMH2LcLg/PxYF9awIce//MIu3qmp+sblpiThEeIRLFxoKyYt\nXJhbz2XLsAkoBQweDKxZw3G1arzifoQ+O1nh4cFDaLt351g7fzI21infXugpRw725KlXj+P1622n\nEYtHIgmPEBn09dfAwIG87+/Ps7HKl9c3JuEk775r6yhZpQp/+PnyOTUET09gxQquagBszPvii7LC\nYQo5czLpefppjpcs4Y4JSXoeiSQ8QmTATz8BL7/M3y85c7LVSpUqekclnGLaNG6ZAlidvnUrkD+/\nLqF4eXGSqXVrjgMDgd69ZYXDFPLm5aziY49xPGuWbW1dZIh0WhbiIUJC+AGTmMgdo7/+ygMeRea5\nTaflRYuA/v15v0gRYPdulzgrJD4eeO45YO9ejgcMAObPZ72PMLiICB49cfYsx599Bgwdqm9MbkIS\nHiEe4MAB9j+JjeXV9fff8xQBkTVukfCsX8/t51Yrl6927nSpab3r19mF+ehRjseOBaZM0Tcm4SRh\nYcCzzwKXL3O8fDmnoMUDScIjxH2cOME6wStXeOW8erWtaFRkjcsnPIGBbOufnMydMtu2AXXq6B3V\nXS5c4MX+qVMcT5/O0g5hAn/8wanmmBhWtX//PQ8gFfclCY8Q93DxIpOd06c5/uILnoQu7MOlE579\n+9n7JD4eyJaNxaLPPad3VPd16hSTHq0L85IlQN+++sYknGT3bvYoSEhg355t24C6dfWOymVJ0bIQ\nd4iJYc2Oluy8954kO6Zx8iRnduLjedW8Zo1LJzsAS4q2bGFNK8CSI60JtDC4Bg2Ab7/lFr6EBK63\nHz+ud1QuSxIeIdK4dYsd3I8c4bh/f2DSJF1DEs5y6RLPL7pyhePPPwdeeknfmDLoySeZ5GTPzh1b\nnTsDBw/qHZVwirZtgQULeP/aNb6GIyP1jclFScIjxH+sVtb9BQdz3L49l7Jk54sJxMbyg0Mrhhk3\nztZ0yU3UrcteUR4enKB6/nnbP0cY3KuvAh98wPsREUCrVtKK+x4k4REC7K8zfDhnhwHW73z9NXdm\nCYNLTk4/JdKnD/Dhh7qGlFkvvADMmcP7UVH83NMmrITBjR9vS9KPHuVUtXSlTEcSHiEAzJhh+6Co\nVInH1zjoPEjhSpRiE5tff+W4dWt2VHbjab0hQ4AxY3j/xAnOVCYk6BuTcAKLBZg3D+jQgeOQEHal\ntFp1DcuVyC4tYXrr1/MCHwCKFWMzNzkM1LFcZpfW+PHA5Mm8X6MGT4LNmVPfmOxAW55dvZrjDh34\nOvf01Dcu4QQJCSy037OH45EjeeKxkIRHmNtvv7GxYGIiD73evRt46im9ozI+l0h40nZRLleOmW7B\ngvrGZEdJSZyw0mrShgwB5s5168krkVHXrnEHV2gox19+6XY1aY4gCY8wrfBw9pK7coVXvj//zA0O\nwvF0T3gCA5kNpKYCBQow8zXgSbA3brAhr9aNedo0YNQofWMSTnL6NH/BRUWxkv2nn2yHsJmUJDzC\nlK5dY2FyWBjHCxawlEM4h64Jz99/84cfE8PD0YKDOTaoc+f4uXf+PMdr1kjHcNPYt4/dmBMTuVS7\ne7ftxHUTkqJlYTparx0t2RkzRpId07h0ifu1Y2I4Xr7c0MkOABQvDmzeDOTOzXGfPvzcEyZQuzaw\nahXXMWNj+drXMl8TkoRHmIpSQL9+PAcSALp0kQMXTSM+nluW/v2X48mTeTioCTz5JI9a8vJibU/H\njtKjxzQ6deJaJsBkp21b4OZNfWPSiSQ8wlQmTuSUPsBGbcuWcXlbGJy2bWn/fo779uXx4ibStKmt\nIe+VK7zYl950JjFihK1o+cgRoFs3ICVF35h0IL/qhWksW2brJ1euHLBxI1vxCxMYOxbYsIH3mzQB\n5s835Xalfv2A0aN5//hxtmNITtY3JuEEFgu36GlFy7/8AgwbxilvE5GiZWEK27fzUOGUFMDfn5ty\nKlTQOyrzcmrR8ldf2Yq0Klbk9vN8+ZzzvV2Q1cojwr7/nuPXX+euZRPmf+Zz8ya3q//vfxzPnMkW\n8yYhCY8wvBMnWLt3/Trg7Q0EBXGrrtCP0xKetNvPAwKA33/n8eImFxcHNGwIHD7Msck+98zt3Dn+\nQoyMZJb7ww+sbTMBSXiEoUVHc0uutiNr5UqgVy99YxJOSnhCQ/nD17afb9/Owi0BgJ93tWqxjtVi\n4RJvu3Z6RyWc4sgRzvTExXG7+t69rGw3OKnhEYaVksJNOFqyM3asJDumcfUqP7217ecrVkiyc4ei\nRW1nxinF3jxHjugdlXCKqlW5XR3gdvV27dig0OAk4RGG9fbbwNatvN+hA/DRR/rGI5wkOZn9BsLD\nOX7/fY7FXapVA77+mjM8cXHcsRwZqXdUwik6dACmTuX9f/8FXnzR8KerS8IjDGn+fG5KANhYdOVK\n2X5uGm+9ZTtAqksXYMIEfeNxce3b286WPH8eeOEFOV3dNMaM4YnqAA8bHTjQ0Du3pIZHGE5wMHdk\npaYChQqx9Yqcfu5aHFbD8+WXwODBvF+9OrBrF9dsxAMpxd1aX33FcY8etga9wuASE9mq4fffOf70\nU56wbkCS8AhDSbsjy8cHCAlh3apwLQ5JeLZvB557jplu4cLAgQM8V0FkSFISLxR27OD44485ASBM\n4NIloGZN4OxZZrmbNnF902Ak4RGGceeOrNWreaUqXI/dE57wcG45unaNme6OHcx8xSO5fJlP45kz\nhv7cE/dy5AhQvz6PYMmZk83KqlTROyq7kqoGYQgpKSzX0JKdceMk2TGNmBjuMrl2jeNFiyTZyaSA\nAG5Pz5GDy1w9egDHjukdlXCKe+3cunxZ35jsTBIeYQijRrHHHMCDET/4QN94hJOkpvJTOTSU4zFj\npPdAFj31FIv8ATbmbd/elksKg+vYkYfqApzm69SJa50GIQmPcHsrVwKzZ/N+1aqyI8tUxo4Ffv6Z\n99u2tf1KFW7nAAAgAElEQVSyFlmS9qIhPJyzpyY8a9Kcxo4Fevbk/V27gKFD9Y3HjqSGR7i1Q4fY\nMDQxEcifHzh4EChdWu+oxMPYpYZnxQrglVd4/4kn2C02d+6sBycAcEmra1dg3TqOhw4FPvtM35iE\nkyQm8uyRAwc4nj+f2/jcnCQ8wm1FRQE1anBjgacnmww2bap3VCIjspzw/PYb0Lgxp9vz52fvATkj\ny+7i4nhBoXVgXrQIePVVfWMSTnLuHH/BXroEeHlxF2SDBnpHlSUy8S/cUnIy0Lkzkx0AmD5dkh3T\nOHeOay5JSfxFvH69JDsOkiMHi5gDAjgeNIj96YQJFC8OfPcdkC0b1zM7dbL9wnVTkvAItzRiBLBz\nJ+/36gUMG6ZvPMJJEhPZAv/SJY7nzeNMj3CYkiVtn3vJyXz6IyL0jko4Rb16wOef835UFC803LgN\ntyQ8wu0sW2Y7NqJ6dWDhQukIawpKsYuyVlcwcKAh6grcQYMGwBdf8H5UFI+fiIvTNybhJP37c2oP\nYNHkgAFue/yE1PAIt3LgAPDsszzjLiCARcpybIT7yVQNz+efA2+8wfv16/MMEW9v+wcn7mvoUNvF\nRpcuwNq1crFhCklJQPPm3LUFADNm8HRmNyMJj3Ably4BzzzDAw49PYFt24BGjfSOSmTGIyc8O3cC\nzZqxlqBoUV5pFi7suADFPaWkAK1a8b0HyPETppJ2l4iHB/DrrzzKxY1IwiPcQlISP+927+Z4zhzg\nzTf1jUlk3iMlPGfP8hdtVBRndHbulE7KOrp6lccunT7N2Z3Nm4GWLfWOSjhF2j4g+fJxyr1cOb2j\nyjCp4RFuYfhwW7Lzyiu2lQ1hcImJ3B0SFcXxl19KsqOz/PmB778HsmdnKUf37mxOKEzgmWeAxYt5\n//p1oEMHHkPhJiThES5v8WJbwWTNmuyBJXUDJqAUiyW1IuXBg4F+/fSNSQAAnn4aWLKE969f5+Yd\nKWI2iR49gJEjef+vv3gFarXqG1MGyZKWcGm//846naQkoGBBzqgWL653VCKrMrSkNW+ebd2yQQMW\njkiRsksZPRr49FPelyJmE0lNBdq0YbdXgOeQTJigb0wZIAmPcFkXL3IGNTKS/eWCg7lDS7i/hyY8\nO3awaCs1FShWjJluoULOC1BkSEoK0Lo1EBTEsRQxm8j165xy19YzN27kSbMuTBIe4ZKSkoAmTXg8\nEsAdyYMH6xuTsJ8HJjwRESxSvnwZ8PFhkXKtWs4NUGSYFDGb2N9/A3XqsI4nVy5g3z6gUiW9o7ov\nqeERLmnoUFuy06+fre+VMLiEBLbyvXyZ4y+/lGTHxUkRs4k98QSwciXv37zJjpTR0frG9ACS8AiX\n89VXwIIFvF+7Nmd3pC7ABJRi9+RDhzgeMgTo21ffmESGSBGziXXoAEycyPsnTvCsHxctYpaER7iU\nvXv5OQewr9yGDYCvr74xCSeZOxdYsYL3GzYEZs3SNx7xSLp1A0aN4v2jRzkzKwUTJvHee7b6nZ9/\nBt5/X9947kNqeITLiIxkkfLFizyocPt2niAgjOeuGp6QELauT03lNrxDh7gtT7iV1FQWMQcGcixF\nzCZy4wan5MPCOP7hBy5xuRBJeIRLuHWLh17//jvH8+fLuZBGli7hiYhgpnvlCouUd+9m0bJwS9eu\n8ccnRcwmdPw4a+5u3mQR8/79QMWKekd1myxpCd0pxc7JWrLTv78kO6aRkMCCjytXOF6wQJIdN+fv\nn76IuVs3KWI2jYoVbcvSN2+yvicmRt+Y0pCER+huwQJg0SLer1vXdhqzMDilgAEDgMOHOX7zTXZt\nFW4vbRFzdLQUMZtKhw62JoRhYcDLL7tMEbNLJDwhISF6hyB0EBISgt27uQUdAIoUAdav56qGMIHP\nPgNWreL9Ro2AGTP0jUfY1f2KmOX3vQlMmsROzAAbEk6eDED/n70kPEI3mzaF4KWXgORkFilv2AAU\nLap3VMJptPN4SpQAvv2WLwJhKFOnAs89x/vffgtMmya/703BwwNYvRooX57jiROBn37S/Wevf8Lz\n44/sTy5MJTER+OYb4NIljr/4gstZwgT+/Zf/TU1lz4Hvv5cdWQbl6cnztcqU4XjsWODkSX1jEk6S\nNy93auXIwam9nj3ZlltH+iU8KSnA8OHcu//LL9KwwUSUYq+dyEiOBw4EXntN35iEk8THs6BDs3Ah\nd2gJw/L35+eenx/f++vXSxGzaTzxBLB8Oe/HxDD7vXlTv3jUA0ycOFEBkJvc5CY3uclNbnJz+dvE\niRPvm9Po24fnwgVe3V24wOOwt28HGjTQLRzheDt38hDslBTW6xw6xI7KwgRmzQLefhsAYAGgkpKk\nbsdkxoxhHQ8AvPQS63rk2BgTSE0FevfmLkwdmzLp33jwt9+4QyM5GShUCDh4kJ1WheGcPcsWK1FR\ngLc3k5/atfWOSjhFcDDQogV/8ZUsCUtExP1PSxeGlZrKzTtbt3I8ZQrreoRwBv2LluvW5emQACtY\nO3ViRaswFO0Q7Kgojr/8UpId0zhzBujSJX2RsjAlT0/g66+BsmU5HjeOnZiFcAb9Ex4gfWvd/ftZ\n0SpXf4ahFDBoECfvAP54+/XTNybhJFqRsrY746uvgOrV9Y1J6OrOIuYePWTnlnAO10h4AGDOHKBe\nPd5fsoRTAMIQ5s61Feo/+6wcgm0aSvFi5sgRjt96C+jVS9+YhEt48klg2TLej45mc149N+8Ic9C/\nhietCxdY5BEZySLm4GB+Qgq3dech2AcPslRLmMDMmcCIEbzfpAkLN7y8ANzjtHRhSmPH8kR1gEve\n69dLEbNwHNeZ4QF4tsCGDaxoTUlhGf+5c3pHJTIpIgLo3JnJjo8PSzceluykpKQgLCzMOQEKx9m2\nzXauQMmS7DL5X7IjhOajj4BWrQAgBd99F4YpU/SOSNhTVFQUEhIS9A7jNpeY4Tl//jxGjRqFEydO\nwNPTE/nj49H+6FG8DgA1a3I7j6+v3mGKR5CQwA4D2rmQy5Zl7FzIoKAglCpVCqVLl8bChQuRmJiI\n6OhofPjhhw6NV9jRmTOcqb16le/bPXvuqtuRGR6huX4deOKJIFy4UApAaQwcuBDly8v73gh27NiB\n0qVLo1SpUnqHAsBFZnj+/fdfrFmzBsOHD8ewYcPw8//+h9cHDuT/PHAAGDxYipjdiFa6oSU7Q4dm\n/BDssLAwPPbYY1i/fj26d++OESNG4Pjx49i3b5/jAhb2c2eR8qJFUqRsIpm5os+XD+jbNww5cjwG\nYD1Wr+6Odu3kfW9k58+fR48ePVCzZk3UqVMHzz//PBYsWODw7+u0Oeb4+HisXbv2rqu6nDlzomvX\nrggLC0OePHkQrvUc/+wzHrG7Zw+wdCkbFA4Z4qxwRRbMnMlz4wC2WJo+PeN/18ODOXhYWBiio6Mx\naNAglC1bFufOnUNt2cfu2pTiGSFakfLw4Tw/R5hGaGhopq7oixf3wPLlwEsvheHmzWh06DAILVrI\n+96otEmONWvWwGKxoHv37k75vi6xpAUA7733HoYPH45JkyZhxowZ8PLyAi5eZKKjFTFv2wY0bKh3\nqOIBtm4FWrcGrFagVClO0AUE8P/dtXSZPz/at2+P1/9rSbB//354eHigRo0aSExMhNVqhZ+fH1q1\naoXFixejWLFiOv7LxEPNmGE7Ab1pU2DLlvvW7ciSljHdbwnjQe/9tO/7MWMSMW2aFYAfChZshYMH\nF6NECXnfu5Pw8HD89NNPAICTJ0/C398f/v7+AICePXuiQIECAHhRe/LkSYSHh2Po0KFOic1lqgjP\nnj2LfPnyoWDBgggPD8fjjz/OMwe++45JTlISK2APHgRKlNA7XHEP4eFAt25MdrJnZ5GyluwAD8/q\nDx06hEGDBgEAfP+r2QoJCUHTpk0l2XF1QUHA6NG8X6qUFCmLdB703k/7vp8yxRdHjwKbN4cgKqop\nli0rhgkT9IpaZEa5cuUwbNgwAA+u4Vm9ejWGDx+OrVu3IiUlhZMcDuYyv5GWLl0KABg3blz6/1G7\nNvDFF5wqj4piJ2YpYnY5sbHspXH9ejyAtejVS+HwYVsdz32XLtOwWq3pxlevXsWePXvufk0I13L6\nNNC1a/pM97+rOGF8Gbmir1ev3n3f+2nf956ewLx5V1Gr1h5cvToOEycCVasC7do5798jnOOekxyO\n9qDT0l3KoEFKsUpAqT59lLJa9Y5I/Cc1VakXX7T9eEaPvv+fnTBhgrp27ZoaOnSoSk5Ovv348ePH\nVWBg4O2x1WpVc+bMUampqSo5OVkFBQU58p8gMisuTqmnn7b98FevztBfc6dfPSLjQkJC1JkzZ+75\n/+713r/f+/7o0VSVI0eyAoJU7txKHT/ulPCFne3atUudPXtW7zBuc4ldWhkye7btJPVly2znbwnd\nTZ7MlUeAB+E+qJfGnVm9JiQkBI0bN749nj9/PiZMmIBChQqhUKFCKCxHqrsepYBXXwX+/JPjt9/m\nOQFC3MO93vv3e983aVIIFkshAIURE8PZ45gYfeIWmdegQQMUd6HDwF2maDlDLl5kf4/z5zn3uW0b\ntwEJ3WzaBLzwAu+XL8+j0PLle/SvM3fuXLz55pv2DU441vTptuaCDylSvpMULRvT7t27Ubp06Qx/\nyD3sfT9hApsTAkD79lwt9XCfy3ThYtzrpVO4sK0Tc2oqi5gjIvSOyrRCQ21HI+XMyQMBM5PsREZG\nSlGyuwkMBMaM4X0pUhb/eZQr+oy8799/H2jblvc3bQKkD6HICvdKeAAWMWsHi16+zANYXKh1tVlE\nR3NmRzvwb9Uq4IknMve1du3ahZYtW9ovOOFY4eFSpCyyLCPvew8P/m6pUIHjSZOAjRsdH5swJvda\n0kpryBDu3gKA3r15HLecOucUqancNbF5M8eTJgETJ+oaknCWmBigbl3g2DGOV6/OVN2OLGmJRxEa\nymvdmzeBXLm4dF6xot5RCXfjfjM8mlmzbCepr1z5aO18RZaMH29Ldjp0gPTJMIvUVHZO1pKdMWOk\nSFk4RaVK/DUPMOl54QXgxg19YxLux31neAD25alZk3U8Fgvw009AmzZ6R2Vo337L1QwAqFwZ+P13\nXnEJE3j3XWDqVN5//nmuLXh6ZupLyQyPyIxJk1jXA/BX/aZNmX4JChNy74QH4Lk99evz0MLcufkJ\nXKmS3lEZ0p9/AvXq8anOm5fHRpQvr3dUwinWrLGdi1WpEt9nuXNn+stJwiMyw2rl2bSbNnE8ahQw\nbZq+MQn34f4JD8CdWy+9xPvlynGB979On8I+Ll8GatUCzpxhIeHPPwOtWukdlXCKAwd4vEtiIrfh\n7d+f5UxXEh6RWTdv8sLrr784XrYMeOUVXUMSbsJ9a3jS6tSJc50Ad5B06QIkJ+sakpEkJfEpPnOG\n46lTJdkxjQsXWKiVmMi1g3XrZFpP6CpXLs7w5M/P8YABwN69+sYk3IMxEh6AlbPaLM+2bez6KrJM\nKWDwYGDXLo579LD1mhMGl5jI9YPISI5nzQKaNdM3JiEAlCnDiX0vL16QdewoLdnEwxkn4fHw4Nxm\n1aocz5sHLFyoa0hGMHs2sHgx79eqxfuy+98ElOKl8759HL/2GvDGG/rGJEQajRrZOpNERbETc2ys\nvjEJ12aMGp60IiK4cysqiun/tm2sPxCPbPNmdjm1WoHixVm6UaSI3lEJp5gxAxg5kvcbNOD7yNvb\nbl9eaniEvQwbBsyZw/svvshVVzl+QtyL8RIegAu6TZpwrrNAARZdli6td1RuJTQUqFOHfeayZwd2\n7waqV9c7KuEUaTPdkiX5/ilY0K7fQhIeYS8pKdyiHhjI8YQJwAcf6BuTcE3GTHgALm/17cv7Tz4J\n7NkjDWMy6OpVdjXVDjNft85WHiUM7vhx/vBjYgA/P75vtGViO5KER9jT9eu8QPvnH47XrrX1CxNC\nY9yJvz59bIXLR4/y+AmrVdeQ3EFyMpMbLdl5/31Jdkzj6lUWQsTEcLxihUOSHSHsLV8+4Mcf2R8M\n4K//gwd1DUm4IOMmPADwySeAdjjdxo08E0Hcl1LAm28CISEcd+0qx0aYhtZ74MQJjidO5FgIN1Gh\nAjvBe3pyg+ELL9g2GAoBGHlJSxMdzbnOsDCOly5l+i/uMm8eEx4AqFED2LmT9TvC4JTi8u/y5Rx3\n68bOyg7cjidLWsJR5s4Fhg7l/Zo1gR075PeYIOMnPACvWuvUAa5dA7JlA7ZuBRo31jsql/Lrr6xT\nTU3lTqwDB4BixfSOSjjF1Kk8Jwvg+2T7dsDX16HfUhIe4ShKAa+/Dnz1FcddugBffy07t4RZEh6A\nnfOaN+fUfb58wG+/AY8/rndULuHPP7nzODaWn3M7d/LKSJjA+vVA5868X7o0z8gqVMjh31YSHuFI\nSUlAixac3QGAsWOBKVP0jUnozzwJDwCsWsXiZYBnbv3+O7etm1hkJDflnDvHFYx166R0wzT272f3\ntsREHgS6dy/wxBNO+daS8AhHu3YNqFvXtnNr0SLg1Vf1jUnoy1yTfL16Ae+9x/vh4exHfuuWvjHp\nKDaWy1jnznE8bZokO6YREcEdWdoZWd9+67RkRwhn8PfnIcfamVsDBwJBQfrGJPRlroQH4CGjPXrw\n/u7dTPlNeKWZmsqn4Y8/OH79dWDECH1jEk4SE8NM99IljufOte1mFMJAypfnBl1vbzYo7NQJ+Ptv\nvaMSejFfwmOx8ECo+vU5Xr3alG05R4xg3wqAn3Xz5skZWaaQksJdWEePcvzWW8CgQfrGJIQD1a/P\nPrQAc/3nn7fl+sJczFXDk9bly9yRcuoUx6tWAT176huTk6Tdtvnkk5zoyp1b35iEEyjFH/y8eRy3\nbQv88AOXtJxManiEs02ebGvFVrMm+435+ekaknAy8yY8ANvo163LXj3e3lzgffZZvaNyqB9/BDp0\nYNPpwoV5GHbJknpHJZzi00+B0aN5/+mnuXNRp+NWJOERzqYU0K+fbbanY0duUpTt6uZh7oQHYM+R\nFi041Z8vH6c7KlfWOyqHOHyY+Vx8PK9sdu4EnnlG76iEU6xZY5vBLFaMOxSLF9ctHEl4hB6SkoDW\nrYHgYI5HjuR1gDAHyW2bNOF+RYAn0LVqBZw/r29MDhARAbRrx2THYmEjLkl2TCI42NZdPHdunoau\nY7IjhF68vYENG4BKlTiePh344gt9YxLOIwkPALzyChd4AeDsWaBNG+DGDX1jsqNr15jHaefKzJzJ\nHcnCBP73P87dJyfzt/0PP7BwSwiTypuX29ULFuT4jTeA77/XNybhHJLwaMaOBQYP5n3tQ8IAPXoS\nEjizExrK8VtvAcOG6RuTcBIteddOP1++nDOaQphcmTKsZ/TzY21P9+6sZhDGJgmPxmIB5sxhRS/A\n2p4+fVjd66a0Xjt793LctSswY4ZsPzeF6GgWK2jLs59+yu3oQggAQK1aLFr29OS1bbt2wLFjekcl\nHEkSnrQ8PVncWa8ex2vXAqNG6RtTJinFqdoffuC4SRNe4MuOBBNITGTirnVYGzpUukoKcQ+tW9tK\nOKOjufSvdZ4XxiMff3fKnp1znRUrcjxzJm9uZvJkYP583n/qKa5R+/joG5NwAquVNWnaqYmdOvH1\nK9N6QtxTnz7pSzhbt2byI4xHtqXfz7//skfPhQscf/212ywJLFliOySvZEkeDF+0qL4xCSdQCnj7\nbWD2bI4bNAACAwFfX33jugfZli5ciTYjru3YatQI+PVXl3zriCyQhOdB/vyTjWtu3uQOl19+AZo1\n0zuqB9q4kRf1qalsK7Rnj20LpjC4jz4CJkzg/UqVWIXp769vTPchCY9wNampQJcuwHffcfzii8A3\n3wBeXvrGJexHEp6HCQ7mwm5yMpAjB7BtG1C7tt5R3VNwMKdjk5J4ZRIUZDsyTBjcF18AQ4bwfvHi\nzHRduIW2JDzCFSUmsg/trl0c9+3LGh+pfTQG+TE+TNOmPGfLYgHi4phR/PWX3lHdZf9+9tZJSuIV\nyYYNkuyYxpo1nI8HgAIFuIzlwsmOEK7K1xfYtAmoWpXjpUvZjVlyc2OQhCcjunQBFizg/evXeQkQ\nHq5vTGn8/TfzsLg45mWrVrH9ijCBX35hkbJSPBfr119tBfdCiEeWNy+wZQtQoQLHs2bZipqFe5OE\nJ6P69wemTeP9CxeA556ztS7W0enTzL+uXeN4/nz22xEmsGsXC7ZSUrgFb9MmOS9ECDsoWJATpdoJ\nLBMmAPPm6RuTyDpJeB7FqFHAu+/y/unTTHquXtUtnAsXgObNbXnXxx8DAwboFo5wpiNHgLZtWXTg\n6Ql8+y3QuLHeUQlhGCVLMukpUIDjN9/k7LlwX5LwPKqPPrIdQXHsGAuatdb9TnTlCmd2Tp3ieMwY\n3oQJ/PUXk23tdbd0qRyOJoQDVKzI5a3cuTnu08fWzFW4H0l4HpXFAsydyzMbAODgQeD554HYWKeF\ncO0aP++02ukBA4CpU5327YWejh/ntN6VKxzPmQP07q1vTEIYWPXq7EXr62vbuv7TT3pHJTJDEp7M\n8PAAli2zXVXv3s2kJy7O4d86OpozO0eOcNyzJ3ckSyNdEzhxgrsGL13ieNo0zrMLIRyqYUN2q/f2\nZoeSTp24P0C4F0l4MitbNtZNaNuhdu7k6XPx8Q77ljExXEE7dIjjbt2Yd3l6OuxbCldx+jSTHa3z\n90cfue05b0K4o1at2O4jWza2/+jQgb3OhPuQhCcrfHz4DmjRguPt2/kuSEy0+7eKjWVutW8fx506\nAStWSBdQU4iI4Omv2qmGEyYA48bpG5MQJtS2La9zvbx4wnr79kBIiN5RiYyShCerfH1ZxaYdOREY\nCHTsyHeDncTF8Y22Zw/H7duz11y2bHb7FsJVnT/PmZ1//+V4zBjg/ff1jUkIE+vQgb9/PT2BhAT+\nbt69W++oREZIwmMP2bOzB4q2LfjXXzkFY4ekJy6OCY52+HWbNrzC8PbO8pcWri4igqcYak0u33qL\n1elSsCWErjp3BlauZDmn1oBfuyAVrksSHnvx82Pp/rPPcvzzz5zpSUjI9JeMieEbKTiY4xYtuILm\n42OHeIVrO306fbIzZAgwc6YkO0K4iO7dWUNpsbDkoGVLVjUI1yUJjz3lyMFERzvEavPmTG9Z106w\n0A6xa9mSK2e+vnaMV7imf/7htpAzZzgeNoytECTZEcKl9O7NNljaTE+bNrJ7y5VJwmNv2nlGTZty\nvH07s5UbNzL8JS5f5l/XCpTbtwc2buTKmTC4Y8c4s6MVKI8Zw8N8JNkRwiW98oqtpicx0fb7Wrge\nSXgcIWdOLm9pW9b37mVRcwaOobh4kaVAWp+dzp2B9etlGcsU/vyTyc7FixxPmiQ1O0K4ga5d+Xs6\nWzb26XnpJdZaCtciCY+jZM/OTlUvvsjxoUPMZLQPs3s4e5YrGceOcdy7t+zGMo0DB7j1XOugPHUq\nMHGiJDtCuIkOHTiz4+vL83y7d2frEOE6JOFxJG9v4JtvbMdQ/PUXr+AjIu76o2FhrHc+cYLjAQNY\nECd9dkwgMJBrmNevczxrFvDOO/rGJIR4ZK1bs4zTzw+wWrncNXeu3lEJjSQ8jublxTT/tdc4/ucf\noF4920FYAPbvZ52z1mpl6FBg/nwWwgmDW7vWVthusQBffsnt50IIt9S0KbB1K8s5Af4+f/ddQCl9\n4xKARSn5MTiF1QqMGAHMns1xnjzApk3YHNcQL71kO5Fi0iTgvfdkJcMU5szhDiyAs4GrV3Px3wQs\nFgvkV48wssOHOeMTFcVxnz7AwoVSoqAnSXicSSlg+nRg9GgAQGo2H3RPXY111k7w8OAhoK+/rnOM\nwvGUAsaPB6ZM4ThXLvYc0Hb2mYAkPMIMwsO5SVdrp6U1js2RQ9+4zEoSHh2olatg7dMXntYUWGHB\ncK+5aLJuCDp00Dsy4XApKcDAgcDixRwXKsR+TdWq6RuXk0nCI8wiKoqJjnboc+3a3MRboIC+cZmR\nVIk4WWoqMPxQL7S2/oxY5IAHFD5LeQMd9ssir+HFxLBJh5bslC3LfvQmS3aEMJOCBdmO7bnnON63\nD2jQADh1St+4zEhmeJwoJoZbFX/5heNWAYfwY2obeF37b5G3WzdgyRLpMGhEp08D7doBf//NcbVq\nnNkpVEjfuHQiMzzCbJKSgL592WoEAPLnB777jq1IhHPIDI+TnDrFzVlasvPkk8CCg8/Aa/9eoHx5\nPrh2LV/9kZH6BSrsb88ezmNryU7btjwN1qTJjhBm5O3NA0f/K+HE1atA8+a8xhXOIQmPE+zalf7z\nrl07fgaWLAmgXDng999tJ60fPAjUrMlGdML9rVzJYuTLlzkeMYIFytqeVSGEaXh4AJ98wvO3tK7M\nr74KjBrFcgfhWJLwONjSpTxVQmugO2oUGzCn+7zLn5+NG7QtWpGRnOlZu9bp8Qo7sVrZfOPllzmX\n7eUFfPUVd+l5euodnRBCR336AMHBtsLl6dPZqfnmTV3DMjyp4XGQlBSe+zhzJsfZsrEHQ58+D/hL\nSnFv+rBhtnR//Hjg/felC6E7iY5mi9VNmzjOlw/YsIFHRwgAUsMjBHB3aV+VKpwALldO37iMShIe\nB7h4kYfJ7dzJcYECnNVp0CCDXyAwEOjShR+cAPc0rlwJ+Ps7JF5hR0eP8vy0kyc5rlCBe1Afe0zf\nuFyMJDxC0J2bWfLkYXP+9u31jcuIZNrAznbt4gYcLdl56ikeHZHhZAfg/sV9+/hhCfCdUL0663uE\n61qzhsVaWrLTrh1/jpLsCCHuI3duTgaPGsXxjRvACy9wRTwlRd/YjEYSHjuxWoEZM7hqoR2I/sor\nwG+/AWXKZOILVqjAwuVOnTj+918euDV/vvTrcTUJCcDgwUDPnrxvsQAffcS56bx59Y5OCOHiPD2B\nadO48q3Vd06dyi7N2ueJyDpZ0rKDqCjW5mzezLG3N0/I7d/fDmdiKcXzt0aPtqX7nTsDCxawNkTo\nK6C+e5oAAAllSURBVDSU65dHj3Ls7w98/TXQooW+cbk4WdIS4t7++YfXudr50gULAsuW8VwukTUy\nw5NFgYFcttKSnTJlgN27gQED7HQAqMUCDB8OhIQARYvysXXrgKpVuX4m9KEUOyY/84wt2alXjycG\nSrIjhMikChXYqaR3b461oylGjABu3dI3NncnCU8mJSYCI0fys+3SJT7WvTvwxx9so2N39esDR46w\nLgQAIiLYu+e999jMQTjP5cs81fy112xLWOPGsZlgqVJ6RyeEcHM5crBwecUKIGdOPjZzJq+pjh3T\nNzZ3JktambB/P+tzjh/nOEcOYN48PmaXWZ0H0baup033q1fnnOeTTzr4mwv88AOn77RGgoULA6tX\nm+qkc3uQJS0hMubkSV5Ma3tWvL2BDz/kR4C09Ho0MsPzCG7d4oV8vXq2ZKdmTZ6C26ePE5IdgN9k\nyBC++qtU4WOHD3Np5aOPZLbHUa5fZxPBjh1tyU6nTsD//ifJjhDCYcqXZ2f+MWPYji0pifeffZb1\nPiLjZIYng3bvZiNkbToxWzZg0iTWEnt56RTUrVvABx+wV7nWqLB6dXY4fOYZnYIyGKXY8fqtt7iY\nDnDn1eef87LLKVmu8cgMjxCP7rffeHGtJTq+vsCECSyv8PbWNTS3IAnPQ1y9ymx68WLbY9WqAcuX\nu9AK0sGDfBdo7To9PDgL9OGH7GIlMufUKW4337LF9ljr1sCiRbYCcpEpkvAIkTnx8Vxp+OwzW4eS\nypXZseTZZ/WNzdXJktZ9WK08B6tiRVuy4+sLTJnCXnIuk+wAQI0aXFcbP55TT1Yr98VXrMgt0vLB\n8mji43mcR5UqtmSnYEHW6vz8syQ7Qgjd+PkBs2Zxk+4TT/CxY8d4/OKrr9o20Yi7yQzPPezcyZ3g\nhw/bHmvViqsYZcvqF1eGhIZyViIkxPZYvXos8a9dW7ew3IK2fDVmDHD2rO3x117jsqEc7WE3MsMj\nRNYlJfFX+wcfcMMowMaF48bxSEZfX33jczWS8KRx8iQ/6777zvZY0aLMpjt3dqNyDaWAVatYxq8V\n2AJAt25s31m6tG6huaw9e1iQtXev7bGnn+ZMmcwT250kPELYz6lTwNChnIDWlC7N67SXXpKzpzXy\nNAA4c4ZTgRUr2pKd7NmBiRNZHNalixslOwCD7d0bOHGCH+JaNdvatcDjjwNvvAGcP69vjK7i8GF2\n9WrQwJbsFCwIfPUVlwkl2RFCuLiyZXlG8ZYttmWuM2fYBL56dZ7VJdcXJp/hiYjghMeiRekPaevd\nm7U6xYvrF5tdnT4NjB0LfPON7TEfH/aTeecdc9akHD7MH/KGDbbHfHx4mTRunBR7O5jM8AjhGCkp\n/EybMAG4csX2eI0aLE1s3drNLuDtyJQJzx9/ANOn8/Nf280NAB068AXx1FP6xeZQ+/Zx2irtriNv\nb6BXLxYtaX19jEopICiIp/QFBdke9/Jinc748UCxYvrFZyKS8AjhWDdvAnPm8LMuOtr2eJUq3Mbe\nvbv5trKbJuFJSeH65ty5wLZt6f9fmzYs+jJN65q9e9lEKDAw/eMtW7LfTIsWxlr0jY3lct7nn/N4\nDo2nJ084nzjRDarRjUUSHiGcIzqadaizZjEJ0hQtyuqGfv2AQoX0i8+ZDJ/wnD7N6b2lS4ELF2yP\ne3pyfXPECK5xmtLevcCMGcD336df4C1Zku+Cvn15310dOcImjKtWpX+n+/nxKPvhw+XsK51IwiOE\nc12/zl+Hn32W/rPQywto354VDs89Z6xr3TsZMuG5eJGlGd9+y14Faf+FuXJx9WLYMPmsuy08nO+C\nJUuAuDjb4xYL0KwZq7Y7dAACAvSLMaNOnuRsztq1tkaMmmLF2C578GAgf3594hMAJOERQi+3brE9\n24wZwF9/pf9/xYvz132XLkCtWsar9TFEwqMUGy9t2QL8+CMPrb7zX1WnDi/qu3blYZ/iHqKj+U5Y\nvJg7lNLy8ODp7B07csnrscdc492QmsrTXDdv5ppl2uZJAGNs1QoYOJBrl7qdAyLSkoRHCH0pxaMq\nvvqK9axaHx9NqVL8dd+yJdCoEXcuuzu3THisVvbX27ePZ1xt3XrvXdYlSjBTfeUVF+uM7A6OHOGM\nz7p1nDK7U8mSQPPmQJMmPEH1scecMxeanMzYfvuNP/ygIM7V3umpp9h3qEcPmcpzMqvVipEjR2Lm\nzJn3/TOS8AjhOm7c4LXu2rVsvHvnW9PHh52cmzVj/9oaNYCcOfWJNStcOuFJTeVnbVgYb8ePcwru\nwIH0JRlplSoFvPiibUrOyOuRTpGaylqf9eu5Tni//j158vBdULUqUKECE6AKFVgZl5mZoFu3gMhI\nNkI6dowZ7t9/cwYnMfHef+fpp7kY3a0bD5cRTnf9+nUsXboUq1evxqE7ZwnTkIRHCNd04QJ/1a9b\nx36saXcyazw82O+nWjX2r6tYkS3eSpdmiaSr0jXhmT+fF+sJCfwMS0zkMUZRUUx0rlzhbM6D5MzJ\n6baWLXlzlZUWQ1KKSUdgIG87dvAH9iBeXqz9CQhgQ7/cuXnel7c3bykp/Bra7fJlJjrXrj08noIF\n+cNv3Zo/fDP2E3JRTZo0wfbt2+/7/yXhEcL13bgBBAdzFWXrVnZ0fphcubjrq3BhXgf7+qa/ffgh\nkC+f42O/F10TnvbtWXOTUdmzM4t85hlOq9Wpwwt5T0/HxSgeICkJOHqUU27aLSyMj9tb3rz8YVer\nBtSty1uZMpLduihJeIQwnosXWUqi3Y4du3fFw8O+hl7b4HVNePr2BX799e4MMCCA2aGWJT72GBOd\nEiVkicrlpaayhfWJE1yOiozklJ12i49nQpSUxGUrLy/Ogfr5MaMtUAAoUoSzNUWKsD9O5cp8MUhy\n4zYykvBMnDjx9rhx48Zo3LixEyITQthTdDR/1R8/zoqHixd5YvvFi2yBpq3eaLfwcP0a2bt0DY8Q\nwvXEx8dj7dq1d83Q5MyZE127dgUgMzxCCNcje3SFEI/Ez88P/fr10zsMIYR4JLJAJISwm7i4OMya\nNQuhoaGYPXs24tI2shRCCB3JkpYQwulkSUsI4WwywyOEEEIIw5OERwghhBCGJwmPEEIIIQxPEh4h\nhBBCGJ4kPEIIIYQwPEl4hBBOl7bLshBCOINsSxdCCCGE4ckMjxBCCCEMTxIeIYQQQhieJDxCCCGE\nMDxJeIQQQghheJLwCCGEEMLw/g+lzosKVHIU7wAAAABJRU5ErkJggg==\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAADtCAYAAAC78q85AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhBBCGJ4kPEIIIYQwPEl4hBBCCGF4/wdIp4sM0/FxUAAAAABJRU5ErkJggg==\n", "text": [ - "<matplotlib.figure.Figure at 0x7f8aa81db590>" + "<matplotlib.figure.Figure at 0xb184352c>" ] } ], "prompt_number": 12 }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "The Devil is in the details" + ] + }, { "cell_type": "markdown", "metadata": { @@ -602,12 +626,6 @@ } }, "source": [ - "Step by step\n", - "===\n", - "\n", - "Devil is in the details\n", - "---\n", - "\n", "* Tick labels were hardly visible.\n", "* We make them bigger.\n", "* And render them on a semi-transparent white background." @@ -629,9 +647,9 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAADtCAYAAAC78q85AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAADtCAYAAAC78q85AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ - "<matplotlib.figure.Figure at 0x7f8aa81db590>" + "<matplotlib.figure.Figure at 0xb184352c>" ] } ], @@ -653,6 +671,22 @@ "outputs": [], "prompt_number": 14 }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Figures, subplots, axes and ticks" + ] + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Figures" + ] + }, { "cell_type": "markdown", "metadata": { @@ -661,12 +695,6 @@ } }, "source": [ - "Figures, subplots, axes and ticks\n", - "===\n", - "\n", - "Figures\n", - "---\n", - "\n", "What PyLab's `plot()` really does:\n", "\n", "* Call `gcf()` to get current figure, and `figure()` if there is none.\n", @@ -678,6 +706,14 @@ "* Programmatically, use the `close()` function." ] }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Subplots" + ] + }, { "cell_type": "markdown", "metadata": { @@ -686,12 +722,6 @@ } }, "source": [ - "Figures, subplots, axes and ticks\n", - "===\n", - "\n", - "Subplots\n", - "---\n", - "\n", "To arrange plots in a regular grid we call `subplot()` with:\n", "\n", "* The number of rows and columns.\n", @@ -715,12 +745,20 @@ "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAADtCAYAAAC78q85AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxmpqAAAAAElFTkSuQmCC\n", "text": [ - "<matplotlib.figure.Figure at 0x7f8aa81db590>" + "<matplotlib.figure.Figure at 0xb184352c>" ] } ], "prompt_number": 15 }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Axes" + ] + }, { "cell_type": "markdown", "metadata": { @@ -729,12 +767,6 @@ } }, "source": [ - "Figures, subplots, axes and ticks\n", - "===\n", - "\n", - "Axes\n", - "---\n", - "\n", "Axes are similar to subplots, but can be placed at any location in the figure." ] }, @@ -758,12 +790,20 @@ "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAk4AAAD0CAYAAABtl6nPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text": [ - "<matplotlib.figure.Figure at 0x7f8aa88b6c10>" + "<matplotlib.figure.Figure at 0xb1435a4c>" ] } ], "prompt_number": 16 }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Tick locators" + ] + }, { "cell_type": "markdown", "metadata": { @@ -772,12 +812,6 @@ } }, "source": [ - "Figures, subplots, axes and ticks\n", - "===\n", - "\n", - "Tick locators\n", - "---\n", - "\n", "* Tick locations and appearance can be totally configured.\n", "* Major and minor (by default not shown) ticks are separate." ] @@ -797,12 +831,39 @@ "png": "iVBORw0KGgoAAAANSUhEUgAAAscAAAGECAYAAADa0o1xAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", "prompt_number": 17, "text": [ - "<IPython.core.display.Image at 0x275df50>" + "<IPython.core.display.Image at 0xb143f0cc>" ] } ], "prompt_number": 17 }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Backends" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "matplotlib has many different drawing backends." + ] + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Interactive backends" + ] + }, { "cell_type": "markdown", "metadata": { @@ -811,28 +872,40 @@ } }, "source": [ - "Backends\n", - "===\n", - "\n", - "matplotlib has many different drawing backends.\n", - "\n", - "\n", - "Interactive backends\n", - "---\n", - "\n", "* Typical for interactive work.\n", "* Drawing is done in a separate window with viewing controls.\n", - "* Examples: GTK, MacOSX, TkAgg, WX, Qt4Agg, CocoaAgg.\n", - "\n", - "\n", - "Non-interactive backends\n", - "---\n", - "\n", + "* Examples: GTK, MacOSX, TkAgg, WX, Qt4Agg, CocoaAgg." + ] + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Non-interactive backends" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ "* Typical for automated work.\n", "* Drawing is done in a file.\n", "* Examples: agg, cairo, pdf, ps, svg." ] }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Saving to a file" + ] + }, { "cell_type": "markdown", "metadata": { @@ -841,12 +914,6 @@ } }, "source": [ - "Backends\n", - "===\n", - "\n", - "Saving to a file\n", - "---\n", - "\n", "* Saving a figure to a file can be done with `savefig()`.\n", "* By default the filetype is guessed from the extension.\n", "* Usually also possible from an interactive backend.\n", @@ -854,6 +921,14 @@ " savefig('myplot.pdf')" ] }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Inline backend" + ] + }, { "cell_type": "markdown", "metadata": { @@ -862,12 +937,6 @@ } }, "source": [ - "Backends\n", - "===\n", - "\n", - "Inline backend\n", - "---\n", - "\n", "* The inline backend can be used in the IPython QT console or IPython Notebook.\n", "* To use it with PyLab: `%pylab inline`" ] @@ -885,13 +954,21 @@ "metadata": {}, "output_type": "pyout", "png": "iVBORw0KGgoAAAANSUhEUgAAA8YAAAHNCAYAAADcyWIrAAAABHNCSVQICAgIfAhkiAAAABl0RVh0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\n", - "prompt_number": 32, + "prompt_number": 18, "text": [ - "<IPython.core.display.Image at 0x7f8aa81d10d0>" + "<IPython.core.display.Image at 0xb16f8d0c>" ] } ], - "prompt_number": 32 + "prompt_number": 18 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "$\\S$ Exercise: Area filling" + ] }, { "cell_type": "markdown", @@ -901,9 +978,6 @@ } }, "source": [ - "$\\S$ Exercise: Area filling\n", - "===\n", - "\n", "Starting from the following code, try to reproduce the graphic below:\n", "\n", " n = 256\n", @@ -929,13 +1003,21 @@ "metadata": {}, "output_type": "pyout", "png": "iVBORw0KGgoAAAANSUhEUgAAASwAAADhCAYAAAByfIirAAAABmJLR0QA/wD/AP+gvaeTAAAACXBI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\nDIbW8f8ilBkgajOw0QAAAABJRU5ErkJggg==\n", - "prompt_number": 18, + "prompt_number": 19, "text": [ - "<IPython.core.display.Image at 0x7f8aa88b5f10>" + "<IPython.core.display.Image at 0xb16f87cc>" ] } ], - "prompt_number": 18 + "prompt_number": 19 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "$\\S$ Exercise: Scatter plots" + ] }, { "cell_type": "markdown", @@ -945,9 +1027,6 @@ } }, "source": [ - "$\\S$ Exercise: Scatter plots\n", - "===\n", - "\n", "Starting from the following code, try to reproduce the graphic below:\n", "\n", " n = 1024\n", @@ -971,13 +1050,21 @@ "metadata": {}, "output_type": "pyout", "png": "iVBORw0KGgoAAAANSUhEUgAAASwAAADhCAYAAAByfIirAAAABmJLR0QA/wD/AP+gvaeTAAAACXBI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\n", - "prompt_number": 19, + "prompt_number": 20, "text": [ - "<IPython.core.display.Image at 0x7f8aa88b5a10>" + "<IPython.core.display.Image at 0xb16f890c>" ] } ], - "prompt_number": 19 + "prompt_number": 20 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "$\\S$ Exercise: Subplots" + ] }, { "cell_type": "markdown", @@ -987,9 +1074,6 @@ } }, "source": [ - "$\\S$ Exercise: Subplots\n", - "===\n", - "\n", "Starting from the following code, try to reproduce the graphic below:\n", "\n", " subplot(2, 2, 1)\n", @@ -1012,13 +1096,21 @@ "metadata": {}, "output_type": "pyout", "png": "iVBORw0KGgoAAAANSUhEUgAAASwAAADhCAYAAAByfIirAAAABmJLR0QA/wD/AP+gvaeTAAAACXBI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\nRrCAZeGHNyBYAIIF/Fn/AdC9BSa8FfD9AAAAAElFTkSuQmCC\n", - "prompt_number": 20, + "prompt_number": 21, "text": [ - "<IPython.core.display.Image at 0x7f8aa88b5d90>" + "<IPython.core.display.Image at 0xb16f8dac>" ] } ], - "prompt_number": 20 + "prompt_number": 21 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "$\\dagger$ Example: 3D plots" + ] }, { "cell_type": "markdown", @@ -1028,9 +1120,6 @@ } }, "source": [ - "$\\dagger$ Example: 3D plots\n", - "===\n", - "\n", "There's some support for 3D plotting in matplotlib.\n", "\n", "* You have to import `mpl_toolkits.mplot3d.Axes3D` first.\n", @@ -1058,11 +1147,19 @@ "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAADtCAYAAAC78q85AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ - "<matplotlib.figure.Figure at 0x7f3d301a0090>" + "<matplotlib.figure.Figure at 0xb14275ac>" ] } ], - "prompt_number": 4 + "prompt_number": 22 + }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "$\\S$ Exercise: DNA sequence visualisation" + ] }, { "cell_type": "markdown", @@ -1072,9 +1169,6 @@ } }, "source": [ - "$\\S$ Exercise: DNA sequence visualisation (1/2)\n", - "===\n", - "\n", "We consider a DNA sequence as a walk in three-dimensional space:\n", "\n", "* Each base (A, T, C, G) is assigned a direction in this space.\n", @@ -1101,13 +1195,13 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAADtCAYAAAC78q85AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvXt8FNX9///ae3Y3mwQIJJAQEkABQSUoeKXSVrRAtaKt\nxdpKrSLYWvXTfqtttZ+qn2q9134+fNpP+5OL9UJRW5U2BAWr1hugFooiKBICCSThlnv2kp2Z3x/r\nGc5OZnZndmd3zu6e5+ORByTZ7J6dnTnnNe/zer/fNkmSJHA4HA6Hw+HkMXarB8DhcDgcDoeTabjg\n4XA4HA6Hk/dwwcPhcDgcDifv4YKHw+FwOBxO3sMFD4fD4XA4nLyHCx4Oh8PhcDh5Dxc8HA6Hw+Fw\n8h4ueDgcDofD4eQ9XPBwOBwOh8PJe7jg4XA4HA6Hk/dwwcPhcDgcDifv4YKHw+FwOBxO3uO0egAc\nDofD4XAyz/Dhw9HZ2Wn1MExh2LBhOH78uKG/sfFu6RwOh8Ph5D82mw35suSn8l74lhaHw+FwOJy8\nhwseDofD4XA4eQ8XPBwOh8PhcPIeLng4HA6Hw+HkPVzwcDgcDofDYYI5c+Zg+PDhiEQipj83Fzwc\nTo4hCAIGBwchCAJEUcybrAsOh1PYNDc3Y+vWrRg1ahTWrVtn+vPztHQOh3EkSYIkSRAEQf6KRCKw\n2WzyY2w2G0RRhNvtht1ul79sNhtsNhvsdrv8OA6HU5iwnpZ+zz334P3338dZZ52FzZs3429/+5vm\nY1N5L1zwcDgMIkkSRFGUozjhcBiCIMDn80GSJFnwkItekiQMDAzIvyeXtVLgEBFkt9vhcDjiRBEX\nRhxOfsO64Jk4cSLuvvtuzJo1C1OnTkVraytGjRql+thU3guvtMzhMAARKbTIIRDxIQgC+vv7MTg4\nGCdoyBcARKPRuJ/RX+RvyGuQ51ETN1wYcTiFh1mXcyqa6q233sLBgwdx6aWXIhAI4JRTTsEzzzyD\nW2+91ZxBgUd4OBzLIAKHCBBaxBABFIlEMDg4KAsZr9cLp9MJQRDk5yDPEw6H4XK55J+Rn5PnpMWK\nUgzRAoaMg44UKYUR+Z7ePlPbRiN/w4URh2M9LEd4lixZgsOHD+Oll14CANx77714/vnnsW3bNtXH\n8y0tDodh9ERxBgcH5S8AcLlcsoiJRCIIBAJxW1o0fX198Pv9Q35OCyDy+mo/I+PQEkZKAaMmjLTQ\nI4y4KOJwMgurgicYDKKyshKiKKK4uBgAEA6H0dXVhe3bt+O0004b8jd8S4vDYQyl4Vi5FSWKYpzI\ncTqdcLlcKC4uhsPhkEVAOimaesWEligi/6czwpKJIuU2GhDbkotGo0nHyYURh1NYvPjii3A6nfj3\nv/8Nt9sNIDYfXXnllfjTn/6Ehx9+2JTX4REeDsdk6CgO2XoCTtyREP/M4OAgRFGUozgul0veWlIy\nODiIYDCIkpISwxGeTLw/rWgR/T15z1pbaFrCKFnEKJEwUj4vh8M5AasRnnnz5mHatGl46KGH4n7+\n3HPP4ZZbbkFra+uQuZFvaXE4FqAVxQFOXJR0FMdut8sCx+l06lqYWRI8eqC3u7S20JIJIzWhRD8v\n/S/xL9GTIvkbEinjwohT6LAqeFKBb2lxOFlC6cVRpoHTW1XRaFQWOD6fTzOKkwjlxa22SJPHsLCA\n016fRO+XzhxTiiKSRUYLI61oEfEgkd/TgigajeqKGHFhxOHkN1zwcDg6oKM4JLOKQBZDInBI9MXl\ncslZVXyxVIccF4fDkfBxWsKIiE4g5nMKh8NDBJFWtCgVYaQUQ0qfERdGHA67cMHD4WiQKG2cNhxH\nIhFEo1HZcFxSUhKX0WQGaj6XQlpYkwmj/v5+eL1e+Tgpv8jnR3/pFUX0sSfng15hlEgUFdLnx+Gw\nABc8HM7nJEsbt9lsiEajssiRJAkulwtFRUVwuVxZXcASbWkVMqlkpNGfu9rWWjJhpFbDSPlcamNS\nixRxYcThZA4ueDgFjdJwHAwG4XA44Ha74wzHJIpjt9vhdruHpI1nGnox5Qtg+qQqjJQp+nprGAHQ\nJYzI72m4MOJwzIELHk7BkShtnCw+JHWcpI273W74/f6UDMec3MUsYaSnhhH9M/I4vcKI/JxkqvF2\nIBzOULjg4eQ9etLGo9EoIpGIbDj2eDzw+XzMGI75dhXbpCKMzCruCEDeanU4HLK3TM9WGhdGnEKC\nCx5OXpIsbZzUslGmjZNJ3+fzWTn8lOCiiH1okZIoM01NFJHv6XR9+jnJ9msiYURHjLQayJLvEwkj\n3ieNk4twwcPJC4ykjdN9qpSG41AoFLfNxRq0iZaLm/xFGW1Rg06ppxvMqmWlAdo1jNR8QGrCSAve\nJ42TK3DBw8lZ9KaNJ+tTlQuojbXQUtM58dARFhKFIX2IaNIt7pjIIE3+hvdJ45jBM888g0cffRSf\nfPIJAoEApk+fjjvuuAPnnXeeKc/PBQ8nZzCSNp6q4ZjlyAkZW6JFgdWxc6xDzxYaoJ6qr7eGUSJh\nRJ+T6QgjXvU6v3n00UfxwAMP4A9/+AMuvvhiuN1ubNiwAevWrTNN8PBeWhym0TIc03eY6fapoiHV\negOBgOnvJV06OztRWloKu90uCzr6/YVCITgcDrhcLgtHaQ2k8GChZtGRulAejyfjr6VVw0jt53pF\nES2MlP+qQf6GtwMxBqs3dN3d3aiursbq1atxxRVX6PqbVN4Lj/BwmCNR2jhgfp8qGlYnBALLY+MU\nBqlkpNHCyGgNI2XmGC2IlO1AyLxBRD8XRrnBu+++i1AohIULF2b0dbjg4VhOsrRxAFnrU8Wy4KHf\nJ5+gOTQs+rlSFUapFnckokgURTgcjoTCSG2svE8aYLvbnPcn/dLYHHrs2DGUl5dnPELLBQ/HEhKl\njdOG42z0qcolkk3arIq1TMPigs/RRyrCKFkNo/7+/oTRIq2MNKN90pRCKdeFkVGhYhYjRozA0aNH\nIYpiRkUPFzycrEBnhQiCMCRaQRuOrexTxbJoyNVJlMMxA1pIaBmwI5EIRFGE2+1WFUZq1ar1pOsD\n6sJIS2jzdiDGOOecc+DxePDCCy/o9vCkAhc8nIyhljYejUYRCoUQCARkAWR1nyoalgUPwD08HHUk\nSSpYwzYNOQ7kWGgJI3q7S29xRz3p+vRz8z5p+iktLcU999yDH/zgB3A6nZg7dy5cLhc2bdqE119/\nHQ888IApr8MFD8c09KSNE69OT08Pk32qWBY8+T7pcTjZglxLtPdHjXRrGGVCGOVrO5Af/ehHqKys\nxK9+9StcffXVCAQCOPPMM3HHHXeY9ho8LZ2TFnrSxkmfKlL2XhRFBAIBZvpU0UiShM7OTgwbNoy5\nsfX09MDr9cLlcsn1TOgxZjM1mTX6+vrg9/uZ+8yyRTAYlEsxFDJWlWbQEkZqQkkteqOnuCP9r56t\nNDVh5HQ6mb2hM0oqN6eFfXVwUiJZ2rgkSQiHw0PSxkmdlM7OTmZrxbC8YNIXeKK7QQ6nULHKvJ7M\nW0RQS9UnN4zJhFGiGkbkuYH4diChUAhut5uJ6DkLcMHDSUqiKA652PT0qSLPRf5ldaEmwoK18ZEw\nOhGTBOUefyQSyZusEY4+WDxfrYD145BKRpqW6VqPMJIkSfZDsnxcsgUXPBxV9KSNk20qI32q6AuR\n1QuQFR8PEZnE2E3EptfrhdfrlaNr5LOKRqPyZ6X0FyS7W8wHDwCHw/K8YoRUhZEgiPjkEzvGj4/C\nbo/NYQMDAwCABx98MKNjzgW4h4cDIHm3cQCqfarIl5GQaVdXFwKBQNLwr1V0d3fD7/db4odQep4A\nwO12w+VyyeFpj8cjCyH6uJOU/6KioiHPqXa3qPw/YCwbhSUK3cMzMDAAj8fD7DWVLQqxxUg0CmzZ\n4kBDgxPr1zsRDgONjQOoqREQDAbh9/shSRLa29sxadIkJm7mzIB7eDiGUEsbB+KjMGp9qnw+X1qG\nY1YiKFpke3zKru7EdBkIBOKKLBJTMhmjXozeLSrD5jxaxD75EtlIh0Rm3nyjrw/4xz+caGhw4uWX\nHaiulrBgQRSrVwdx+ukibDZAEE4cC5vNhtGjR1s8auvhgqeA0JM2TiIHmehTRb8Wy4InG9BbVeQ4\nu91uU4+zUZSCRQ2tSJFatdtcjRZxcpt8Pafa221obIyJnHffdeDMMwXMnx/FnXeGMXbs0Pm0UMSf\nEbjgyXOMGI4z3aeKwLrgycT4yGdAtqpINVgjlaSTjSsbxzWT0aJE4oiTGL645d8xkCRg1y471q+P\niZy9e+2YOzeKRYsGsWJFEKWlif9eFMW8Oh5mwAVPHkJ7cZRp47Th2Ko+VXa7PS66xBpmCQd6S5Bk\nTrlcLvj9fssqSWeLbEeLOJx8EDzRKPDuuw6sXx/z40SjwPz5Ufznf4Zx3nkC3G79zyVJvPq2Ei54\n8gD67pnuU0UvBiz0qSLkc4RH2fTU4XDA7XajpKQkbUOpcly5PrnrESt0GQOl0ZquXQLEjLuFGC1i\n+VriJKe3F3j11ZjAeeUVB2pqJMyfH8WTTwZx6qkxP04qcMEzFC54chS1tPFwOAxBEGRXPh3FYaFP\nFSGfBA/5HMhWlSAIzLXLyGVo8a51LCVJQn9/v5ydVqjeolwcs5nkUoSnrc0mR3E2b3Zg1ixBjuRU\nV5szN+bS8SguLpbHSq5lcoP4xz/+EVdddZUpr8MFT46QLG2cjuSw2qeKQLbVchWSOk4iOQAy7nsC\nkh831oVkptFT5RZQL/+vrHTLvUW5B8sLvCQBH39sR0ODE42NTjQ1xfw4V189iJUrk/txUntNdo+H\nkr6+Pvn/dXV1WLFiBb70pS+Z/jpc8DCMnrRxZZ8qSZLkGjKsnuysL8xq4yNbhuRYWx0xY/WzZRly\nzIyW/zcSLbKi03UuLWyZhLXjMDgY8+MQkSOKMT/OXXeFce65AjLdXYe148ECXPAwhJ60cVEUNftU\nAUBvby+zfaoIuSB46H405CsTKfpGx8XyccsXjHiLlNGiZD2ReLQoc7CwwPf0AJs2xbaqNm50oq5O\nxLx5UTzzTBBTp6buxzFKIdUkMgIXPBZjJG08WZ8q+s6TZVhduMnnQMRkJBKBy+WCx+OJ22NmFVaP\naz6SSrRIabqmvwegy1ekdg7yhc1aDh6M+XEaG53YssWBs88WMG9eFHffHUZVlTXXIy20DWHWecTo\nPMQFjwXoTRtPpU9VLih7lhZm5bYgEFvE7HY7SkpKmDqOLB03jj7oRUdLHOmJFpFor5ogoh9TyNGi\nbGUlSRLw0Ucn/DjNzXZcdFEU3/nOIFavDqKkJOND0DHGFNeAPJ9fuODJAnqiOGp9qowajmlvD8uT\nntV1eJK1chgcHEQoFGL6GHLyh3SjRWROCQaDaUeLcplMznuDg8Dbb5/w49jtMT/Or34VxtlnZ96P\nYxTW1wCr4IInQ6iljQPxooSO4pjVp4qICZayspRYEamgqxwLggCn06nZyoHViYJHeAobrWgRuVny\ner0pRYuSiaNcwexFvrv7hB9n0yYnxo8XMX9+FM8+G8SUKdnz46QCFzzqcMFjEnrSxnmfqngyeVHS\nqeNGWznk0jGkydVxc8zDDG8R3f4DSBwtYqlRrBnnfmvrifo4770X8+MsWBCL5IwenTvXFhc86nDB\nkwbJ0sYBa/pUsV7jJlNbb2qp46m0cmBVOLA6Lo61pHIdpeotUtYsYi1aZPQ1JAnYscMui5yWFhsu\nvljAtdcO4qmngiguztBAM4woimlXdreKffv2Zey5ueAxQLK0cbvdLm+dWNmnKhcWRbMWbzWDt9vt\nhtfrTfmC58KCwzHPW6QVLVITR/TrGkWv8ItEgLfecqCxMSZyXK6YH+fXv475cZx5sCqqHQs+p3HB\nkxQjhmMW+lRZbQjWS6qigk4dz1QrB1YFj3JcWucWD2cXFlZ/3nqjRcovZWp+OtEiel5Wo6sL2Lgx\nZjjetMmJiRNFLFgQxfPPBzF5Mtt+nFTggkcdLnhUoL04kUgE4XAYPp9viOGY1T5V+SZ41FLHs9HK\nweqFxCi5NFZOYaF3SyvVaBF980nE0YEDNjQ2urB+vRMffODAuefG/Dj33RdGZWV+L/5qc9fx48ct\nGg07cMGjgIgZuqYFMb2SBZf3qUqfZJEotSy2bIlKVoWDUiTmmiDjZIZ8Og9SjRbFBBHwwQcSNmxw\nYcMGD9ra7LjwwgiuuaYPq1YNorj4hDgShNzMRNMDOSbK99XW1mbRiNiBCx4FxFhM2jeQbaq+vj45\njdnpdML+6adAJAJpyhSAIcGTyx4eslVFImdWtnLIhKmakxly4XznmActUiIR4M03Hfj732OenKIi\nGxYsiOKRRwYxa1YUdrsEUZQgSQ7NaBEtfDLhLbIK5Xjb29stGgk7cMGjQjQaRVdXl7zgRiIR2XRM\nsL39NhyPPQbbwYOQpk2DVF8PccYMSPX1MRFkkfMtVyI8ZJz0VhWJnFnlf1KOj7WFlB6T1p1poQq1\nQnu/hUxnJ/DKKzE/zquvOjFpkoivfCWMtWv7cNppbsqPYwNgS3izlMxblKhRrNr3LJyHWnXYeISH\nCx5VnE4nhg0bJp+84XB4yEkkfu97EL/3PaCnB7bt22Hftg32f/wDtocftlQEsR7hIanjxHAciUTi\nImcsTBgAm4KHw1FDkrLTUsFK9u8/UR/nX/9y4PzzY36cBx8MY9Qo6fP5xLj52Ki3SFnQka5ZxEq0\nSOuGp6OjI2OvmStwwaOCMn08od+kpATSF74A4QtfOPEzC0UQWahZussnxczIVhXpVWW32xEIBKwe\nXs5Btv7C4fCQyZRMyqzcbXI4qSBJwLZtJ+rjtLfb8JWvCFi2bBBz5gTh9ysfn9n5TilY1Mc8NFKk\n9i95vkxFi7SOBY/wcMGjiXL7wNA2kYUiiM4ks3LB02rlQEzexCPFKqxFeMjxBICenh64XC44Pz9P\n6LtNAAiFQgDU03tZDMFz0sPqa90swmHgn/90yCLH7wcWLIji0UdDmDlTBOt19LIZLaJvytXSz3mE\nRx0ueDSgFzxTtomyKIKIQMtmmJukjtNG70StHFgTFEqsHh8xV5LyB+R4AkBpaSnsdrssgGgGBgbg\n8Xjkc1Y5sSaaVBMJIw4nExw/HquP09DgxGuvOTF5sogFCwbx978P4KST9F9/uST6Mh0tEgRBLoIr\nCIKciHPs2LFsvcWU+fOf/4zf/OY32LlzJ/x+P+rq6rB48WLceOONpjw/Fzw6ICeP6WRIBGXLx0MW\nUGUrBz2p46wXSLRC8KjVG1Km4tMiJ9EYjab3JuqnxEUR2+TSYg8A+/bZ0NgYEznbtzswe3b088yq\nMEaOTO2ayzcfk55rilz7atEiURQRDofx1ltvYdGiRRgxYgTzrSYeeeQRPPTQQ/jd736Hiy++GH6/\nH9u3b8fDDz+M6667Tr7hSwebxPJttoVEo1FZ5JDig5b5TSgRZNu2DbZ//SuhCOrt7YXH4zHlBFGi\n1crB5XIZuqAEQUBvby/KyspMH6MZ9Pf3w+FwoKioKKOvoyYa3W433G63aiuSzs5OOcJDMtvox5AI\nj1mTm9adpvL/gHbbAPr/mUAURQSDQfiVxo4CwezP3GxEEfjXv+yyyDlyxIZ586KYPz+KOXME+Hzp\nv0YwGIzb5i1klOdDJBJBW1sbbrjhBrz77rtMRta7u7tRVVWFJ598EgsXLtT1N6nclPKzQwPdpuVs\nYDASVDxtGsQZM2CbNSttTxDZWiGLsllFF63eMrISEkEhXw6HQ3f/r2THzezjqvdOU2/43SpRxMku\noVC8H6ekRMKCBVH89rchnHmm+X6cXItyZRLlsSBZsCNHjrRwVIl59913EQ6H8bWvfS2jr8MFjw4s\nFzxqJBBB4tatcL72Gpy//W1KniC1rRVSANCs1HHWBY/Z41NGxqwsqmg2RsLvyghRMlGkJozIa3Ji\nsLLYHz8OvPxyLIrz+utOTJ0aSx1fv34AEyeye63nE1oZum1tbRg9enTSv7e9/ro545gzx9Djjx49\nivLy8ri58Nxzz8WuXbsQDofx8ssvY/bs2WmPiwseDegThsVUb1U+F0GDs2YhJAixEL9OT5AwaRIG\nqRo5mW7lQJ6P1WNqhuChI2N0k9Pi4uKU37MyezBXSOYnArRFEamMq2XUJH9L91GiX5OTOZqaYvVx\nGhqc2LHDgQsuiPlxHnssjPLy7IkcVucRq1ATPGPGjEn6d0aFilmMGDECR48ejUu2eeeddwAAY8eO\nNe3mkwseDZSCh2Q+sbpPThO3WCeIBOGDD4CNG2F/8EE4Dx2C85RT4Kmvh+2MM4Azzsh4sUQW0ue1\nMFyKANrbfyxUjs4F9IgiYGhaL/mciNGa7rqdC5Vx0yWb15AoAh98YJdFzvHjMT/OLbdEcMEFArze\nrAxjCKzOI9lG6zi0t7frEjxWcc4558Dj8eDFF1/E5ZdfnrHX4YJHJ6xXMKbR2oKTU52dTgyefjrE\nU0+Fa8mSmOk4GIT93/+GY9s22F5/HbZHHx0aCZoxA9LkyaaJIJa3tfSOTZk+Dpi//WdkXCwfU7NQ\nbm+RFiVearXVMlnT0SLlc+WzKEqHYBB4442YH6ex0YlhwyTMnx/F//5vCGecIVreSjDfz3cjaJUj\n6ejowDnnnGPBiPRRVlaGX/7yl/j+978PSZJw0UUXwe/3Y8eOHejv7zftdbjg0YBMdLSvgDkfjwb0\nuEkWEIk62Gw29VYObrc+Y3RrK6RTTzVFBJFjmgtRMxra40Qf02x0cufow2itEz21ilgURZla7I8d\ns2HDhpjIeeMNJ049NebHueWWAUyYwJbAoD+jQkcrwqN3S8tKfvKTn6CqqgoPPvggrrnmGvj9fowf\nPx4PPvigaWKNp6UngBR8A7KXpmwG0WhUrsZLWjkQ/0ja4kItRT5FEZTJ9Pl0UZYiSJQ+nk3BRh8z\nUjqBnuBCoZD8eRcKgiAgFAplJC1dT0q+lbWKJElCf38/iouL036uvXttaGiIZVV99JEDc+bE/DgX\nXSRgxAh2l4lCL0tAQ9Ysj8cT9/OrrroKK1euREVFRd5ExHhausnkUoSHbuUQjUYBxLZW0kkdV0Vv\nirwOEcTy9gvx8ITD4bgeYHrTx7M1RrWfsXpMM0mm7u5poZJvBRxFEXj/fbsscrq6bJg/P4of/SiC\nL3xBQA7c2wHg/h0arWPR2dmJESNGWDAituCCJwHKWjws9X4i2yparRy6urrk4nUZJ0UR5JwyJWaM\nVtyNWAlJHw+Hw3Hd3E0XjilSqIKGZYyKIqXhmhZFgLFaRUYX+2AQeP11BxoanNiwwYkRI2L1cX7/\n+xBmzLDej5MKXPCcQJKGVpymz6tChwsenbAQ4VHbVtFq5WD5wqhDBBU/9BDsBw+a5glKFWWjU5fL\nBY/Hg2AwyLu5c0xBb62iVAo4knlBSxQdOWLDyy/HRM4//+nE9OnC55GcAYwfn/vimQueE6gdC2Jk\n5seIC56EKAWEFYJHq5VDsm0VJg3BChEUDAYhdXfD/+mnGTNGq6GWPq5sdEp8IaxhuZDlZAy9ogg4\nUauItL9R1ir67DMHNm704uWXPdi924k5cwaxYEEYv/1tP0aMoO/2c38R5ILnBGpZWseOHZO3s4YN\nG5Y3x2rYsGGG/4YLngQot7SysdBo1XIxuq2SCwujzWaDGAhkJTtMuQUIQD1bjRob68cPGDrZ58q4\nOamh3Doj4tzlKsJ779nR0ODC+vUO9PXZMG/eIP7f/wvjvPP64Haf8BaFQtqdtnlV69wmWZXl48eP\nWzEsZuCCRydkIcnE3QSd5mxWKwcWtuCSobk4m2SMVqaPG+nmzqpwoMfFF6LCZmAA2LTJiYYGDzZu\n9KCiIubH+eMfQ6ivp/046hl7akZrEinKpQKOPMITQ2u+yoWU9GzBBU8ClHfOZm4TqTWQ1LsY64HV\nBZvGkCgzIILEqVMROe00RKZNQ7S+Ho6pU1FSUpLS58YnUw5LHD5sw4YNsSrHb73lwPTpUVx0UQg/\n+5mA2lpj17uRWkUsF3BUM+oWIlr1iPT20SoEuOBJgPLESVfw0FtV0Wg0ow0k7Xa7vL/PKmmLMtI7\n7PzzT/Ss6uyE5+OP4dm5E/7Nm2H//e9T2g6jDaEsCZ5cELIc85AkYM+eWOp4Q4MTn3xix5e+FMXl\nlw/i//4viEAgtk3rzVBPByOiyKoCjqxdo1ahdRw6Ojpw/vnnWzAi9uCCJwnp1OIhIWKyVZXN3kq5\nsDCmM0Zi5qbFo9vthqu6GvaaGuArX4EAQACSN1A944xYF/ksZ4dlAqvM9RzzEARgyxaH3K8qGATm\nz4/ipz8NY/ZsIa6Kw+Cg9Yt9OrWKtESRkVpFXPDE0DoOrPfRyia5PbtnAaOCh1zEJOJAfCOZ6q2k\nRU57eDRQSx/XJR6TbYe9+ipsDz4I26FDcSLINXEipBkzmKoTpBQ0fKLPD/r7gX/8I1YAcMMGB8aM\nifWrWrkyiOnTReT6x2xmrSKlKCJePfp1CvG60Oqj1d7ejqqqKgtGxB5c8BhA6+6ZXJBkMXY6nXC5\nXCn7RswglyI8WncmahEykpKftnjUIYJK778fjvb2vIwEcayno8OGxsaYyHn7bQfOOEOQIznjxum7\ndvMpupFuraJwOKwqihJFi/IJrXOhq6srpRTufITP2klQpqbTZj1ltIGliry5EuFRYjR93FQUIqin\npwfewUG4d+5MGAnKpghSClmelp47SBLwyScnWjns2WPHl78cxTe+MYg//jGIsjKrR8g+akIlEomg\nqKhI/nmqBRxzXRTxKsvJ4YInCfRFRCI53d3dAGKp46ZEGzJAJtPozYREzWhDN2nMaXX3cZvNBilZ\nnSALRVCuTciFSDQa8+MQkROJxPw4d9wRxvnnC0i3by7r13emURP3eiNFAIZknxkRRbSZm4XPgFdZ\nTg4XPEmIRqPo6+uTS7cDsHwh1gOrWUYE4nUCgO7ubia2AXWToifIDBFEBGIoFJIN28q7USIgC8XP\nwNo53tcX8+M0NDjx8ssOjB0b8+M88UQQp52W+34cltBKxU5GMj8ReW5AWxQlqlVkRQFHtevgyJEj\nKC8vz+iTUev5AAAgAElEQVTr5hJc8CTBbrfD6XTC6/XCbrejs7OTebFDYG17Q83rZLPZ4PP54GHI\nGEwwdPwyLILIFmooFJLv2jweD1yuWFE5uj4KAE0/AwtduvOR9vaYH6ehwYl333Vg5kwB8+ZFceed\nYYwdy841yNGPHlEEpF7AUS0lP53rUBTFIX/f0dHBa/BQcMGTBKfTiaKiIvl7lqMmSljop0WnjwuC\nIPcCI16n3t5eZo9l2oIxTREk2Gwn6gtRTU0jkQiKi4shSRIikUjc8RMEAeFwGD6fD4B2OjA9ISer\nkcJS2J4VJAnYteuEH2fvXjvmzo1i0aJBrFgRRGlptsZR2EX3WJiLlZEcNYyIIj3CSO35yd/THDp0\niKekU3DBYxAiInJhkrEqwkMyq+heYFrp46xFoWgyMrYkIsi2aRPsDzwA26FDsE2ZAtv06XCfeSbs\nZ54JTJmCQWorUO97SHanqmXwVKumm8zkmc9Eo8C778b8OI2NTkSjMT/OL38Zxrnnpu/H4RiHBcGj\nByOiKJUCjvRzkNcDeA0eJTaJ1dWGISKRiHwi9fT0oKioCO4cmN36+/vhcDjiIlSZQCt93O12JzV0\nZ2uMqRAMBiFJkhwtyRRKgeh2u+EOheDauROObdtg27YNtg8+gO3QIYhTpyI8bRpc55wDcfp0hMeP\nh83linsuOsJjFmoTMStZLySrLxPVhnt7gVdfjW1VvfKKE+PGiZg/P4oFC6KYNs16P04wGITL5YKz\nQMskkCxZFuePTJAoYku2tCRJwmWXXYbBwUH4fD6Ul5fj/PPPR3V1NaqrqzFu3DiMHTvW0Otu2LAB\nt956KwRBwPXXX4/bb799yGNuvvlmNDY2wufzYfXq1aivrzfrbZsGFzw6oAVPX1+fvLXAOgMDA7DZ\nbBlZCEj6ON3wlIgcIx6nTI4xXTIpeFRFTjKB2NMD8YMPEN26Fb5du2Ii6OBBiFOnQqivh1Bfj8FT\nT0Wwtha+khLTx5wILYOn8v8A4rbKzPATmS142tpsWL8+tlW1ebMDs2bF6uPMmxdFdTVb02WhCx4y\nN+fCfJxJ6GtAkiS0traitbUVq1atQlVVFURRlH9WWVmJv/71r7qfWxAETJo0CZs2bUJVVRVmzpyJ\nNWvWYMqUKfJj1q9fj+XLl2P9+vXYsmULbrnlFmzevDkTbzUtCvMqMQi9tZEL9W0IZvfTIuFVM9PH\nWd/SMvOzVhM5huoLlZRAnD0bA/X1cJeVxTw8R4/C+eGHsG/fDuc//gH3I4+g+NAhSFOnQpgxA8L0\n6RCnT4c4aVLGU+SB5FkvWttnapV0s9WIUpKAnTvtssjZty/mx7n66kGsWhVElrWjIXJlS4eTWejz\nwGazYezYsRg7diwee+wxLF++HCNGjEj5ubdu3YqJEyeitrYWALBo0SK89NJLcYJn3bp1WLx4MQDg\nrLPOQldXFzo6OlBRUZH6m8oAXPDogJ5QcqEpJ8EMMUGMsXRXd7fbbVr6uN1uN+RJySZmHL+0RY7K\nmOIoKYFw/vkQzj8fg4hFWEKHDyPw2WeyCHI88ghsbW0QTzklqyJIbezJ3nMqPgby2Gg0qttkPTgI\nvPOOQxY5QMyPc/fdMT8OtUvIYRgu+GJo+Uq7u7tRlmZFy4MHD8ZtgVVXV2PLli1JH9Pa2soFT67D\n8gKtJNVolDJ9PJNd3VmP8BgdG+1nIuH2rFWKJmMIBOJEEACgpweOHTuYE0FKjJisiSAiNyBEFGmZ\nrPv77fjHP9zYsMGNjRudqKuL1cdZsyaIqVOt9+NwjFPoWWoEteNA70qkg945SzlXsihEueDRgTLC\nkytbWkYWbLrSsVr6OAtjzDZ6x6YUOQAyVilaOSbdWW+KSBCAnBFBSpQZL+Q90x4eInxaW4HGRhca\nG13YutWJs84axMUXB3H77SGMHn2iCm04bFP1FrE4adMUeoSj0N8/Qe04CIJgyvxTVVWFlpYW+fuW\nlhZUV1cnfExrayuTDUvZmcUYJlcFT7KxGkkfzxQsC55EZFPkZIw8EkEESQI++uhEfZz9++246KIo\nrr02iqeeCiMQAAA7JCkmjtT6LCXqzG2GyZpjHlzwxFA7DkeOHMHIkSPTfu4zzzwTe/bsQXNzM8aM\nGYO1a9dizZo1cY+59NJLsXz5cixatAibN29GWVkZc9tZABc8hiELdC5caMqxqi3SZKvKqn5gLAse\n5dhYEDlqYzL1dXNQBA0OAm++6cLGjR40Njpht8f8OPfeG8Y55wiqQ0rHZG2kaGOmRVEuzEOczKN2\nHrS3t6OysjLt53Y6nVi+fDkuvvhiCIKA6667DlOmTMEf/vAHAMDSpUsxf/58rF+/HhMnToTf78eq\nVavSft1MwNPSdUCMu4TOzk6UlpbmxN7x8ePH4ff75bRFILX08UwhiiK6u7sxbNgwS8ehhiAI6Onp\nQSAQGCJyrDp+kiShs7NTPl5KP5kkSejv74ff78/s2CgR5Ni2LVYvKIsiqLsb2LgxVgBw40YHxo8X\nsGCBiAULopgyJXt+HK2sM/pnQOaKNvb19WX+s2aY/v5+ue1PoaJ1za9fvx6fffYZ7rjjDgtHxxY8\nwqMD5WTCerVlktVCFuhQKAS3241AIMBcY04WI2Z0jSFJktDX18fMdhX92mrjyNrYLIgEtbTE+lWt\nX+/Ee+85cM45sfo4d93Vj/LyiCW1nFIxWdNRonSKNvJ7VR7hArQbqPIqy0PhgkcnrNfi0UofFwQB\nPp9PbjLJGqxMVrTIITWGyDFLN62zYDBZBEkSsGPHifo4LS02XHyxgGuvHcRTTwVRXBx73OCgiGg0\nq+/UEEqTtRKtoo2JKlnTz0Uq7Baan4gLvhhaoq+trS2uVg6HCx7dsCh4SGNOInJcLpecAk0mRGLA\nZBmrmpyqiRy6xpAkSQiFQszdRZJzkaUxaWJQBPWdOgXLqyZif+tCNG48BW53zI9z//1hnHWWuh8H\nYEc4p0KqfiIyB4XD4YQm62z5ibINmdfy5f2kitZcwDulD4ULnhSwUvAo08eJyCkuLtbc4mBBnCUi\nm8blZCJHOa5chHlB9LkI6pgxGds6JmFbxyR8sv89iNv+hZObP8Sbp9wJR2UL/npjHSZN4vVxAPWi\njaTBK2l9kkrRRrXtM/J6uUCujDOTaF3r7e3tTKaGWwkXPDpRpqZnq/gg2e8nIodU69WbPk4q0bJM\npgWPEZGjNTaWJlb6eLGc5UZzdOAotnVsw7aObdh+eDu2d2xHb6QX00dNx/SK6Zg/fRGmX3Q/xpeN\nxzWDgzjv44/hqQvCZivsHklGSNdPpMdknckmsEZh7bq0Cq3j0NPTg9LSUgtGxC5c8Ogkm7V4zEwf\nL9QID7mzVfb9MtoSIxcEBWsTfzJxc8WkK/Bfs/8L48vGq467yu3GTRUV+FlLC/48caIF7yA3SOVz\nT+YnIs+rzDozw2RtNqyd91ahlkBDf0acE3DBkwKZWqDVTLPpZgblQu8vs44nnZ1GjNsulyutvl8s\nCh6WxkTEzfbD22P/fi5uTh91Ouor6mVxU1dWB7tN/+T7w4oKnPXxx9jY3Y25/C41qxg1WdP/0pEj\nNT+RmqcoVbjgiSFJQ9tKmFVlOd/ggkcnmYjwKBfoVKMQicj3CI+ayHG73fB6vaYdQ1bEhV4yJYgy\nJW7U8NjtuL+6Gre3tOCCQABufqc6BKsW/FRN1mYXbcy16zJTqJ0Hhw8fxqhRoywaEbtwwaMTZf2T\nVGvH0I05o9GovEBnojEnkBseHqNj1BI5mWpuyhrZiPDQ4mZ7R0zgEHFDb0uZIW60+EpZGVYcPYrf\nHT6MW02oGMvJHnqiN8lM1sn8ROT3hR7pUXv/7e3tPENLBS54UoBcdHpTqbXSxzPdmJOMNRciPMm2\n3bIpcpRjY1kwmhFtTCZuLp90Oe6ZfU9GxY0W91dX48u7d+PK4cMxxu3O6mtzMku6JmsyZ0Sj0YRZ\nZ6yYrDOB1o13W1sbLzqoAhc8OiEXjbIWj9aFSkzHg4ODcvq4x+PRTB/PFCR6wvJdkJaosErk6Bmb\nldBjMjq2ZOJm4ckLLRM3akwoKsK1I0fiPw8exON1dVYPhylYvqbNIpGfKBQKyV5Ho0UbzfYTWQ2P\n8OiDC54UUd5Zp5s+nily4SJWLuDEuJ2NLT8jY2MJcpxIYURlBV5RFHE8dDwmbD4XN9s7tqMn0sOs\nuNHix5WVmLlzJ97p7cW5sXbnHE7ceZ+Kn4jYC3K5aCOpsq2kvb0dU6dOtWBEbMMFjwGUER4icOi+\nVWRxtqr7uBpWVTI2giAI6O3tRTQahdPpzNqWnx5YETwk4iUIAvr7++F0OuF0OiFJkhy5+ffhf2P7\n4e3YcXQHeiO9OLX8VJw+8nR8te6ruPPsOzG+bDycDiezE7gaxQ4HflVdjZ+0tOCfU6bAkQNjzgaF\nEOExAzP8RHpM1lYUbVTL0AJ4Hy0tuOAxABE8pPM4ETxmpI9nEhajFLR5mxRx9Hq9zIgcgtWfp7Jc\nATnHvF4vioqKEAqFIIoifrX5V2jubsb0UdPxtYlfw13n34WJwyfCbrPHT+SihHB0aCsCViZwLS4f\nNgwrjxzByiNHsIRnn3BgruAz4idKVKOIPFe2ijZqHQMueNThgscAoVAIfX19cDgcsNvtsNvtCORA\niJ2l3l+0yCHmba/Xi76+Png87FXVtUIsqtVkIuUK7HY7+vv7EQ6HZbMmADz2pccgCII8+bpcLkAC\nROnE564Mz5PJMtkEnmzyzoYgstlseLCmBpd8+ikuHz4cI1Lotp5vFHqEJ9vvPxWTdaaLNmodg97e\nXl5lWQU+axjA7XajtLRUbi0RDAatHpIurIzwKNPwyXYVbd6mJwLWyFaWG/GAhcPhOJETCATgcDhk\nI6YoinC5XPLPotHokONHjOrKLtq0T0rrPdFbscq/oQ2hat6HTEeJpnq9uGLYMNxz8CB+O25c3LHj\nFB4sCr5EJmtgaNFG+ppKpWij2jEgr8HasWEBLngMQPwSADtREz1ke6wkDZ80OFUTOTTkwmV1AsvU\ngkpEDt1CxOPxxIkcEu0B4jPuBgcHZQFJG+PVJlDl92qRGvL8ZFxa79nqKNHPx4zBzJ078d3yctT7\n/fLPWTtvOJklV0VusggRYKxoI/HwSJKEpqYmfPLJJxg9ejScPAKqCj8qKUJEBIuLtJJsRHiUIsfl\ncunOUEt0t8ICZh87ersKgGzQdjgc8mRGRA45NtFoFKFQaEg1aeWdJMlY0RNy1xJFAOQtW+XdKh2V\n00Jp2KevlWQZMolShwFgmNOJ/6yqwk9aWvDKpEmwM3i+ZAstw2ohweJ8kS5GTNbBYFD29bW2tuLp\np5/GwYMHsXfvXni9XlRXV2Ps2LEYO3Ys7rvvPlRXVxsez/Hjx/HNb34T+/fvR21tLZ599lmUlZUN\neVxtba3cJcDlcmHr1q2GXyvT2KRclcoWQFKBCZ2dnfIWF8uEw2EMDg6iuLjY1OdVEzlutzulNPyu\nri45ssESkUgE4XA4ba8WHckRRREejwdutzsuaqMMRZO/iUajcr0Rl8uV0fNNeWepJoroKJHSc0B/\n7vR2GP1z+rGJokT0OIATUSIJwLx9+3B9eTm+NWIEotEoJElCUVFRxo4Li4RCIXlxKTREUUQwGISf\nivIVIv39/UNufN5//3288MILuP/++9Ha2oqWlha0tLRg4cKFKfl6brvtNpSXl+O2227DAw88gM7O\nTtx///1DHldXV4cPPvgAw4cPT+s9ZRIe4TGAchEnd66sCx4zIzzpRHKyNUYzSWdcSpFDShbQkRxS\nLZYs/nSpA5vNJtdyymahRT3GTK3tMvJ/OjqjNfZ0okS/Hj0aiw8cwFyvF8WfP66/v19XlChfYDUi\nmg0K+b3TqB2H9vZ2VFVVwefz4eSTT8bJJ5+c1musW7cOb7zxBgBg8eLFmDNnjqrgIeNhGS54DEIv\ngKwu0krS9fDQBRXNFDk0rB5Lo+NSCkI9IkcURTkKZ7PZ4HK55C0uFiHbZlqoZaqoVb9NVtyNjnrR\n56/NZsOsQAAXBgL4bWcn7qqokKNmap6HQqm2W0hwwaMtLsyustzR0YGKigoAQEVFBTo6OlQfZ7PZ\ncOGFF8LhcGDp0qVYsmSJaWMwCy54DEIvgLliXE5FTKi1xshk1ehcFjxaUS9icleKHFK0kq5BRERO\nPkQikmWqAIgTQlqiSMtcTf79eUUFvrBnD670+zHZ5xvSj41EiWhzp1leIhYo5EW/kN87gT5fadrb\n23Hqqacaeq65c+eivb19yM/vvffeuO8T3RS8/fbbGD16NI4cOYK5c+di8uTJmD17tqFxZBoueNIg\nVwSPXoO12haM1+vNStVoVgUPoH4nRRbKcDg8ROSQ3ycSOZIUq5Xj9XqZLViZSYyaq+n/k8jNMAC3\njBiBXxw5gudra4ek8yqjQ8ooEZ0yr+Ul4lEiDqtozeepFB3cuHGj5u8qKirQ3t6OyspKtLW1YZRG\n4U8SVRo5ciQWLlyIrVu3Mid42DafMIiar4B1komcYDCI7u5u9PT0QBRF+Hw+lJWVwe/3Z60PGKvH\nUmnCDYfD6O3tRVdXFyKRCDweD0pLS+VtK1L8DziR5h2JRNDX14f+/n5IkgSv14tAIJA1MZmLEBHh\ndDrlc5DUHXI6nfD7/QgEAvhBdTWOCALW9/XJjyFClHxFo1EIgjBE8AAnIk3k9+RfIm5ISQWv1ytX\nAvd4PHFlAEj9pGAwiP7+fvT392NgYAChUEjeqlSrl8RJHR7hgaZ/1Owqy5deeimeeOIJAMATTzyB\nyy67bMhjBgYG0NvbCyDmpXvllVcMR5myAY/wGEQpeMiWBOvQ/bS0zLRWLr6sR3jU+nyR3ykjOWSL\na3BwEKIowul0wuPxcHFjAJKaTwzcRPj4fL64Y1hkt+OR2losa2rCgvJy+KiIUSop+HTEhs4ySxQl\norfayEJMZ5llKkpUyIt+Ib93gtYx6OvrM7XK8k9/+lNceeWVWLFiBWo/T0sHgEOHDmHJkiVoaGhA\ne3s7Lr/8cgCxshtXX301LrroItPGYBY8Ld0ggiDINVKi0Sj6+/tzooR3V1cXXC6XfKfpdrvhdruZ\nWYRDoRAEQWAizVSSpLgWGJIkwefzySnh9GJJb4eQxTkajcop5Kwc31yAiANyHI2k4n/ns88wqagI\ndxqsM6IUQOmm4CufW2nGTuQloksCaIkh+mdqKcmFQiGn5BPC4TBstlgmJ0GSJMybNw9vvfUWn3dU\n4BEeg+TKlha9eJBIDtmuYnERtjrCoxQ5dHG/np4e2Gw2ebuDjgDQIodEf5RRCE5iaJEDQG7Ga2Qh\nv2/sWJy7cyeuLi9HnYF6PEa9RMlS8GlvED3+ZFEi4v0yEiUCYotesmy3fIRHeNQLT5IehYV+bLTg\ngscg9IlEJidWLj4yMSqr+Pp8PoRCIbkoIItYIXjItgndiZyuYEwWNKfTiWAwGBfVIX9vt9vhcDji\nMqxYOBdYh3htyLYf2a5KNRNqrMeDH1ZW4qcHDmBtmnVHaJJlnNFRGS1RpJWCT56ffh6tMSgzzmw2\nGwYGBuIyAelsM71RIk7uorbudHR0aJqKOVzwpIVyArICLZFTXFwcl/1DFhZWyZbgUYoctSad5DFA\n7C7d6/XKf0M6lJMFiCxqoVAobnGjFxf6q5AXGrVtPzO9TTdXVmLmhx9iU3c3LszSNjP9eRot1Kgn\nBZ+8BnAiMkT7xsg143A4UooSKV8zV6JErNxkWgk5b2jMrsGTb3DBYxBa5ADWVFvWK3KU42bZrpXJ\n8SmPF9n3TiRygNhWSygUimvtkMwzoWaSJb4pNU+ImjjKp4lcr/nYDIrsdjxQU4P/t38/tk6bBjcj\n3haybaYFHSHSEkX0Ak9ENWlNonwe8n/l9jstZugUfPq1cyVKxAWP+pYWqbLMUYcLnjTJlo8nFZGj\nHCfLGWV0VowZJDteSpFDJm+SYpxqa4dUPCF0yjJ9t58oSsQyWubjbLTImFdWhscPH8bvOjpwa47c\n6Wptm5HzgRbqTqdTvlbItqBSSCufiz5fEs1VyigRHcEk/yqjRHQkKJtRokIXPFpzZVtbm6kp6fkG\nFzwpoBbhyQT03XEqIkdrzCxCwu/pQkROOBwGcOJ4kUVCTeSIYvZaO+j1hCjv8ukoEYAhIoiFO281\n83G2W2TYbDY8OG4cvvTxx/jmiBEYTWWw5ApEyJBr3uVyIRAIJI0sKrPLlOcQoJ6CT58vibxE5HPU\nGyWiPW/J0vCNwPI8li1osUnT0dGB6dOnWzQq9uGCJwWUoWIzBQ/tMaGjDKmIHBqWM8poUrlzU6sr\npBQ5udLaIVWTLB0lyqaPSM18bHX16IlFRfjuyJG4s6UFKyZMsGQMRlHzNxk5jsnOG/IaiWoSqUWJ\nyGsbjRLRf6e2Xac3SkTej9Y2faGiNU+aXXQw3+CCJ03M2CpKZqQ1g1yI8NB3jckw2olcKXIkKTdb\nOxgxyWbKR5Rp87EZ3DZmDOp37MA7vb04NxCwejiqKLf+SF2ZTJU1SGW7Vfk9kDhKROYYLVGUKEpE\nC/ZEUSJybIi3zkovkVVwwZMaXPCkAH2ipboVoyVySkpKMrIFkAsRnmSijPYzKDuRk98nq3qciyLH\nKHoWNuVipsdHRBZoUnMok4tzuhQ7HLivpgY/3r8fb02dCgdDY6TPSSC1ukOZQE90EcCQrTKtKJFW\nCj55Dq3nTxYlIte40r+USpQoV1HL0AJibR1KSkosGFFuwAVPCii3tPRGTrItcrTGwOqFryZ4lCJH\n2aRTLZKjFDm8tUM8RBBpQUfIiMAhfhL67ppsZ7HkI6L5+vDhWHH4MFYePowlFRWWjoWOipHzONeE\nNx1ZNKtQo1qkiH4OrXGQuTPVKJEZXiIrUcvQYjmCzwpc8KRJssgJCyIHiBcD2XxdI9CTFjFtki2T\nZCInF7ZZcgXalwMgbnEGjPuI1LxE2VhgbDYbHho3Dpfs3o2Fw4ejPMtFN+lMwUyn5LNCqh40ZfaX\nmjAh55gkSXA6nZpRIvJ3erxEyrR/LTHEWpRITfDwKsvJ4YInBZRbWvQFA6i3KXC5XFkXOUpY9vGQ\nYzgwMCBHZUiTTjLZJRM5vLVD6hgxH2fSR6RmmE2HU30+XDF8OO5pbcV/19Wl/Xx6UG5ZGS1tkM8Y\nOXfoLFXlFg4RSEqBQj8mUZSIPq/TjRJpvX4mUYvUt7e3o8LiSCbrcMGTJuSEJ32W1HoxsRJRYc3H\noxSGNluszkggEEgocrJVyC7fyWRULB0fkZYXJNV6RHdWV2PGhx/ie/39mJ6h5rT0uVwoXrFMQgsd\n0uiYCEZlGjwdJdLKVFSLOpHHqaEVJaKfn7wuXawxW1EiLcHDqywnhgueFKBDrORk7+npiYswsHg3\nx0KERy36RYQhac9AiqyRRVMpcsjf8Ltm47AiGPX6iJReEFoUKb0gWj6iYU4nfllVhR/v349NU6aY\n9j7Vtqz4NmpqGDmWybbNyPMp/UNEEBkxV2tFiSRJ0hUlUm7XAdAUQ0aiRFqCh2doJYYLnhQZGBhA\nKBSCw+GQfTler9fqYSXEqggPWWRJcT+1Jp3kjoxUOiY/I5AFsqioSD7mfFHRB5lsyWJit2ev8nGq\n6PWCJMo2o+/yv1FcjMc7OvBURweuKi9Py0dEUsnpNiUsH0uWof16gHnbf3oijGqiKFkKvjJKkyhK\npCWm0o0SKS0UhLa2Nt5WIglc8KSI2+2Gx+OB3W5Hf3+/1cPRRTYjPFpmbaXIoftXuVwuua4RuYN3\nuVxylIfcLdHpqMm2PApZFKmlP2e78nGmMHqXL4oi7h8zBtfs348LvV74qTtyPT4itS2rfDmW2Yae\nG1IpsmgGqZw/JAplJEpEBI7W8yujRLQnNFGUCABCoRBsNhueeuop+Hw+NDU1oaqqSvYzcoZik6ze\n48hRotGo7C8JBoOQJAk+n8/iUSWGRFiKi4sz8vxaIoeIFvrOBojvAk37eFwul/w3yV5PK/W1UAWR\nmvmYHMt8e6+psLSpCSOcTtxXU6OZtaNc0IATWwhOpxNOp5NHGVOAXOfKuSFXj6HatqvyewBD5iBg\nqI8nkZeI/EuLoXA4DI/HA0mS8OCDD+LTTz/Fxx9/jO7ubhw7dgyVlZWoqanBokWLcNNNNxl+b889\n9xzuuusu7N69G++99x5mzJih+rgNGzbg1ltvhSAIuP7663H77bcbfq1swgVPipD6JEDmhYRZkB5T\nARMrz9J77yQs7fF4ZJOhmsix2WyqfZdIhMdMj0WikDURRInu8nNhMlYzH7tcLu4lUaFjcBCzPvwQ\nL0+ZgskaW9Dk3AyHw7Jxld5KoM8hLR+RFZk7LKIWGXO73QURGSPnSyJRZDRKRCdyuFyuuDns8ssv\nx4svvgiv14uDBw/iwIEDCAQCqK+vNzz23bt3w263Y+nSpXjkkUdUBY8gCJg0aRI2bdqEqqoqzJw5\nE2vWrMGUKVNSPWQZh8e9TIC17CctzBwnHckBkjfpJP6cbLZ20JspRE9CelOnrRZEaiZPnq2WnAqX\nCz8ZMwY/2b8f6yZNiovgKCtyk/51WiTzESnv8NXEdb4KIvrcJJ69XI7mpAL92RrJVlR+T5+j5Lne\ne+89FBUVYezYsThw4ABWr16NpqYm+Hw+OJ1O1NbWora2NuWxT548Oeljtm7diokTJ8qvs2jRIrz0\n0ktc8OQj9IWbK4InXQ8PHcmRJElXk056u4q1dF29gkhrMcu2IFKaj7lhNjWWjhqF1UeO4KXOTiwI\nBOTomNG0/FR8IGrnUKIt11zaNlNGc+j5gaMOmYPUEEUR4XBY3gIkglGSJLz44ot45513cPDgQfT1\n9WHMmDE4+eSTccMNN+CCCy7A4sWLMz72gwcPYuzYsfL31dXV2LJlS8ZfNx244EkRNcGj5pxniVSE\nWaImnYC+/lW5mq6baDIC1PfwM1Fcjz6eRGhyw2zq2CUJ91VW4of79+PcCRNQ6vHA6/VaGmU0IqrV\nvsamsroAACAASURBVLcKnppvLrQPkrQgIZFGSZLw8ccfY8WKFfjoo49www034JprroHH48GBAwfk\nL7/OWlNz585Fe3v7kJ/fd999uOSSS5L+fS5+vlzwmABtKMuFkyDZOMkCS9LDlSJHLZKj5iPJ94nP\nSOq0UUEExLYNyeNZiozlIsTMTaKTXwgEcKbfj/+vtxd3WNhsMRVRTfyDVvqI6OMJ8GrS6aJm6Cbb\n06FQCM899xyefvppjBw5EsuWLcPvfve7uGM9efJkXdtQNBs3bkxrzFVVVWhpaZG/b2lpQXV1dVrP\nmWm44EkR5QRCjGUsX/Bk4hPFof206AuO3FkYFTm8tUM8qQgiEkmjTd7kWJNFTmly5Kijlv5MerLZ\nbDbcP24czt25E98uL8c4j8fq4api5BzKtI+IhXTyfILMqeFwGNFoNC5yK0kS9u3bh5UrV+Ktt97C\n1772NTz99NOorKy0ZJxqnHnmmdizZw+am5sxZswYrF27FmvWrMny6IzBs7TSgNwtAkBPTw+8Xi9c\nWW5QaJTu7m74/X65+Z5S5LjdbnlBoCdMOoqlVqm30AyJZkFvCUSj0bh0XfJ7rZRppfhhbbvDKugt\nlmTpzw8cPIjtAwNYc9JJFow0O2hlKOrNVqS9OfmQTm41atEx0vk9Go2isbERq1evhsvlwg033IB5\n8+Zlffv6hRdewM0334yjR4+itLQU9fX1aGxsxKFDh7BkyRI0NDQAABobG+W09Ouuuw4/+9nPsjpO\no3DBkwbEowIAfX198jYOy3R3d8tih0Rl6K0nPSKHZF2QdF2OMbTMxyQt38jzJFvMCkUQKbes6PpP\niQiJIs788EP8trYWXy4tzdJo2UKrfAMpskew2+1x9Yfy8TzKFEqvkzI9v729HatXr8bLL7+MCy+8\nEDfccAPGjRvHj6vJcMGTBnTxwYGBAdhsNibbS5CUWzpNtKioSL5Lo0UOAPmuThl5oGvlcIyjZj7W\nsyinilFBpJUpxCpqWyxkETEy7obOTtzZ0oIt06bBXeDntlp0jFTtTXYe8XpEQ6HnXgBxNzaiKOL1\n11/HypUr0dfXh+uuuw4LFy6E2+22eNT5Cxc8aUALnlAoBEEQdDvkMw0dhiZbT263Oy5CQxcEpEUO\nieSkGnngnECt8BorlY/1VIqls8m0FrNsj5k+R83YYpEkCZd/+ikuKCnBrQXYbVotnZzuTq7n77Xq\nyWj5iJTnVL4JIjq7lUTRyTV/7NgxPP3003jhhRdw9tlnY9myZZg8eXJevX9W4YInDehqy5moYmwU\npcihC36RO4pwOCz3YKEnG0EQIAgCbDZbQVVDzQTKyAMRm7mWsaYURGqLWbYEkdL3QM5Rs4T4nmAQ\nX961C1unTUNlAdxhq6WTZ/IcTeZFS+YjygVBlEg4iqKI9957D48//jhaW1uxePFifPOb32TmBrlQ\n4IInDcgkDMSiPf39/SjNsg+AXlwjkYiqyKEjOWTSIJ6caDQqTzbk+cj3hXI3ZgaJzMf5eqz0CqJk\nxRkTPb+y1EEqW1Z6+UVLC9oiETw+YYLpz80KaoZZFiK4yc4jlusRqVWVJsKxt7cXa9euxdq1azFl\nyhQsW7YMZ5xxRtbG+r3vfQ8NDQ0YNWoUPvzwQ9XH3HzzzWhsbITP58Pq1atTakWRK/C0dJMgXphs\noBQ5ZHEtKSmJEzl6WjuQ1HP6AtS6G6PFk9YCxrrvw2zoY0q2AAulHkmmUqaBE9HTbLbMuH3MGNTv\n2IF3e3txjoWRWrPJhXRyPQUa9dQjShQlIq9jBomqSkuShJ07d+Lxxx/Hzp07sWjRIjQ0NKCsrMyU\n1zbCtddeix/+8Ie45pprVH+/fv16fPbZZ9izZw+2bNmCG2+8EZs3b87yKLMHFzxpQF885ETPVPFB\nOoJAmhrqETm0UZZ4SJJNdnqrw9JfiRaxfBNEahlBvPLxUPQKIjoLkK71BEA+r4hfJ5Nm2GKHA7+q\nqcGP9u/HW1OnwpEH5yl9U5TLvdaM1rQi/082LxmNXCuPKR3FDYVC+Otf/4qnn34ao0ePxrJly3D+\n+edbevMze/ZsNDc3a/5+3bp1chuKs846C11dXejo6EBFRUWWRphduOAxCTqF28y7CGUn8lREjtnl\n3hMJIj139bmYGaS8o3M6nczdJeciJPJAxHhRUZF8TGlBlIq4TkUQXTl8OFYcPoxVR47g+lGjMvW2\nMwYdzSG1tQpBjCcTREDqPiISvadvGukCgXv37sXKlSvx7rvv4rLLLsPatWsxKkfOHbV+WK2trVzw\ncIZCixzgRK+qdBU9qb5ppBO5mt/BitYORu/EEoWmrTYvqpmP871dRqbRMsuqeZ3oz9rsaCO9/UG/\nrs1mwyPjxuGS3buxcNgwjGC8kChBLZ08V6M5mcJI5Jqcp6S9Ds3ChQsxcuRIeL1ebNu2DSUlJfju\nd7+L//qv/7I0aSVVlDbefD5nuOAxESJ4UkHZpNPj8cR1GibCAMjt1g6pCKJsdijXSntm+ZjmAvRW\ngJlep3S2X7X8aJOcTlw2bBjubm3Fb2trmf3c1XwkhRDNyRT0vEpuckimlcPhgCiKOHToEOrr6/HZ\nZ59BFEWceuqpOHbsGB555BHccsstuPHGG/Gb3/zG6reiG2U/rNbWVlRVVVk4oszCBU+aqEV49JKs\nEzlZfMnrkItRrbVDvizIZgiiRMZFLUFERA69INOCk2MctRpEfr8/q9uWqQgiURTx4+HDcf5nn+FK\nnw+n+3xp+T7MRC1CxqOO6aOWvUbmVEEQsGnTJqxcuRKhUAjXXXcdHn744SFthEQxVvYjl7j00kux\nfPlyLFq0CJs3b0ZZWVnebmcBPC09bejig8FgEJIkwefzaT6evtMVBCHuDgI4MQEDvLVDKiQrpEff\n0ZNjKwiCnLVGV5blGCfb9V0yyarDh/H00aPYcPLJmueVMkKk5v8w432zmk6eyyjPVWXZg6NHj+Kp\np57Ciy++iPPOOw/Lli3DySefnFPn8VVXXYU33ngDR48eRUVFBe6++265lMrSpUsBADfddBM2bNgA\nv9+PVatWYcaMGVYOOaNwwZMmdPHBUCiEaDSK4uLiuMcoRY7eJp28tYP5KA3dtPAphAyzTKEWIcv1\nc1WQJFywcyd+UFmJq8rLVR+jVTNGS2Ab2YJV3uhkug5RoUC2rLTaPWzevBkrVqxAe3s7Fi9ejCuv\nvDLhTSwnd+CCJ020qi3Td2R00TQ1kQPw1g6ZRG0bUCvqkKgGETFUJ/MQFQpqW1b5VqF7a18fvrVn\nD/512mkoSeF9GY04kn/JPGCz2eDxeORu2pzUISZkNfHY09ODP//5z3j22Wcxbdo03HjjjZg+fTo/\n5nkGFzxpQoQNEOue3tfXB6fTGWciTtakk4462Gy2uH5LnNTQMh+nsw2ot7Jwsi2OXMaIeMwXbmhq\nQrnTiftqakx/bmXpBlIUlBzLVD1pnBhqxm7S7kGSJHz44Yd4/PHHsWvXLnzrW9/Ct7/97axXy+dk\nDy540kQURfT398t3DgDg9/vjRA5ZKAHIiy29GJPidSSSwyew1FFurZjdcykRaoZqpThiJeXeKPRx\nLbTt1Y5IBLM++givTJmCSV6vqc+tlk5Op+gnE9iZzlrMVRK1ewgGg3KBwKqqKtx4440499xzC+Jc\nLnS44EkTQRDQ2dkph0d7enqG1GIgk45S5LDUOTuXobcPafMxa+IxkSBicfEix5UuuJZvW1Z6+Z/2\ndrzS1YV1kyal/RmoRR1SjeiqFflk+ZzKJMmiOXv27MHKlSuxdetWXH755bj22msxcuRIq4fNySJc\n8KSJJEkIhULyYjYwMCB7eugFl0w+hbAFkA3UCi3muqFTz+KVqgHWyBiUfZdcLlfBn6+Doohzdu7E\nf1ZV4dLhww3/vVXZa+mIbNpTxDJ0Uojdbo9L049EImhoaMATTzyB4uJi3HDDDZg7d27WRPuGDRtw\n6623QhAEXH/99bj99tvjfv/666/ja1/7GsaPHw8AuOKKK3DnnXdmZWyFCM+/TZOPPvoIy5YtQ1FR\nEcaNG4fa2loMGzYMR48exaeffoof/OAHOOmkk+QLTBRFDAwMFMxdl5kUQg2iRBNxsqrCakX0lOeU\n1nFSbq3k03E1A5fdjodqavCDffswt6wMXp3bH8p0cpfLhUAgkLXtk0wW+rRSECVqoSFJElpbW7F6\n9Wq8+uqr+MpXvoIVK1aguro6q2MVBAE33XQTNm3ahKqqKsycOROXXnoppkyZEve4Cy64AOvWrcva\nuAoZLnjSZNq0aXjzzTfR39+Pxx57DH/961+xe/duTJs2DXV1dfjpT38KURRRXl6O2tpaWRRNmDAB\nVVVV8gWazWrCuYSa+Zj0XCq0Pfd0qgqrpdwTj1k0GoUkSfB4PLxSbwK+WFqKer8fv2lrw88TVKNV\nq+/Cat+1TAkiZXFGs1BGc5QFAl955RWsWrUKg4ODuO6663DPPfcMKRCYLbZu3YqJEyeitrYWALBo\n0SK89NJLQwQP32TJHlzwpAmZMAKBAAYGBvDzn/8cCxYskOs2kAnjyJEjaGpqQlNTEz7++GM0NDSg\nubkZoVAITqcTVVVVqK2tRW1tLcaPH4/a2lqUf177g9wlahU7y8fUaFrkALE7Y175ODF6BBE5rmTR\nos8Vso2V6I6+0Pl1TQ3O27kTV5eXY5zHE/c7ejEmJSW8Xm9OH7d0BJGWUd9o5qJym1XZQuPw4cN4\n8skn8be//Q2zZ8/Gww8/jIkTJ1p+3NUac27ZsiXuMTabDe+88w5OP/10VFVV4eGHH8Ypp5yS7aEW\nDFzwmMivf/3rIT8jE0ZFRQUqKipwzjnnxP2eeFEOHDiAffv2Ye/evdi0aRP27duHtrY2iKIIv98v\nR4bGjRuHCRMmoKamBn6/X55UWGy+aRQ1k6zv87L+rI45F1CWPiA+B2U2ULIIUTbv5FmlxuPBDyoq\n8LMDB/DMSScl3FopBFIRRMmaBdPPRwQ6EN/uQRRFvP3223j88cdx5MgRfPe738U///lPFBUVZe29\nJ0PP9TBjxgy0tLTA5/OhsbERl112GT799NMsjK4w4YLHYsid4MSJEzFx4kTMnTs37veSJKG3t1eO\nDjU1NWHz5s1oampCd3c3AGDUqFGyICIRoqqqKjk7QcvnkSnjqxHUzMe8N5A5KLPXEvUHy6TXg3Wh\nbZRbR4/GGTt2oPHwYZz3+dYqbzCrTqrnFWn3Qnjttdewdu1aVFdXo7u7G++//z5OP/10/Md//AfO\nOussJo+7sjFnS0sLqqur4x5DZ/TOmzcP3//+93H8+HEMT8EYz0kOz9LKYchk0d7eHieImpubsX//\nfkQiETidTowdOxbjxo1DXV0damtrUVdXhxEjRqje0QOZb62gZT6mIw6c1FDLsspG9lqupdynAp32\nvL67G/cdPYp3TzkFXos8IvmEVrsHEs1544038Oyzz+Lo0aMIhUKw2+1obW3F/v37EQgEsG7dOpx9\n9tkWv4t4otEoJk2ahFdffRVjxozBrFmzsGbNmjgPT0dHB0aNGgWbzYatW7fiyiuvRHNzs3WDznO4\n4MljJElCOBzGgQMHhgiijo4OiKKIQCAgb5XV1dWhrq4ONTU18Hq9uioJ6120tMzHhVK8LpNoVZVm\nSUDqKaCXzOdhVTYQfWxJETuHw4HL9+zBF0tKcMvo0VkfV75AxLlau4eBgQH85S9/wdNPP41x48bh\nxhtvxNlnnx03X4iiiMOHD6O0tBRek4tCmkFjY6Ocln7dddfhZz/7Gf7whz8AiDXv/N///V/8/ve/\nh9PphM/nw6OPPsqccMsnuOApYCRJQnd3N5qamrB3717s27dP/urp6YHNZkNlZeUQQTR69Gh5uyzR\nokU/htQmSqfIGice2pcDIKtVpc0mWYXqbBv11dLJlcd2TzCIL+/aha3TpqHS7Tb19fOZZAUCP/30\nU6xYsQLvv/8+vv71r+O73/2unMDB4aQDFzwcVchCc+jQoSHRoQMHDsjZEjU1NbJ/qK6uDuPHj4co\niti+fTtqa2tRWVkJm80W11ojn7PLMg3teRIEQS5gx2LKs5kk2i4zaytWLZ082bG9s6UF7ZEIHp8w\nwdT3m48kavcQiUTwt7/9DX/6059QWlqKG264ARdeeGFOincOu3DBw0kJUmG6ubkZTU1N2LVrFzZt\n2oRt27ahu7sbM2fOxIQJE1BcXIyamhpZENXU1MDj8Zi6XZbv0AtxNBqFw+HgnicK4h9KJIqU2WT0\nuQUgrv8a3dcuGb2CgBk7duDJiRNxtqKlDCd5NKelpQWrVq3Ca6+9hvnz5+P6669HVVUVP685GYEL\nHo4pLFu2DC0tLfj2t7+NSy+9FD6fD8ePH8fevXvR1NSEffv2yRGigYEB2O12jB49esh2WUVFhRwR\nSrZdlu/RIeWWlZGFmHMCLTEkCIIcHQJORIgcDscQcZTo/Prz0aP47/Z2vDl1Khx5eB6mQqJojiAI\n2LhxI1auXAlJknD99dfjkksugdPJk4Y5mYULHh0899xzuOuuu7B792689957mDFjhurjkvVNyWdI\nFo7ex0ajURw8eFCuPUS8Q62trRAEAUVFRaipqZGjQuPHj8e4ceNQWlpqWXZZNlDeEfMGs+ai1p2c\nLLSpZpgBwMW7d2NReTmuGzXKyrdnKWo1iehms4cPH8YTTzyBv//975gzZw6WLl2KCRMm8POakzW4\n4NHB7t27YbfbsXTpUjzyyCOqgkcQBEyaNCmub4oyBZGjD9KElYggWhAdO3YMkiRhxIgRQ6JD1dXV\ncLvdObddZlVjyUJBTUQa6fquJ+V+VySCbx44gLdPOgnln2/ZsHJ+ZRq1dg90Svnbb7+NFStW4Nix\nY7j22mvx9a9/nakCgZzCgccQdTB58uSkj9HbN4WTHJvNBr/fj2nTpmHatGlxvyOLz7Fjx2QhtGvX\nLqxfvx779+9HMBiEw+HAmDFjUFdXF1d/aNTnd9+JijFmMzpE0p1p70gh9gjLBMrq0g6HI+WClnqK\n580URVzW24sHjhzBQ1VVus4verss1wRRsgrTXV1dWLNmDZ5//nnU19fjF7/4BaZNm5a196kn2n7z\nzTejsbERPp8Pq1evRn19fVbGxrEOLnhMQk/fFE76kMVh5MiRGDly5JCaFeRuvrW1Vc4se+211+RW\nHYIgwOfzxbXqINtlxcXFqq06APO2y9SiDX6/P6e23ViGLmCXrLq0WZAeZr+sqcEZO3ZgSWUlTvP7\n48ak1bKDCPhc2Y4l6frhcBg2mw0ej0euMC1JEj744AOsWLECe/fuxbe//W288sorcdWEs4GeLuXr\n16/HZ599hj179mDLli248cYbsXnz5qyOk5N9uOD5nLlz56K9vX3Iz++77z5ccsklSf+epUmpkCGR\nkvHjx2P8+PFDfi9JEvr6+uJS7bdu3YqmpiZ0dXUBAEaOHCmLIZJdVl1dDafTqbvHlHKxUm5Z8fYZ\n5sFKd/LhTid+UV2NH+/fj1emTJFfW09TVy1BxII/Te34+nw++fj29/fj+eefxzPPPIMJEyZg2bJl\nlrZ70BNtX7duHRYvXgwAOOuss9DV1YWOjg5UVFRYMWROluCC53M2btyY1t/r6ZvCsR7S2f7000/H\n6aefHvc7crfd0dEhi6EdO3Zg3bp1aG5ullt1VFdXq7bqIM9BFitijCWQbRWSBcRJD7UsNqu3BBeP\nHIkVhw9j7bFjWKSzWF4iQUT7h2hhpKf5ZrqCSK3dA+n+LkkSdu/ejRUrVmDbtm34xje+gRdffFG+\nDqxET7Rd7TGtra1c8OQ5XPAYRMvjfeaZZ2LPnj1obm7GmDFjsHbtWqxZsybLo+OkA9kuGz16NEaP\nHo3zzjsv7vdkAaBbdbzyyitobm5Ge3s7RFGEx+PB4OAguru7cezYMTQ2NmLkyJFxrTrIdha9WGlF\niXgEKB4174gV0RwtHDYbHh03Dld/9hkWDBuGQJoVxVPtRj44OCj/3IhhP1m0LBwOY926dXjyyScx\nbNgwLFu2DMuXL2dKwBvJFk3l7zi5Cxc8OnjhhRdw88034+jRo1iwYAHq6+vR2NiIQ4cOYcmSJWho\naIDT6cTy5ctx8cUXy31TuGE5vyCehZNOOgknnXRS3O9CoRAWL16Ml19+GTNnzsSXv/xleL1e/N//\n/V9cq46Kioq4zvZ1dXVyZ/t0F6t8hjZ4k0wgVruTnxUI4Iulpbj/4EHcW1OT0dcys8s9gLifdXZ2\norq6Gg6HA/v378eqVavwxhtv4Ktf/SqefPJJjGa0h5ieaLvyMa2traiqqsraGDnWwNPSOQk5fvw4\nvvnNb2L//v2ora3Fs88+i7KysiGPq62tRUlJiVwFeOvWrRaM1lr+/Oc/46KLLsLw4cOH/I4sPIcO\nHRqSan/gwAEMDg7C7XbLne2JIJowYQLKyspUF65cMrumQrrp5FbSEYlg5kcfYdOUKTiZwaaWBLp5\nJ11X6MCBA/jqV7+K48ePo6ysDKIoor6+Hl/4whcwfvx41NfXM3tDp6dL+fr167F8+XKsX78emzdv\nxq233spNywUAFzychNx2220oLy/HbbfdhgceeACdnZ24//77hzyurq4OH3zwgepiz0kOadWxf//+\nIYLo8OHDkCQJpaWlQ8zUNTU1KCoq0lV7yCxvR6ZJVKU3l/jvtja82tODF08+mamxJ2r3AAAdHR1Y\nvXo1GhsbMWfOHFx00UWIRqNobm5Gc3Mz9u3bh1mzZuHHP/6xxe9Em2RdygHgpptuwoYNG+D3+7Fq\n1SrNgrKc/IELHk5CJk+ejDfeeAMVFRVob2/HnDlzsHv37iGPq6urw/vvv8+EaTEfkSQJnZ2dshAi\n7Tqam5vR19cne4/oYoy1tbVyZ3uj1YOzvV2mlk6eq53fCYOiiLM/+gh3jx2Lrw4bZvVwEgpJURTx\n5ptvYsWKFejq6sL3vvc9XHHFFfB4PFYPm8MxDS54OAkZNmwYOjs7AcQWpeHDh8vf04wfPx6lpaVw\nOBxYunQplixZku2hFiwkunPw4EE0NTXFiSLSqsPj8WDcuHFD/EOkVYcV22VqBlmXy5WT0Rwt/tHd\njZv27cMHp50GrwXiLVm7h87OTjz99NP4y1/+glmzZmHp0qWYOnVq3hx/DoeGCx6OZg2ie++9F4sX\nL44TOMOHD8fx48eHPLatrQ2jR4/GkSNHMHfuXPzP//wPZs+endFxc/QhSRKCwaBqq46jR48CiAlb\nskVGWnWMHTvWcKsOPc02C60p6rf27MGpPh9+lkVTbKJ2D5Ik4f3338eKFSvQ3NyM73znO7jqqqtQ\nXFyctfFxOFbABQ8nIZMnT8brr7+OyspKtLW14Ytf/KLqlhbN3XffjeLiYqb3+DknEEUxrrM9vV0W\nDAZht9tVW3WQzvZ6t8tIhpAy0pDv0YQD4f+/vbsNabrd4wD+nXPzYWlKqeWcWGRqaU/MjB6QTk+k\nbJWBFr2QUtIgzFeZnMAjRKeoIDi+sZMsoVApCD2gs6KsqKYHKu7OXd1pupxWs/K2zMKHufOie3+c\n23SVbku/H/CF/a/WNcH243dd1/fqx5rff8e9xYsROYlLRON1cz5//ozLly+joqICCxcuRE5ODlau\nXDnlf/5EFix4aEyHDx/GrFmzUFBQgBMnTqCnp8dm0/KXL19gMpkQEBCAvr4+bN68GUVFRdi8ebOb\nZk0TxfIhOvKqjtbWVuj1enR2dsJkMsHPz8/qqg5LQRQQEACj0Qi9Xo8lS5ZYve5UPl1mzz87O/G/\nL19waVScwUQY2c2xRCeM7OY8e/YMZWVlePz4MdLT05GZmcnDBTQtseChMXV3dyM9PR3t7e1Wx9JH\nZhC1trYiLS0NwLcjoXv27EFhYaGbZ06uYDab0dfXZ7VU1tzcjAcPHqC1tRVeXl5YtWoVEhMTERQU\nJBRDERERkEgkv9zN9j/q6/AwlE+e4F9RUfjbzJk//Xr29j9ZNiED33KhqqurcfHiRcyePRu5ublI\nTk6essuGRM5gwUNEE2Z4eFgIZszKyoJKpUJPT4/N3qFXr16hv78fYrEYcrncaiN1VFQUQkJChNfz\n5NNl3+M/f/6JfxgM0MXHQ/KDhYflypKR1z1IpVKhm9PW1gaNRoO7d+9CrVYjOzsbc+bMmci3QfTL\nYsFD5IBWqxWyPLKzs1FQUGAzJi8vD3V1dfD398eFCxewfPlyN8zUs3z69AmBgYHjjrPkwbS3twsF\nkWW57O3btzCZTJDJZEIxNHK5TCaT2e0OeXIYo9lsxrY//sDGmTOR9x0pxY66OZb9T0NDQ9BqtdBo\nNPD29sb+/fuRkpLitoBGhpWSp2LBQ2SHyWRCTEwMbty4AblcjsTExDHTWhsbG3Ho0CGmtU4gs9mM\n3t5eq6P2lq+PHz9CJBIhNDTU7lUdYrHYI5fLXnz9io3PnuG/8fEIk0rHff+jL++0nGazXHKr0WhQ\nX1+PDRs2YP/+/YiKinJ7h4thpeSpWPAQ2fHgwQMUFxdDq9UCgPAf9pEjR4Qxubm5WL9+PTIyMgBY\nhzTS5LJkB71588buVR0DAwOQSCQ2V3XMmzcPs2fPtrl93JXLZX9vb0fX0BD+PX++3efjBQTevn0b\nZWVl6O3tRVZWFtLS0iAdp3hyJYaVkqfi5aFEdnR2dkKhUAjfR0REoLGxcdwxHR0dLHhcwFJ8yOVy\nyOVyrF271uq52WxGf3+/1VUdWq1WuKpjeHgYgYGBVktllmBGHx8fhxdtTsRy2RG5HMt/+w263l6s\nCggQ5jv6uocZM2YIm4w/fPiAS5cu4erVq0hKSsKxY8cQFxfn9m6OPUajUfgdCAsLg9FotDtOJBJh\n48aNDCsll2HBQ2SHsx8koxuknvgBNB2JRCL4+voiJiYGMTExNs/NZjN6enqsUqlv3bqFtrY29PX1\nAQDmzp1r0x0KDw8XNgiPLoic7Q4FiMU4N38+gry9bbo5Pj4+Vt2cxsZGnD9/HgaDAZmZmbh5V3kx\n2wAABQRJREFU8yZkMplLf5b2jBVWOtJYXbF79+5ZhZXGxsYyrJQmFQseIjvkcjkMBoPwvcFgQERE\nxJhjOjo6IHdhmi79OJFIhODgYCiVSiiVSqtnlmLm9evXQu5QY2MjKisrYTAYYDKZIJVKERkZaVMQ\nBQcHC90gR90hkUiEVRIJhgYH8XlgAN7e3vDz84NEIgEA9Pb2oqqqClVVVYiNjUV+fj6USqVHFdPX\nr193+MyylGUJKw0NDbU7bu5fG7dDQkKwY8cONDU1seChScWCh8gOpVKJ5uZm6PV6hIeHo6qqChUV\nFVZj1Go1SkpKsGvXLuh0OgQFBXE5awoQiUQQi8VQKBRQKBRITk62em652V6v1wsFUU1NDdra2vDu\n3TsAEDKHRhZEUqkUd+7cQXx8vLAcJRKJcOfOHWRmZiIyMhJSqRRGoxGrV69GXl4eEhISMG/ePI8q\ndsajVqtRXl6OgoIClJeXY/v27TZjRoeVXrt2DUVFRW6YLU0n3LRM5EBdXZ1wLD0rKwuFhYUoLS0F\nAOTk5AAADh48CK1WC5lMBo1GgxUrVrhzyuQBzGYzuru70dLSgpcvX6K+vh4NDQ3o6urCmjVr4Ovr\nKxy3j4iIQFdXF5qamhAaGoq4uDhIJBKrE2kqlQqnTp1y99tyGsNKyVOx4CEimiQVFRU4e/YscnNz\nkZGRAT8/PwwNDQk327e0tODu3bs4ffo0u4NEk4wFDxGNabwAxoaGBmzbtg3z/zpmvXPnThw9etQd\nU/U4lqPuROR+3MNDRA6ZTCYcPHjQKoBRrVZbBTACQHJyMmpqatw0S8/FYofIc/AmOSJyqKmpCQsW\nLEBUVBQkEgl27dqF6upqm3FsFBORp2PBQ0QO2QtX7OzstBojEolw//59LF26FCkpKXj69Kmrp0lE\nNC4uaRGRQ84syaxYsQIGgwH+/v6oq6vD9u3b8eLFCxfMjojIeezwEJFDzgQwBgQEwN/fHwCwdetW\nDA4Ooru726XzJCIaDwseInJoZADjwMAAqqqqoFarrcYYjUZhD09TUxPMZjNvwCYij8OCh4gc8vb2\nRklJCbZs2YJFixYhIyMDcXFxKC0tFUIYr1y5goSEBCxbtgz5+fmorKx086ynj8uXL2Px4sUQi8V4\n+PChw3FarRaxsbGIjo7GyZMnXThDIs/BHB4iol/U8+fP4eXlhZycHJw5c8Zu0rfJZEJMTIxVtEBF\nRYVNtADRVMcODxGRk/bt24ewsDAkJCQ4HJOXl4fo6GgsXboUjx49mtT5xMbGYuHChWOOcTZagGiq\nY8FDROSkvXv3QqvVOnxeW1uLlpYWNDc349y5czhw4IALZ2efM9ECRNMBj6UTETlp3bp10Ov1Dp/X\n1NQgMzMTAJCUlISenh4Yjcafuidr06ZNePv2rc2fHz9+HCqVaty/z7Rnom9Y8BARTRB73ZSOjo6f\nKniuX7/+U3NyJlqAaDrgkhYR0QQafQ7EVR0WR+dPnIkWIJoOWPAQEU2Q0d2Ujo4OyOXySfv3rl69\nCoVCAZ1Oh9TUVGzduhUA8Pr1a6SmpgJwHC1ANN3wWDoR0XfQ6/VQqVR48uSJzbPa2lqUlJSgtrYW\nOp0O+fn50Ol0bpglEY3GPTxERE7avXs3bt++jffv30OhUKC4uBiDg4MAgJycHKSkpKC2thYLFiyA\nTCaDRqNx84yJyIIdHiIiIpryuIeHiIiIpjwWPERERDTl/R+l3J+6MvrpoAAAAABJRU5ErkJggg==\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAADtCAYAAAC78q85AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/geijnD/jdkRVwAAAABJRU5ErkJggg==\n", "text": [ - "<matplotlib.figure.Figure at 0x7fade51fb610>" + "<matplotlib.figure.Figure at 0xb17f0f0c>" ] } ], - "prompt_number": 49 + "prompt_number": 23 }, { "cell_type": "markdown", @@ -1117,9 +1211,6 @@ } }, "source": [ - "$\\S$ Exercise: DNA sequence visualisation (2/2)\n", - "===\n", - "\n", "In this excercise, plot the walk of some DNA sequence in the three-dimensional space.\n", "\n", "**Hint 1:** You can use the following idiom to create an array of steps (vectors) from a DNA sequence string:\n", @@ -1135,6 +1226,14 @@ "* Try to find some interesting DNA sequences to visualise (e.g., containing some repeat sequences)." ] }, + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "$\\dagger$ Example: xkcd-style sketch plotting" + ] + }, { "cell_type": "markdown", "metadata": { @@ -1143,9 +1242,6 @@ } }, "source": [ - "$\\dagger$ Example: xkcd-style sketch plotting\n", - "===\n", - "\n", "From matplotlib 1.3.0 there's [xkcd](http://xkcd.com/)-style plotting." ] }, @@ -1162,7 +1258,7 @@ } }, "outputs": [], - "prompt_number": 21 + "prompt_number": 24 }, { "cell_type": "code", @@ -1194,16 +1290,24 @@ } }, "outputs": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "/usr/local/lib/python2.7/dist-packages/matplotlib/font_manager.py:1236: UserWarning: findfont: Font family ['Humor Sans', 'Comic Sans MS'] not found. Falling back to Bitstream Vera Sans\n", + " (prop.get_family(), self.defaultFamily[fontext]))\n" + ] + }, { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAocAAAEtCAYAAAB6e8r3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAocAAAEwCAYAAADFM9uyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ncQgAQBGHAAAUcQgAQBGHAAAUcQgAQPkJgBDN12DROTQAAAAASUVORK5CYII=\n", "text": [ - "<matplotlib.figure.Figure at 0x7f8aa88a8b90>" + "<matplotlib.figure.Figure at 0xb171c3ec>" ] } ], - "prompt_number": 22 + "prompt_number": 25 }, { "cell_type": "code", @@ -1221,13 +1325,13 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAkwAAAENCAYAAAD9iDqXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMGSKeq6yKBgAAAAASUVORK5CYII=\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAk4AAAESCAYAAAAL/VrkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ - "<matplotlib.figure.Figure at 0x7f8aa88a8b90>" + "<matplotlib.figure.Figure at 0xb171c3ec>" ] } ], - "prompt_number": 23 + "prompt_number": 26 }, { "cell_type": "code", @@ -1242,17 +1346,19 @@ } }, "outputs": [], - "prompt_number": 24 + "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ - "from IPython.display import HTML\n", - "def css_styling():\n", - " styles = open('styles/custom.css', 'r').read()\n", - " return HTML('<style>' + styles + '</style>')\n", - "css_styling()" + "from IPython.core.display import HTML\n", + "def custom_style():\n", + " style = open('styles/notebook.css', 'r').read()\n", + " return HTML('<style>' + style + '</style>')\n", + "def custom_script():\n", + " script = open('styles/notebook.js', 'r').read()\n", + " return HTML('<script>' + script + '</script>')" ], "language": "python", "metadata": { @@ -1260,34 +1366,92 @@ "slide_type": "skip" } }, + "outputs": [], + "prompt_number": 32 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "custom_style()" + ], + "language": "python", + "metadata": {}, "outputs": [ { "html": [ - "<style>/* Remove the vertical scrollbar added by nbconvert. */\n", - ".reveal {\n", - " overflow-y: hidden;\n", + "<style>/*\n", + " https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers\n", + "*/\n", + "@font-face {\n", + " font-family: \"Computer Modern\";\n", + " src: url('http://mirrors.ctan.org/fonts/cm-unicode/fonts/otf/cmunss.otf');\n", + "}\n", + "div.cell{\n", + " width:800px;\n", + " margin-left:16% !important;\n", + " margin-right:auto;\n", + "}\n", + "h1 {\n", + " font-family: Helvetica, serif;\n", + "}\n", + "h4{\n", + " margin-top:12px;\n", + " margin-bottom: 3px;\n", + " }\n", + "div.text_cell_render{\n", + " font-family: Computer Modern, \"Helvetica Neue\", Arial, Helvetica, Geneva, sans-serif;\n", + " line-height: 145%;\n", + " font-size: 130%;\n", + " width:800px;\n", + " margin-left:auto;\n", + " margin-right:auto;\n", + "}\n", + ".CodeMirror{\n", + " font-family: \"Source Code Pro\", source-code-pro,Consolas, monospace;\n", + "}\n", + ".prompt{\n", + " display: None;\n", + "}\n", + ".text_cell_render .exercise {\n", + " font-weight: 300;\n", + " /*font-size: 22pt;*/\n", + " color: #4057A1;\n", + " font-style: italic;\n", + " /*margin-bottom: .5em;\n", + " margin-top: 0.5em;\n", + " display: block;*/\n", + "}\n", + ".text_cell_render .example {\n", + " font-weight: 300;\n", + " color: #40A157;\n", + " font-style: italic;\n", "}\n", "\n", - "/* Workaround some highlight.js bugs in language autodetection. */\n", - "code.objectivec *,\n", - "code.perl *,\n", - "code.cs *,\n", - "code.javascript *,\n", - "code.http * {\n", - " color: black ! important;\n", - " font-weight: normal ! important;\n", + ".warning{\n", + " color: rgb( 240, 20, 20 )\n", "}\n", "</style>" ], "metadata": {}, "output_type": "pyout", - "prompt_number": 12, + "prompt_number": 33, "text": [ - "<IPython.core.display.HTML at 0x2aa1390>" + "<IPython.core.display.HTML at 0xb15461cc>" ] } ], - "prompt_number": 12 + "prompt_number": 33 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "custom_script()" + ], + "language": "python", + "metadata": {}, + "outputs": [] } ], "metadata": {} -- GitLab