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Created February 10, 2013 14:12
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Coursera Data Analysis -- in Python
{
"metadata": {
"name": "exploratory_graphs"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Exploratory graphs -- in Python"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"import numpy as np"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#pData = pd.read_csv('https://dl.dropbox.com/u/7710864/data/csv_hid/ss06pid.csv')\n",
"pData = pd.read_csv('./data/ss06pid.csv')\n",
"pData"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 2,
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 14931 entries, 0 to 14930\n",
"Columns: 240 entries, Unnamed: 0 to pwgtp80\n",
"dtypes: float64(74), int64(163), object(3)"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# pandas boxplot\n",
"pData.boxplot(column='AGEP');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# pandas boxplot grouped by certain column\n",
"# no simple way to set width and axis names\n",
"pData.boxplot(column='AGEP', by='DDRS');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 10,
"text": [
"<matplotlib.axes.AxesSubplot at 0x104ce5090>"
]
},
{
"output_type": "display_data",
"png": 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v4OjRo9i/fz9ee+21BvfucNy2LDZ9LzJw4EAEBgY2uT4/Px9paWkAgL59+6Kq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\nRCrCpk9EpCJs+kREKvJ/HCuv1UcrLqsAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# pandas barplot\n",
"pData['CIT'].value_counts().plot(kind='bar');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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fP9+SRETkKs2r+RtjaG5upri4mCeffNLar6mpoaurC4Curi7rl0JNTQ09PT1M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\n"
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# pandas histogram plot\n",
"pData['AGEP'].hist(bins=18);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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imseSNIF77rkH4XAYAwMDmJqaQnt7OyoqKpbioYmIaB5LcjooPT0dBw4cwMaN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\nTkSuQmCC\n"
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# pandas histogram plot with more bins\n",
"pData['AGEP'].hist(bins=100); plt.title('Age');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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OHIDL5fJf1LdqPwDAo48+ivvvvx8dHR147733kJeXZ7n+6OnpwW9/+1ucP38e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\nAElFTkSuQmCC\n"
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# pandas density plot\n",
"pData['AGEP'].plot(kind='kde', linewidth=3);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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AJk+e3O7cbr4t0olNm4TuktRUuaMh3dHczNigQcL/4759ckdElKynn52dXqEA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\n"
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# pandas density plot, multiple distributions\n",
"pData['AGEP'].plot(kind='kde', linewidth=3);\n",
"pData['AGEP'][pData['SEX'] == 1].plot(kind='kde', linewidth=3, style='orange');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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ou3c6zeE9aU0cIIT1WC2hhIWFkZmZSU5ODpWVlaxdu5aoqKg6+0RFRbFy5UoA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\nIe8PAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# pandas 'scatter' plot\n",
"pData.plot(x='JWMNP', y='WAGP', style='o');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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m5Ga9vl2QnUr3b24zKvx12JwfaM/JyaSuLtS7Kzs7w3QtlSvtVYE7J4LXGxqn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\n"
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# scatterplot -- size matters\n",
"pData.plot(x='JWMNP', y='WAGP', style='o', markersize=3);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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5rcRoMgSyFYpDayKypw9XYJTIOBB4k+Jwhz9sguhPnFUc+h5dD2fJktfA2CPg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\nuN0AAAAASUVORK5CYII=\n"
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# scatterplot using colours\n",
"# here I switch to generic matplotlib plotting to be more flexible on styles\n",
"scatter(pData['JWMNP'], pData['WAGP'], c=pData['SEX'], s=15, cmap='autumn');\n",
"xlim(0,200)\n",
"ylim(0, 250000)\n",
"xlabel('JWNMP')\n",
"ylabel('WAGP');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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D4LW/g8kYx497f6nRNhTlr9i2bRt9unXjmcJCfjUY2FS3Lrt+/hmTyVTboSlX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\nhUKhUDQ5/x9tyGdt1T5MxgAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# scatterplots using size -- hard to see\n",
"percentMaxAge = pData['AGEP'].astype(float) / pData['AGEP'].astype(float).max()\n",
"\n",
"scatter(pData['JWMNP'], pData['WAGP'], s=percentMaxAge*0.5);\n",
"xlim(0,200)\n",
"ylim(0, 250000)\n",
"xlabel('JWNMP')\n",
"ylabel('WAGP');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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y5TPRPfpZnlmDPf3c3d3h5ORU182otlpJNkFBQQgLCwOg7jE2cOBAYXtERITw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\nPT9jHytUnAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# scatterplots -- overlaying lines/points\n",
"scatter(pData['JWMNP'], pData['WAGP'], s=15)\n",
"xlim(0,200)\n",
"ylim(0, 250000)\n",
"xlabel('JWNMP')\n",
"ylabel('WAGP')\n",
"\n",
"plot(np.repeat(100, pData.shape[0]), pData['WAGP'], 'grey', linewidth=5)\n",
"\n",
"plot(np.linspace(0, 200, num=100), np.linspace(0, 20e5, num=100), 'ro', markersize=10);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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9gLcKt7yHUmk4bNnUVAF8AXgB3sDPRo2hInF3fxYrq11oNHlAGlptPK6uruUd\nliRVOMXe2WRkZBj8/OGHHwK6x02pqamlG1U5sLOzY8SIt4AW6FY0m8/69ctKdIy3336bBg1cgWcB\nJ5ycbvD1118X6XfmzBmWLl2qrzhaEm+88QYKxRXgDKABfmbEiNcN+jRo0AATk58BAaylZk3PEp+n\nsnjjjTdo3lyLlVV1LCw8GTXqfwajMCsbrVbLsWPHOH/+fHmHIlUwxSaboKAgPv7YcIl9IQTjx48n\nODi41AMrDzExhwElUA0Q/PXXX/fsV1xlzuzsbE6fPsSxY/s5cGAbV6/GY2lpabDvhAkT8PZuRljY\np9Ss2YCVK1eWKMYaNWqwZMl8lMoWmJjYEhLizsSJhpNtV678Fg+PVZiaWlKt2uesXy+rfRbH0tKS\nPXu2cPr0Qa5c+YtPP62870nS09N57rkAWrfuR8OGAbz77kflHZJUgRQ7QODWrVsMHTqUQ4cO0ahR\nIwD+/PNPmjdvzsKFC7GxsbnXbk+84l5yJSUl4e5eGzgFeAKfYGExl+zsawb9JoSGYhEbS0BSEv53\nV+ZUKjl4j8qc/2ViYo0Q24GWwFIsLd9Ho0kptn9x8vPz0Wq1RZLZ3dRqNVZWVnKG9hPuSRkgMGHC\nZD777AK5uT8AaVhZ+XD06G5ZT0kCHn+AQLHvbKpUqUJkZCTnz58nLi4OAB8fH+rUqYP2ATVcnkYJ\nCQnobvRur0Pmy38vU61WYxEbW6Qypwpop9XS7tIlphb2u9fKAQUFBQiRC/gUbvFBq819pHhNTU31\nKzwU51FWL5Aqr+vXb5Cb6wMoAAfMzJ7lxo0b5R2WVEE8sMRAnTp1CAkJoWvXrly8eJHw8PDCl+kV\nS4sWLTA1tQJeBuYDb9C6teGz+z/27i1RZc7/MjExwcbGGd1IsgVAP+rUcTdC9JL0+AYMCEWl+j9g\nFkrlmzg4ZBc7GEaSSuqByebgwYOMGDECDw8PevToQatWrTh79mxZxFYmdu3aRcuWnWnXrjvfffd/\nWFntR6H4CG/vZ9i1a7tB3wM//YT/Q1TmDO/cHYXiGdq1a2fQJoQgM/MfIA74CPiHW7eK3tkMHjwM\na+vqODt7smtX0cqhZ8+epVOnXvj5BbFiRcne+UhScV544QXGjHkdR8e5VKsWzY8/LsTKyqq8w5Iq\niGKTzQcffICXlxeTJ0+mcePGHD9+HCcnJ8LCwipM/YkTJ04QEtKXAwcGsHdvb4YOHUFubg+EiOTS\nJUv+7//hWW/pAAAgAElEQVRmG/Q/GPXrQ1XmdKIuMI/duw/z+ut3Rorp3p2ogC5AJNCIq1evGuw/\nZsw7/PDDJtTqb7h+fQhBQT0MygBkZGTQsmUHtm9/gUOH3ub11z/i119/fYxPQZJ0fv31V778cjmp\nqbO4ciWcbt36FBmVKkmPqthks3DhQmrXrk1ERAT9+/evMAnmbrt37yY/vzfQDxiEEEHk57cCOqJW\nT+Hnn7cY9I9Pz3qoypzXCQBCgSFERkbq23RL29wCFgJBwBwKCgxfuK1btwMYD3QFPkAI18KJnDon\nT54kP98dIcYAIajVI4mK2vYIVy9JhqKitqFWjwRCEOId8vPdOXnyZHmHJVUQxSablJQURo4cyc8/\n/0ydOnUYMGAAGo2mQg0OqFmzJmZm+4AM4F8gFl0yECiVm/Hy8gAgNTWVuLg4NI7PsPcBTx73AEm0\nBzKBnVhb35kYqnuhrwI2F275Bd3L2Ds8PFyBXwEtcBZIpmHDhvp2d3d3cnPPA+eBXKysduLp6fEI\nV//4srOzOXXqVIWcd1UZ1a1bE0vLHegmNu8nN/c87u7ynaJkHMX+5pwzZw6Ojo4sWrSIv//+m+7d\nu9OyZUvc3d3p169fWcZYaurUqUPr1rUwNXXFzKwGPXsGYm09CXNzW+rXP8KsWdOIjFyNu3tdAgJ6\nosnLe+Bc/LUo0DIQcAQSDSZ16oYNZgEDAStgBvb2hs/E162LxM7uFFAFaMSQIf1p2rSpvt3Dw4Mv\nv5yGuXkjlEoHWre2YMSI4cb4OErkwoULeHh488ILvXB3r8vq1T+VeQyScQ0ZEoaZ2XGgPRBMYGCr\nCrvorlT2ik02iYmJjBo1CmdnZ4KDgzly5AhhYWEcPnyYTmVUt6U0TZ36Gf7+Hdm//yY2Ng4cOnSA\ntWtXkp5+jZSUS/z55wFsbW0ZPHgY2dl7ycw8S3r6G8S7ujHR3Z2dSqX+kZoa2KVU8omHBydsbAFT\nQIGTkx2dO3fWn1OhUNCkyYvo1k1bhpnZSwQHG36WDg4OpKVd5tKlv8jMTGXRom+LxP7GG8O4eTOV\n69eT2Lp1HRYWFqXyGd3P8OHjuH59GJmZZ8nOjiYsbCh5eXllHodkPHPnfoNWGwhcBS4SHX2g2InN\nklRSxc6zmTlzJqAr1HX48GEOHjzIkiVLOHjwIHZ2dgwcOLDMgjS2jIwMPvlkKrm5fwHPolB8zqRJ\nX7Bhw0rMzMz076fUajX5+QVAAwDy85tx1daZ/F6d2KlWczAjg5yEBH1lzoYaDZ8PnAr8AZiRldWd\n5cuX88Ybb+jPvWnTavr3f4O4uI20bv0iCxcWXc7m9OnT/PzzOhwdHRgyZMg9J25aWFiUS5K5LSXl\nOgUFzQp/8iEvT4tGo3lqJ/tKun/TnJym6P4GdUapdOf69et4eXmVd2hSBfDAoc8ajYabN2+SkZFB\nRkYG1apVw9/fvyxiKzXZ2dkoFEp0j7pACHdu3swq0s/W1hY/v5ZYWPQHfsDC4n9cuHCRadPymfPt\nIfYl3iDN04crpipca9QgPz8fhcIF3ZI3CvLy3MjKMjyuk5MTL73UlqCgdnTp0tbgnQ7o6tX4+bVh\n0qR03n13E23adClSM+dJMGRIH1SqkcAPWFr2IyCgjUw0T7l+/XoWzrNZgJnZO9jY3JTzbCSjKfbO\nZtiwYZw+fRobGxv8/PwKx+CPwd7evizjKxXOzs60bt2affu6odG8iEo1nzFjvr9n323b1jFlynTO\nndvJ2bPPcu7cSOA11GoN27c7sGPHG4ATP/4YyO+/b6dKlXNkZ79Ofr4Nlpbr6dUrxuB4YWERrF9/\nHrW6N+vWzSQp6SoffTRO3z537kKyst4FxqHR5BMXV49Tp07plwx6UgwfHoGNjTUbNuygfv16jB//\nfnmHJD2mNm3asHHjChYsWI6joy0TJ0bLVSgkoyn2zubKlSvk5OTg6uqKm5sbbm5uZVpQqjQpFAp+\n/XUNn3/ejXffzWLr1jV07drVoE9eXh6jR7+Pr29LDh8+yezZn1KrVk3g9sirTEAgxGSEGI9W+zJ7\n9uzhq6+mY2//G3Z265g8+QNq1qypP6YQgsjI5ajVDsAC1Or6zJ//g8F5VSpLTE1vnyObggJ1kcdo\nkydPxsTEEYXCAV/fZjyKpUuX4eXVgkaNWhEdHV2kPT4+ntatu1C7dmM+/HBSkaqlCoWCsLBBbNiw\nghkzPilyhyY9nTp06MDatUv59tuvqVatWnmHI1UgxS7ECbq1vOLi4jh48CAHDhzg5MmTODo64u/v\nz5QpU8oyTqN50GJyQghycnL45JPP+OqrPajVn2NquoXq1VfTsWMg3367FHgROIZu2PIlwBRr6yAm\nTXqJiRM/Q63+HqiCSjWIbdtW8+KLL951fltgEBAGTMHc/AA5OXcmbSYkJNCs2YtkZ9enoOASr7wS\nyNKlC/SLacbGxvL884HoltTxBPrRpUtDNm3a9NCfga7i6GDU6qVAKtbWEcTFHdYnRq1WS/Xq9fjn\nn+EI0QqVagQTJ/bmvffGPPQ5Htbtz/t+C4pWdE/KQpySdD+lVqkTdGt5+fr60rlzZzp37kzLli35\n+++/mT179v12e2rt3r0be/tnsbauyldffYtaPRxoTn7+xyQnJ3L48GlgDtAdWIWJSTZWVnWxtq5H\n8+ZWuLq6YmraFugBdCA3tx/79u3TH193d3AL+AxoCnxCXp7hvKXq1atz7txxli9/ky1bFhokGoAf\nf/wRqIMuWbUExrB//7ESXefvv/+ORjMQaAv0wtQ0gKNH75SVTkxM5NatvMKJoy1Qq99l69Z7r/f2\nOA4dOoSzc02sravi6+tfZDUFSZIqjmKTzezZswkNDaVGjRq0adOGX375hQYNGrB+/foKuRKsVqsl\nJKQPGRkrKCjQkJ3dEROTSUAu8AsqlRX16nkA44BpQHeUygL2749i//51/PbbrzRo0ID8/APABeAf\nLCy2GizPbmJigpmZLbAcXVXQ5djZFX0HZm9vT/fu3WnVqlWR8gAdOnQoPP5PwHbgx8KJoA+vfv36\nWFltArYAG9BqY/H0vFNgzcXFhcIB3UA2lpZraNTIuMvMCyF46aVe/PvvLAoKcjh7tjX/+99oo55D\nkqQnR7HJ5tKlS/Tp04c//viDCxcusGLFCiIiImjUqNEDl7Z/Gt24cQOttgDdhDZTCgr6oFJlYGKi\nwslpBJs3ryMnJw8IAWYAcxCigPr169OoUSNMTExo1qwZn376PhYWjTAzq8kbb3Sje/fuBudZu3YJ\npqbvAeZYWi5l1651JYqza9euVK/uDrwOvIVCcYaoqA0lPoaVVRrwJvA6DRp44uPjo29XqVRERa3B\n3n4gJiY2tGqVy9Sp40t0jgfRarX8+28SurtABXl5r3D27N9GPYckSU+OYkejzZo1qyzjKHdOTk7o\n3sF8hG6hzA8IDg7gp59+xMTEBLVazYnDh/DgAk5EcR01ybn5XL16lVq1aumPM2rUcEaOfAshBCYm\nRXN5SEgIGzas4NSpU7z44os0bty4RHHGxcWRmnoL3bsiG8zMhvHdd4uYOvXez/3vZcmSJWRlNQbW\nAzmcO9eEvXv30qZNG32fNm3aMGfO5yQmJtKlSxejDwAwNzenceMATp16B622N1ZWk+nSpd2Dd5Qk\n6an0wHk2lcXVq1fJyckATgPvAh7s3h2LiYkJE0JDmeXjw5zLZ4kjl1j+IY5bbETDisBAJoSGGhxL\noVDcM9EAjB//Ca++Opbx4/+hY8dXWb58RYnivHnzJqamToANoECrrcONGyVbmTc9PQOttg665GqJ\niYm7weq+Qgh69RrI66/PY/z4ZPz92xm8ezKWbdvW0a1bKvXrv8Prrzfl888/Mfo5JEl6Mtx3NFpF\nVNyIikuXLlGrVj10Q5urACuxsnqPf/+NZ5aPT5HqnHeb6uHBmLi4B85JEEJgZVWVnJyzgBsQTa1a\no7hw4bhBv40bN7JgwUpcXByYNm2CwRDUnJwcGjb048qVpuTm1kWl+orduzfh5+en75Ofn8/nn3/J\nb7/9gZ/fc0yY8L7BagPnzp2jWbMXycp6EzOzVJ55Zgtnzx7F1tYWgOTkZGrX9iUnJwmwBL6jS5dd\nbNpUfLlr6dHJ0WjS06BUR6M9iiFDhuDi4oKv750qlzdu3CAoKAgvLy+Cg4NJT0/Xt02fPh1PT0/q\n16/P9u13ipUdOXIEX19fPD09GTlypH57Tk4OoaGheHp64u/vz+XLl/VtS5cuxcvLCy8vL5YtW1ai\nuHWz382BdsAYYAROTraPXZ3zv3R3PKMAf2Bukfdfmzdvpl+/t9i6tSsrV9ri5xeIRqPRt1tYWBAb\nG824cR689VYq0dGbDRINwOjR7zN16q/s3BnKrFmxDBjwukF7vXr1iImJZsSILN59145jx/brEw2A\nmZkZkA/kAKBQZGFurnyo65MkSbonYWR79+4VR48eFQ0bNtRvGzt2rPjss8+EEELMmDFDjBs3Tggh\nRFxcnGjUqJHIzc0VFy9eFHXq1BEFBQVCCCFatGghYmJihBBCdO7cWWzZskUIIcS8efNERESEEEKI\nyMhIERoaKoQQIjU1VdSuXVukpaWJtLQ0/ff/da9LVqvVomfPAQLMBNQT4CTgOWFh4SxqYSayQIj7\nfGWBqG+uEj4+/qJBA28BVQXYiGrVPIqcy8WlroDBAvYJaC8CAtoZtPfrFy5gjv7wKpW3OHz4sEGf\nHj16CLAVYCOqVHERWq3WoN3BwV1ATQFVBLgLc3NVcf9cxerde4BQKNwFdBRKZVVx5MiREh/jceXl\n5Ynhw98Rjo41RL16zUVsbGyZx/AwMjMzxSuv9Bf29u6iRYt24sKFCyXaf9KkSff8kqTb5syZL1xc\n6gg3t/pizZqfyiWGx00XRr+zadWqVZElbaKiohg0aBAAgwYNYsMG3eipjRs30rdvX5RKJR4eHtSt\nW5eYmBhSUlLIzMzU/8U+cOBA/T53H6tnz576ssnbtm0jODgYOzs77OzsCAoKMig6dj/vvPMRv/yS\nCVgAI9AtpPkMOTl2PIP/Q1XntMltQlzcUM6cuQSsA6JJTtbQpUsXfT8hBNeuXQDmoZsjM4uDB48Y\nHCs19RqwFygAElCrLxs8Atu4cSMbNmwDvgU2c+uWHd7ePgbHyMjQAB3Q1SV5Da22ZHclOTk57Ny5\nCyFeAzphaupLVNSWB+5nbLNmfc3ixTGkpu7k3LkxBAWFcOvWrTKP40GGDx/L5s35pKX9zpEjwQQH\nv1zeIUkVyK5duxg37nOuXVtDUtK3hIW9xenTp8s7rBIrdjSaMV27dq1w7oZuDse1a9cA3buBuxf1\ndHd3JykpCaVSaVC0yc3NjaTCR1lJSUlUr15dF7yZGba2tqSmppKcnGywz+1j3cukSZP03wcGBrJv\n3yFycwcDO9ENBwbdIIFJXKceavbdN+HoqnPWB8KB94G6QE2gH7Gxdx7n6SZ1WgE/A68Ba4scy8bG\nHjgEVAduYWHxjMFjtBUrVqBbQHQougU/q3Px4hWDYxQUaIE3gH+AoQjx5X2iLyo5OZncXFN0Q7wh\nO7s6e/cuL9ExjGHPnkOo1f9Dt1KCJwUFk7l8+bLBMO0nwf79h8jOngd4UFAwlvPnP0Sr1aJUykeP\n0uM7fPgwubk90U0EB1PTQI4fP463t3epnjc6OvqeS1k9qjJJNndTKBRFJiqWtbuTDcDzzzfm7Nmt\naLUCWAYEA3OBTJJoz16W0ImCogcqtAcFSbQFItEVR0sENMBqXF3vTLjUXXcBundCQwCnwp/vaNXK\nj02bzqPRLASSMDN7i9q1a+vbAwMDWbt2K3AK3SCDbtjYGCZVGxtrbt7sANQGzmNuXnTYclZWFtHR\n0VhaWhIYGGjw7ujZZ5/FzEwLrAFaYWW1mICAFsVef2kJCGjMrl0/oNG0Aw4DN6hRo0aZx/EgLVo0\n5sqVBeTm1kKhiKRGjfoy0UhG07hxYywshpOXNxS4RX7+Hnx9Py718wYGBhIYGKj/ubiBLA+rTIY+\nu7i46JciSUlJwdnZGdDdsSQkJOj7JSYm4u7ujpubG4mJiUW2397nyhXdX/J5eXlkZGTg6OhY5FgJ\nCQn3LWkrhGDDhg3MnTuXiIjBdOpkgplZAfA2UAuF4gD29rfQMoC13H8ExhZra5SqETg7fwTYAp2A\n5oCKAQMG6PvpVhCwQPfgzQpQ4uBg+MjxrbciCAt7nipVeuDmNp6oqNU4Ojrq23Ulot3Q3TmZAUG0\naPGCwTGeecYZ3WO2o8A6rK2rGLSnp6fj49Ocnj1H89JLYXToEGJQxsDS0pKtW9fj7PwB5ub1ad/e\nmgkTPrjvZ1Aaxo4dTWhoPaytG1Gjxgds3rzuiSxj8M03M2nb9iYqVQN8fFaxffv68g5JqkA6duzI\n+PFvYGvbFkfHV1iw4P8MBmA9Lcok2YSEhLB06VJAN2KsR48e+u2RkZHk5uZy8eJF4uPj8fPzw9XV\nlapVqxITE4MQguXLl+tn4t99rLVr19K+fXsAgoOD2b59O+np6aSlpbFjxw46duxYbExhYRH07z+Z\nsWNP0qpVR8aNexutVo0QGQihYdeudeTkaLC0HMpBUxtG2VRlKxhU59wCTK5eHbuXupCVlcr+/dtQ\nKDKB6egWyrxKixZ37giEECiVBeg+diWgNEgkAKampsyf/yWZmddJTDxHu3aGEx337NmD7s7pU3R3\nHjM4dOgPgz66Gjq3HzX5kJ2dadD+1VdfcfnyNXJympOT483evTEGIwEBvv76e7Ky7DAxCWX37t0c\nP244PNsYCgoKWLx4MWPHvn/P92tKpZIlS+Zz69a/XL582mBB0yeJra0tW7f+TFZWKidPHpTFxiSj\nGzfuHdLTU/j33ysMGNC/vMN5NEYYpGDg1VdfFc8++6xQKpXC3d1dLF68WKSmpor27dsLT09PERQU\nZDBK7NNPPxV16tQR9erVE1u3btVvP3z4sGjYsKGoU6eOePvtt/Xbs7OzRe/evUXdunXF888/Ly5e\nvKhvW7x4sahbt66oW7eu+OGHH+4ZHyCuX78uzM2rCsgsHPX1vQgO7ikyMzPFe+99JHr06C+8vJoI\nWF7YniZMTS2FQxV74YFStKCO8MBZKLEUCQkJ+mOvWLGicARYfQE+AlRiwoQJ+vaCggKhVKoEfCDg\nNQHviJo1fUv0+X700UcC3Ar37yqgj3BwcDPo8+GHk4RK1VTAN0KlaiXCw98yaA8O7ihgSOG1FQh4\nTkycOFHfnpKSIiws7AVkFfaZL7p2fbVEcT6MQYNeFypVgICpQqWqKRYvXmL0czyMvXv3ij59wsTQ\nocPFlStXyvz8cjSa9DR43HRh9Hc2q1atuuf2nTt33nP7hx9+yIcfflhke7NmzTh58mSR7RYWFqxZ\ns+aexxo8eDCDBw9+YIy6uS6CO+9L8jAxUdChQ3eOH3chJ6cDJiZ7gGigP1CAQqEgLcuEGyzjEq+i\nm4NiZzAw4cSJE+gGB7gDWsCNP//8U39ehUKBh0c94uMPoisz8AUNG9Z7YLx3Gzt2LNOmzUGIVKA+\n8C0ff/ypQZ+pUyfg4eFGdHQMfn69GT78TYP2pk2bsH377ceUAoUiz6Aio+7dkkA31+bO52NMeXl5\nrFixmPz8f4GqqNXP88UX4xk8OMyo53mQ2NhYOnXqiVo9AVPTJKKiWhMf/ydVq1Yt0zgkqaIr8wEC\nTwIHBwfCwgazcmUA0AzYwqhRKwgJCSU3NxXdQpyOKBThWFlpUShiGDZsBHPmLCI///bL+FSgwGBY\nct26ddENLHgb3SoEw/DwuJP8hBBcvHga3SixqoAvJ04MLFHstra2XLp0kpCQEG7e/Itx42bx+uuG\nkzYVCgXDhg1l2LCh9zzG6NGjWbiwBTdvdgVu4O1tT+fOnfXtLi4u9OvXlzVrXkCIxigUW5kw4eGG\nkT+s2++v8vOvovsskrGxKfsCbD/9tA61+i1gOPn5kJ29n5iYGIKCgso8FkmqyCrt2mgLFnzFzz9/\nyezZbThxIobWrVtTUJAHnCvscQg7O2tyciKxttbw2mu98PauA0xFtzJ0M8CEli3bY23twNSpnxWu\nL/YiupFmfYBB3Lx5U39OhUKBhUVV4PbcmiNFlrjJy8sjLCwCS0sbnJxqsmVL0fkt7777Ln/+Gc/F\ni4mMG/cJubm5Bu0pKSm0aNEWc3MVPj7Pc+HCBYN2Z2dnzp07xnff9Wb58lH88ccuzM3NDfoMHtwX\nc/NUcnLW8MILLxh9uLGJiQnvv/8eCkULwA9T07eYOnXcA/czNhcXJywtj6O7y00jL+9i4aKsd/z2\n22+4utbGwqIKr746uMjnXVHk5+fzv/+NwNKyKo6O1YmKiirvkKSKxDhP854exV2yRqMRYFk4+7+e\nAIfClQTSBawSDg5uQqGoIsBegLsAawEWAqIFXBDW1nVF165dBbgKuCbgpgBf0bp16/+cX1U4+7+B\nADthZmZv0D5z5iyhUgUKuC4gWqhUjuL69ev69q1btxYeY72A3wU0Fk2bNjM4Rtu23YSZ2TgBN4WJ\nyefC1zegRJ+RWq0WVlYOAqIEpAmForMYOXJsiY7xMNzdvQR8IuBnoVQOEH36hBn9HA+SlZUlWrQI\nFNbWNYWlpaMYM+YDg/aMjAxRpcozArYJSBVWVp3ElCnTjBrDk/LOZv78b4RK1bLw/7/7hErlKJKS\nkso8DqmogoICce7cOXHhwgX9Kitl7XHTRaW9s/kv3YxcU+BvdIXJFhe22AKvcuvWLYSwKNy+GbiI\nbi2100AttNoupKamoptn4wG4AMkGC9fphhdnA2fRzcnZSl6e4Tybw4dPoVa/CjwDtMHMrAYXL17U\nt69evbowpoFALyCTU6cM71xOnTpFXl44YENBwTD++qvou6/7OX/+PBqNAugG2CFEOD/99PBlpx9G\nbm4uSUnngQ+BV9Bq3+Lo0ZLFaQwqlYqDB3dy6NAWzp07ysyZ0wzaExISUCgc0c29ckCj6UdsbNnH\nWRaOHDmFWt0bcAZaolR6cf78+fIOq9LTarUEB/egSZN2eHs/T1hYxGMtiFleZLIpdHvuD6xAl3S+\nRveS/zQmJjNxdnZBN1FzJrqP7Ud0j16cgX2Ymf1Ms2bN0M1/UaEb2lyPBg0a6M9hamqKQlEVeAeI\nAiagUlkZxNGuXQAq1bfA8cJzJBtU0dQNRriFbhWBukB64fygO154IQBz8+nAWczMptC0aUCR671x\n4wbLli1jzZo15OTkGLTpHqllA9+gmzz6JRYWxi2YZ25uTr16jTE1/QQ4g6Xl5wQGFo2zLJiamtKg\nQYN7Thj18PDA1PQmsAQ4gUo1j/btyyfO0hYYGIBKtRDd/Kw15Of/bfD/X6l8rFy5koMHb6JWXyQ7\n+wLr1u1l9+7d5R1WiVXKAQL3Uq1aNVxdXbh69UNgLGCBp2cdkpNb4erqyqZNUbRrF0Jy8p/AC+hq\nwWioUWMSCgVMnjyNwMA2fP/9cnJyOgJmKJWbGTr0K4PztGjRkNjYX9Alk4sMHDjIoD08fAhHjvzJ\nypUvYWNjQ2TkT9jZ2enbdX/RWKBLAtbA6yiVhpMIly6dz5Ahw9m/vxuNGz/HsmWGNXOuX7+Oj08L\nMjJ8gDR8fOYYvLepXbs2Fhbm5OSMRpdQFfTqVbRk8759+9i5cxe1a9eif//+xdbwKc727evp3/8N\n/vprJR06BDJ79mcl2r8sWFtbs3v3ZsLC3uaff2bQv39vRox4q7zDKhWvvdaPy5cT+eab17C1teX7\n7zfwzDPPlHdYld7169fJzX2O23PzoB7//PNPOUdVcrKezV0sLZ3JyakBBAFzMScPN7xwMbmMdU1n\nmoa8xJdzV5Kf74qJiZaGDe04fvyAfvmdzMxMatSoR3q6ABRYWNzi779PI4Tg88+/QqPJZtGiRYA9\nuuHRfwNahLizuOTRo0dp3bojGk0YFhZn8PVVc+DADv1yMnPmzGHEiFnAeXQJ7xOqVfuh8JHUw/ng\ngw+YMeNPoBa6xPUrGzZ8oZ84m5KSQrVq9YCGQCtgPj4+npw6dVR/jPXr1/Paa2+SnT0Eleo3evRo\nyIoV3z90DNIdsp6NdD9nzpyhRYvWZGV9gIlJFjY28zl37rh+vcmy8sTVs3laHT9+vLBSZxO8+IFw\nYCPZnOIEBwsyiLoYT8f58xhuqcFXeYEGDWzYsOFHg3XelixZQnp6Brr3KW+Sk5PHRx99RKNGAcyd\nC4sWVUP3iK4+uhFrbkXimDt3IVlZ71JQ8AUazUbi4q5w6tQpfbtuuZp/gZ7oSljPKPFcnb17fwf2\noVvs0xS4yoEDB/TtuvlCAt08o8+Ar/jrr2SDY0ybNg+NZj5CfEpW1g5Wr16BWq2mMsrPz2fatM9p\n2bILb7wxymAEoiQ9rgYNGhAdvYVXX41jwIAkYmP3lHmiMQb5GK1QlSpV0L3wh1YUsBDDpexVQHut\nlvZaLeE4s+xcU156qQ+nTsXoHx/99ttvQAC6X9AAyezcuZG0tFro3vUUAJOA9YAd0AJdKYA7rKws\nUCi2I8RqwI68vAwsLS317Q4ODlhZVUWjUQN7MDFpQ6NGjUt0rbpCaEPRrVANsN/gHB4eHkAeundD\nDkAqtraGc2BUKkvgRuFPupLSuqJrDy8lJYXw8BGcOfMXwcGBfP315wbzlp4WEyZM5auvtqFWf8CR\nI2uJi+vD778bd16SVLk1b96cVasWlXcYj6VS39kIIcjOzgYonDGeh5Lf6MX9n4f2Ig1FXgjnz1/g\n/9k77/Coqq2N/6ZlkpkUekuAYGjSQXoXBOlFutT7RYpwLagoFgQVERVBUCkiCoJeUECKihSl9xrp\nTZohhFAT0qbt7491ZsJJuEIwArnJ+zx5kpk9Z589ZyZ7nbXWu94VExOD0+kE0HTQ/kA23wRgv6Z9\n9ieipubNt3h7URzMMHepUsVR6hQwCeiB252qU46uUqUK7do1x9//JAEBBgoVOsLw4c9k6n2LdlcU\nYiL+G0gAACAASURBVPwSgbO6Oppy5crxyCO1gIeBpsBbfPXVZN0cH374JoGBrxIY2Ap//1q8/fY7\nGWp1boeWLZ9g9eqHOH36K+bOPcnw4fde7DMr8P33P5KUNAFoT2rqF2zZ8qvvO5GLXGQVnE4nLpfr\nfi/jrpFjjc3q1avJk6cwdnswDRq01D5EI6GE0fg2xzbBSShP4HDEU6LEQ9hsQTz//CuMHDkSuIDQ\nlvMC+xg/fjwmUyJQFgmfeYDWSG+K58iTR+8xzJu3CGG4tQBexuWysXPnTt+4wWBgw4bfSEk5Q3Ly\nVi5cuJzp9y7N7Q4geaPigDuDV9KpU0vEc9mAzRZIjRo1dOMhISG4XAZu3FhDSsp1QkJu12JOD4fD\nwcGDO3G53gNqkJw8itWr76y19oOGkiXDMJl+0x6tJzi4QKa9vFzk4r9BKcXQoS8QEBBIQEAQ48dP\nuN9LuivkSGOTkpJC5869iI//Ho8nmd27Qxk+/GXAQEGsd9SZsyCVADMez4+4XOf54oufNbkaG1KD\nEwcU48knn2TEiKGYzVcwmWIQTbVVwEDgG65dS9TNffLkUUTqJh7YCMRz4sQJ3/j48eOJjb2CsNkS\ngGqUK5c5euqPP/6I9NJZgNQUJetyNhcvXmTUqHeRnI2DpKRHad26i26OFi26kJLyBOAAFjJs2EuZ\nuuvy8/OjcOGSCMX8V8zmWVSqVD5T7+NBwcyZkyhWbB4BAYUJDOzF4sXf3veeTbn438HixYv5+uvf\ncLsv4HKd4J13prBjx477vaxMI0cam0uXLuHxmIEmgInU1E5ERR0GFHEkcrs0t3TmrIqkvC4D+XA6\nH+X8+fNAXcRjyAu0ISEhgffee4tLl2I4ffoIkhdqCcwFeiG5kTRYLHakWNMfqAIU1TFARIr/IaAC\n0hOnMzdu/PfGbrdCQsINoAPCNGsOVNcV7x05cgShVTfQ3mNXzp3Thxbj4q4C3ZCvUCvA7etZdKcY\nNiwSeAN4HqX+wzPP/F+mjn9QEB4ezqlTBzlxYi+XLv3Jo48+er+XlIv/IZw4cYLU1ObInhKKyVQ3\nWxbb5khjU7RoUQoWzIvJ9DawEZvtXRo2rAU4iCaO2wVz1mMm2meS4oFlmM3f8dhjjwFrgf8APwJf\nUa6cMMVCQkK0gkwD0n56C9LgTB9uadOmMdKr5jdgMnCBDh06+MZHjBiB0J6nafN8SERE5pgpLVu2\nAKYjSghzge0MGDDAN16zZk2MRifwDrABGE3jxvowWvXq5YFXgc3ACPz8gihWrNgdr0Epxbvvvg9s\nA/bjdk/ijTcevDqbO8XOnTuZN28eK1asyJbV3bl4cNGkSRP8/L4FlgPzcbvXUqdOnfu9rEwjRwaW\nTSYTGzb8wpAhL3L69M9Ur/4wc+Z8B/jhZAcLqU4rTv/X4xfiwclmIJmKFb/EbLby9tufYzAY+Pnn\n9cC/EDtuZOjQNHl/CTM5gQjtmYcgXRfQwMC8iBxNb8APi8Wf+Ph4QkOFJt22bVuaNq3DunUvAibM\nZifHj+vbQt8OQptMAoYibQSMurbQNpuNX35ZSMeO/UhNnUKVKqVZuFDfOuK3334iIqIS5893wM/P\nxNq1yzJV1OlyuXA6k5FaH4AIrl69nqn3cSdQSvH111+zZctu6td/hH79+mV5iOv77xfSt+8wHI5e\nWCxfMXjwZqZM+TBLz5GLnIu6desyb95Uxoz5ED8/CxMmLNS1is8uyJGeDUDJkiVZsWIhhw9vY9u2\n33G5piK2txsbCSESIyvI2JkzEiObqIQk+23kyxdCyZJhFCpUiM2bNyPGYyAg1fdLlizxnVM2OStQ\nDWkb3Q6RhUlDdPR5oCoS4nocp9NMcnKyb/zkyZOsW7cD2aTL4nLhK8a8Uyxe/APQFzgNnAUiWLly\npW9cKcXrr7+LwxGCx1OSgwePZOik+eyzz3P+fALwGg5HBTp3zlyrBIvFQteuvbHZ2gMTsdkG8uyz\nt+9FlFm8+upohg6dzOefl2Lo0Mm8+mrWF0o+99ybpKZ+hVIf43Bs5NNPJ2dr1lAuHjx07tyZqKgN\n7Nz5K02aNLnfy7kr5EjPJj0uXryEyP6nAi04RjTHeJy5/EoocRTkAnGUIZozOJmGNFRzAiFs3BgP\ndGTNmvZIt4A6wCfazJfYtGmO7zxpG1BVZLP/EBHlvHktF4DDwMcIPTlJZ2wGDRqEFGJ2BsoAI1i+\nfHWm3u+5c+dIM6MeIFWXcDxz5gy7du1Fqd5AI5zO1xg58h3atWvne83cuT8iNULfAyW4eHETFy5c\n0NG0b4d582Yybdp0Dh06TsuWH9K5c+dMvY87wYwZs0hKWgeUISmpHTNmNGX8+Lez9BxXrlxFKOQA\nSSilcLszMvxykYucjNz/BqBcuXD27JmGbLzdEdXmD3ASwWnMnKYwUitjQDwBgBgkud8cGIrbfZCk\npNmIoSiPGCMLHk9a8l7qUJKRjf4FoDLpncszZ2IQptgwhEzgx9mzZ2nQoAGA1v+mGNJXB0RN4M1M\nvV9/f39u3PgFSexfBeLIl6+Ub/zatWta3mE3EieuwsWLJ3RzKJWKyO18hBSp+hMUFJSpdZjNZp55\n5t94PJ5M66rdKYKCQrh27Q/EMP9BUFBIlp8jPLwIR4/+HzAb2InR6JfpmqNc5OJ/HTkyjOZ2u4mO\njiYmJoY9e/bw0UfvEBQUgHgMlRFNsLeB9Ug9SiyyKbsRdYC6QHXEVlcCojGbd2uqz4nARGAmcI1y\n5coRHR2ttRcAYXk1QhLrhREDloYbN65q865AaMHJOhmYtm3bAue1HzewHrs9c/cMrVu30s57AClC\n9ejaaYv4oguR1PkOSEApfbjPzy8AeA9pFjcByHzB2b59+wgNLY3JZKZmzSbExcVl6vg7waxZk7Hb\n+xAS0gi7vQ+zZk2+/UGZhFDe6wOPA10pWLBILvU5F1mOS5cuce3atfu9jLtGjvRsIiIqEx19AZfL\nG54yYzJ5sNksJCWlIhuwQiT8VyN1Mb0QOvI0xEiEIoWZfQALefOGU7FiUzZuvIh4RyYgnAMH9lOm\nTA3y5Qth7dqfEGM0UpvrRcQrSIPDYUQMQQekhiVERyn+9ddfkTbKDyOGK4/We+bOUby4VxPtCuDG\nYMinC/lIZ08T8DLiXRUgOdmtm0MpD7AQURhYCRh1XtydoHHjFiQkuICC7N59hC5d+rJhQ9bKvLRo\n0YLjx3/n6NGjlCtXjqJFi2bp/ABHj54CPkNCqB4uXrTgdDqxWCxZfq5c5Dx4PB569fo/liz5AfDw\n738/k6HvUnZAjvRs/vyzOy7XFYT6GwT0x+1uT1KSAymkTAQGIWoAAUBHZNN1AXMQNYBt2uPvgUtc\nvWpn0aJFwDXgDBJmA7CQnBxLTMz/MWjQC4iB+Bi4CHxKes/G6UxAWGoXkcLNeJ2cuN1uR4zEV4jX\nYcbt1uu43Q4iFFlSm+ccSrl0dF05h1O7FheB+qSk6M/hcjmQEJs/YnBVhhbXf4WUlBSt3ud9xID3\nZvPmnbc56u5QtGhRmjZt+o8YGoBataphtU4HYjEYPqVEifK5hiYXWYb58+fz009HcDhicDhOM2PG\nd2zatOl+LyvTyJHGxu1urv3VGDEOjRFvxoSIYxqQwsvrSN7iHaRQ0wL8jhiDZ5Ew1knAjtNZR3Nx\nqyCNzWzavKKR5fE05/jxk4ghW454JseRPNHNCEDCMSaEIl2Y69fTKMFCFsiPeEddgMIYjRk3+W3b\ntvHJJ5+wbt26DGOi19YcMRSFCAiooaM+i2cTgIQUDcDjKKXfPJUyAeUQY10KcGudSu8M4gW5EGHS\n2cAclMqeDK5p0z7i0UcTsNsrUrHif1i16ofbH5SLXNwh/vzzT1JT6yF7Sn6MxmoaySd7IUeG0Wy2\nl0hKeh0JA1VGEuzVEGbYEKAN0kDtBgZDC5QqoD1+FjEW5RHPxYHc+X+FwzGHggXzEBe3BWGjBQNf\na2dcjs32Pt27d2DSpE8RwzUSYaPp4e/vIiVlDEIS2A/E+sgBAB06dOC7734CBiNJ72cICyvAjRs3\nmDZtOpcuXSEw0Mb48dPweDpiNE7krbee46WXnvfNIYKhvRAVgjhSU7dQo0ZaLxopGHMBzyNhshHY\nbHoPrEmTmqxadRLxsJYQEPBnhqLO8+fP8/nnX+DxeBg4MFIL33nfpz9iyDYhxvtbbLaXM1yP7ICQ\nkBBWrFh4v5eRi/9RtGzZkrfeaonLVRVIRKkNNGw46X4vK9PIkZ7Nm292p3r1SQQF/YrF8geSbP8F\n8VTmAQOAOKzWPGzdugKr9RJpcvx+iIfjZV7tAZbj51dHS6yXRsJPS4C6BAeHUL/+NEaObMf777+j\nneNX4GnES9LfzRcoUAzRVRuChNtcWvsDQenSpTGZAhFV6H8DgbRt254GDVoyatR2PvjAxOjR40lK\neouUlKkkJa3k7bf18d3169dr6/gAmInHY2DXrl2+cfFQ3Ig6wiygEf7+ehbXTz/9QNu2DxMU9Bxl\ny+7j4MGtuvFLly5RrVo93n03lnHjrlG1al1iYmJ84x6PB5PJgEhwAOSnRIniZDXcbjcffjiRTp36\n8OGHE28iamQdlFJ8/vkXdOrUh1Gj3vYpiWdHrFmzhm7dBjBkyHO6zysX9w/VqlVj+fL5NG++lNat\n17Nhw0rdjVu2gcphuPktr1mzRoFNwQcK3lGQR1morsLJr2phVeEYVUhAfgUdFHylIFBBuIIvFfTR\nHs9UoFRAQFfVrl07BXYFvRQMVhCgWrVqle78gQqaKpit4GEF/rrx8PAyCkIUzFAwTIFdrVmzxjd+\n4MAB7RzPKZimIEjVqlVLBQaWU+BRoBS8r6Cz9vdBFRxcSHeOli0fV/BvbVwpqK3GjBnjG4+Ojtau\nS7w2PlmVKVM9U9d5zpw5ym5/wneOgIC+aurUqbrXDBgwWJnNoQrKKbM5n/r667mZOsedYMiQ55XN\n1ljBHGWzNVZDhjyf5ecYP36CsturKJit/P07qtatu2Tq+DFjxtzy515j3bp1ymYrrGCaMptfUKGh\nZVRiYuI9X0cuHkz8XXORIz0bELHJrl17AT2AEZRlP5E4WEYUB7nMDlI5iIf5yZeJ5HfKsgLxaiYi\ncjSzAQ8GwzsEBranYMEDbNiwAcmn/IIoKoeyatUq3znljjcZWAr0R3TJrMTGxtKy5RMUKVKGs2fj\nkBzRICQcV4Bt27b55hg7diwShvsY8X5GsW/fEdzueNAavhmNJzAYfgMKYTQ2YuTIF3XvvVGjhgiJ\nQQEOjMZL1KtXzzcueSEzQuftC4zG4UjN1PUVksEFxEPyYDSe155Lw6FDx5F2C59iNlfk99+PZJzo\nb+I//5lPUtIcoB9JSbP5z38WZPk5vvxyAYmJnwL9SUmZz8qVS7NlP5tvv11EUtKLwBBcro9ISAhm\n796993tZufgfQY40Nk2btuHhhx/h2rXywF7gKo3Yzhck0QqPr8WADSl7/ILTNGQHEvIajTDKygEO\nDIY4HI4NtGrVTGN5XUGEOH8CrunowEIv9kNIB/h+d+zYm7VrHyI2djkejx+wAzEEF4BLuqr8QoUK\nIYWlYUhe6EuUctKnTzfs9ioEBzfCYlmCydQR2IDR2I/ly9fo3v9zzz1HmTJn8fevgdVagZYtq2si\nooLExERERmc48CjQhdTUzCXvO3ToQLVqgQQGVico6BEefthFjx49fOMOh4OdO9fjck0HHiMl5X0W\nL16RYR6lFNeuXcPhcGTq/F7kz1+ItOu9h/z5C97VPH+FIkUKYjDs0R5FERAQnC3VA4oWLYjVuhch\nrcThdP5JwYJZf71ykXmMHj0Wmy0vwcGFmDHji/u9nLtD1jhY2QeAslh6KSiiIFXBQ8qCXa1Iiynd\n8udnUBYsCtoq2KJglgJ/BVsV/KEgWEFJbdx72HCf67lx40b1888/K7AoCFAQpoWqApSfn03Bde2Y\np7XngxT4KQhQ+/fv961/6NCh2vgmBbEKaiiz2aaioqLUunXr1MqVK1WBAuEKjmnzXVVWa2CG63D9\n+nU1fPhwNXbsWOV2u3VjCQkJymSyaSG/UAUFVM+e/TLMERMToyZOnKi2b99+y2vtcDjUt99+q+bN\nm6dSU1N1Yx6PRxkMdgU/auG/V1WRImUzrKNevceU2WxXVmuQmj9/wZ19yDdh8+bNKiiokAoKelgF\nBRVSmzdvzvQct8Phw4dVvnxhKiCgtPL3z6uWLl2WqePvNIyWmpqq9u/fr2JjY7Nq6TrEx8erypXr\nqYCAkspqzaveeOPtf+Q8ucgcfvzxR2W3l1dwWsEBZbMVVXv37r3n6/i75iJHejZO52DEc/gJ2Eko\nAXfQnRNCUUhS/19IQaZR+wlFQlgDEWWAA0iYShhK5cvXpFGjNrRp01d7vZdkYAWgdOlKGAwzkWZo\nPyG0ZxsSyjLpaI5//vknIqfTAOno2Q+Xy0PDhj1p374bAQEBhIeHIy0EEoDpFCuWJkUDEBcXR758\nJZk06WveeGM8+fOHZ0icu90OxJNTQDK7dm3Xjc+bN4+iRSN44YWJ1KnThNat2+nGPR4PvXs/RWTk\nCwwcOIInnuijO4fT6USpRKR3jw34hORkverzyJGj2LYtGJfrOqmpm+jb9ymuXLmS4bP5K9SvX5/o\n6BNs3ryA6OgT1K9fP1PH3wn++OMPrly5QnLyDVJSkv+RxlYxMTGULVuNevW6ULJkOaZPn3n7g+4K\nCnBpRbu5eBBw4MABUlPbIrVxFTGZGnHo0KHbHfbgIYuMXrYBoPz9Oyr4Rrtzt6haFPhLr8b7UwuT\ngle1h4c1z+MlBRu1pH5+7aeggjyap4OCYlqy3aF5Nb9pc8xQEKJOnDihKlSorSyWAG3OPtrd/nkF\ndtW2bVvf+mvVqqXNsUDBbgVlFBTX5luqSpSooMqWraGgnAKrgtKqYMGSumtQrVo1JSQFp+ZRFVUv\nvfSSb/zNN9/U1nHiJg8tSDeHxVJQwVhtPEqBRSUkJPjGly9frgIDqylIUpCi7PY6asGCNM/E6XRq\n6/tMwccKRijIoztHyZJVFMy56SMoqtavX58VX4MsRXBwCQWTtDVuU2DN4C3+Fe7Es+nbd5Aym1/S\nznFCWa1B6tq1a1n6PkaPfltZrb20795FFRBQWB09ejRLz5GLzEOIG8W1aMZKZbMVVEeOHLnn6/i7\n5iJHejbduxchIGA4kszvTBwJd9id01v0CVLjYkZUAPojuZzLiFbaK4jUi9dfKotQpVOR2pxHtOcf\nARQREREcPLgdhyMJ8XZqIzUoRYACREdHc/jwYd55ZyynT58G8iFEhd7a3N78QA2uXLnIhQvRiJZb\nLyCZq1f1mmNnzpxFWhyYkbxPhO5ufM+ePUhRp9cjqoV4W2lwuZQ2B0i9DlqnUkFcXBwez8PaPFbc\n7ko6JQQpgPUgQp77gC/xFsB6kS9fIEKW+BnRqrtBSEjWC2n+XSQnp5D2mVYFnFlOfz5/Pg6Xy9vA\nrhRGoz3LdbJiYuJITa2OfPcKYrGE/SN6dbnIHJo0acKUKW9RosRgIiJeYf78Wb6mjNkJOdLYTJo0\nDrc7GQmJLSCagXfQndNINGbgGWRjfBIw8NJLz2CzeZCGZ2ZgF5KQTgujGQw7EGM0EzEmNZEK/o6k\nr7MRszYK6eL5b+ASlStXplatxowZc43Ll2sg9S/1kCLTLQiRYA42Wz969OiBUmZEyuYrRNdNn6yW\nos6pSCfQN4A9tG/f3jf+/vvvIyyyp5A6mxEIiy4NVas+hBSWzga6YjIFUrZsWd94ixYtMJl+xWB4\nD/gQk2kprVu39o0LM00hNUlfaddGr1LQvXt7RAT1VeA/WK0WKlSowIOG5s3rIqKls4EnKFAgPFPS\nPXeCyMju2GyvArPw83uK0qXDs7zW4sknuxAQMAGYhtn8IkFB8VSvXj1Lz5GLu0Nk5L84c+YAJ07s\n1f2vZifkUGPzCU6ndKgEcFKehfy1mOVCFE4UkpuZhRgqA8WLh9GrV0vy5XsPqzUAkav5FsmZdKVA\ngQLMnDkFm20mFst47ZwFgG7IXb/Sncduz4cYh9eAbwDFiRNnSUx8Do9nAh7Pz4jMzLfAWwi92UDH\njqt58802TJ/+MXJn6jUwGVlRU6d+htHoQLyFT7Hb/RgyZIhv/OzZs4iXsQLZ6G2YTPr2ATt2bKJU\nKSsGwwgCArawa9dvuvGwsDBmzpxCkSJfU6TIl3z66YdERESghyLNYzKTXidu9+4jiHdWFWiN0ein\neXZpOHLkCB07Psmjj3Zk+fLlGd5rfHw8tWs3ITg4nNq1m2iMwazFTz/9QN++DSla9AMaNnRw/Pju\nDK/ZtGkTLVt2oVWrrneV0+nVqydz5nxE587rGTq0IBs2rMjytgxNmjRh+fJv6dp1O5GRLnbuXJ/l\nRjMXd4fffvuNxx7rTJs23bMvHT2LwnnZBoAymYorKKygkIK6CvKospjV/2FQP2NUiVqSIBHUz1jU\n/1FclcWgIK+ChVrc3KnAph5/vI2y2yso+EFBJSWFmi4t7v24slqtKiiokILJSgpDzQquanPsVBCi\nW5/dHqTlfL5X8KYCm2rTpoMymZ7XjjmuhI32tpa3yaesVn1haFBQQW2twiQzmWy68VmzZilhu81V\nMFFBgIqKivKN//7770ryWc9p76uk8vML1s0xbtwHymZ7RMFS5ec3UNWo0Ug3fvLkSWW3F1AwXcEX\nymYroA4dOuQbdzgcSopTwxUMVMLm89PN0b//YGU0jtHe9zXl759fnT171jd++fJllSdPUWUwfKDg\nWxUQUEStW7dON0eJEhUVNFewXEFzVaJExdt9RbIchw4dUjZbAQVfKJiu7PYC6uTJk77xB6WoMxcP\nJvbu3atstoJKCsE/VYGBBXX/B/cKf9dc5EjPxu2ugOQBWgGHgAUc42W+xJ+O/EhFIqlNNSriR0fK\n8iVJHKMqElo6gISt/gBcHDlyjsTEt4BOSL7mHJLDqA5sJjU1FYOhDjAUKSC1AAe1lRwkPRITDYg4\nZVfEcymCy5VCgQJLCApqgdFYB2GjjUJaGbxOaqop3Sx+SBfN5cATGI0ButHJk6do6+mD1NLUZPr0\n6b7xS5cuaeucqF2jDxAvLA0LFvxIUtJ4oAMOx3R+/323zmtYt24dSrVCQm2ReDxdWLMmrd5HanmS\nkZxXFSSkpy/6HDVqBCEhnxMU1Bq7vQb/+lc/Xeho165deDzlUGoE0Ivk5GEsX/6zbo6zZ08hYbp2\nwFfa43uLNWvW4PF0ASKR69HqlgKpWQGXy3XXNUlexMfH57a1foCwatUqHI7eSG54GAZD41zV59sh\nPDycKlWqUL16dWrXrg3AlStXaNGiBWXLlqVly5a6pOd7771HmTJlKF++vK4Sf/fu3VSuXJkyZcrw\n3HPP+Z5PTU2lR48elClThrp163LmzJn/spI3kWT+UiRHMgHZVD04yc9pZrKTxpzGHydHkdBZfyTB\nPxEpqJREcPHihbFYfkNCQieRsNAziPZZHsBIYuJ6JBEfghAEWiCJ/aHanDfDgeRZvIrSFyhZsiRH\njuxl3rxnqFgxFCnqPIOEulZnmMNgUMC7iMF7H6WS040DrENUpw8CR3RFiKIAfQMhUAQDr+Jy6RPe\nBQrk0dapgK0YjWadQkBYWBgGw25EOTsBk2m7zlBIV08/JIf1b+AURqM+jBYREcGxY1F8/fVgVq2a\ny2effaQbDw0Nxek8gmjbOQgI2Eh4ePo8hhnwGrk13A/t2eLFi2MybUeo6NeA3f+IttWkSZ9gswVj\nswURGTks0/2FkpKSKFasHCEh+bBYbAwcOOT2B+XiH0dYWBhW61Zkr7qMx7M3VxvtdggPD1eXL1/W\nPTdixAj1/vvvK6WUGj9+vHrllVeUUkodPHhQVa1aVTkcDnXq1CkVERGhPB6PUkrov95CwtatW6sV\nK1YopZT67LPP1NNPP62UUmr+/PmqR48eGdYAKIhUQlFep4W8+isYoMCo0XEDtTBTYyXU4vFKCjgD\nFfTVjvlNgb+yWvOoQoVKKX//AtrxrW6i6j6vPQ5QcFALn9kVPK6gtBbe0YenLBa7Ehq1XQn92E99\n+eWXvvF+/fppa7GotOJP1Nq1a1V0dLRSSqmgoDAldOXVCt5SFkt+3TkiIyOVULODtbUFqUWLFvnG\nV65cqZ1jkxYu7KZAXxharFhZJYWx+ZW3ANXpdPrGPR6Pevrp4cpiCVR+fkGqf/8hvs9PKaXcbrd2\nDqsWWgxSwcFht/7i/AXeffcDZbHYldWaR7Vs2SlD8ajBEKitsbCC/MpgyFjgmhU4duyYmjRpktq0\naVOGMY/Ho/r3H6L8/IKUxRKonn56uO5aZEUYbd++fcpmK6qk8O+6sttrqXnz5mVqjg4dOmvf+STt\n+2pXW7ZsydQcuch6uN1u1aFDT2UwWJTBYFbPPvvyfVnH3zUX9zyMpm5q0gWwbNky+vfvD0D//v1Z\nsmQJAEuXLqVXr15YLBbCw8MpXbo027dvJyYmhoSEBJ9n1K9fP98xN8/VpUsXravlrbAN8QqaIJ5I\nZ0Sl2XvXewNJVk9CWjjn0R5bEFryFOASYCI1tQUXL17FYFBYrRakqHMDIoMzH7lrD0bu4kOQFgUb\nkZDRFrx6Zl6IppYDaTEgtOHNmzf7xo8cOaKtIxAoipdg0KnTKMqUqcKKFStITb2GEBReAN7H6dRT\nZMUFr6C9h2jApgtxxcbGIoWWDbRr0p30TLGLFy8jTLpS2ntD11HUYDAwdepEYmPPcv78KWbPnqZr\nlSytrh3a9a8IuIiPjyWzeO21EVy6dJ6zZ4/yyy+L8fPz042XK1cW8Z4uAlbtsR7Lly+nadMOdOz4\npHZ9M4dvvvmGsmWrMXz4bBo2fJwhQ4bpxg0GA7NnT+P8+VPExp5l6tSJd9U2+tChQ0yaNIkFCxZk\n8FpOnjyJ2VwTKfwLJimpJcePn8jU/EeOnEb+FwKQ70ep7JuM/h/C2bNnWbbsZ5QqhlIF+eSTHe+L\neAAAIABJREFUGdlSWfyeGhuDwcBjjz1GzZo1mTlTKqBjY2MpXLgwAIULF9Y2OqnZCAsL8x0bFhZG\ndHR0hudDQ0OJjo4GIDo62udems1mQkJC/kvF+VUkX9AEyRW8C7ykjR1BQlivI/mMpcBOZFNMRthZ\nJ5D6DwOikWYjOVmRmpqKbP6dkZxJIkIxTkT6tniZZMMR6vNgxBDprhISsjul/RhYvHixb3T//v3I\nxn8aCYN1BSxcv76RpKTviIx8DofDhDDZfkdEQf11Z5DwYgNtnrxAaTZu3Ogbl5xNCjAWWI+w1vSh\nOrlneEO7NtsARZ48eTJc6bx582rN2vSQsJ0Z0YHbhxhwe4bX3QmCg4MpVKjQLTfw+PgE5D0GAnm1\nx2lYv349PXsOZv36XixfXp169ZplWqVgyJCRyPdoH7CNGTO+uGUIK3/+/OTNmzfD83eCLVu2UKtW\nE0aOPElk5ER69BigG69duzZu91akh9JPBAR8RbNmj2bqHB07Pob0WFqNfG//0NHVc3F/0LRpU6QF\n/R/AaZQqSLt27f76oCzAunXrGDNmjO/n7+KeBrA3b95M0aJFiYuLo0WLFpQvX143bjAY7uqOL/N4\nGMnZHEOKCocgG/xYoBhigyOAw4iHEY8YoADE2+mPeCQFkE3yTaRHzQrtuD3aHJ2B5bz88ousXj2b\n69fj+eMPA5I7eAKpLUmvDuyHFIyCeFTBJCamFUOKQSuGFIka0Bd1PsSNG9cRg/eQ9lwE6Wt5bDY7\nKSlTkd47ccAeChdOk3E5efKktv49iIGsCPypX6WfP8nJpbVHYYDixo0but47fwWhMLuQO3HvOrP+\ns79y5RLiUQ4CFnHlil4SZ9myn0lKGgr00oKfP7Nr1y5atmx5x+eQok4vrTsccJOSkpKltOFx46aQ\nlDQWGIzDkczy5WHExMT4Wl2HhYWxevUyXnhhNElJKbz22iQaN76dCJMeH3zwATExF/n++/5YrRZm\nzZpDqVKlbn9gLv5RyM1PS9Kkrkpo3XT/WTRt2lQzdIK33nrrb813Tz0b7z9GwYIF6dy5Mzt27KBw\n4cK+8EtMTIymaiweS3pNsLCwMEJDQzV9MP3z3mOkRkRYOdevXydfvnwZ1mE07kVCK2URo3Edqfq3\nIKyyd4FhyN39U0i4qTxiGLzuqxPZ1B9DKuEPaM/7kXZZbYCbGTP2c+zYQT75ZKx23I+IwsBc0lfm\nSxJwNPAe0BO4TufOnX2jJUqUQAod+2rrHIt4XBOx2brx1FP/h81mQVpGTwRaYzLpPZsaNapra56B\nFH8adXdKTz4pBavizXRGvCN9KK5Pn3ZIIeNHQCsKFSqpU6e+HUS/zYaQJSYizLiEvzrkrmAwmIBl\nCAlkmfb45nWEERCwEQnpncfhOKLznO8Edrsfci0mIqw3a4Zw3t+F2WxC/91z61p5A9SrV4+tW1cR\nFbWBHj2639V55s6dTUrKea5fP0PXrl3/1ppzkTVo1qwZ0tTxdYR8tI1+/frd30XdBe6ZsUlKSiIh\nQTaTxMREVq1aReXKlenQoQNz5swBYM6cOXTq1AkQifr58+fjcDg4deoUx48fp3bt2hQpUoTg4GC2\nb9+OUoq5c+fSsWNH3zHeuRYuXEjz5s1vuRazuQgSwjqMbNSTga3a35uQUEIi8k/9LqIIcBrZfJ8H\n2iM0Z5DQyWzE4wlGQmzlEZrzMgCuX3+dxMTitG3bE/FCvCy5M2S8m/fTzvMJEs6QMJEeVuAHxCAV\nAvwZNOg0n346lI8+GqcpCORFDIERj0fvPckmNUh7X1FAJR1tWT4nN5JTGq9dB73HMnz4c/j7p2A0\nTsBo3MHo0S+RGUjM+Ya2hlGIobkzrygzCA4OIS0vdkN7nIbBgwfTuLEdq7UwFktZRo16MdMqBaVK\nRSD5s0+AREwmd5YXXI4ZM4LAwHcJDOyJ3V6H/v37+27MshLTp8+kUqUGNGrUhqioqCyfPxeZx/Tp\n07FYjEiZwGyCgwN56aXM/b89CLhnYbTY2FjfHbrL5aJ37960bNmSmjVr0r17d2bNmkV4eDjfffcd\nABUqVKB79+5UqFABs9nM1KlTfSG2qVOnMmDAAJKTk2nTpg2tWrUCIDIykr59+1KmTBny58/P/Pnz\nb7kWhyMO2UhdgBsL5QklmoJ4iKMU0fTFyVykN00g0EH7eQ6h2VZFQlw/IPmfLxBj0weRsXkFWIls\n2CDe0iQk9NULaIbUluxDPIybkQoURqRs4oEfdB6eEAgSkFCaA/HKUpkxY4rvNRLW+RiRtDmBUtV0\nZ5B8yRHEM0sFzmstrQXiORrwNleTkNxZ3RzDhr1CSkolxGBW4vnnX2DgwEgsFj2R4L9B8jvBwONI\nKG0DYvz1OHr0KCtWrKBQoUJ07949031iJk0ay1NPdcZkaorbvY5Jkz7Wjfv5+bFixSLi4uLw9/e/\nhWG/PSIiwoiKOofkyeZRuHBClhubatWqcfDgLtavX0+xYgO1u92sxaJFi3j22bE4nV8Cx2jQ4DHO\nnTt213mmXGQNTp8+jVIm5CbTQHJyEhcvXrzjkPUDgyzhxGUjAEraKStVllYqEtQKTS1Aab9XYFGR\nFFZlyaPRer3tllcrqKH97dGo0MEKuiowKXBrY1sUVFFQVDtfRW0eg0aPPqzN9ZtKryAg8027iT4d\noZo3b+4bN5lMGi16mTZPJQXmdHPYNPq0Uftt1Y1XqFBBoz6XVaIyEKSeeuop33ibNm00SvJO7T31\nzUB9LlDgISXtsk8pUUewq/j4eN1rDh48qLp166e6du2j9u3bpxu7fPmydj3sCqprFGy9EsKuXbuU\n3V5AWa1PK7u9gWrduouOMnyn2LNnj5oyZYras2dPpo+9E5QoUVlJXyOlwKUMBpNyOBx3fPyDoiDQ\nqFELlaZerRRUUMuWZa43Ty6yHlKqUEzBHgUbFORRH3zwwT1fx981FzlSQUAS40k04jBfIOWc+u6c\nTr4gloYkIkyulYgHsgCJm7uBtYhnFI9U6lsR+rQCFiNJdW9nyj+RcNEF7Qw7ETaaXk9M4EDyKJuR\n3jbnKVOmjG9UvLuSSCivPJJT0t/tG41WJLabiqgQWHXjAQEBCClitrb26jomWaNGjbR11kQire1J\nn1syGs1ISDEcEQR16RhYZ8+epVq1Bnz//UIWLvyBmjWbcuJEGhVXchpm7VrsQdhP+tzShx9+RmLi\na6SmTiUx8VfWrduS6cRoVFQULVp04JVXxtGiRYd/JDQUH38dEV1VwBKU8s+WnToTExOQ724yoqxx\nRiOk5OJ+QsoEuiJF2o2AetmS+pz9/iOyBH2w0J6uvtzJrdEVJ3OJw8kTSN4iAAkvWREygRNJ8tuQ\nmpY+yAZfCMnpeI1JTYRhppBc0BCkAZsNSGHJkiUcO3ZMk3NPQejAnbTXevD312/CQolegxjNWaRn\ntHk8LqApkjOqS3rF5jp16rB79zzEUKQCu6lb91nfuCTvHcAAoAQSHtJvOtevX0WYeBW085h065w8\neTJOZ16k3siEy1WbDz74gM8//xzwMmzcCJMN7Tz6/JXZbMJgSNFo1i6UcmVIit8OPXs+xeXLw4Cy\nJCcfpWfPpzh8eGem5rgdUlO9qg+TkdxNEk6nM8tJAv80kpMTkLBsIN6tIavDgbnIPCSHuh5h0bqA\nTaSkZD817hxqbAII5as77M5p5DRWoA7SPkAhuZAjyCb+MWJ8XNrjACTXs4G0QsitwCIkz2NBNtkS\nSP7HRLduz+JyXUMKRv2Rj6UGYlRi2LJli29NadTwLoi35SEtN+R9jQelOiP9dDaT/mM+fvw4wnqb\niWwuNp1M0NatW5GNfwXiPcWQ3rORDfZPxIMLBRzExsZqbDkvRbs6QjsGqKO7Sxa5GhuSv+qK5LQS\nded4/fUXWL68KR7PXuAwHTt21AzhnePkySMIUaIBsJk//sj6O3WbzUpysgfxzpYDV+4RhT9rkZTk\nQnKQ9RCNv3hiYmLu76Jyof3fpCLs0WTAP8t7Gd0L5NDblmYUpDG3q4KwAQXxIPpha5G71ncRBYCD\niEexBmGweSvTgxDmWhziOYBsQCMRrrw0poJHkTtIIy7XJcQ4rQHaIP/siUjthlH3xRKCgA0hITyL\nhLj0SXkJo32PUKzXkP5jXr16NWJKdyFJ+SCGDx/uG7969ar23oZra+lPRoq2GSn2vISEwgy6O3np\nbfML8g8yC/heFw6UFtHJiAcXh1C59Z/Iww8/zKFDe5g6tT0LF05g7tzPSY+rV68ybtx7vPbaG7ds\nlet0GpHQ0BJgMQ5H1huBQYMGYLGkAgswmaKpX7/eHRMlHiS4XKmIN7sJOApYMu1J5iLrITdwtZBw\n80GgIA899NBfH/QAIod6NpHE8S5JpN/e9JDunAbS7s79EXFKEKNiQrwKAxI6A/FIimp/P4Z8OZoh\n0jX1tNfbkHxJJcR78SDdN0HYXUeQsNzvgLqFAq8L2I+E0X4hfU8ct9t103z5Se/5CLw1MSYgDy5X\n2h2shLj8EANYD2Hb6VlzZrMLl+sphPu/BLDo8hTyd0VEgUEBNXQbsBgbhdCSLyAGOCNCQ0Pp27fv\nLceSk5OpVasJ585Vw+kMY8qUJuzYsV5HXRYvz/uZ5cdgyJw45Z3gnXdGERRk56ef1lGpUiM++ODt\nLD/HvUBAQCBSqAzy+dtyw2gPACpWrIjJ5MLtNgAmrNZClCxZ8rbHPWjIod+k0USzkQ0Z7tb1WA9E\nkxdoiMjUnETyLaGkVegPQWpWvI271iJ3IbUA7514TaAbdes2RAzWi4hb7K0KLoaEnAojqgZjEK9h\nMaJzlb5pdT6kedo72lzp34cL0TN7A2ib4X01adIE8TgKIMbod12LgWrVvFTppUgNzATSf1XCwooj\nYbp9SN7GqSMZSBjpmDZ/USBKF1oS2qYdyem0QLwwfW7pdti6dStxcTYcjjkoNY6kpIF8/fU3utc0\na9YYoVe/DjxO8+aZq6q/E5hMJl59dQSbNv3E9Okf3xV9+kFARERJpJ3E84iHfVXXfTUX9wfVq1fH\n7f4eqQ18EodjF1WrVr3fy8o0cqix2YoTAwv5a5nuhRhwkoyEeVYgd+IKSdR5kMsXioS7vMwzhcS9\nL9800/sYDEWpVKki4i/1RZzKftrrJyMhKz/E8HiJCzeAhFvInlxGckgPI4y19J6PBQmHWLRz6ENH\nIq4YhBjD8YCFb7/91jderJi3hueq9oy+xgYgOvqido7PEWMknoYX4rm4SFNd8Og8NLljTkQMWn+k\n1XbmtNHsdjtu92XEcCsslmiCgvRzBAYGI9fxI+AGdntGQzBx4mSKF69A+fK1WLt2babWAMIW6tNn\nIEWKlKFJk7a6uqjsBLnJaIJ44zb8/AJuqWuXi3uLH374AWGvHgDOo1RFVq5ceZ9XlXnkUGPTEAhk\nI0FEUpQViAlA+70CM5FY2YQBMSrnkDt4K+JNfI9QmZ1IrmYXIicB4rlM1R57w2/NUWoy8+YtREJo\nryLx19GIgWmNeCHBiCDobO1cxYBUzRO5GU7tdd8ihjA9UpGE+1hgHOmNkagFDEX02QYBdXWbrLBf\nTEBlxHuZQJpUirYCZxJCr/4KKWS16jZZq9WK0dgWCR9+i8HQXaNca1fJ3x8xhvu0Z3ZlOsRVu3Zt\nWreuT0BARWy2OoSG7mbo0Kd1r/nxx5WI7E8U0FN7nIbFixczatRU/vzza44efZ327bv7hF3vFM8+\n+zILFkQRG1uDjRtdtGjRMVPHPygoXrwYBsNWvMoOHk9qpiSIcvHPQAg9a5EIQC3gwD3RRstq5FBj\ncwq4zDEsfImNjgRTkVBqY6QikXRkOV/yNccIRjyQ6kjdgUIYXCURBQCFbLiJiIS9GaiPhMfqI5sc\n2uuWk5KSjBivvQj1ORYxNi7kriUGmIPkOqIRr8Wk8xgEpZAwWXWEJGDh999/5/p1r8ikFRiIeCav\nk77LpmCFtu7zQJTGDhOIsrQ/Qi54A5FhSV+tbNTW8Zs2v1N3FxwREUFAwF7EC7uGzbZDRxAQEoJD\nu1YlgPEodavc0l/D39+KUkkodQWzOWNCWyknEhZKBZ7THqdh06ZtJCUNQEKdnTCbq3LgwAEyg6VL\nf8TligceRSkjR48e1Ygc2Qt79x5CqdeQG6qF2Gzl76rlQi6yFlarFdlLxiBSWrWyn3oAOdbYNEc2\n5D8AM04MnOZ9duLPaVripB5SDFkLScQ/pf3tRIzIdSTHYETyHgMRWnNBYDtiOM4gcjYgG/VE7fUK\nYYCd0l6TgHg0NbV5f0cMUQEkpFFU1wJWGF+nEUpzLOIFpdCwYS/CwsporQI8iMcSqP3WGytht5xC\n9NNKAin06NHDNy7yP0naeWqRVsx6M4wI9XkJogzt1hWaNWvWjH792mIwFMNgKEyXLvVp2zYtfyQF\noBZtrWbEGGT0bK5du8bKlStv2Vdl165d/PDDGlJSTpCcfJyzZyswdeo03WuEKl0H+Wetm4E6Xa1a\nJWy2xYih34nDEZXpPEVqqgcJJw5B8mzZsxDykUcqYbMtRTxaBy7XcSIiIm53WC7+Ycj//2GE6JMK\nnOGXX365v4u6C+RQY/MYsgFPQMJR3mT664hhKYgwpEYgd+//RjZGC6JZZkBYWmYk1PURYmAc2k8T\nRD/Nq2IchHgq55EvS0+kD0535CNwA2bq1WuEV8FZvJ9vgPO6TVzu3JV2bBltPj8SEg5y48YX9O49\nWFvfW8gX9E28nk1UVBQzZ84kJuYCEroLQ8KAlXT9bOTO3owkJIsg3omeuCgORCgiFjocsFKwYBqj\n7NKlS8yaNQelWqFUO779dgHnz5/3jUvOxttu4Q8kpKj3Ss6cOUNERGU6dXqbevXa8cILr+rG4+Pj\nMZmKILkeA6mpD3H1qr6FgMvlQajXh4BZ2uM09O3bl96962KxlMFub8usWVMyLatfoUI55KYE4Aj+\n/oHZUkFg8OBBtGpVAqMxDH//VsyZM13L3+XifkIIQueQ/9cwwOXr+5WdkEONzWjEs5mI0HsXIoWY\n7yFMry6kqUFfQDYrF2JIXkbka15ANsvDSN6hLrIpuxAD4CQtE+SP1KKAhM3+gxiKL5D4eCrwJ3v3\nHkQ+koJIHuRTwKhzmSWkVhQxdrW183o3thpcvRqHGK9tiBe2HEhm0aLF1KvXkuef34LT6UCq/i8i\nX+L9Osbbhg0btL+CkIJLryFNg9lsQ/JP/RHeXqquHuidd97B4XgEIQAswuVqyhtvvOEblwZtTsQo\nQ5o0Thqef34kV670ISVlM6mpB5g8+TNdXqhu3brkyXMVi2UQ8DZ2+3R69+6pmyMmJhp4xHd9YmLO\n68bPnz/PDz8sxc+vNQZDWaZOnX0LqvlfY8CALsj34mGgIe3bt82WRZ2bNm3ihx+W4fG0IyWlFIMH\nv5Tpa5GLrEe9evWQkHiI9nNdF4nILsihxqY0stF5OxuOQ+pkUhGP4j/IRhqP1MJ8qo2Zkc3xfSSE\n5UBotb1Iq3UxIRtnXdIub29EyqYbEirajiT3FyKhrsFIMt9MWk+dw0ioLETXv0cQi4TbriLeTzIw\nG5utr/YlNCPelnfcwssvv0Ny8jckJX2lzVEMMSJrAQunTp3yzS6GwI2QIL5BjLBeX619+yZIvsYB\n/E5gYCHdXbBsUpcRpexngYu6jUvu/AMQD202EoLSb2y7d+8HH2MwGI/HT0uWCux2O7t3b2TkyGI8\n+2w8mzevoUqVKro5nE4Pcu3nAH1xOvV5oRkzZnL1aicSE7/nxo317Nt3XlNQSMOvv/5K4cKlsFrt\n9OgxAIdDb3inTfsGYeY9DAxi8eJFGhsve+H5519BqWFI+Hc3V644/6tyei7uHRo0aIDc2DZHlDAM\nudTn7IOVyFv3vn0zUjcjRVNpGIRUyK/VxoyIcfkNqVMxIKG4mUh4zTtXfeSL4fU43kHqVdZrj003\n/TYghIAYUlKSEKM2GgnrdQASbnF3aUKYKX0Qo2ihY8c1jB7djunTP0YMQD8k8d4acCKirTe/tx6I\nwsEjwCM6EU1pcud9v5CWW0nDmTOnEc/nZaCq1tYgDf/617+QKvQgxFvcx8CBA33jcuefjGzQv6a7\nXoIyZUpo12E00BmDweWTw/GiQIECvP32GCZPnvBf/gEVQk3/XPutL4DVXxd5z/KcID4+nk6denLx\n4gwcjnMsXx7L+PETdHPExsYguZrTwI+43dmz6l7et/czkGtxq/bWubi3EMWPzsBnyE1TZX799df7\nu6i7QPYLLGcJJiEeTAOEVbYUSdL7IQnxRkhnyiGIYVmP3NknI+yzzYikhwUJkSnSKMg1EU8JpD5l\nFhIS24HkP/5EQmBtEM8mAbnzV0j+5LS2jsOI4XHfQvqkMPLFAzEsY1iyZJ5v1GAwo1QVRNJmGrCB\nceNeJTKyNx5PRyQFNAvxoC4DOwgNDfUdL8WZRkQNoRa3Snrv3HkMoXe3AiJxuwM5ceIEpUtLq+gD\nBw4QENCO5OSxAFitZ9m/f7+vVXFISIh2Tb9FGGmzM5zjo4/GUa9eU5zOZZhMV2jRokWmE9b16lVn\n69YliIrDEurV0wsYDhwYyWef1SMl5RJG43kefjifFrYQnDt3DoMhv7ZGSE5+kl27VujmSExMQogW\nbyC0+MV4PJ5sJ/UyYcK7PPZYB+Q7eJyQEOjZs+dtjsrFPw1poR6C7BEe4DKHDmU/tmMONTYLkDxL\nIWTDLIZsFlGIITiEGJo5SM4jADE0wYiX4kDa//ZGDFMIwu4CSXYnIwZjPxIa2oVI0FgQTyNee64X\nstkqJDR2GdmA30XqYAAewmRKL4Z4EckxeVWV9WEdg8GEUjMREc16QDF69uxBRMRDbNu2jRdf9MPp\n9NfWYgIsuvbZ4nU4EXbcEsQ70XsE8r7eRAxpGKB0dTT58uXD4zmCGBAjSh0kX74WvnEpVPUa6dno\n22kLqlWrxoEDu/nll18oVKgQTzzxRKZzIUePnkE82brANo4d02+eJUqU4ODBXSxdupTAwEC6deum\nM+7h4eGYzQlI0ekj2Gyf0axZb/2VcIHk/+ojnu88nXeUXdC8eXN27FjHhx9+SIECtZgwYUK2U67+\nX0SRIkWIiYlCvsNJwHVKlqx8n1eVeeTIMJoFN+FUoxYnCMeAhStIAt+FGKIdyAboVQO4hGyGCvGK\nXgEiSWs70Ji0WpbLSHiqFGK0wGAoqB1vQEI5pRFjF6E9F44QBippa/B2+TwJxN6iZsNfe31ppONo\n+l4zJiQ0BfArBoPkW2rVqsUzzzxDSEiw9r78tPegdDUwEqoyIQSJY0A1Mt6XuBE22mHE2/PT6gEE\nhQsXxuE4q62xNA7HcYKCgjhx4gROp1NTsjUght6m/c64sUVERDBs2DC6det2V57ClStXSVMmsHH5\n8pUMrylatChDhgyhT58+uvcAkhdau/ZnqlWbTbFiPfj3v1vw7LPDdK+pWLEc0mIAYD3+/iHZUojT\n6XQybtzHLF68lC+/nMv33y+630vKBTBjxgzkxq86Ejm5xsSJE+/vou4COdLYLGMzB1nLDtwcRLGM\nVCIxUxaFeBV9Scun9Efu7r2P6yGey0Lk8j2DFD0+oc0ehOiB5SdN5vMAQgJ4FblD/pm0UJgbMTYN\nEG/HjRAICiAhPvctks0p2jlfRQyBHn37dgFeQ3IlkTz+eHP90SkpyJf2HBLqC9RVzUuTM38keV8U\nqSNKv9FbkPBfYW3cpZtj0aJFKNUc0doaB3SgU6euVKvWgvDwCmzfvl27ni9pa2iY4X1kDZxI7utF\nJK+W+fBD1apV2bt3A9HRR3j//XcyiFOGhAQC0xEWYVesVku2ZKN98slnrFwZh9t9jdTUHTz99HDO\nns0oVZSLe4tatWqxceNK6tQ5TuPGFzh4cKcu7J1dkCONTSvc6TpzKr4gmYZ4kHDX70iR3wWEkeXt\nzmlFEusmpDmZBfGIdiH9akCKO/cjcjSSsLbbG+KVnpFL3gkJk1XV5hqK3LWYkU0+AqFE24CQWzRP\ncyNGbgJpHUPT0K9fLywWMJlCMZuNDBrUL93xBu3cRuSuP1znNQhTLBmRojmBeDiOdHO4kdDRKW3c\nTKFChXyj4iGsQYgRbwNLcLsnkZh4igsXBjBu3GTtHEOQcOBQMhq0rIA/YpD9tN/pr+Xfx+nT0cjn\nL9+b+PjL2VJB4NChEyQnt0G89Ifx8yuTa2weEDRs2JBt235l/foVOlXz7IQcaWz+G7riwsIvSAW1\nDdmIqyAeiBnJtYxGanPG4G0DLLkXrw5aMGlekMi1ezw7kE35CpLgW4yE6n5FDNBZpMgzGDFsVsRr\n+D8ggYoVK6ZbqZ8232GkJkgf4urX7984nS/idvfB5XqDAQOG4nKltW0uXLgQot/WFkmc76Fy5bQY\ncPXqXsM3A2GJBZG+Z05wsA0J4dVGqOAeneqzGJ4wxHgfQsJ+du161NcKS22I13MckeHIeuZTs2b1\nETLHp8AmmjVrkOXn8PMzkaYK/hIWS95sGUZr06YZNtunSKHuNOD0Lb57ucjF3SHX2NwE6cwZizCK\npiD5mUVIEr4jsjmWQ3I2BxGPoiOyWdbXZjmMhOGGIiw3yJ+/EAbDJST340ZCZheQjd6MhLNmI3FZ\nM2KI8iD5Egt2u50dO3YwbJi3wVkexAAYtPXoQzbnzp1C6NhxwEzi46/i728nICCY6dNnaoWRXmPo\nD5jYsWOH7/hHHvEWQVZHamy87zUNLpdRW3Mcssm6dOE+ubMvqb0fE0J0mAjMx2YbTteu7bRXzkS8\nxE3cTYjrdli6dAEDBnSjfPmKDBjQjaVLs75uJDr6DEIu6QcsxOG4kS09myeeeIJJk0ZSqdJbNGr0\nIxs2rCRv3rz3e1m5+B9BDmWj3RrSmdPFafIjoZ/KyCZYGqEtG5Gw1QsIHdqCGJTqiJGBtKS5Ewnb\nbODyZbvWwMvLNruA1MhMQYzPFO31RZFN/S0kx6CA4mzYsIU6dVoiRgqEjVZZm+sIGT0FC+/AAAAb\nwUlEQVQCE2IE/0CoyZ/jdl/E7b7Iiy820ooSByGeizQ2E/FNgYgvKiQMthMxKPowWkqKqB4IRDrj\nypUrPrWDqKgopKPpcO06/Ux4eDEeemghHTsOYciQgYwb96F2TUyIh5f1eY7AwEAGDepL7dqVqV69\n+i0FDFetWsXHH88iJMTO2LGvZ5pefeOGB1G3bo28n8K43beirD/4GDToKQYNeup+LyMX/4PI9Wxu\ngnTmtCKegwsJj1VHcgveDT0RYaz9rj2XiuQ1vPmGU0hifSiSy4GkpCNIg7HmSJhsJbIJLyCNgeXQ\nzmlEjASIp5OAeAi/kUavVogxeY5bKzqDsN16aWvzQ8J8ZbBYvISCeO23B0jSaXmJggAIyaEIYob1\n+ZQ8ebytqZshZAN9zkaS6G7EK4oCPFSpUpFVqxYybNgQjRqsEIPZADBjNGb9vc/nn8/isce68+KL\n+2jevBszZ87SjW/evJnOnfuxYkUrvvuuFHXqNM10f3elPEj+rCxCFFHZkvp8J7h8+TIvvfQq/foN\nZt26dfd7ObnIRsg1NjdBOnMGI7mVIGQz74YUN5qRO++hCElgFOKN/IwQArztdBsgAp4DEfVmkM34\nFeBp5C7/pPb8CW3Ox4GK2O0ByOb/PcKpr0xaBXyNm+YLQ1hz/ZBcQfrEurcVQjdEjicV8VLm4XLt\n1l6zHAn9VQLO6+op5I7cjMj5/IjkO/RNyR5/vJn23B7An5CQfFitVqKiopg0aZJmbB5HKMErgS7U\nqlXLd7z0zHEhntOPwEw8nqz3BN54YyxJSUtJTp5BUtJSXn99rG78hx+WkZQ0DPgXHs8oXK4Idu7c\neevJ/gv8/b11SV8i19N+C1JH9ofD4aBu3WZMmXKZuXMr0KZNj7tqNpeLnIlcY3MTpDPnCGSTrYx4\nBE+QVsgJInuyGdnsrcidfyCiCACS3wlGNmJvq+gjSF2LV6SzKcIGewpIpFUrIwMHtuT69T8RzycJ\nCVFdR7yDKgg7bq42XwyiIO1GyAr6MJrBYEbCf2hr9QOeIW/eN1m9epn2vB/CtDsLuHRsNCESJGvr\nVogZ1ucgoqKOInI4CYCFGzcus2zZMurXb8HIkX/wzTfrMZkOIKy6JGy2gzrpfvGkPEhlvoV/iiAg\nUOl+pyEsrCgBAduRz+YiTufxTDcMk/xVMpL1Ww3c0OqI/rdw4MABYmNdOJ0zgOdITn6Nr77K1U7L\nxZ0hRxqbFRjSdeaESAxswoSwo44i1GKT9nsYokUGEjbqheRUPIjX8hAi3on2XBTSq8a7gd9ABCUL\nI5fcpZ0DwMSKFSv4/PPPtQ3fHzFEXyHeicJgmITVWo4nnqikHeNC8kiFkfCa3hBIx8uRSP3OAOD/\n2zv3gKjK9I9/ZoYhQGO9JSkmKN4K5LKReV/dQtvWO5nQrlFRG7qlrpalbmV5KWttK8rullmp/Uyz\n9ZZrJZCAVCCulzWJi4igeUtwgIHh/P54zgwNF9GE5fZ+/hFnzjnzzsvh/Z7neZ9LBe7uvZk1634G\nDRqkf05XRLDSAHen9gAStmxAXIgdEevIufZZUVEhEpwQDyygosLECy+8icXyT6zWWEpLv8Zmy0f2\noa7FZjvKsGHDfnF+ESJ4HRH3UwUinvXL0qVP4OExHnf3B/DwGM/SpU84vR8TE8NNN9lwc/PG1bU3\ns2fHOEXmXRoa0jOnBIlW9GiW+zV10b59e8rKTiKBLhpm8wE6d+5Q12kKBdBKxWY8y/CnPQPwxZ/R\njKcbK/k9P2BFkhDv0P8tRoQiA3H1tEXqRk1FSrW0QyKy3kcWfpCkz55IKRwpzunu7ou4zlIQa2g9\nsjA9gz3v49ChQ2zYsAFxX01FxG0K0BUfn+soKTnPp59+rH9GR0TMvkdcfc4uG5PJBbEURiE5MGWM\nGOHK3Lmzf/H+OCoX+kCnxbFSbNyRxNC21T7DbHZFXGQzEBehDaPRQKUobUbqqv0A/Bej8Ra9l7og\nT/4mfYz/h1hJ9X87RkVNJSJiDD4+6URGjiUqaqrT+25ubuzatZXDh78lL+9HFi16opYr1Y67uwfy\nOzMjDyLFzbKAZUVFBdOnz6ZNmw54efVgy5YtTu/36NGDOXNm4OZ2A1dfHYCPTwrz5z/aSKNVNDda\nZTRaGV+RjZlsMpFF9TNkg3cpEqF1I5LF/wIS+puICFAg4naKQKoCnERyTFyRwIEuyJP+RmTPR9xe\nJpMbkl3ugSzGv9dHEgYs4oMPVhMT8whm80BE4J7XP2s/cBxv799W+QaliKvuGsSN5WzZ9OzZlcOH\nZyDCt5ZrrunM1q3rHe+bzS5YrW8hTeSkEGe7dpWfIRvk9mrI7ZFgAmcXlFSi/hMSvGBG02aydOk8\nbrttIgbDl5SVfUVFRS/KysQlZTAUOQmaRIVZkMg7I9K4LoH65i9/mcm6dZkUF88lJ+ctbLaZvPfe\nCqdjDAZDtWrSl4O0s34acbd+QmXliObFW2+9zapVyVgs+7FYjnDnneFkZPxHrwIuLF78BNHRf+bM\nmTMEBARUK++jUNRGqxQb2ZQuQgRlABK+nIHsw2QhVsqrwEtI3bOpiHB8hYhTNiIagfo1DMjCbf85\nRv9X2jGXl+ciLqlyZCG6R7/m84DGjBlzKS7+guLiYGTvJwPZXDcCbly4cKHK+K36uLsjezLOFsGP\nP+Yj+UGjgVR++mm40/siFG2RAAID0Jaff67scNmmTRvErTUDEYR8RJArkS2eFYh1dwEwERwczL59\ne/jmm2/o0uVe5sx5kqys4YAL3t7nnRo+eXp6IpbT+4h4v0PVXJ76YMOGjRQX7wG6U1x8Exs3Dqwm\nNleKGDE2pF5eF6C0Wkmb5sB33/0Hi0WsaeiK2dyHjIwMJ7EBsXAut5upQtH8/iLqhQ8Rl8dIZCM/\nA8k7qUAsEpDosiJgO+JqsguNGek/0wlZaO3tjTshFscNyF7La4irCkpLNSRqbBYiQJ2RWloBgEHv\nY2P3fXdAggNuRXq9WPHysrvo7NjdWwVI9Jvzr9FmK69yPee9EKu1DMmdsbfBvqDvoQgiRlch3T7b\nIBF3zkKQl3dUf+8hfT5cMJlM9OzZk7vvvpuwsDBSUr5m9eo5fPDBDFJTE3QREyTpUUNqo7VDXIv1\nv6nu5dUFEWSA3Xh5VW9zHB8fz+TJ9xAd/ddfVZ7Fw8OEBGTYAzOMzTL0efjwm/HweBe511djs2XQ\nr1+/xh6WooXQSi2bV5HyKelI7ssX+usrERfXSORJuwSxEIYjeSquiKhMR0RoC/JU3gZxAQ1AEjo/\nQURrOwCaZkX2Vjbp19iBWBXvAIXYbJ64ud1GaelENO0z/Zid2MOtCwoKqoz/Z8Rq6YuEWFcNELCh\naeMRC2odVUOjJS8kBklOBYinoCDN8X5ycrL+0yZEXLvr46+ktNTeDbQ94g4cQk5OjtPi5ObmxoQJ\nE6gJaUNdigimJ1K6Z3KNx14JH3/8FmFh4ygrm4fZbOWjjyQaLzMzk/3792O1WomKmo7F8hQmUx6b\nNw/nhx/S9X47l4ar69XI3pgUYDUYqhdHbQ7ccUc4TzzxHEePSsHSqKgYp8ARheJKaKWWTQGyOX89\nsh8zGglHPot0xHNHNnpNVOaSaIgI/BPJd1mDWEKfItnj9t4s9ioDnyGLjwH7E7zBcKf+8ylE8MoA\nD8rLpzFmTABPPmkv+d8XEa21gK1aG2KJMntcH+sCqrZs1jR7x9FliHVWk8WQjlg8hcBRp9Dn4uJi\nxFVnL8d/lKp7NkZjOWKpvYEEQhiruVsuhlg2JsRFB5XVCOqX0NBQ8vMzSU//kvz8TEJDQ9myZQv9\n+9/M1KlvEhn5ABbLSOCv2GxLKSnp7lS651Lo2tUL2dcSl6HZ7NbsGqcBvPxyLCdP9kb+Dn5g5cqP\nyMzMrOs0xf+Ad95ZSffu/vj5BfOvf/2r7hOaIK1UbF5CSsT4IdZIApLtX4GIyU4qm5r9hcpckFJk\nXwYkdNmGPI2H6ufMQPYv+iGupVP6NeYAQ3F1LUEW2PuRyLRbASPu7vsYMeJ3LFz4FCIc9yGJm6OB\nrk77KbKI5SBVBqxI4HYJp0+fdkRAaZoRSSAtBxZTtcqAiMIB7L1mwMKkSZPQNI3MzEy9sZkJEeMB\nwHNULVfj4+ODiNlW/bs4N0+rC6k2oOlzN0Afr+Wi5/xa3Nzc8PPzcyRaTp/+GBbLGs6f30J5+VYk\nN8YGnKG8PMupEoIdq9XK2bNna3SPXXttByQ8fhAwgHbtOjbLFgNZWccoKRHBhO64uvbk+PHjjT2s\nVs+uXbuYOXMhublvk5n5PBER0XpJqeZFKxWbjxGB+QKxbOxdIm2IWHyPiEtPZFHei73JmGyKeyMZ\n/RqwC3nC90csDSMwFrGM7OGvXYC7KS1tjyyoixBBehIwEhJSRnR0tH6svVfNfxGr6biT2Eixy3L9\nfE/sQQldu/rRpUtPvcZZBRI9Z9D/dbZsIiMj9WucwZ6UefvttzNq1AQCAoayY8cuKuuV/YjsqTiH\nPnt6tqMy3LsDJpNR3+upmZKSEp56ahGTJ9/D6tUf6taTO7KvFYkk0f5vrIHiYguybwbQGZOpHA+P\nnri59WbatLsJCgpyOn7t2nV4enaic+frGDw4zGl/C2D37m+RB5cwYDgnT55qloU4w8PH4OHxIrAO\no3Exrq4F1eZC8b9nz549WK13IhU/RmEyjSQ1NbWxh3XZtEqx8WU1ZkdHTAuyIP8WmY5tiOtpLJXT\nY88BsSEL+Xlk8XVDhOotxPXwIrJhPwuJTIoCwMVlEdLMLA2JRntDv8bbACQlfYWXlw+bN29GFtwc\n5MZ6EDDpkVu/xKxfKxvJZWmH1XqOkyefZPLkexGRmYtsVv+Nqm42cctdjUTTDQRKSEhIICmpkOLi\nHGRPqVwf52Yk6MFZsMRIuA9pCz0QcLtoiZbx4yN5/vnvWb9+KDExS4iNXaHPcy/EMvo9NXXqrAtN\n00hKSmLnzp36PlDdPPLIQ7RpMxlYSJs245k37xFSU3dw5Eg6//jHEqdjT58+zdSpD1Baupvy8p/Z\ns+c3PP64cy5OaWk5UpL/GaR9RPFlf4+mwOjRo/ngg1f43e8+YsKEH0hO/pqrr7667hMVDUpAQABm\n8ybEw/AcZWVxzbKnTasMEDhAEfHAeu4hgQH8QCSyOJsQsTAgDc4+QQIAspAF3oh0lHwTcb08hOSZ\nJCJP+fa8lLOIEEkUlM3miWzWX6AymfMxRHisaNp5zp9PZ8qUMcgi74W42CRAYfhw59BlqUZg7zPy\nR2T/BeB2jh2bq19jFyJIhVSNRvv55/P6GJ9FXH0pFBQUUFoarH/PTojVNksfswdV92xyc48hi2o6\nkIfNZqWoqIiCggLi4+Pp3r07YWFhGAwGSkpK+PLLrdhshYArFksPVq9egOyHpSCWzS9LAl0amqZx\n551RbNuWjNHYiU6dzvP99wl1lsWfO3c2/fr1IiXlW0JCnmbSpEm1ur0OHDhAeXlbxPICTRvH5s0v\n8uqrlceYzS7IPp29d47rr9qzyc7OxtfX97LPq0/Gjh2Dr68Pnp6e9OzZs1HHcqXs2rWLESNGNPYw\nrpjBgwdjtZ5C0gRKMBg0AgIC6jir6dHiLJvt27fTr18/evfuzbJly2o8RrpzwjtkM5Q44O9UVlx+\nBLF4ZiKuMwOSvGlEtHk6sp9yLyIuDyDuoN8g4uCOiMG12J9wNc0D8ef/EXl6H4qI2s3I4i7v22wd\nqCxnswpxo2l07NixyjfIQRJOP0cEoxz4N25uDzNq1G1MmHC7/toJwMqAATc6nf3NNwlIPs96xA3X\nD5vNhqvrasSFtwQRy2eRkO25VHWjnTpVhESjTUYEp4zdu3cTEjKEmTO/YdKkmfztb48D4Orqitns\nhr0Ng8GQTqdOdpfiZ0hB0ZVcrmWzZ88etm1L4sKFfRQWJpKXF8qKFa9f0rnjxo1j8eJFhIeHX3R/\nRaLSipCkza3AIjp2dH7a79ChHWKlegOTMRisNbTyrpvs7OzLPqc+OXfuHIGBAxk58m6CgoYye/a8\nRh3PldJSqlJHRERgs92E/P1kUFzcgblz5zb2sC6bFiU2NpuNhx56iO3bt3Pw4EHWrFnDoUOHLnrO\nHZzATA4SoWZF3CERiMCsQKLOvkeEowTZyPZABMWABAa4IZZED/069jpfufqn+CBusyT99X2IGKTq\nn/ke8BqlpWeQX4kX4oL7E2Bk586dVUbdBsmBiUXcaEWEhCzl3nuv48MP32LTph2I68wDcCElJdnp\n7Jyco0iVg7OIcO0nPT2d119fjo/Pm3TqlKCPayniRnuGqrXRzOarkMUVpJIBLF78EhbLC1gs73Ph\nQiKvvRZLYWEhRqOR999/B3f3kXh69qdjx5dYvvxpRGj36tf4rsbfD0jezwsvvMhdd93PypXvOTbp\nLRYL5eUuSAHMYKzWkxQWOifAWq1WQkJCadOmKyEhoTVE9l0cf39/evTojsHwCTAPs/kMTz7pXKIl\nKupOIA8RzwsMHDiyWdZGW778JTIyzBQWmiku9uH119+p8++nKpqm8e67K4mMjOb555dfdB9PcWlI\nRKB9vXEBvJz6TzUXWpTYpKSk0KtXL3x9fTGbzURERLBp06aLniPdOXsjFo3djbYEWQjtrhATlVP1\nW0RQpOaYuNqeQdxa2YgbrQApA9NXPycOaaz1d+xdK2Wvwwu5eR5CBCcOcVdlI24bI+DK2bNnq4za\njOTP/BvZdzGSmvo1K1a8iIeHh55H0w2xTAKoumdTUWHTrxGGWFdXkZ+fz/Tpc8jJ+ROnTo3WxzkY\ncf9VzzkpKzuDWHfxSNi4m96Pxj5nRieLYcqUyeTkHCYubjXZ2Yf0CtAakufkhwRL1CwE9947naee\n2sKaNTfx8MMvs3ixWKxms5nS0lz9O/wZiOPo0Sync729+7J3rw2L5Sn27i3H27tvtetfDBcXF777\nLp6HH76d8PBgPv10FePHj3c65plnliLC+ywwiKSky2tR0FSIi4vHZjuIPOgEU1JSQk5OzmVdY/Hi\nZcyY8Qpr1w5g4cJtREXFNMhYWxOyF7qGyr3gb5tl/pNBa46pzrWwfv16vvjiC95+WzbeP/zwQ/bs\n2UNsbKzjmOYYkqpQKBRNgSuRixYVIHApQtKCtFWhUCiaDS3Kjebt7U1ubq7j/7m5uXTr1q0RR6RQ\nKBQKaGFiExoaypEjR8jOzsZqtbJu3TrGjRvX2MNSKBSKVk+LcqO5uLjw6quvMnr0aGw2G9HR0Vx/\n/fWNPSyFQqFo9bQoywbgD3/4A4cPHyYjI4N585zzBC4lB0dxcXx9fQkMDCQkJIQBAwYAcObMGcLC\nwujTpw+jRo3Sm68pqnLffffh5eXl1Hb6YnP37LPP0rt3b/r168eOHTsaY8hNmprmc+HChXTr1o2Q\nkBBCQkLYtm2b4z01n7WTm5vLyJEj8ff3JyAggFdeeQWo5/tTayWUl5drfn5+WlZWlma1WrWgoCDt\n4MGDjT2sZoevr692+vRpp9ceffRRbdmyZZqmadpzzz2nPfbYY40xtCZPfHy8lpqaqgUEBDheq23u\nDhw4oAUFBWlWq1XLysrS/Pz8NJvN1ijjbqrUNJ8LFy7Uli9fXu1YNZ8XJz8/X0tLS9M0TdMKCwu1\nPn36aAcPHqzX+7PFWTa18WtycBQ1o1WJ6Pv888+JipI6cFFRUXz22Wc1ndbqGTZsWLVSOrXN3aZN\nm4iMjMRsNuPr60uvXr0uu/VBS6em+YSaI07VfF6ca6+9luBg6cPUtm1brr/+evLy8ur1/mw1YpOX\nl8d1113n+H+3bt3Iy8trxBE1TwwGA7feeiuhoaGOfKYTJ044uol6eXlx4sSJxhxis6K2uTt+/LhT\nJKW6Xy+d2NhYgoKCiI6Odrh91HxeOtnZ2aSlpXHzzTfX6/3ZasRGJXPWD7t37yYtLY1t27bx2muv\nkZCQ4PS+wWBQc/0rqWvu1LzWzbRp08jKymLv3r106dKFOXPm1Hqsms/qFBUVER4ezssvv1yt4veV\n3p+tRmxUDk79YO/Gec011zBx4kRSUlLw8vJytK7Oz8+vsfmYomZqm7uq9+uxY8fw9vau8RqKSjp3\n7uxYFO+//36Ha0fNZ92UlZURHh7O1KlTHe3c6/P+bDVio3JwrhyLxUJhYSEAFy5cYMeOHfTv359x\n48axatUqAFatWuW4URV1U9vcjRs3jrVr12K1WsnKyuLIkSOO6D9F7eTn5zt+3rhxoyNSTc3nxdE0\njejoaG644QZmzZrleL1e788GDHBocmzdulXr06eP5ufnpy1durSxh9PsyMzM1IKCgrSgoCDN39/f\nMYenT5/WbrnlFq13795aWFiYdvbs2UYeadMkIiJC69Kli2Y2m7Vu3bppK1euvOjcLVmyRPPz89P6\n9u2rbd++vRFH3jSpOp/vvvuuNnXqVK1///5aYGCgNn78eK2goMBxvJrP2klISNAMBoMWFBSkBQcH\na8HBwdq2bdvq9f5sUYU4FQqFQtE0aTVuNIVCoVA0HkpsFAqFQtHgKLFRKBQKRYOjxEahUCgUDY4S\nG4WiHmnbti2TJk1yKoXUt29flixZ4vh/eHg4GzduZNeuXRiNRjZv3ux4b8yYMcTFxQEwYsQIfHx8\nnK4/YcIER7JddnY27u7uhISE4O/vz7Rp01RzQEWTRYmNQlGPGAwGhg4dSmJiIgCnT5+mbdu2JCUl\nOY5JTk5myJAhgJT5+KUQVc3Sbt++Pbt37wbg3Llz5OfnO73fq1cv0tLS2LdvHwcPHlR16RRNFiU2\nCkU9M2jQIIfYJCYmMnbsWH766ScAsrKycHd3d2RiBwUF0a5dO3bu3FntOgaDgSlTprB27VoANmzY\nQHh4eI3Wi8lkYvDgwWRkZDTU11IorgglNgpFPXPjjTeyf/9+ysrKSEpKYtCgQfTt25dDhw6RmJjo\nsGrszJ8/n8WLF9d4rVtuuYX4+HgqKipYt24dU6ZMqfE4i8XCl19+SWBgYL1/H4WiPmhRnToViqaA\nq6sr/v7+pKamkpyczNy5c8nMzCQxMZG0tLRqYjNs2DAAh7vsl5hMJoYOHcqaNWsoKSmptofz448/\nEhISgsFgYMKECYwePbrhvphCcQUosVEoGoAhQ4YQFxdHYWEh7dq1Y+DAgcTGxrJ3715iYmKqHb9g\nwQIWLVqE2Wx2et1gMBAREcHEiRN5+umnq53n5+dHWlpag30PhaK+UG40haIBGDx4MG+++aajIVVg\nYCDJycnk5uYSEBBQ7fiwsDDOnTvHvn37qr03bNgw5s+fT2RkZIOPW6FoKJTYKBT1RHl5OVdddRUg\nQQJZWVkMGjQIEHeYl5cXoaGhjuOrRp4tWLCAY8eO1Xjt2bNn06FDB8d5v7yGQtEcUIU4FYp6Ij09\nnQcffJDk5OTGHopC0eRQlo1CUQ+88cYb3HXXXbVGlSkUrR1l2SgUCoWiwVGWjUKhUCgaHCU2CoVC\noWhwlNgoFAqFosFRYqNQKBSKBkeJjUKhUCgaHCU2CoVCoWhw/h9Z9tBxxmbwEAAAAABJRU5ErkJg\ngg==\n"
}
],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# scatterplots -- numeric variables as factors\n",
"# use interaction_plot from statsmodels\n",
"from statsmodels.graphics.factorplots import interaction_plot\n",
"\n",
"ageGroups = pd.qcut(pData['AGEP'], 5)\n",
"\n",
"# note: this is not the same plot as in the video, as the y-axis has been aggregated using size aggregation function\n",
"interaction_plot(pData['JWMNP'], ageGroups, pData['WAGP'], plottype='scatter', func=size, s=50);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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RaPI0B1UUWzGWinsN+BtjoQkhROmtfQaSo41NOhf+gv356jimXsl7QMjIV8dR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\n/kopFYT+H+0qX6UcATBPAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# a lot of points\n",
"x = np.random.normal(size=1e5)\n",
"y = np.random.normal(size=1e5)\n",
"plot(x, y, 'o');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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d81oK/CfiSd+E8NXNQZ/+hNAtNuiVI2CqipK4GUVDzOetzt9xCoNzEBplNWZm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}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# a lot of points -- sampling\n",
"import random\n",
"\n",
"sampledValues = random.sample(np.arange(1e5), 1000)\n",
"plot(x[sampledValues], y[sampledValues], 'o');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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u/P5QafwiZPbllx2UlYl7wXzvuIVKzp5NZOTIk2RkiLYuvDDdMqOKBG5tTZt2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\n"
}
],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# a lot of points -- smoothscatter\n",
"# I don't find similar function in Python"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%load_ext rmagic"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%Rpush x y"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%R smoothScatter(x, y)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"text": [
"KernSmooth 2.23 loaded\n",
"Copyright M. P. Wand 1997-2009\n"
]
},
{
"output_type": "display_data",
"png": 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tHxNTwJmyy3BougkBRwvcPWftekDqSd6QN0hv89iH2zi0/VrkqC38vd5TR8hh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+qyjNIikEcCmgHnsVfkkwiIgAiIQPQENABH38UKUAREQAREII8EJEHnsVfkU24J1CSb5mh1KuVZ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\nAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# a lot of points -- hexbin\n",
"hexbin(x, y);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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mw0gH5Xpm335xbXMWndHOa38Oa6eOYs9OMe4HMkUj2ZwMf05HXF3UCGxOeceM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\n9822Ok42nuVQj3HPjOibuwrBFK0rHnG8SV2ViIUTG6S8Corpi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Zgf0yHt60s+B8l3OTDy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\nqtXp5dMAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# qq-plots\n",
"from statsmodels.graphics.gofplots import qqplot\n",
"\n",
"x = np.random.normal(size=20)\n",
"y = np.random.normal(size=20)\n",
"\n",
"# note: it seems like it's only possible to plot against distributions in scipy.stats.distributions (by default: normal)\n",
"# (i.e. not against a distribution of another variable)\n",
"qqplot(x, line='45', fit=True);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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gL8+yjamIyPoYEmS+PvZBNDcbvmBtanKTsjoisgKGBJnHgk5qT882g8e9vNql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\nBBERGcWQICIioxgSRERkFEOCiIiM+n/bZiCA0y3GRQAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# spaghetti plot\n",
"X = np.array(np.random.normal(size=(20, 5)))\n",
"\n",
"# there's no automatic cycle of markers\n",
"# but it's possible to do in matplotlib\n",
"# see: http://stackoverflow.com/questions/7358118/matplotlib-black-white-colormap-with-dashes-dots-etc\n",
"plot(X);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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u9MzTm5vveIkF6GljvmEDFcBeecX8MQxILcMt2ARNq0jDUO+h+Pp2E14MCNAb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\n+H9FaxnwPIJIawAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 37
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# 'heatmaps'\n",
"matshow(pData.ix[0:10, 161:237], aspect='auto', cmap='hot');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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}
],
"prompt_number": 39
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# maps\n",
"from mpl_toolkits.basemap import Basemap\n",
"\n",
"figsize(9, 15)\n",
"\n",
"m = Basemap()\n",
"m.drawcoastlines();\n",
"m.drawcountries();\n",
"\n",
"lon = np.random.uniform(-180, 180, 40)\n",
"lat = np.random.uniform(-90, 90, 40)\n",
"\n",
"m.plot(lon, lat, 'o');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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lKRXeuXMHI0aMgJ6eHjp06IDatWsjNTUV06ZNU8rHAoo2Cs34AwcOICoqCk+f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\nPFGXxtHRkQMHDuTkyZPZq1cvNmrUiC4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31q1bl0ePHi21voOCgrh79+4CyyQkJNDFxaVE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\n"
}
],
"prompt_number": 40
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# missing values and plots\n",
"x = np.array([NaN, NaN, NaN, 4, 5, 6, 7, 8, 9, 10])\n",
"y = np.arange(1, 11)\n",
"\n",
"figsize(7, 5)\n",
"plot(x, y, 'o');\n",
"xlim(0, 11); ylim(0, 11);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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}
],
"prompt_number": 41
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# missing values and plots\n",
"x = np.random.normal(size=100)\n",
"y = np.random.normal(size=100)\n",
"\n",
"y[x < 0] = NaN\n",
"\n",
"tt = pd.DataFrame(zip(x, np.isnan(y)), columns=['x', 'isnan y'])\n",
"\n",
"tt.boxplot(column='x', by='isnan y');"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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nT63X7N27V23bttWkSZM0adIkFRYWqk+fPtq0aZN27dol6Vyvrfq9gkC0SExM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\n"
}
],
"prompt_number": 52
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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