kaggle_notebook_2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np                       # linear algebra\n",
    "import pandas as pd                      # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "import matplotlib.pyplot as plt          # plotting library\n",
    "from mpl_toolkits.basemap import Basemap # library to plot maps\n",
    "import seaborn as sns                    # this one is just for the fancy look\n",
    "\n",
    "from ipywidgets import *                 # the library to include widgets\n",
    "\n",
    "# Input data files are available in the \"../input/\" directory.\n",
    "# For example, running this (by clicking run or pressing Shift+Enter) will list the files in the input directory\n",
    "\n",
    "#from subprocess import check_output\n",
    "#print(check_output([\"ls\", \"../input\"]).decode(\"utf8\"))\n",
    "\n",
    "# Any results you write to the current directory are saved as output.\n",
    "\n",
    "plt.rcParams['figure.figsize']=(10,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 39278 entries, 0 to 45715\n",
      "Data columns (total 10 columns):\n",
      "name           39278 non-null object\n",
      "id             39278 non-null int64\n",
      "nametype       39278 non-null object\n",
      "recclass       39278 non-null object\n",
      "mass           39147 non-null float64\n",
      "fall           39278 non-null object\n",
      "year           39018 non-null float64\n",
      "reclat         31963 non-null float64\n",
      "reclong        31963 non-null float64\n",
      "GeoLocation    31963 non-null object\n",
      "dtypes: float64(4), int64(1), object(5)\n",
      "memory usage: 3.3+ MB\n"
     ]
    }
   ],
   "source": [
    "data = pd.read_csv('meteorite-landings.csv')\n",
    "data = data[(data.reclat != 0.0) & (data.reclong != 0.0)]\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 31685 entries, 0 to 45715\n",
      "Data columns (total 10 columns):\n",
      "name           31685 non-null object\n",
      "id             31685 non-null int64\n",
      "nametype       31685 non-null object\n",
      "recclass       31685 non-null object\n",
      "mass           31685 non-null float64\n",
      "fall           31685 non-null object\n",
      "year           31685 non-null float64\n",
      "reclat         31685 non-null float64\n",
      "reclong        31685 non-null float64\n",
      "GeoLocation    31685 non-null object\n",
      "dtypes: float64(4), int64(1), object(5)\n",
      "memory usage: 2.7+ MB\n"
     ]
    }
   ],
   "source": [
    "valids = data.groupby('nametype').get_group('Valid').copy()\n",
    "valids.dropna(inplace=True)\n",
    "valids.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "v_class = valids['recclass'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10b6ddfd0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IEQwsAHvU09Ojex+eqfc2L1f/CLt8ZVmmk4C40vjeDkWbJim7mNvR4llfR718/Zv11ePG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FaE9G3Cy5uZpRnVRweyPDEGbTkt4Onk5EAPTSpHT29Ea4DmJ22avcWRE5b8b1fUfUVcaWkp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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b6dd978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "v_class[v_class > 50.0].plot(kind='pie')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Acapulcoite', 'Acapulcoite/Lodranite', 'Acapulcoite/lodranite',\n",
       "       'Achondrite-prim', 'Achondrite-ung', 'Angrite', 'Aubrite',\n",
       "       'Aubrite-an', 'Brachinite', 'C', 'C1-ung', 'C1/2-ung', 'C2',\n",
       "       'C2-ung', 'C3-ung', 'C3/4-ung', 'C4', 'C4-ung', 'C4/5', 'C5/6-ung',\n",
       "       'C6', 'CB', 'CBa', 'CBb', 'CH/CBb', 'CH3', 'CH3 ', 'CI1', 'CK',\n",
       "       'CK3', 'CK3-an', 'CK3.8', 'CK3/4', 'CK4', 'CK4-an', 'CK4/5', 'CK5',\n",
       "       'CK5/6', 'CK6', 'CM', 'CM-an', 'CM1', 'CM1/2', 'CM2', 'CM2-an',\n",
       "       'CO3', 'CO3 ', 'CO3.0', 'CO3.1', 'CO3.2', 'CO3.3', 'CO3.4', 'CO3.5',\n",
       "       'CO3.6', 'CO3.7', 'CO3.8', 'CR', 'CR-an', 'CR1', 'CR2', 'CR2-an',\n",
       "       'CV2', 'CV3', 'CV3-an', 'Chondrite-fusion crust', 'Chondrite-ung',\n",
       "       'Diogenite', 'Diogenite-an', 'Diogenite-olivine', 'Diogenite-pm',\n",
       "       'E', 'E-an', 'E3', 'E3-an', 'E4', 'E5', 'E5-an', 'E6', 'EH',\n",
       "       'EH-imp melt', 'EH3', 'EH3/4-an', 'EH4', 'EH4/5', 'EH5', 'EH6',\n",
       "       'EH6-an', 'EH7', 'EH7-an', 'EL3', 'EL3/4', 'EL4', 'EL4/5', 'EL5',\n",
       "       'EL6', 'EL6 ', 'EL6/7', 'EL7', 'Enst achon', 'Enst achon-ung',\n",
       "       'Eucrite', 'Eucrite-Mg rich', 'Eucrite-an', 'Eucrite-br',\n",
       "       'Eucrite-cm', 'Eucrite-mmict', 'Eucrite-pmict', 'Eucrite-unbr',\n",
       "       'Fusion crust', 'H', 'H(5?)', 'H(?)4', 'H(L)3', 'H(L)3-an', 'H-an',\n",
       "       'H-imp melt', 'H-melt rock', 'H-metal', 'H/L3', 'H/L3-4', 'H/L3.5',\n",
       "       'H/L3.6', 'H/L3.7', 'H/L3.9', 'H/L4', 'H/L4-5', 'H/L4/5', 'H/L5',\n",
       "       'H/L6', 'H/L6-melt rock', 'H/L~4', 'H3', 'H3 ', 'H3-4', 'H3-5',\n",
       "       'H3-6', 'H3-an', 'H3.0', 'H3.0-3.4', 'H3.1', 'H3.10', 'H3.2',\n",
       "       'H3.2-3.7', 'H3.2-6', 'H3.2-an', 'H3.3', 'H3.4', 'H3.4-5',\n",
       "       'H3.4/3.5', 'H3.5', 'H3.5-4', 'H3.6', 'H3.6-6', 'H3.7', 'H3.7-5',\n",
       "       'H3.7-6', 'H3.7/3.8', 'H3.8', 'H3.8-4', 'H3.8-5', 'H3.8-6',\n",
       "       'H3.8-an', 'H3.8/3.9', 'H3.8/4', 'H3.9', 'H3.9-5', 'H3.9-6',\n",
       "       'H3.9/4', 'H3/4', 'H4', 'H4 ', 'H4(?)', 'H4-5', 'H4-6', 'H4-an',\n",
       "       'H4/5', 'H4/6', 'H5', 'H5 ', 'H5-6', 'H5-7', 'H5-an',\n",
       "       'H5-melt breccia', 'H5/6', 'H6', 'H6 ', 'H6-melt breccia', 'H6/7',\n",
       "       'H7', 'H?', 'Howardite', 'H~4', 'H~4/5', 'H~5', 'H~6',\n",
       "       'Impact melt breccia', 'Iron', 'Iron, IAB complex', 'Iron, IAB-MG',\n",
       "       'Iron, IAB-an', 'Iron, IAB-sHH', 'Iron, IAB-sHL', 'Iron, IAB-sLH',\n",
       "       'Iron, IAB-sLL', 'Iron, IAB-sLM', 'Iron, IAB-ung', 'Iron, IAB?',\n",
       "       'Iron, IC', 'Iron, IC-an', 'Iron, IIAB', 'Iron, IIAB-an',\n",
       "       'Iron, IIC', 'Iron, IID', 'Iron, IID-an', 'Iron, IIE',\n",
       "       'Iron, IIE-an', 'Iron, IIE?', 'Iron, IIF', 'Iron, IIG',\n",
       "       'Iron, IIIAB', 'Iron, IIIAB-an', 'Iron, IIIAB?', 'Iron, IIIE',\n",
       "       'Iron, IIIE-an', 'Iron, IIIF', 'Iron, IVA', 'Iron, IVA-an',\n",
       "       'Iron, IVB', 'Iron, ungrouped', 'Iron?', 'K', 'K3', 'L', 'L(?)3',\n",
       "       'L(H)3', 'L(LL)3', 'L(LL)3.05', 'L(LL)3.5-3.7', 'L(LL)5', 'L(LL)6',\n",
       "       'L(LL)~4', 'L-imp melt', 'L-melt breccia', 'L-melt rock', 'L-metal',\n",
       "       'L/LL', 'L/LL(?)3', 'L/LL-melt rock', 'L/LL3', 'L/LL3-5', 'L/LL3-6',\n",
       "       'L/LL3.10', 'L/LL3.2', 'L/LL3.4', 'L/LL3.5', 'L/LL3.6/3.7', 'L/LL4',\n",
       "       'L/LL4-6', 'L/LL4/5', 'L/LL5', 'L/LL5-6', 'L/LL5/6', 'L/LL6',\n",
       "       'L/LL6-an', 'L/LL~4', 'L/LL~5', 'L/LL~6', 'L3', 'L3-4', 'L3-5',\n",
       "       'L3-6', 'L3-7', 'L3.0', 'L3.0-3.7', 'L3.0-3.9', 'L3.05', 'L3.1',\n",
       "       'L3.10', 'L3.2', 'L3.2-3.5', 'L3.2-3.6', 'L3.3', 'L3.3-3.5',\n",
       "       'L3.3-3.6', 'L3.3-3.7', 'L3.4', 'L3.4-3.7', 'L3.5', 'L3.5-3.7',\n",
       "       'L3.5-3.8', 'L3.5-3.9', 'L3.5-5', 'L3.6', 'L3.6-4', 'L3.7',\n",
       "       'L3.7-3.9', 'L3.7-4', 'L3.7-6', 'L3.7/3.8', 'L3.8', 'L3.8-5',\n",
       "       'L3.8-6', 'L3.8-an', 'L3.9', 'L3.9-5', 'L3.9-6', 'L3.9/4', 'L3/4',\n",
       "       'L4', 'L4 ', 'L4-5', 'L4-6', 'L4-an', 'L4-melt rock', 'L4/5', 'L5',\n",
       "       'L5 ', 'L5-6', 'L5-7', 'L5/6', 'L6', 'L6 ', 'L6-melt breccia',\n",
       "       'L6-melt rock', 'L6/7', 'L7', 'LL', 'LL(L)3', 'LL-melt rock', 'LL3',\n",
       "       'LL3-4', 'LL3-5', 'LL3-6', 'LL3.0', 'LL3.00', 'LL3.1', 'LL3.1-3.5',\n",
       "       'LL3.10', 'LL3.15', 'LL3.2', 'LL3.3', 'LL3.4', 'LL3.5', 'LL3.6',\n",
       "       'LL3.7', 'LL3.7-6', 'LL3.8', 'LL3.8-6', 'LL3.9', 'LL3.9/4', 'LL3/4',\n",
       "       'LL4', 'LL4-5', 'LL4-6', 'LL4/5', 'LL4/6', 'LL5', 'LL5-6', 'LL5-7',\n",
       "       'LL5/6', 'LL6', 'LL6 ', 'LL6(?)', 'LL6/7', 'LL7', 'LL7(?)',\n",
       "       'LL<3.5', 'LL~3', 'LL~4', 'LL~4/5', 'LL~5', 'LL~6', 'Lodranite',\n",
       "       'Lodranite-an', 'Lunar', 'Lunar (anorth)', 'Lunar (bas. breccia)',\n",
       "       'Lunar (bas/anor)', 'Lunar (bas/gab brec)', 'Lunar (basalt)',\n",
       "       'Lunar (feldsp. breccia)', 'Lunar (gabbro)', 'Lunar (norite)',\n",
       "       'L~3', 'L~4', 'L~5', 'L~6', 'Martian', 'Martian (OPX)',\n",
       "       'Martian (chassignite)', 'Martian (nakhlite)',\n",
       "       'Martian (shergottite)', 'Mesosiderite', 'Mesosiderite-A',\n",
       "       'Mesosiderite-A1', 'Mesosiderite-A2', 'Mesosiderite-A3',\n",
       "       'Mesosiderite-A3/4', 'Mesosiderite-A4', 'Mesosiderite-B',\n",
       "       'Mesosiderite-B1', 'Mesosiderite-B2', 'Mesosiderite-B4',\n",
       "       'Mesosiderite-C', 'Mesosiderite-C2', 'Mesosiderite-an',\n",
       "       'Mesosiderite?', 'OC', 'OC3', 'Pallasite', 'Pallasite, PES',\n",
       "       'Pallasite, PMG', 'Pallasite, PMG-an', 'Pallasite, ungrouped',\n",
       "       'Pallasite?', 'R', 'R3', 'R3-4', 'R3-5', 'R3-6', 'R3.4', 'R3.5-6',\n",
       "       'R3.6', 'R3.7', 'R3.8', 'R3.8-5', 'R3.8-6', 'R3.9', 'R3/4', 'R4',\n",
       "       'R4/5', 'R5', 'R6', 'Relict H', 'Relict OC', 'Relict iron',\n",
       "       'Stone-uncl', 'Stone-ung', 'Unknown', 'Ureilite', 'Ureilite-an',\n",
       "       'Ureilite-pmict', 'Winonaite'], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(data.recclass)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dict_2 = {'Achondrite_prim':['Acapulcoite', 'Acapulcoite/Lodranite', 'Acapulcoite/lodranite',\n",
    "           'Lodranite','Lodranite-an','Winonaite','Achondrite-prim'],\n",
    "          'Achondrite_aste':['Angrite', 'Aubrite','Aubrite-an','Ureilite', 'Ureilite-an','Ureilite-pmict',\n",
    "           'Brachinite','Diogenite', 'Diogenite-an', 'Diogenite-olivine', 'Diogenite-pm',\n",
    "           'Eucrite', 'Eucrite-Mg rich', 'Eucrite-an', 'Eucrite-br','Eucrite-cm',\n",
    "           'Eucrite-mmict', 'Eucrite-pmict', 'Eucrite-unbr','Howardite'],\n",
    "          'Lunar':['Lunar', 'Lunar (anorth)', 'Lunar (bas. breccia)',\n",
    "           'Lunar (bas/anor)', 'Lunar (bas/gab brec)', 'Lunar (basalt)',\n",
    "           'Lunar (feldsp. breccia)', 'Lunar (gabbro)', 'Lunar (norite)'],\n",
    "          'Martian':['Martian', 'Martian (OPX)','Martian (chassignite)', 'Martian (nakhlite)',\n",
    "           'Martian (shergottite)'],\n",
    "          'Chondrite_carbon':['C','C2','C4','C4/5','C6','C1-ung', 'C1/2-ung','C2-ung',\n",
    "           'C3-ung', 'C3/4-ung','C4-ung','C5/6-ung',\n",
    "           'CB', 'CBa', 'CBb', 'CH/CBb', 'CH3', 'CH3 ', 'CI1', 'CK', 'CK3',\n",
    "           'CK3-an', 'CK3.8', 'CK3/4', 'CK4', 'CK4-an', 'CK4/5', 'CK5',\n",
    "           'CK5/6', 'CK6', 'CM', 'CM-an', 'CM1', 'CM1/2', 'CM2', 'CM2-an',\n",
    "           'CO3', 'CO3 ', 'CO3.0', 'CO3.1', 'CO3.2', 'CO3.3', 'CO3.4', 'CO3.5',\n",
    "           'CO3.6', 'CO3.7', 'CO3.8', 'CR', 'CR-an', 'CR1', 'CR2', 'CR2-an',\n",
    "           'CV2', 'CV3', 'CV3-an'],\n",
    "          'Chondrite_ordin':['OC', 'OC3','H', 'H(5?)', 'H(?)4', 'H(L)3', 'H(L)3-an', 'H-an','H-imp melt',\n",
    "           'H-melt rock', 'H-metal', 'H/L3', 'H/L3-4', 'H/L3.5',\n",
    "           'H/L3.6', 'H/L3.7', 'H/L3.9', 'H/L4', 'H/L4-5', 'H/L4/5', 'H/L5',\n",
    "           'H/L6', 'H/L6-melt rock', 'H/L~4', 'H3', 'H3 ', 'H3-4', 'H3-5',\n",
    "           'H3-6', 'H3-an', 'H3.0', 'H3.0-3.4', 'H3.1', 'H3.10', 'H3.2',\n",
    "           'H3.2-3.7', 'H3.2-6', 'H3.2-an', 'H3.3', 'H3.4', 'H3.4-5',\n",
    "           'H3.4/3.5', 'H3.5', 'H3.5-4', 'H3.6', 'H3.6-6', 'H3.7', 'H3.7-5',\n",
    "           'H3.7-6', 'H3.7/3.8', 'H3.8', 'H3.8-4', 'H3.8-5', 'H3.8-6',\n",
    "           'H3.8-an', 'H3.8/3.9', 'H3.8/4', 'H3.9', 'H3.9-5', 'H3.9-6',\n",
    "           'H3.9/4', 'H3/4', 'H4', 'H4 ', 'H4(?)', 'H4-5', 'H4-6', 'H4-an',\n",
    "           'H4/5', 'H4/6', 'H5', 'H5 ', 'H5-6', 'H5-7', 'H5-an',\n",
    "           'H5-melt breccia', 'H5/6', 'H6', 'H6 ', 'H6-melt breccia', 'H6/7',\n",
    "           'H7', 'H?','H~4', 'H~4/5', 'H~5', 'H~6','L', 'L(?)3',\n",
    "           'L(H)3', 'L(LL)3', 'L(LL)3.05', 'L(LL)3.5-3.7', 'L(LL)5', 'L(LL)6',\n",
    "           'L(LL)~4', 'L-imp melt', 'L-melt breccia', 'L-melt rock', 'L-metal',\n",
    "           'L/LL', 'L/LL(?)3', 'L/LL-melt rock', 'L/LL3', 'L/LL3-5', 'L/LL3-6',\n",
    "           'L/LL3.10', 'L/LL3.2', 'L/LL3.4', 'L/LL3.5', 'L/LL3.6/3.7', 'L/LL4',\n",
    "           'L/LL4-6', 'L/LL4/5', 'L/LL5', 'L/LL5-6', 'L/LL5/6', 'L/LL6',\n",
    "           'L/LL6-an', 'L/LL~4', 'L/LL~5', 'L/LL~6', 'L3', 'L3-4', 'L3-5',\n",
    "           'L3-6', 'L3-7', 'L3.0', 'L3.0-3.7', 'L3.0-3.9', 'L3.05', 'L3.1',\n",
    "           'L3.10', 'L3.2', 'L3.2-3.5', 'L3.2-3.6', 'L3.3', 'L3.3-3.5',\n",
    "           'L3.3-3.6', 'L3.3-3.7', 'L3.4', 'L3.4-3.7', 'L3.5', 'L3.5-3.7',\n",
    "           'L3.5-3.8', 'L3.5-3.9', 'L3.5-5', 'L3.6', 'L3.6-4', 'L3.7',\n",
    "           'L3.7-3.9', 'L3.7-4', 'L3.7-6', 'L3.7/3.8', 'L3.8', 'L3.8-5',\n",
    "           'L3.8-6', 'L3.8-an', 'L3.9', 'L3.9-5', 'L3.9-6', 'L3.9/4', 'L3/4',\n",
    "           'L4', 'L4 ', 'L4-5', 'L4-6', 'L4-an', 'L4-melt rock', 'L4/5', 'L5',\n",
    "           'L5 ', 'L5-6', 'L5-7', 'L5/6', 'L6', 'L6 ', 'L6-melt breccia',\n",
    "           'L6-melt rock', 'L6/7', 'L7', 'LL', 'LL(L)3', 'LL-melt rock', 'LL3',\n",
    "           'LL3-4', 'LL3-5', 'LL3-6', 'LL3.0', 'LL3.00', 'LL3.1', 'LL3.1-3.5',\n",
    "           'LL3.10', 'LL3.15', 'LL3.2', 'LL3.3', 'LL3.4', 'LL3.5', 'LL3.6',\n",
    "           'LL3.7', 'LL3.7-6', 'LL3.8', 'LL3.8-6', 'LL3.9', 'LL3.9/4', 'LL3/4',\n",
    "           'LL4', 'LL4-5', 'LL4-6', 'LL4/5', 'LL4/6', 'LL5', 'LL5-6', 'LL5-7',\n",
    "           'LL5/6', 'LL6', 'LL6 ', 'LL6(?)', 'LL6/7', 'LL7', 'LL7(?)',\n",
    "           'LL<3.5', 'LL~3', 'LL~4', 'LL~4/5', 'LL~5', 'LL~6',\n",
    "           'L~3', 'L~4', 'L~5', 'L~6','Relict H','Relict OC'],\n",
    "          'Chondrite_enst':['EH','EH-imp melt', 'EH3', 'EH3/4-an', 'EH4', 'EH4/5', 'EH5', 'EH6',\n",
    "           'EH6-an', 'EH7', 'EH7-an', 'EL3', 'EL3/4', 'EL4', 'EL4/5', 'EL5',\n",
    "           'EL6', 'EL6 ', 'EL6/7', 'EL7','E','E3','E4', 'E5','E6'],\n",
    "          'Chondrite_other':['K', 'K3','R', 'R3', 'R3-4', 'R3-5', 'R3-6', 'R3.4', 'R3.5-6',\n",
    "           'R3.6', 'R3.7', 'R3.8', 'R3.8-5', 'R3.8-6', 'R3.9', 'R3/4', 'R4',\n",
    "           'R4/5', 'R5', 'R6'],\n",
    "          'Pallasite':['Pallasite', 'Pallasite, PES','Pallasite, PMG',\n",
    "           'Pallasite, PMG-an', 'Pallasite, ungrouped',\n",
    "           'Pallasite?'],\n",
    "          'Mesosiderite':['Mesosiderite', 'Mesosiderite-A','Mesosiderite-A1',\n",
    "           'Mesosiderite-A2', 'Mesosiderite-A3','Mesosiderite-A3/4',\n",
    "           'Mesosiderite-A4', 'Mesosiderite-B','Mesosiderite-B1',\n",
    "           'Mesosiderite-B2', 'Mesosiderite-B4','Mesosiderite-C',\n",
    "           'Mesosiderite-C2', 'Mesosiderite-an','Mesosiderite?'],\n",
    "          'Magmatic':['Iron, IC', 'Iron, IC-an', 'Iron, IIAB', 'Iron, IIAB-an',\n",
    "           'Iron, IIC', 'Iron, IID', 'Iron, IID-an','Iron, IIF', 'Iron, IIG',\n",
    "           'Iron, IIIAB', 'Iron, IIIAB-an', 'Iron, IIIAB?', 'Iron, IIIE',\n",
    "           'Iron, IIIE-an', 'Iron, IIIF', 'Iron, IVA', 'Iron, IVA-an',\n",
    "           'Iron, IVB'],\n",
    "          'Non_magmatic':['Iron, IAB complex', 'Iron, IAB-MG','Iron, IAB-an', 'Iron, IAB-sHH',\n",
    "           'Iron, IAB-sHL', 'Iron, IAB-sLH','Iron, IAB-sLL', 'Iron, IAB-sLM',\n",
    "           'Iron, IAB-ung', 'Iron, IAB?','Iron, IIE',\n",
    "           'Iron, IIE-an', 'Iron, IIE?'],\n",
    "          'Unknown-Ungrouped':['Iron','Iron?','Relict iron','Chondrite-fusion crust',\n",
    "           'Fusion crust','Impact melt breccia',\n",
    "           'Enst achon-ung','Iron, ungrouped','Stone-uncl', 'Stone-ung',\n",
    "           'Unknown','Achondrite-ung','Chondrite-ung',\n",
    "           'Enst achon','E-an',  'E3-an',  'E5-an']}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tmp_df1 = valids.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tmp_df1.recclass.replace(to_replace=['Acapulcoite', 'Acapulcoite/Lodranite', 'Acapulcoite/lodranite',\n",
    "           'Lodranite','Lodranite-an','Winonaite','Achondrite-prim'],value='Achondrite_prim',inplace=True)\n",
    "\n",
    "tmp_df1.recclass.replace(to_replace=['Angrite', 'Aubrite','Aubrite-an','Ureilite', 'Ureilite-an','Ureilite-pmict',\n",
    "           'Brachinite','Diogenite', 'Diogenite-an', 'Diogenite-olivine', 'Diogenite-pm',\n",
    "           'Eucrite', 'Eucrite-Mg rich', 'Eucrite-an', 'Eucrite-br','Eucrite-cm',\n",
    "           'Eucrite-mmict', 'Eucrite-pmict', 'Eucrite-unbr','Howardite'],value='Achondrite_aste',inplace=True)\n",
    "\n",
    "tmp_df1.recclass.replace(to_replace=['Lunar', 'Lunar (anorth)', 'Lunar (bas. breccia)',\n",
    "           'Lunar (bas/anor)', 'Lunar (bas/gab brec)', 'Lunar (basalt)',\n",
    "           'Lunar (feldsp. breccia)', 'Lunar (gabbro)', 'Lunar (norite)'],value='Lunar',inplace=True)\n",
    "\n",
    "tmp_df1.recclass.replace(to_replace=['Martian', 'Martian (OPX)','Martian (chassignite)', 'Martian (nakhlite)',\n",
    "           'Martian (shergottite)'],value='Martian',inplace=True)\n",
    "\n",
    "tmp_df1.recclass.replace(to_replace=['C','C2','C4','C4/5','C6','C1-ung', 'C1/2-ung','C2-ung',\n",
    "           'C3-ung', 'C3/4-ung','C4-ung','C5/6-ung',\n",
    "           'CB', 'CBa', 'CBb', 'CH/CBb', 'CH3', 'CH3 ', 'CI1', 'CK', 'CK3',\n",
    "           'CK3-an', 'CK3.8', 'CK3/4', 'CK4', 'CK4-an', 'CK4/5', 'CK5',\n",
    "           'CK5/6', 'CK6', 'CM', 'CM-an', 'CM1', 'CM1/2', 'CM2', 'CM2-an',\n",
    "           'CO3', 'CO3 ', 'CO3.0', 'CO3.1', 'CO3.2', 'CO3.3', 'CO3.4', 'CO3.5',\n",
    "           'CO3.6', 'CO3.7', 'CO3.8', 'CR', 'CR-an', 'CR1', 'CR2', 'CR2-an',\n",
    "           'CV2', 'CV3', 'CV3-an'],value='Chondrite_carbon',inplace=True)\n",
    "\n",
    "tmp_df1.recclass.replace(to_replace=['OC', 'OC3','H', 'H(5?)', 'H(?)4', 'H(L)3', 'H(L)3-an', 'H-an','H-imp melt',\n",
    "           'H-melt rock', 'H-metal', 'H/L3', 'H/L3-4', 'H/L3.5',\n",
    "           'H/L3.6', 'H/L3.7', 'H/L3.9', 'H/L4', 'H/L4-5', 'H/L4/5', 'H/L5',\n",
    "           'H/L6', 'H/L6-melt rock', 'H/L~4', 'H3', 'H3 ', 'H3-4', 'H3-5',\n",
    "           'H3-6', 'H3-an', 'H3.0', 'H3.0-3.4', 'H3.1', 'H3.10', 'H3.2',\n",
    "           'H3.2-3.7', 'H3.2-6', 'H3.2-an', 'H3.3', 'H3.4', 'H3.4-5',\n",
    "           'H3.4/3.5', 'H3.5', 'H3.5-4', 'H3.6', 'H3.6-6', 'H3.7', 'H3.7-5',\n",
    "           'H3.7-6', 'H3.7/3.8', 'H3.8', 'H3.8-4', 'H3.8-5', 'H3.8-6',\n",
    "           'H3.8-an', 'H3.8/3.9', 'H3.8/4', 'H3.9', 'H3.9-5', 'H3.9-6',\n",
    "           'H3.9/4', 'H3/4', 'H4', 'H4 ', 'H4(?)', 'H4-5', 'H4-6', 'H4-an',\n",
    "           'H4/5', 'H4/6', 'H5', 'H5 ', 'H5-6', 'H5-7', 'H5-an',\n",
    "           'H5-melt breccia', 'H5/6', 'H6', 'H6 ', 'H6-melt breccia', 'H6/7',\n",
    "           'H7', 'H?','H~4', 'H~4/5', 'H~5', 'H~6','L', 'L(?)3',\n",
    "           'L(H)3', 'L(LL)3', 'L(LL)3.05', 'L(LL)3.5-3.7', 'L(LL)5', 'L(LL)6',\n",
    "           'L(LL)~4', 'L-imp melt', 'L-melt breccia', 'L-melt rock', 'L-metal',\n",
    "           'L/LL', 'L/LL(?)3', 'L/LL-melt rock', 'L/LL3', 'L/LL3-5', 'L/LL3-6',\n",
    "           'L/LL3.10', 'L/LL3.2', 'L/LL3.4', 'L/LL3.5', 'L/LL3.6/3.7', 'L/LL4',\n",
    "           'L/LL4-6', 'L/LL4/5', 'L/LL5', 'L/LL5-6', 'L/LL5/6', 'L/LL6',\n",
    "           'L/LL6-an', 'L/LL~4', 'L/LL~5', 'L/LL~6', 'L3', 'L3-4', 'L3-5',\n",
    "           'L3-6', 'L3-7', 'L3.0', 'L3.0-3.7', 'L3.0-3.9', 'L3.05', 'L3.1',\n",
    "           'L3.10', 'L3.2', 'L3.2-3.5', 'L3.2-3.6', 'L3.3', 'L3.3-3.5',\n",
    "           'L3.3-3.6', 'L3.3-3.7', 'L3.4', 'L3.4-3.7', 'L3.5', 'L3.5-3.7',\n",
    "           'L3.5-3.8', 'L3.5-3.9', 'L3.5-5', 'L3.6', 'L3.6-4', 'L3.7',\n",
    "           'L3.7-3.9', 'L3.7-4', 'L3.7-6', 'L3.7/3.8', 'L3.8', 'L3.8-5',\n",
    "           'L3.8-6', 'L3.8-an', 'L3.9', 'L3.9-5', 'L3.9-6', 'L3.9/4', 'L3/4',\n",
    "           'L4', 'L4 ', 'L4-5', 'L4-6', 'L4-an', 'L4-melt rock', 'L4/5', 'L5',\n",
    "           'L5 ', 'L5-6', 'L5-7', 'L5/6', 'L6', 'L6 ', 'L6-melt breccia',\n",
    "           'L6-melt rock', 'L6/7', 'L7', 'LL', 'LL(L)3', 'LL-melt rock', 'LL3',\n",
    "           'LL3-4', 'LL3-5', 'LL3-6', 'LL3.0', 'LL3.00', 'LL3.1', 'LL3.1-3.5',\n",
    "           'LL3.10', 'LL3.15', 'LL3.2', 'LL3.3', 'LL3.4', 'LL3.5', 'LL3.6',\n",
    "           'LL3.7', 'LL3.7-6', 'LL3.8', 'LL3.8-6', 'LL3.9', 'LL3.9/4', 'LL3/4',\n",
    "           'LL4', 'LL4-5', 'LL4-6', 'LL4/5', 'LL4/6', 'LL5', 'LL5-6', 'LL5-7',\n",
    "           'LL5/6', 'LL6', 'LL6 ', 'LL6(?)', 'LL6/7', 'LL7', 'LL7(?)',\n",
    "           'LL<3.5', 'LL~3', 'LL~4', 'LL~4/5', 'LL~5', 'LL~6',\n",
    "           'L~3', 'L~4', 'L~5', 'L~6','Relict H','Relict OC'],value='Chondrite_ordin',inplace=True)\n",
    "\n",
    "tmp_df1.recclass.replace(to_replace=['EH','EH-imp melt', 'EH3', 'EH3/4-an', 'EH4', 'EH4/5', 'EH5', 'EH6',\n",
    "           'EH6-an', 'EH7', 'EH7-an', 'EL3', 'EL3/4', 'EL4', 'EL4/5', 'EL5',\n",
    "           'EL6', 'EL6 ', 'EL6/7', 'EL7','E','E3','E4', 'E5','E6'],value='Chondrite_enst',inplace=True)\n",
    "\n",
    "tmp_df1.recclass.replace(to_replace=['K', 'K3','R', 'R3', 'R3-4', 'R3-5', 'R3-6', 'R3.4', 'R3.5-6',\n",
    "           'R3.6', 'R3.7', 'R3.8', 'R3.8-5', 'R3.8-6', 'R3.9', 'R3/4', 'R4',\n",
    "           'R4/5', 'R5', 'R6'],value='Chondrite_other',inplace=True)\n",
    "\n",
    "tmp_df1.recclass.replace(to_replace=['Pallasite', 'Pallasite, PES','Pallasite, PMG',\n",
    "           'Pallasite, PMG-an', 'Pallasite, ungrouped',\n",
    "           'Pallasite?'],value='Pallasite',inplace=True)\n",
    "\n",
    "tmp_df1.recclass.replace(to_replace=['Mesosiderite', 'Mesosiderite-A','Mesosiderite-A1',\n",
    "           'Mesosiderite-A2', 'Mesosiderite-A3','Mesosiderite-A3/4',\n",
    "           'Mesosiderite-A4', 'Mesosiderite-B','Mesosiderite-B1',\n",
    "           'Mesosiderite-B2', 'Mesosiderite-B4','Mesosiderite-C',\n",
    "           'Mesosiderite-C2', 'Mesosiderite-an','Mesosiderite?'],value='Mesosiderite',inplace=True)\n",
    "\n",
    "tmp_df1.recclass.replace(to_replace=['Iron, IC', 'Iron, IC-an', 'Iron, IIAB', 'Iron, IIAB-an',\n",
    "           'Iron, IIC', 'Iron, IID', 'Iron, IID-an','Iron, IIF', 'Iron, IIG',\n",
    "           'Iron, IIIAB', 'Iron, IIIAB-an', 'Iron, IIIAB?', 'Iron, IIIE',\n",
    "           'Iron, IIIE-an', 'Iron, IIIF', 'Iron, IVA', 'Iron, IVA-an',\n",
    "           'Iron, IVB'],value='Magmatic',inplace=True)\n",
    "\n",
    "tmp_df1.recclass.replace(to_replace=['Iron, IAB complex', 'Iron, IAB-MG','Iron, IAB-an', 'Iron, IAB-sHH',\n",
    "           'Iron, IAB-sHL', 'Iron, IAB-sLH','Iron, IAB-sLL', 'Iron, IAB-sLM',\n",
    "           'Iron, IAB-ung', 'Iron, IAB?','Iron, IIE',\n",
    "           'Iron, IIE-an', 'Iron, IIE?'],value='Non_magmatic',inplace=True)\n",
    "\n",
    "tmp_df1.recclass.replace(to_replace=['Iron','Iron?','Relict iron','Chondrite-fusion crust',\n",
    "           'Fusion crust','Impact melt breccia',\n",
    "           'Enst achon-ung','Iron, ungrouped','Stone-uncl', 'Stone-ung',\n",
    "           'Unknown','Achondrite-ung','Chondrite-ung',\n",
    "           'Enst achon','E-an',  'E3-an',  'E5-an'],value='Unknown-Ungrouped',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Chondrite_ordin      28230\n",
       "Achondrite_aste        828\n",
       "Chondrite_carbon       825\n",
       "Magmatic               532\n",
       "Chondrite_enst         385\n",
       "Unknown-Ungrouped      232\n",
       "Non_magmatic           228\n",
       "Mesosiderite           121\n",
       "Lunar                  100\n",
       "Pallasite               64\n",
       "Achondrite_prim         58\n",
       "Martian                 44\n",
       "Chondrite_other         38\n",
       "Name: recclass, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmp_df1['recclass'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10973da90>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Il9LWdBQAAICwfI3P0cRX5yoQCJiOAkQlCiNqzPBHxslq0tN0DAAAgCMqTeik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\nSP8fdv2CffkCQr8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a23eb00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp_df1['recclass'].value_counts().plot(kind='pie')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dict_0 = {'Others':['Acapulcoite', 'Acapulcoite/Lodranite', 'Acapulcoite/lodranite',\n",
    "           'Lodranite','Lodranite-an','Winonaite','Achondrite-prim',\n",
    "           'Angrite', 'Aubrite','Aubrite-an','Ureilite', 'Ureilite-an','Ureilite-pmict',\n",
    "           'Brachinite','Diogenite', 'Diogenite-an', 'Diogenite-olivine', 'Diogenite-pm',\n",
    "           'Eucrite', 'Eucrite-Mg rich', 'Eucrite-an', 'Eucrite-br','Eucrite-cm',\n",
    "           'Eucrite-mmict', 'Eucrite-pmict', 'Eucrite-unbr','Howardite',\n",
    "           'Lunar', 'Lunar (anorth)', 'Lunar (bas. breccia)',\n",
    "           'Lunar (bas/anor)', 'Lunar (bas/gab brec)', 'Lunar (basalt)',\n",
    "           'Lunar (feldsp. breccia)', 'Lunar (gabbro)', 'Lunar (norite)',\n",
    "           'Martian', 'Martian (OPX)','Martian (chassignite)', 'Martian (nakhlite)',\n",
    "           'Martian (shergottite)','C','C2','C4','C4/5','C6','C1-ung', 'C1/2-ung','C2-ung',\n",
    "           'C3-ung', 'C3/4-ung','C4-ung','C5/6-ung', 'CB', 'CBa', 'CBb', 'CH/CBb',\n",
    "           'CH3', 'CH3 ', 'CI1', 'CK', 'CK3','CK3-an', 'CK3.8', 'CK3/4', 'CK4', 'CK4-an', 'CK4/5', 'CK5',\n",
    "           'CK5/6', 'CK6', 'CM', 'CM-an', 'CM1', 'CM1/2', 'CM2', 'CM2-an',\n",
    "           'CO3', 'CO3 ', 'CO3.0', 'CO3.1', 'CO3.2', 'CO3.3', 'CO3.4', 'CO3.5',\n",
    "           'CO3.6', 'CO3.7', 'CO3.8', 'CR', 'CR-an', 'CR1', 'CR2', 'CR2-an',\n",
    "           'CV2', 'CV3', 'CV3-an', 'OC', 'OC3','Relict H','Relict OC',\n",
    "           'EH','EH-imp melt', 'EH3', 'EH3/4-an', 'EH4', 'EH4/5', 'EH5', 'EH6',\n",
    "           'EH6-an', 'EH7', 'EH7-an', 'EL3', 'EL3/4', 'EL4', 'EL4/5', 'EL5',\n",
    "           'EL6', 'EL6 ', 'EL6/7', 'EL7','E','E3','E4', 'E5','E6',\n",
    "           'K', 'K3','R', 'R3', 'R3-4', 'R3-5', 'R3-6', 'R3.4', 'R3.5-6',\n",
    "           'R3.6', 'R3.7', 'R3.8', 'R3.8-5', 'R3.8-6', 'R3.9', 'R3/4', 'R4',\n",
    "           'R4/5', 'R5', 'R6','Pallasite', 'Pallasite, PES','Pallasite, PMG',\n",
    "           'Pallasite, PMG-an', 'Pallasite, ungrouped',\n",
    "           'Pallasite?','Mesosiderite', 'Mesosiderite-A','Mesosiderite-A1',\n",
    "           'Mesosiderite-A2', 'Mesosiderite-A3','Mesosiderite-A3/4',\n",
    "           'Mesosiderite-A4', 'Mesosiderite-B','Mesosiderite-B1',\n",
    "           'Mesosiderite-B2', 'Mesosiderite-B4','Mesosiderite-C',\n",
    "           'Mesosiderite-C2', 'Mesosiderite-an','Mesosiderite?',\n",
    "           'Iron, IC', 'Iron, IC-an', 'Iron, IIAB', 'Iron, IIAB-an',\n",
    "           'Iron, IIC', 'Iron, IID', 'Iron, IID-an','Iron, IIF', 'Iron, IIG',\n",
    "           'Iron, IIIAB', 'Iron, IIIAB-an', 'Iron, IIIAB?', 'Iron, IIIE',\n",
    "           'Iron, IIIE-an', 'Iron, IIIF', 'Iron, IVA', 'Iron, IVA-an',\n",
    "           'Iron, IVB','Iron, IAB complex', 'Iron, IAB-MG','Iron, IAB-an', 'Iron, IAB-sHH',\n",
    "           'Iron, IAB-sHL', 'Iron, IAB-sLH','Iron, IAB-sLL', 'Iron, IAB-sLM',\n",
    "           'Iron, IAB-ung', 'Iron, IAB?','Iron, IIE',\n",
    "           'Iron, IIE-an', 'Iron, IIE?','Iron','Iron?','Relict iron','Chondrite-fusion crust',\n",
    "           'Fusion crust','Impact melt breccia',\n",
    "           'Enst achon-ung','Iron, ungrouped','Stone-uncl', 'Stone-ung',\n",
    "           'Unknown','Achondrite-ung','Chondrite-ung',\n",
    "           'Enst achon','E-an',  'E3-an',  'E5-an'],\n",
    "          'H':['H', 'H(5?)', 'H(?)4', 'H(L)3', 'H(L)3-an', 'H-an','H-imp melt',\n",
    "           'H-melt rock', 'H-metal', 'H/L3', 'H/L3-4', 'H/L3.5',\n",
    "           'H/L3.6', 'H/L3.7', 'H/L3.9', 'H/L4', 'H/L4-5', 'H/L4/5', 'H/L5',\n",
    "           'H/L6', 'H/L6-melt rock', 'H/L~4', 'H3', 'H3 ', 'H3-4', 'H3-5',\n",
    "           'H3-6', 'H3-an', 'H3.0', 'H3.0-3.4', 'H3.1', 'H3.10', 'H3.2',\n",
    "           'H3.2-3.7', 'H3.2-6', 'H3.2-an', 'H3.3', 'H3.4', 'H3.4-5',\n",
    "           'H3.4/3.5', 'H3.5', 'H3.5-4', 'H3.6', 'H3.6-6', 'H3.7', 'H3.7-5',\n",
    "           'H3.7-6', 'H3.7/3.8', 'H3.8', 'H3.8-4', 'H3.8-5', 'H3.8-6',\n",
    "           'H3.8-an', 'H3.8/3.9', 'H3.8/4', 'H3.9', 'H3.9-5', 'H3.9-6',\n",
    "           'H3.9/4', 'H3/4', 'H4', 'H4 ', 'H4(?)', 'H4-5', 'H4-6', 'H4-an',\n",
    "           'H4/5', 'H4/6', 'H5', 'H5 ', 'H5-6', 'H5-7', 'H5-an',\n",
    "           'H5-melt breccia', 'H5/6', 'H6', 'H6 ', 'H6-melt breccia', 'H6/7',\n",
    "           'H7', 'H?','H~4', 'H~4/5', 'H~5', 'H~6'],\n",
    "          'L':['L', 'L(?)3','L(H)3', 'L(LL)3', 'L(LL)3.05', 'L(LL)3.5-3.7', 'L(LL)5', 'L(LL)6',\n",
    "           'L(LL)~4', 'L-imp melt', 'L-melt breccia', 'L-melt rock', 'L-metal',\n",
    "           'L/LL', 'L/LL(?)3', 'L/LL-melt rock', 'L/LL3', 'L/LL3-5', 'L/LL3-6',\n",
    "           'L/LL3.10', 'L/LL3.2', 'L/LL3.4', 'L/LL3.5', 'L/LL3.6/3.7', 'L/LL4',\n",
    "           'L/LL4-6', 'L/LL4/5', 'L/LL5', 'L/LL5-6', 'L/LL5/6', 'L/LL6',\n",
    "           'L/LL6-an', 'L/LL~4', 'L/LL~5', 'L/LL~6', 'L3', 'L3-4', 'L3-5',\n",
    "           'L3-6', 'L3-7', 'L3.0', 'L3.0-3.7', 'L3.0-3.9', 'L3.05', 'L3.1',\n",
    "           'L3.10', 'L3.2', 'L3.2-3.5', 'L3.2-3.6', 'L3.3', 'L3.3-3.5',\n",
    "           'L3.3-3.6', 'L3.3-3.7', 'L3.4', 'L3.4-3.7', 'L3.5', 'L3.5-3.7',\n",
    "           'L3.5-3.8', 'L3.5-3.9', 'L3.5-5', 'L3.6', 'L3.6-4', 'L3.7',\n",
    "           'L3.7-3.9', 'L3.7-4', 'L3.7-6', 'L3.7/3.8', 'L3.8', 'L3.8-5',\n",
    "           'L3.8-6', 'L3.8-an', 'L3.9', 'L3.9-5', 'L3.9-6', 'L3.9/4', 'L3/4',\n",
    "           'L4', 'L4 ', 'L4-5', 'L4-6', 'L4-an', 'L4-melt rock', 'L4/5', 'L5',\n",
    "           'L5 ', 'L5-6', 'L5-7', 'L5/6', 'L6', 'L6 ', 'L6-melt breccia',\n",
    "           'L6-melt rock', 'L6/7', 'L7','L~3', 'L~4', 'L~5', 'L~6'], \n",
    "          'LL':['LL', 'LL(L)3', 'LL-melt rock', 'LL3',\n",
    "           'LL3-4', 'LL3-5', 'LL3-6', 'LL3.0', 'LL3.00', 'LL3.1', 'LL3.1-3.5',\n",
    "           'LL3.10', 'LL3.15', 'LL3.2', 'LL3.3', 'LL3.4', 'LL3.5', 'LL3.6',\n",
    "           'LL3.7', 'LL3.7-6', 'LL3.8', 'LL3.8-6', 'LL3.9', 'LL3.9/4', 'LL3/4',\n",
    "           'LL4', 'LL4-5', 'LL4-6', 'LL4/5', 'LL4/6', 'LL5', 'LL5-6', 'LL5-7',\n",
    "           'LL5/6', 'LL6', 'LL6 ', 'LL6(?)', 'LL6/7', 'LL7', 'LL7(?)',\n",
    "           'LL<3.5', 'LL~3', 'LL~4', 'LL~4/5', 'LL~5', 'LL~6']}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tmp_df2 = valids.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "tmp_df2.recclass.replace(to_replace=['Acapulcoite', 'Acapulcoite/Lodranite', 'Acapulcoite/lodranite',\n",
    "           'Lodranite','Lodranite-an','Winonaite','Achondrite-prim','Angrite',\n",
    "           'Aubrite','Aubrite-an','Ureilite', 'Ureilite-an','Ureilite-pmict',\n",
    "           'Brachinite','Diogenite', 'Diogenite-an', 'Diogenite-olivine', 'Diogenite-pm',\n",
    "           'Eucrite', 'Eucrite-Mg rich', 'Eucrite-an', 'Eucrite-br','Eucrite-cm',\n",
    "           'Eucrite-mmict', 'Eucrite-pmict', 'Eucrite-unbr','Howardite',\n",
    "           'Lunar', 'Lunar (anorth)', 'Lunar (bas. breccia)',\n",
    "           'Lunar (bas/anor)', 'Lunar (bas/gab brec)', 'Lunar (basalt)',\n",
    "           'Lunar (feldsp. breccia)', 'Lunar (gabbro)', 'Lunar (norite)',\n",
    "           'Martian', 'Martian (OPX)','Martian (chassignite)', 'Martian (nakhlite)',\n",
    "           'Martian (shergottite)','C','C2','C4','C4/5','C6','C1-ung', 'C1/2-ung','C2-ung',\n",
    "           'C3-ung', 'C3/4-ung','C4-ung','C5/6-ung', 'CB', 'CBa', 'CBb', 'CH/CBb',\n",
    "           'CH3', 'CH3 ', 'CI1', 'CK', 'CK3','CK3-an', 'CK3.8', 'CK3/4', 'CK4', 'CK4-an', 'CK4/5', 'CK5',\n",
    "           'CK5/6', 'CK6', 'CM', 'CM-an', 'CM1', 'CM1/2', 'CM2', 'CM2-an',\n",
    "           'CO3', 'CO3 ', 'CO3.0', 'CO3.1', 'CO3.2', 'CO3.3', 'CO3.4', 'CO3.5',\n",
    "           'CO3.6', 'CO3.7', 'CO3.8', 'CR', 'CR-an', 'CR1', 'CR2', 'CR2-an',\n",
    "           'CV2', 'CV3', 'CV3-an', 'OC', 'OC3','Relict H','Relict OC',\n",
    "           'EH','EH-imp melt', 'EH3', 'EH3/4-an', 'EH4', 'EH4/5', 'EH5', 'EH6',\n",
    "           'EH6-an', 'EH7', 'EH7-an', 'EL3', 'EL3/4', 'EL4', 'EL4/5', 'EL5',\n",
    "           'EL6', 'EL6 ', 'EL6/7', 'EL7','E','E3','E4', 'E5','E6',\n",
    "           'K', 'K3','R', 'R3', 'R3-4', 'R3-5', 'R3-6', 'R3.4', 'R3.5-6',\n",
    "           'R3.6', 'R3.7', 'R3.8', 'R3.8-5', 'R3.8-6', 'R3.9', 'R3/4', 'R4',\n",
    "           'R4/5', 'R5', 'R6','Pallasite', 'Pallasite, PES','Pallasite, PMG',\n",
    "           'Pallasite, PMG-an', 'Pallasite, ungrouped',\n",
    "           'Pallasite?','Mesosiderite', 'Mesosiderite-A','Mesosiderite-A1',\n",
    "           'Mesosiderite-A2', 'Mesosiderite-A3','Mesosiderite-A3/4',\n",
    "           'Mesosiderite-A4', 'Mesosiderite-B','Mesosiderite-B1',\n",
    "           'Mesosiderite-B2', 'Mesosiderite-B4','Mesosiderite-C',\n",
    "           'Mesosiderite-C2', 'Mesosiderite-an','Mesosiderite?',\n",
    "           'Iron, IC', 'Iron, IC-an', 'Iron, IIAB', 'Iron, IIAB-an',\n",
    "           'Iron, IIC', 'Iron, IID', 'Iron, IID-an','Iron, IIF', 'Iron, IIG',\n",
    "           'Iron, IIIAB', 'Iron, IIIAB-an', 'Iron, IIIAB?', 'Iron, IIIE',\n",
    "           'Iron, IIIE-an', 'Iron, IIIF', 'Iron, IVA', 'Iron, IVA-an',\n",
    "           'Iron, IVB','Iron, IAB complex', 'Iron, IAB-MG','Iron, IAB-an', 'Iron, IAB-sHH',\n",
    "           'Iron, IAB-sHL', 'Iron, IAB-sLH','Iron, IAB-sLL', 'Iron, IAB-sLM',\n",
    "           'Iron, IAB-ung', 'Iron, IAB?','Iron, IIE',\n",
    "           'Iron, IIE-an', 'Iron, IIE?','Iron','Iron?','Relict iron','Chondrite-fusion crust',\n",
    "           'Fusion crust','Impact melt breccia',\n",
    "           'Enst achon-ung','Iron, ungrouped','Stone-uncl', 'Stone-ung',\n",
    "           'Unknown','Achondrite-ung','Chondrite-ung',\n",
    "           'Enst achon','E-an',  'E3-an',  'E5-an'],value='Others',inplace=True)\n",
    "\n",
    "tmp_df2.recclass.replace(to_replace=['H', 'H(5?)', 'H(?)4', 'H(L)3', 'H(L)3-an', 'H-an','H-imp melt',\n",
    "           'H-melt rock', 'H-metal', 'H/L3', 'H/L3-4', 'H/L3.5',\n",
    "           'H/L3.6', 'H/L3.7', 'H/L3.9', 'H/L4', 'H/L4-5', 'H/L4/5', 'H/L5',\n",
    "           'H/L6', 'H/L6-melt rock', 'H/L~4', 'H3', 'H3 ', 'H3-4', 'H3-5',\n",
    "           'H3-6', 'H3-an', 'H3.0', 'H3.0-3.4', 'H3.1', 'H3.10', 'H3.2',\n",
    "           'H3.2-3.7', 'H3.2-6', 'H3.2-an', 'H3.3', 'H3.4', 'H3.4-5',\n",
    "           'H3.4/3.5', 'H3.5', 'H3.5-4', 'H3.6', 'H3.6-6', 'H3.7', 'H3.7-5',\n",
    "           'H3.7-6', 'H3.7/3.8', 'H3.8', 'H3.8-4', 'H3.8-5', 'H3.8-6',\n",
    "           'H3.8-an', 'H3.8/3.9', 'H3.8/4', 'H3.9', 'H3.9-5', 'H3.9-6',\n",
    "           'H3.9/4', 'H3/4', 'H4', 'H4 ', 'H4(?)', 'H4-5', 'H4-6', 'H4-an',\n",
    "           'H4/5', 'H4/6', 'H5', 'H5 ', 'H5-6', 'H5-7', 'H5-an',\n",
    "           'H5-melt breccia', 'H5/6', 'H6', 'H6 ', 'H6-melt breccia', 'H6/7',\n",
    "           'H7', 'H?','H~4', 'H~4/5', 'H~5', 'H~6'],value='H',inplace=True)\n",
    "\n",
    "tmp_df2.recclass.replace(to_replace=['L', 'L(?)3','L(H)3', 'L(LL)3', 'L(LL)3.05', 'L(LL)3.5-3.7', 'L(LL)5', 'L(LL)6',\n",
    "           'L(LL)~4', 'L-imp melt', 'L-melt breccia', 'L-melt rock', 'L-metal',\n",
    "           'L/LL', 'L/LL(?)3', 'L/LL-melt rock', 'L/LL3', 'L/LL3-5', 'L/LL3-6',\n",
    "           'L/LL3.10', 'L/LL3.2', 'L/LL3.4', 'L/LL3.5', 'L/LL3.6/3.7', 'L/LL4',\n",
    "           'L/LL4-6', 'L/LL4/5', 'L/LL5', 'L/LL5-6', 'L/LL5/6', 'L/LL6',\n",
    "           'L/LL6-an', 'L/LL~4', 'L/LL~5', 'L/LL~6', 'L3', 'L3-4', 'L3-5',\n",
    "           'L3-6', 'L3-7', 'L3.0', 'L3.0-3.7', 'L3.0-3.9', 'L3.05', 'L3.1',\n",
    "           'L3.10', 'L3.2', 'L3.2-3.5', 'L3.2-3.6', 'L3.3', 'L3.3-3.5',\n",
    "           'L3.3-3.6', 'L3.3-3.7', 'L3.4', 'L3.4-3.7', 'L3.5', 'L3.5-3.7',\n",
    "           'L3.5-3.8', 'L3.5-3.9', 'L3.5-5', 'L3.6', 'L3.6-4', 'L3.7',\n",
    "           'L3.7-3.9', 'L3.7-4', 'L3.7-6', 'L3.7/3.8', 'L3.8', 'L3.8-5',\n",
    "           'L3.8-6', 'L3.8-an', 'L3.9', 'L3.9-5', 'L3.9-6', 'L3.9/4', 'L3/4',\n",
    "           'L4', 'L4 ', 'L4-5', 'L4-6', 'L4-an', 'L4-melt rock', 'L4/5', 'L5',\n",
    "           'L5 ', 'L5-6', 'L5-7', 'L5/6', 'L6', 'L6 ', 'L6-melt breccia',\n",
    "           'L6-melt rock', 'L6/7', 'L7','L~3', 'L~4', 'L~5', 'L~6'],value='L',inplace=True)\n",
    "\n",
    "tmp_df2.recclass.replace(to_replace=['LL', 'LL(L)3', 'LL-melt rock', 'LL3',\n",
    "           'LL3-4', 'LL3-5', 'LL3-6', 'LL3.0', 'LL3.00', 'LL3.1', 'LL3.1-3.5',\n",
    "           'LL3.10', 'LL3.15', 'LL3.2', 'LL3.3', 'LL3.4', 'LL3.5', 'LL3.6',\n",
    "           'LL3.7', 'LL3.7-6', 'LL3.8', 'LL3.8-6', 'LL3.9', 'LL3.9/4', 'LL3/4',\n",
    "           'LL4', 'LL4-5', 'LL4-6', 'LL4/5', 'LL4/6', 'LL5', 'LL5-6', 'LL5-7',\n",
    "           'LL5/6', 'LL6', 'LL6 ', 'LL6(?)', 'LL6/7', 'LL7', 'LL7(?)',\n",
    "           'LL<3.5', 'LL~3', 'LL~4', 'LL~4/5', 'LL~5', 'LL~6'],value='LL',inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10b14f3c8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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z7nlFo1HTmQAAAPJmFOjlBZtUV1dnOgUxxskLvpJlWfrOlecrfEjqFz4auWNr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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b142748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tmp_df2['recclass'].value_counts().plot(kind='pie')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Hs = tmp_df2[tmp_df2.recclass=='H']\n",
    "Ls = tmp_df2[tmp_df2.recclass=='L']\n",
    "LLs = tmp_df2[tmp_df2.recclass=='LL']\n",
    "Oth = tmp_df2[tmp_df2.recclass=='Others']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 2000.0)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BAJAkeXjbyvStebbmuse2PjF4e8HkeWlrbq25p7npwb2aDcYiMQUAMIIOyMH5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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10bf74e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_=plt.hist(Hs.year.values,bins=np.arange(1900,2014,2),lw=2,histtype='step')\n",
    "_=plt.hist(Ls.year.values,bins=np.arange(1900,2014,2),lw=2,histtype='step')\n",
    "_=plt.hist(LLs.year.values,bins=np.arange(1900,2014,2),lw=2,histtype='step')\n",
    "_=plt.hist(Oth.year.values,bins=np.arange(1900,2014,2),lw=2,histtype='step')\n",
    "plt.ylim(0.0,2000.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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X0N9qutlv6tSpmTJlSubPn59Vq1blvvvuy5e//OWcd955Ofnkk/PII4/k1ltvzbPPPptv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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a7d5c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_=plt.hist(Oth.year.values,bins=np.arange(1900,2015,2),lw=2,histtype='step')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yySdz8cUXp66uLscee2yWLFlSuUnF0qVLM2zYsBx11FFV1dHd3ZMdO/wA3Zfp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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c6aaac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_=plt.hist(Hs.year.values,bins=np.arange(1900,2015,2),lw=2,histtype='step')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Z+NuRVQe7DQ4hHQ5T06dPf9Ptw4YNi2HDhuXv/+lPf4rHH388Lr300oiI2LRpU1RXV7ep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\nMpYqfQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c935780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_=plt.hist(Ls.year.values,bins=np.arange(1900,2015,2),lw=2,histtype='step')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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eemlmz56dM844I0uXLs3jjz+ezZs3D92ZAAAADKGKY+nzn/98fud3fidTpkzp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\nIiIiIiKiZvw/XBEgrYPq7JQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b7bca58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_=plt.hist(LLs.year.values,bins=np.arange(1900,2015,2),lw=2,histtype='step')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ctot = valids.groupby('year').count().name\n",
    "cHs = Hs.groupby('year').count().name\n",
    "cLs = Ls.groupby('year').count().name\n",
    "cLLs = LLs.groupby('year').count().name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1950, 2013)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IjXrDVq3uSJJmS1MqFbyrk+VK+vbgRDM46wQ4AIYk1oNDiRoAAMkWHRE9U5oKMjhp7MEp\n29Xgz6u1tRE+EgDjJDpFjQAHAICEM+VpkpfBmU5xiVosg9Moj/CRABgnsR4cStQAAEi25gAn3T04\nYVBDBgfAsMRL1BgyAABAoq1FApyZYroDnEojLFErNypyXGeEjwbAuIgt+swS4AAAkGirldYZnFT2\n4ERK1Fy5lKkBGAp6cAAASBGTwcllM8pPZcIpaikMcKKLPiV24QAYjliJGj04AJAsruvq9NoZ2U76\nRgBja0R34FiWFSlRs+W67igfWs+iGRyJUdEAhiO+6JMABwAS5Xunvq+P3vcx3f34n476oSAhwgBn\nSpKCAMdx3WA/TlpUGmRwAGyBBkMGACCxnl163v/vsRE/EiTFmr8HxwQ4Zky0JJVr6SpTi+7BkQhw\nAAwHJWoAkGA1p+b9166N+JEgKUwGZ6YpgyOlrw9nQwanQYADYHAMGQCABKvZ3slstelKNybXmj9F\nbaa4McBJ2yQ1StQAbAXXpgcHABLLZG4ars2gAUhq34MjpSuD47iOKk2BO0MGAAxDdMgAe3AAIGFM\niZokVSlTm3iu63buwammJwhulZUkgwNgGIIenGxWlmX1/PUEOACwhUyJmkSZGrwMjeOPgp4peYGN\n2YNj/n9aNI+IlghwAAyH6cHppzxNIsABgC1FBgdRpjxNCjM4hamsMv4VyvVKOgOcXaUdkhgyAGA4\nggCnjwlqEgEOAGwpMjiIWi2HAYwJcLxln14WJ00ZnEojfD7vm7lIEhkcAEPiDxnoZweORIADAFsq\nOh6aDA7MBDUpnKImhYMG0hTglBvl4M/7ZvZIktbqa6N6OADGCBkcAEiweIBDBmfStSpRk9IZ4EQn\nqJkMTtWuqeGk598AIJnCHhwyOACQKLZjq+GGU7HI4CAa4JghA1IY4KRpD060B8dkcCRprV5udXcA\n6JqZokYGBwASpubUY38ng4M1P8ApFXLKZsKP4Ok0ZnD8ACdrZbV7emdw+zqDBgAMKNiDwxQ1AEiW\n6IABiQwOoks+4x/a4ZCB9OzBMQFOMVfQXH4muJ1BAwAGxZhoAEiouhMPaKoNApxJFwY4U7Hb09iD\nU7a9AKeUK2k2FuAwaADAYMISNXpwACBRmjM2lKhhzd9zM9MmwElTD44ZE13KFTVbiAY49OAAGAwZ\nHABIKErU0CzI4BTjAU60B8d13W1/XP0wQwZKuYJKuaIylndKQQYHwKBMDw4BDgAkTI0MDpqYIQPt\nMji246recLb9cfWj0ghL1CzL0szUtCRpvUEGB8CAzKJPStQAIFlqzT04ZHAm3mY9OFJ6+nBMD04x\nV5AkzfoBDhkcAIMKenDI4ABAsmwsUSODM8katqNKzbsq2SnASUsfTpjBKUqSpoMAhylqAAZDDw4A\nJNTGEjUyOJNsrc2STynswZHSMyq6HIyJ9gKc2Slv0AABDoBBBQEOiz4BIFlY9Imo1UiAszGDE9aZ\np6VErTmDM0MGB8CQuLZZ9EkPDgAkSnMGp/nvmCxmRLQkzRTT3YNTdxpquN4JSHOAw5ABAIMigwMA\nCUWJGqI6Z3DS1YNjsjdSqwwOQwYADCYcMkAGBwASpbphiholapOsU4BTzGdlWd6f05DBKXcIcOpO\ng2wlgIGQwQGAhKo3TVGr2XU5bjp2nGD4zJCBbMZSMR+/KmlZlkr5cNln0kUzOMWmAEeiDwfAgFj0\nCQDJ1Dwm2pWrupP8k1dsjdXIkk/LpGsiTJlaKkrU7I0ZnNn8THAbAQ6AQbAHBwASqrlETaJMbZK1\nW/JpmAAnDRmccosMznQkg7PeIMAB0L+wRI0eHABIlHqLPoRqY/i9CV/9/jF97M8e1OIqwVOSmSlq\ns8XWVySn/VHRadiD06oHZzYS4KySwQEwABZ9AkBCmalpxWwxcttwgxDXdfX5bz2jx5+9oL/6wfGh\nfm8MV7RErZU0ZXAqjfB5XMwWJNGDA2A4XMeRXNf7CwEOACSLWfQ5n58Nbhv2qOhKzVbD9gYXPPX8\n4lC/N4ZrbbMAp5ieHhyTwcln88pmssGfpzL+v4EAB0CfTP+NxBQ1AEgcMyp3NhbgDDeDE73a/8yp\nZdUbyS9vmlTj1INjhgyUItlJSZqZ8gYNkMEB0C838jnGHhwASBgzRW0rMzjRq/0N29XRUytD/f4Y\nDtd1Nw1wplMU4JgMjhkwYEznSpKkNYYMAOhXI5LBoUQNALbeF797VP/7f71XR44vbXrfmrP1GZz1\nSvxk+DBlaolUqdmyHa+mvF2AY3bjpCHAMXtwSrnmDI7Xh0MGB0C/KFEDgG32jR8c14WVqu4/dGbT\n+5oStbmpcD/IVmZwJPpwksr030jSTLFzBqdhu6o3kr0QtuyXqJkBAwYlaoBkO7Zsh3LhfrlkcABg\n+1RrdlBmVK13/vByXTcoUSvlSspZ3tX5offgNGVwnjqxJNtJ9snxJFqLHKfZUusPbNODIyU/i9M+\ng+OVqDFkAJOq0qjq3/3df9RH7/vYhmXP6A49OACwjc6vhLs/apsEOA2nIVdeSVI+O6WCf6V7qzM4\n1Zqt58+sDvVnYHCr0QzOJkMGpDQEOF6g3tyDQwYHk+7Z5WM6X7mghfI5HV89MeqHk0qUqAHANjq3\nHAY4m2VwzIhoScpn8spn897XDb0Hx/s52YwV3PbkMcrUkiYa4Gw2RU1K/qjocpsMTnTIgGv2WAAT\nZL1RDv5cbrB8uR/REjVlyeAAwJY6vxx+WNU26ZGoRTI1+WxehZyfwWlsTQZnfiavy/d6V8+f7GIA\nArZXNwHOdJoyOHbrKWomg+O4jipDDuaBNCjXwwDHlHKiN/TgAMA2WljqvkRtQ4DjZ3DMZLVhMVPU\npos5HbxipyTpyecXuXqeMGbIQCGfVS7b+qM3LSVqjusEJWqlDUMGpoM/U6aGSRTN4BDg9Me1oz04\nBDgAsKXO912iFu3BGXKJmn8iPF3I6SV+gLNaruvUOU4ukyTYgdNmgpqUnhK1ml0L+suKfkmaEQ1w\nGDSASRQrUbMJcPoRy+DQgwMAWysa4NTqnUvUosMECpEMztBL1PwMTqmQ08HLdwa3P8m46ERZq3Re\n8ilJxUJWppOqXE3uiNly5Kp0MUcGB4iKPu8r9OD0JV6iRg8OAGyp6JCBWqPzCWg9Mh7Um6JmhgwM\nN8AxpUzTxZx2zRW0b6d3Rf3J4wQ4SbJa9o7TTJsR0ZKUsSwVC8lf9hkNcDYOGYgGOGvb9piApKBE\nbQhsenAAYFs4rhsbMlCtdQ5wqpFem6lMfltK1CTp4BU7JJHBSZqgRK1DBkcKy9SSHOBEhwcUs633\n4EjSWuRED5gU0SEDlKj1J7YHhxI1ANg6y2s12U7YuN/LFLVYidqw9+BEhgxI0rV+H8755aoWljjB\nTAozZKDdDhzDBDhJ7sHplMHJZXIq+sE8GRxMovVGtESNAKcfLhkcANge0fI0Sao3HDkdJpVtLFEb\nfgbHdd2wRK3gnTibAEcii5Mk3QwZkFKSwekQ4EjStN+Hs14nwMbkWY+NiaYHpx+xDA49OACwdaLl\naUa9w6CBeIna1vTg1OpOkFUyGZx9O0vaMev9rCefZx9OEtiOE2RkNitRm05ZgNO8B0cKBw2sMmQA\nEyi+6JMMTj+iGRxRogYAW+fc0sYPqk6jomt+BiefmZJlWUEGx3ZtNZzhnLxGy5jMibFlWbr28nAf\nDkbPlBFK49GDY/oKMlZG+czGf8+MP2hgrUGJGiaL4zqxoKZCD05f4mOiyeAAwJY5v7zxg6rTsk/T\ng5P3MzcmgyMNL4uzXgnL4ErF8CqXKVN74fy6lteG2/OD3pnyNKnzFDUp2oOT3DHRJoNTzBZkWdaG\n/z9DiRomVKVRCXZEmb+jd0GAk83KyvQXqhDgAEAXmntwJKnaYdBAzWkKcCL7QobVh9MqgyPRh5M0\na+XwOG0+ZCA9Y6Jb9d9IYYDDkAFMmvWmyYGUqPXJ9i7w9Ju9kQhwAKArpgfnoh3hSV1XGRy/hKeQ\n2YoMTiTAiWRwLts7EwQ87MMZvWgGZzx6cLzXQqv+G4khA5hczc/5mlOX7SQ3G5tUJoNDgAMAW8xk\ncC7eEy4y7Bzg+D04QQYnGuAMP4NTimRwMpalg5ezDycpeglwzHGsNxw17M6jyEfF9OA078AxghK1\nRlmOm8x/A7AVmjM4UnxvFLoTBDh9joiWCHAAYFPVuh2cpF6yeyZye6cSNRPg+BmcbKRErTGcDE65\nTYmaJF17pVem9vyZ1VimB9vPPHcsKx6IthL9/0ndhVPZrETNHzLgym15wgeMq5YBDmVqPTNT1Ahw\nAGALRQcMXNJ1BqfTkIEhZXD8wCU/lVEuG387N5PUXFc6coJx0aO05g+DmClOKdOiKT8qGuAktUzN\n9BUUI31lUSaDI0nrjIrGBGn1fKcPp3dmD47V54hoiQAHADZ1rk2A03lMtOnBMQFOdMjAkHpwgiWf\nGz8Errp4Tvkp7y3+KfpwRmrNLPncpDxNih/LpAY4ZvRtKVdq+f+jAc4aAQ4mSKu+M0rUehdMUetz\nyadEgAMAm4ou+bxkT1iiVus0RS3I4JgSta3L4EwXN54457IZvehSrw/nMH04I2VK1DYbES01ZXAS\nWlpYjoyJbmWaAAcTihK14QhK1MjgAMDWMUs+S4Ws5qanZKqMOpaoOfEhA1OZKVnyvnA7MjhSOC76\n2VPLHR9rEtTqtp58fjGxjfWDMAHObItAtJkZEy0ldxfOpj04BDiYUOsN7/kefQ1QotY7hgwAwDYw\nPTi754uyLEuFKe8ktFOJWrVpTLRlWUEWpzakAKfs93ZER0RHXetPUmvYro6eWh7Kz9wqn/rqYf3W\nf/uhvnjvs6N+KEO36u/BGYcStYbTUN3xHlfbMdG5UhDMrzUIcDA5TIna7uKu4DZT0onuBT04BDgA\nsHVMD86eee+ELu8HOLUOU9Tq/pjoaGma+fN2ZXAOXLZD2Yx3opn0cdGmjO7ZhAdi/QiGDHQR4BTz\nyQ5wzA4cqX0GJ2Nlgv/HkAFMElOiNp+fU87yl/aSwekdiz4BYOuZHpzdJsDJeW+dnUvU4kMGpHDQ\nwLB7cEptMjiFqayuvnhOUrIDnIbtBL/j5fXhBH9JstrDkIFMxlIx758YJTHAiVyNbteDI4UlOpSo\nYZKYAGc6Nx1kOKMXBdCdkYyJrtVq+tCHPqRbbrlFt912m+6+++629z18+LDe8Y536MYbb9Qb3vAG\n3XfffX0/UAAYBcd1dX7FZHC8EzpTolZrtA5wHNcJynimsuFJ7XZncKSwD+fIiWXZTjL7W84tV+S4\nriRpeW28Apxa3VbdH0bRTYAjhYMGkrgHJ3o1ul0GRwoHDRDgYJKYErXpqVIQ4JDB6d1IenB++7d/\nW48//rg+9alP6c4779THP/5xfe1rX9twv9XVVb3rXe/SwYMH9aUvfUm/8Au/oPe97306f/583w8W\nALbbylpNDds7+d7dVKLWbtFnzQ4310dL1PJDzOC4rhtOUesQ4Bz0A5xq3dax06sD/9ytcPZCOHlo\nZb0u1w92xoHJ3kjdlahJ4fEcVgZnaa02tN9pdCJUsc2YaIkMDiaTGTIwnSsFFwDoweldEOBs1xS1\ncrmsz33uc/rwhz+s6667Tq95zWv07ne/W5/+9Kc33Peee+7RzMyMPvKRj+iKK67Qv/yX/1JXX321\nHn300b4fLABst3OREdGmB6cw1blEzZSnSeGQAUkq5IaXwak3HNmOd9LarkRNkg5evkNmtWRSy9TO\nLIYBju24icxc9Csa4Mx2OE5RpSEGOF9/4Hn9q//yXX3mm0cG/l5ScwanQ4lazg9wGDKACeG4TvD6\nmJ4qBSWclKj1zjU9ONu1B+fQoUOybVs33XRTcNurXvUqPfzwwxvue//99+vnfu7nYrd99rOf1U/9\n1E/1+VABYPudjyz53O2XqIVDBtoEOJEMTj67NT040SCgUwZnpjily/bOSkpwgHMhvjtinMrU1vrI\n4AwzwHnk6XOSpL977IWhZHHKsQxO+xI1k8FhyAAmRfS14WVwSv7tG3fjoLNg0ed2DRk4e/asdu7c\nqVykJm7Pnj2qVqu6cOFC7L7PP/+8du3apV//9V/Xrbfeqre97W364Q9/2PcDBYBRMBPULEvaNRcP\ncKptFn0WSbvqAAAgAElEQVRGx0Dnt2iK2npkCWS7MdHGtVd446KfOr4U9LokydnF8Q1wViPHqfse\nHO/5NYw9OBdWzfCG+obfcz+iW9lL2c0DHErUMClM/43kBThFP8NZGdJQmUkyjB6cnr6yXC4rn8/H\nbjN/r9XiH0jr6+v6gz/4A73zne/UH/zBH+hLX/qS3vWud+krX/mK9u/f3/XPzGYZ9DbuzDHmWI+/\nNB5rc4K4a66ggj/C10y5qtVt5XIb/y22FZ7UlvKF4D6lKe+EsGrXWn5dL6qRAQdz0/mO3+/6q3fr\nmz88odVyXWcWy7rcz+hspV6O9ZmmE++1SmPg309SRLMwO+cKXf27TKanUhv897C4Ep5cPXNqWZcO\neOyrjvf9pjJTKuS9x9nqWM8VZiT5J3cZR7lM/ycqSI40vodvl6obZnDmijOanjJT1CqpfD8b6bH2\nS9SyU1N9/+56escpFAobAhnz91Ip3myYzWZ1/fXX633ve58k6brrrtO9996rL3zhC3rPe97T9c+c\nn2/fxIjxwrGeHGk61iv+ksb9u2e0a5d30jY3612Zsx03uC3qZD1Mq1+0c0dwnx0z3n/rTq3l1/Ui\n80I4MOCS/fMdv9+rX36p/us9j0iSji+s6+XXdn+RaVCbHWvXdXV2Md6E23A18O8nKWy/Ayo/ldX+\nffNdfc3uHd7vrFKzB/o9VGoNrUUySM+dWdPtg/5ec96Jx3S+tOGxRY/1vuXdwZ+nZiztLI7H8YQn\nTe/h2+X5apgdv2TPHu1a9V7vVaea6vezURxry/XeZ4ozxb5/dz0FOPv379fi4qIcx1Em40VUCwsL\nKhaLmp+Pv3Hv3btXBw4ciN129dVX69SpUz09wOXlsmw7maNNMRzZbEbz8yWO9QRI47E+teAFEjtm\npnThwpp3oz9uuVxphLdFnFtcCv5cWWvogrz7uHXvZLdcr7T8ul6cWQgDnEa13vH7WZL27yrp9IWy\nHjx0Rj9x/b6BfnY3uj3WF1aqG3qZXlhYHfj3kxRnz3v/jtlirut/k+WXEa6VOx/XzbxwPl4e9tjT\nCwP/Xi+srkiSiplC8L1aHutaGOSfOHtW7mz/tfRIjjS+h2+X0xfCKcGNdUkN7zx5vVZO5fvZKI+1\nXfN6F2sNd8PvrtuAp6cA5/rrr1cul9NDDz2km2++WZL0wAMP6IYbbthw35tuukn3339/7LZnnnlG\nt99+ey8/UrbtqNGmzh3jhWM9OdJ0rBf87MKuuULwmKf8lH21brf8d5TrYaY7q1z4dZZf0uvUVas3\nlLH6T/2vRhZiTmUzm/4+D16+U6cvlHXo2AXV67Ysy+p4/2HZ7FifWtj4wb+4Uk3N82MzK34/0XRx\nqut/U7hnyVGl2lCuzxKRhabhDSfOrml5tarpYne9QK2YPoNitrjh3xM91sVM2J+zXFnTvuJ4HE94\n0vQevl1WquF7Wd4qqpDxMv0N11a5VtNUSss0R3GsTQ+Om8n2/bN7etcsFot64xvfqDvvvFOPPPKI\nvvGNb+juu+/WHXfcIcnL5lSrXn3u2972Nh0+fFgf//jHdezYMf3O7/yOjh8/rje84Q19PVAA2G7V\nuh2M+TUjoqXN9+BEhwjkMxuHDEjxQQT9MFPU8rmMprqoUTYLPy+sVHVuKTl7GaIT1C7Z4zWmL6/X\n2909dczzZ7bU/cmNGTIgeWVq/TL9Y4Yr6emTy31/Pyncg1PsMCJakmamwqusDBrAJDDBfy6TUz47\npWJkCEeFZZ89Gcmizw9+8IO64YYbdMcdd+g3fuM39P73v1+vec1rJEm33nqrvvzlL0uSLr30Uv3h\nH/6hvvnNb+r222/Xt771LX3yk5/Uvn1bXxoBAMMQHxEdCXD8gKJhO3KcjVPJ6pHgpdBiipo0+CQ1\nM0Wt1GFEdJSZpCZJhxM0LtoMGCjms7p0j3dSPF5T1EyA033WJHpMB9kJZAYMZDNWEAQ/dXyp05ds\nyozCLXUYES1JM1Nh3T4BDibBuj8OetofDx19jZQJcHoS7sHZpilqkpfFueuuu3TXXXdt+H+HDh2K\n/f2Vr3yl7rnnnr4fHACM0vkWSz6lMIMjSbWGrWI+/lZac7yT2oyVUTYT3tfswZEG34VjpnNtNiLa\n2LuzpJ2zeS2u1vTU8UX9/ZdfMtDPHxYzunjfzpLmZ7wAcHl9jAIcf0hFLwFOdK9RudJ/gHPeD3B2\nzua1Z76oJ48v6ekTgwU4ZuRtscOIaPP/M1ZGjusE292BcWYyOCbAie6JqtgEOL0wAc627cEBgEly\nLpLB2TMfBieFSIDTqkzNZGeiGZvmvw+cwTEBTpcZHMuygjK1w88PdpI7TKZEbe+ukuamvSBgZYwC\nHLPos9sln1I8gzPIsk+Twdk5V9CLL/eO/TMnl2U7/dfTd5vBsSwrONEjg4NJEGRw/OxlMXJBixK1\n7rmOE4yJ3tYSNQCYFKZErZjPxk4681PhW2fzBDBJqtveSW0+Ez+pjWdwhlSi1mUGRwr7cE6fX9dS\nQsrAohmcHX4Gp1y1VW8MvuRy1BzX1dqAJWqDBDjBDqfZgl58mVeiWK3bev7Maqcv66jbHhwp7MMh\nwMEkCEvUvF7CeIkayz67FWRvRIADAFvCZHD2zBdjU8diJWotAhwTvEwlKIMjSdf6V/El6akE9OGs\nVxpBE76XwQl/P8tr6R80UK425E981kwPk8uG1YNzIZbBCXuwjvTZh+O6bliitkkGR5JmprwTPQIc\nTIJ1/3keZHByDBnoix2+51lZAhwAGDrTgxMdMCBtXqJWc9qUqOWG14NjMji9jPy9dO+MZvyMz5MJ\nCHBM9kaK9+BI49GHY4I3qdcMTvj86jeD4ziulla93+HuuaJmS1PBlLojffbh1Jy6HNd7vm9WoiaF\ngwbW6unbAQL0qnnIQLRErUwPTtfcRjSDQw8OAAxdmMGJl+Pkc51L1MwI6I0laqPN4GQsSwf9LE4S\nApwznQKchJTQDaLfACebyQRBdL8BzvJ6TY6fPto55/1eX+SXqfUb4JQb4fHabMiAJM3kvBK19UZ5\nk3sC6dc8ZCCbyQafARVK1LpmRkRLZHAAYOgc1+0qg1Nr0StSMz04TRmc6E6c4WVwevsAMH04z59Z\nDb7HqJy54JV0ZDOWds8XNT8dBgHjkMFZiwQ4Mz3swZHCLE652l8vkilPk7weHEk66Ac455ersRHo\n3YqW2XSTwZmeYsgAJoPjOsGktGm/NFMKy9QoUeueGy1RI4MDAMO1sl5Xw/bKcfY0BTjxHpxWJWom\nwIlftc9mssE261qj/xP4esMOHlsvGRxJOujvw3ElHTkx2iyOKVG7aEdRmYylUiGnXNbrdZrkDI4U\n9uH024MTC3DmvAAn1ofTRxYn2ijdXQ8OQwYwGaJZSpPBkcILAZSodS+awREZHAAYrugV7j07mjM4\n4VtntWOJWn7D/zOT1AbJ4EQzL71mcK7aPxdMgXtyxOOioyOiJW+0sBk0sLKe/iEDa/4OHEu9DRmQ\nwsC13xK1aICz08/gXLx7Ogi0+ln42WsGxwwZqDv1IKsJjCNTniaFmUspLOUkg9O9eA8OAQ4ADNW5\npfADaXdzD84mU9SCACfbKsDxbhukByd6Vb/UYwYnl80EI4MffvqcXDPmawSiI6KN+enxWfZpMjjT\nxZwyGWuTe8eVBgxwFv0R0TPFXPB8tSwrOPb9TFKLXoWONlC3MxMp1WHQAMZZOZbBCZ/3JUrUehYv\nUSPAAYChMhkcywqvgBvZjKWMPza65RS1IMDZeNV+KBmcyElvryVqkvSqa/dKko6fXdVzp1f6fhyD\nqDecoMcpFuD4gwbGokTN34HTa/ZGGjzAMRmcXXPxTMuLLpuX5PVgVWq9fe+eMziREz0GDWCcRcsw\nYxkcf3JmmQCna/EhA/TgAMBQnfNPvnfOFpTLxt8qLctSIe/d1jKDY3pwWpaoDZ7BKQ9QoiZJP/7S\n/cEkuG//6FTfj2MQC0tlmdyRKVGTFAwaGIc9OGbIwEyP/TfS8HpwTP+NYaboOa6royeXe/qeJsCx\nZMWW1rYzTQYHE6JdD04wZGDAoTKTJBbgkMEBgOGKLvlsJe9Pd6m2nKLWPoOTDwKc0WVwpotT+rHr\n9kmS7nv8hZZ9RFuteQeOEWRwxqhErdcBA9LwenB2zcWD7KsvnlPWL5frddCAuQpdzBVii2/bmY0F\nOGRwML5iPTjRIQP04PTOpgcHALaMCXCa+28M06jfPEXNdd3IFLVOQwYG6MEZMIMjSbe94hJJ3hji\nBw6d6fux9MsMGJCkvZEAJxwyEO5xSaswwOn9GA08Jno1zEBG5aeyuuriOUnSU70GOH4PTjc7cCR6\ncAbluq7sNX5vaWAyOFOZnKYiF7YoUesde3AAYAud3yyD4zduN5eo2a4dbHvvXKI2eAYnl81oqs89\nAddesVP7/dKw7/zoZN+PpV9myefO2XxsaMP8jHdy4LrxPTJpZKaoDVKiVq3bsp2NfV6dlKsNVWve\n87K5RE1SMGjg6RPLPQWRZllhN/03kjSVmVLOH4uehlHRoxy40crJ//qf9fQH/jetH3pi1A8Fm1hv\neM/vaPZGipeoJe35lVRuLINDDw4ADE2tbgdjipuXfBpm2WdzeVctkplpPWRgCFPU+lzyGWVZln7q\nxkslSU8eX9IL57f3BPTshY0T1KSwRE1K/6ABM2SgnxK16HS8XrM48R04G5+/JsApVxs6udB9hiAs\nUesuwLEsKxg0sNZIdoDzP45+Xb/23Y/q0PmnRv1QAuuPPybZttYPHxr1Q8Emyn6JWrTvTApL1BzX\nCTL76IweHADYIucjJ4jte3Bal6hFP8S2rETNz+D0038T9fduuDiYBrfdWRyTwYkOGJDCMdGStJzi\nXTgN2wmyKP1MUZuOBTi99eG0WvIZFVv42cO46EqkB6dbpkwtyRkcx3X0V8e+o9X6mv721P2jfjiS\nJNdx5Na89wjzXySXKVFrl8GROvfhrJbrevrkaPeSJUVsTDQlagAwPOeW2+/AMYIStaYhA9HAJZ/p\nlMEZZNFnuF9lEDtmC7rxxXskSfc+ckoNu7dSqH45rquzi97veFwzOKuR8rrBMzjDDXB2zhZ0kb+8\ntpdBA6YHp9RlD46UjgDnzPpZVfx/25n1syN+NB63Hj5/HAKcxDPP7+iIaCke4HTqw/nPn39Y/+FP\nfqAvfe/ZLXl822UYnyHRDI7I4ADA8JyPLPncs6PXErXwxKTQKoOTCzM4/dZkmwxOr0s+WzFlasvr\ndT389LmBv183FleqwQdhcwYnGgykeZLaSAMcf8BALpvRTJsg+ODlvS/8ND043ZaoSWGAs57gAOfo\n0rHgzy+snw166EYpmrUhg5N8YQanqUQtmsGxWwc4ruvqmRPeyPYvfPeoTpxd3aJHubW+9v1j+hf/\n6Vv6qx8cH+j7uJGLhuzBAYAhMhmcQj7btgys3RS1uhPtwWk/ZMBxHTWc/kYAmz04g5aoSdINB3Zr\n56z3mL69TWVq8RHR8ROC6En5SooDnLVBA5xIYNLrLpzFyIjoduOcTR/OmcWylrrMlFX8k7huhwxI\n4QlfkjM4R5fDAKdm17RU7W0/0FZwYgEOO1SSzoyJ3lCiFtkXZS4QNCtXG8GwD9tx9UdfPiTHSddA\nAtd19fUHjst2XP3g8GBTOWMlamRwAGB4zvtLPvfMF9ueILabohYrUevQgyNJVae/E/igB2fAEjVJ\nymYyutUfGf3IM+di5U1bJToiel9TBkeK7MIZkxK1mT7GRA+jB6fVgAHjxf7CT6n7LI4pseklwAlK\n1BI8ZODZSIAjSS+sb//Y9GbRoIYSteQrm+C/qUSt1EWJ2krTtMinTy7rr344WBZku71wfj24MLhW\n6e/CXcCUqFmWrEz/YQoBDlJnvdLQw0+fU73FgkVgGDbbgSNJhZzpwWkaMhApUevUgyNJ1caAAc4Q\nMjiSdOsrvDI115W++8ipoXzPTsyAgVIh17KEygwaWF5L75CB6Id8PxmcYj4szeh5itqqCXDaP38v\nu2gm2LVz5MTipt/TduxggEa3e3CkeA9OEsfkVhoVnVx9IXbb6bXR9+E4lKilhu3Yqvg9lf0MGViN\nDFMx7+n3fOsZLSymZznuo8+cD/68Vhnsfdv04AySvZEIcJBCf/TlJ/R/f/ZH+su/fW7UDwVjyuzA\nuajNBDUpLFEzk7KMWi8ZnD4HDZSHMCY6at/Okq6/apckb5raVi/YNCVq+3aVWmbI5mbCZZ9pZTI4\nuawV9Gv1IpfNBM+xXkvUggzObPsAJ5OxdOBSvw+ni0EDlchztZ8MjuM6se+RFMdWjsuV93y35D0X\nk5HBCZ/7ZHCSLZqZmWkaE13I5oPnVblND0402/vOX3yJMpalat3WH3/1cCIvCrTy6NEwwFkdcH+Z\n2YNDgIOJc/yst7fh2Ol0NuIh2VzX1Tm/RK3dDhwpHDLQPEWt1mUPjtTfqOh6wwmyRsPK4EjSbTd6\nZWoLSxUdeu7C0L5vK2fa7MAxdvgZnG57Q5LIfMjPFKfaljluxgwa6KVErWE7WvF/bzs7ZHAk6aDf\nh/PcCyubZsSjV5/7GRMtJXPQgBkwkLEyOrDjaknS6bXRBzhkcNJjPVJ+2ZzByViZ4KJW2wxOJCB4\n2TW79dofv0KS9NjR8/reoy+0/JokqTdsHT4WfmbU6s5AFTZBBmeAEdESAQ5SyFzNTPOEJSTXyno9\nmPDVbgeOFPbgNGw3tmk+WqI2ldn4Bj1oBid6slsaUgZHkl517d6gXOw7D29tmVo0g9PK3IxX0rWS\n4j045qSln/I0Y7qPAGdptSZzzbdTiZokvcifpNawXT37wkrH+0avUvczZEBK5qABM2Dg8tlLdOXc\nZZKk04nI4NCDkxZr9bCUrHlMtBReEGjbg+O/z2UsS6VCTm/8+9dov//e+Gd/9VTiexGffH5pQ6n2\nIH04wZjoXP8T1CQCHKSQ2eKe9Bc90qmbHThSWKImxSepmRK1qcyUMtbGt9hBMzjRcqXpQv8nz82m\ncln9xMsuliT94PCZgcsM2lmr1IMPv71tMjhmyEC1bm8oAUwLM0VtZoAAp58Mjum/kTqXqEnSgUvm\nZZJLmw0aiJaX9dODIyVv0IDrunrWz+BcPX+V9s/skyQt1VaCpvFRIYOTHuuR50pzBkcKLwi0m6IW\nXgzJKWNZyk9l9Suvu06SFyj8v994ctgPeageeWbjeoFBPj/MFDVK1DBR6g07uLq+vNb/HhGgnXPR\nHThdlKhJ8UlqphE7n219YjtoBmc9cmVsWD04htmJ07Bd/e1jW1MaEZug1i7AmY4s+0xppnYYGRwT\n4PTSg7O4yZLP5u9/xb5ZSZv34URP+PvZgyMlL4NzrnJBK3Wv1PmaHVfq4um9wf97YcSDBtxqtAcn\neb1LSeK67kh3F5Ujz+tS0x4cKbwg0G4PzmrZO9azkfe9l1y5Sz9zk/d+/P0nzujBp0Y/+KKdx/z+\nm+j7zdogAY5f3kaJGibKemSaUK3hqJLSq7tILjNgwFLnHoZ8JH1ebWzM4OQzG/tvpGFkcDZO3BmW\nK/bN6ppL5iR5wwa24gJCbAdOmxK1cQhwTJZqto8R0UY/GZzzfoBjSdox2/o5GGX24Rw5sdTxePdb\nopbkAOfZpXBQzdXzVwYZHGn0ZWpkcLpjO7b+rwc+rv/ze3dptbY2kscQy+AMUKI223TB6h//zIuD\nHWWf+urh2MWtpDi/XNGJBe/3/uPX7w9uXy0PXqJGBgcTpfmDPq0nP0guM2Bg51xBuWz7t8h4iVok\n8DYBTosBA5KUy+SC0rVBMzilIQc4knSbPzL6+Nm1Tfsy+mEyOLlspm0AOT8TZj3SWoq6OoQStWl/\njHMvY6JNBmduJt/x+Wu82O/DWVmv6/SF9mVZ0fKaXjI4uUwuCOqTNmTA9N/MTE1rb2mP5qZmVfJL\njE6vjziDE8nauPW6XGd0GYokO1Ne0HMrz2uxuqTDF54ayWMwAc5UZqpl32XXJWrT8c+M6WJO/+tr\nXyJJWlyt6XN/c2Roj3lYotPTfvylYYAz0KhoM0UtSw8OJkjzFYy0nvwguc53sQNHipeoVSMBTtXu\nXKJmWVaQ3Rm4B2fIJWqS9yFlgrdv/+jk0L+/2YGzd2dRmTbTxeYiH/RpHDTgum5QojFbHE0Pzmb9\nN4bJ4Eid+3DMBKhcJtfyJK4TM2ggcRmc5eclSdfMXynLsmRZli6e9rI4o56k1jxYwK2n73WwHaLP\nqeXaaCarrvtDBppHRBumRG2zMdGtyllfeXCvbrnOe07+zUMnY9PKksAEOPt2lnTl/lllM957+iAB\nDj04mEjR8hyJAAfDZ4YMdOq/kcIpalJ8yEDd6VyiJoVlaoNMUctmLOVzw38LLxVywQfqfY+fHnqT\n/9kLJsBpXZ4meUsuzb8tjaOiKzVbtuOVew1jyEAvPTjBDpxN+m+MPfPF4L6dFn6ak7NitvsR0cas\nWfaZoCEDdaeh4ysnJHkDBoz9M14fzqh34TSXpVGm1lo8wBl+xrkbJoPTasCAFM3gdA5w5qZbv1e8\n4xeuDSZc/tGXD8UqBkbJdhw97gc4LzuwW5ZlBe93Aw0ZoEQNk6i5VGM5hVd3kWxhBmezAKd1iVo1\nKFFrf2JbyA2QwYks+ex3v8pmTJlapWbr/kPDPdEzGZx2AwYkL8tlsjgrKQxwoh/uwxgyUK3Zcpzu\n+qEWewxwLMuK9OEst72fOTnrpf/GmJ5KXgbn+MoJNVzvdXv1jiuC200G52z5nGxndCeSzRkcRkW3\nFi17XK6OKMDxH0OpTYBjenBaBTiO6246kGTHTF5v+/mDkqTTF8r64r3PDvqQh+LoqZXg4ssN1+yW\npCAQWxtGDw5DBjBJ1itkcLB1anU7CJo3zeBEhgzUGhv34BTa9OB4/8/7wKs2+i9RG/aAgaiDl+/Q\nxbu9k9JvPzy8MrV6ww5OwPe2GTBgmD6cNPbZDSvAiR7jSm3zEwbXdYMhA5st+YwyAc7JhbW2V17L\nfv9AL/03xkwCAxzTf2PJ0tXzYYCz35+k5riOzpY3jr/dLm7T5LTmv8MTzQou1doH6FspyOC0GDAg\nhYFPxa5umPa2XmnIzPbo9F7x9264WC/zg4iv3HdMz21Bf2SvHvXHQ2czlq67cpekMGM90BQ1vwdH\n9OBgkjSXahDgYJguREbs9tSDEynjMiVqU12UqNX6KVGLZHC2imVZwcjoI8eXdOrccKYTnV2sBEso\nO2VwpHCSWhpf49EP90FK1Ir58Bh3U6a2VmkEY/S77cGRwkEDkvTMydZ9OBXbO4kr9bADx5iZmpGU\nrCEDZv/N/pl9sSvvF0cmqY2yTI0MTnfSUKJWjK0GiB/H6AWFdiVqkveefMdrX6LCVFaO6+ruLz8R\nWzA9Cqb/5uDlO4Jss+k5HKgHJyhRI8DBBNkwRS2FJz9IruiSz817cCIlao3uhwxIkQzOAEMGtjKD\nI3lXDE3D6Hd+dGoo3/NMFyOijTl/2WcahwysVoaVwQk/4LuZpHahhx04UVfsmw2ez0+1GTRQHqBE\nbcY/8UtiBuea+Stjt+8p7lbW8n7voxw0sLEHJ32vg+2wnoQAp945gxPNejaXqa2uR98rOo91v2hn\nSf/opw9Iko6dXtVXv/98X493GFbLdR096WXMbjiwJ7h9xh+Lz5hooEfNU9SWUli+guSKBjib9eDk\nspkgAIgOGTBjojuXqPU/ZMC8BkoDTOfqxvxMXje9+CJJ0r2PngoyA4MwAwYsSRft6Bzg7PADnDSW\nqEXrz2cGyLSVIl/bzSS1aIDTS4laLpvRgUvmJbWfpFYZQonaeqM80oWMxlJ1Wecr3jSq5gAnm8lq\n77T3vB/lqOiNGRxK1FpZi+ygWa2tjaRvat0vk9tsyIC0cRfOSjk8zt3szPr5my/Xiy71Xqtf+O5R\nnT4/mosGjz97PsjGm/4bKbygM9gUNRZ9YgJRooatdN7fgVOYynZ1YmomqUXHRNeCKWrpzuBI0m1+\nmdrKel0/OrIw8PczGZxd8wVNbTIBzgwZWF2vj7wUo1em7KSYz3a1i6ad6J6jbkrUFlcjGZweStQk\n6UV+H87RU8stg1lzYtZfgOOVqLly2y473E7P+tkbSbp6x5Ub/v/F06OfpMYUte5Es4KuXK3Wt3fZ\np+3Ywfv4dLsx0bnwtVix+8/gSFImY+lXXnedshlL9Yaj//SZhzqOd98qjz7jlaftmMnrin2zwe0z\nxSH04JDBwSQqswcHWygYEb2j2NWEMlPWE1/0aUrUusng9DNFzfv+W9mDY9xwze6g1OnbQyhTO9vF\nBDVj3q9HdzVYucMobDYVqVvRAKeXDE4hn1Wp0Fv9+kG/D6fWcPT8mY37RMyJWamPMdHR0p21bT4B\nbeWo339TyOZ1ycz+Df8/ugvHdbubXjds9OB0p7mva7vL1NYjGaS2GZxsNIMTz8SZctZsxur6NXvZ\n3ln9w5/yStUWliq667/9QH/+7WeGkmXvhuu6evSoN2DgZdfsjn1Wmp7DWsPpf5w1PTiYRM1XMSs1\nOzEz4ZF+3S75NAr+G7ApUXNcR3WnmwDHZHD6KFHzXwOlbcjgZDKWbn35JZKkR4+eC34//TrdxQ4c\nY34m/P2l7UKGuXo5yIABKZ6l6y7A8Y7PrtlCzyPEX9Rh4afrukPJ4EjSWr3c4Z7bw2Rwrpq/Uhlr\n42nQfn/QQMWujmwy18YMDiVqrTT3dS1Vt/d4RQOstkMGYj048ee/yeDMlqZ6es2+/ieu0ntuf6lK\nhaxcV/rv33tWd336B3phG0rWTpxd0+Kq9/y84cDu2P+LXtRZq/R3YSpY9EmJGiZJq/KcNNboI5nO\n+SVqmw0YMEwGp+oPGag74Rt65xK1/jI4DdsJgqntKFGTpNtecYksSa4rffeR/rM4juNqwWRwNhkw\nIIVT1KT0vcaHlcHJZTNBKV93AY73e+plwIAxU5zSpRd5gchTJ+IBTt1pBL0zfQU4ueRkcGzH1nPL\nXkFo7RgAACAASURBVHN2c/+NYUZFS9LptdH04TT33JDBaa15eexybWP2cSvFMjhtStRKsQAnflxX\nzHtFhwlq7fzEyy7WR/7pq3XtFTsleXtp/t3d39ffPHRiSzOPj/jZG0vSy66OBzjR0u5+l326/ucp\nJWqYKOZDfv/u8I1keY3pMhic67pdL/k0zKhok0WsRQKWbjI4dafeU9N19CR3O0rUJG9yz/VXezsO\nvvOjU3L6/OA8v1KR7S+r7CaDMxfJ4KRt2adpsB00wJHCTF03PTimRG1nj/03RrDw8/hi7AQp2jfT\n1xS1WAZntJPUTq2dVs3Psl7Tov9GagpwRtSHQw/O5upOI/aeKyWzRG0qMxVkCsttenDm+nyvuGhH\nSf/m7a/UW37mRcpmLNXqjv7kK4f1Xz7/yJZlvk3/zVUXzwW9kkYsg9N3gEMPDiaQmSB1cSzA4Y0f\ng1tZr6vuL+zc02WJWn4qXqIWD3A2z+BIvWVxoie525XBkaTbXuENGzi3XOm7odVMUJO6y+DMlaZk\nCjbS9hoPMjhDmHRnApxuxkSbIQP9ZHCkMMBZXK3FJgpGy2r6CXCiPTjrjdGWqB2NDhhok8Ep5ora\nWfB+F6MaNNAc0JDB2ajVXqXlbS4pXK9HMzit39csywp24WwYEz2EbG8mY+l1P3GVPvzOH9Mle7xz\no4eOLOjX//C+oQyHiarWbD11fFFSfDy0MVOMlqj1GeCw6BOTxnFcVfyFihfviQQ4KStfQTL1sgPH\nyPvlQ2aKmrkyLG2SwclFF791X1sfHZO+XRkcSbrp4EVBtuq+J0739T1iO3C6yOBkMlZQtrGcsl04\nZijCTBdjXzdjduFsVqJWb9jByVK/Ac7By1v34VQiz9FiH4s+M1YmWKY56hI1s+BzT3G35vKzbe8X\nDhrY/hI117aDq9jBbQQ4G7TKBi5Xk5fBkcILA21L1IaQ7b3q4jnd+Su36OdvvlyS9775O597WJ/6\n6uHYpM9BHDp2QQ3by+5Gx0Mb0X9H3yVqNhkcTJhyLXzD3z0XjpldStnVXSTT+R524BiFfIcStczm\nU9SkdGRwClNZvfKgtxvkgUNn+hrbbAKcmWJO011mNsyggTRlcGzHCYKRQYcMSNEMTucAp98ln1H7\ndpWCbepHIn04g5aoSeEunFEPGQgWfLYpTzP2z4xuVLRb3/h8J4OzUTS42FXw+lC2vUTNfz7ns3nl\nMu3fk03vWvOY9FX/Am0/PTit5Key+uV/cK3+1VtvDHaJ/fWDJ/SRu+/X0VODZ7cePeqVp5UKOb3o\nsvkWPz+jXNbLvfc9ZIASNUya5qvXpgk5TSc/Sfb4s+f1H/7kAf3g8Oh2P4ySGTBgqfsTxHzO7MFp\nVaK2eQ+O1FsGpxx7DWztos9mr77eG6e7sl7XE89d6PnrTYlaN+VpRvAaT1GWNrrkczt7cIYR4FiW\nFenDiWRwIidl0Z0evZjJmQBndBmc9fp60FPTrjzNMBmcxerShrKireZUNz7fyeBsFH0uXTLrvT8t\nbXsPTucln4bJfEb34DiOG5zXdLMDpxcvP7BHH33Xq4MLUy+cX9dvfuoH+sp9xzb5ys4efcYbMPDS\nq3Ypm9kYQliWFZSp9ZPBcV1XYtEnJk256eq1ubq7kqKTn6RyXVef+tqTevrksj7xxcdb7sEYdyaD\ns2M23/VyxmAPTqNViVqXPTiN5GdwJG8cqPmZ33+89yDYZHC6GTBgmGxCml7j0Q/1YQY4m2ZwIks+\n+x0yIEkv9svUnj+7GpS1DDeDM7ohA8/609OkLjI4foAjSafXt7dMrVUww5jojaLZQLPPaFQZnM0C\nnJJ/YSD6Wlqr1GVGefQ7ZKCTuem83vePXq5/8rrrVJjKynZc/X9/faTvi5hnFsvBqP/m8dBR5n2v\nryEDdlhKZ9GDg0kRzeCUCrkg/UoGZ3CHji3qtD8/v2E7+n/+4lFVav2ll9MqWPLZZXmaFB0y4L0p\nV2Mlau0/sPKxErXee3CyGSsIrrZLLpvRq17ile384MmzwUCGbriuGy757CWDk8LXeLSxdhgBznSX\nAc6iPyI6Y1nBe2M/9u30AhHXDSc8RXtwCn0s+pTCAGe9MboAx5Sn5TI5XT57acf7mhI1afsDnFg5\nmr8bhRK1jcxzKWNltK/kZSpqdm1Dn8vWPgY/wGkzYMAotujBiV0MGVKJWjPLsnTbjZfqI//0liCz\n+8dfORwMJOnFY372RpJuuGbjgAHDjIrup0Qt2nvGok9MjPWmEbnm6i49OIP76wdPSPJOnCUvnf2p\nrx4e2RbvUeh1RLQUjok2JWp1O/zAKnQsUeu3B8f7/qVCrudFjsPw4y/1rpKWq42gVKEbq+V6MAWs\nlwxOWKJWT81zMXrSMooenB2zeWUy/T83osMrzHtu2T+JK2YLLRdjdvV9k5DB8QcMXDF7Wcd+CUna\nkZ8PJl+dXtvest1otiYz7QectXQN2tgO5rk0k5vWjkLYD7LZJDXXdbXUxwl+K2GJWusdOEYQ4ERK\n1FbWh3sxpJN9u6b1rl+6XpL3HnX3/zjU83uq6b+5ZM+09uxo/zlp3vf6KlGLBTiUqGFCtCtRS9PV\n3SRaWq3qwSe9K5Q//6rL9errvdKMv33stO595IVRPrRt1euSTylSotYigzPVdQ9ODwFOZeOi2+10\n3ZW7gtddL9PUep2gZpifVW84wQTFpItdlR3imOhK1e64g+jCinfi1G//jRF9bq372ShTVtPPkk9j\n1EMGHNfRs10OGJC8K9/7Z7z3whdGmMHJzs75t1Gi1iwIcKamNZ+fC27fbNnn3V8+pH/18Xv1nR+d\nHPgxdF2ilt04ZCD6XrEVJWrNXnr1bv3Cj10hSXrkmXP6G//CZjcatqPH/d7LTtkbKQxw+hkTbSao\nSfTgYIKYkztLUjES4KxVGmrYvU91gufbD58KFjD+9E2X6o5fvC44Cf301w/rxMJox7puh3rDDgLl\n3V3uwJHCIQO246phO6o5pkwoo5zVPr1e6LNEzQT5pW0cER2VyVi65TrvpO+hIwuqdhl0xHfgdL7S\nGTUfWSKXlkEDZshAxrJUKgxWYiEp+B6uvCCnHdODs2uA/hsp/twyWTdTVjNQgONf4a7YFdnO9ger\nZ9cXgnKizQYMGGbQwHZPUnNjAc7shtvgMXtwppsCnKVq5wyOuaD30BB2xPReotY6wNmqErVm//hn\nDuiyi7zFu5/55hG9cL67jOrTJ5aC9/tO/TdSeGGnvwxO5L2BDA4mhSmXKBZyG+rMV1K2JyMpHMfV\ntx/yruJcf9UuXbJnRqVCTv/iTTcol/W2Iv/eXzw6tBn6SXU+MoGqlwyOKVGTvGWfZopaPjPVsYQs\nY2U05ffopCmDI0k/7k9Tq9UdPXikuyvbJoMzlctox2z3/SFzM+GH/spaOl7j5kN9pjScMsLose5U\nprboP4d3DjOD45dEmu3rpT524BgmgyNJayPow4ku+OwmgyNJ+6e9Ppyz6wvbGpRFszXZOZPBIcBp\nFmZwSrGdRp0GDayW60FvyOkLg2cTgwBn0xI173VZc+rBc8kMT8llrdhnyVaaymX1z25/qbIZS7WG\no0/+98e6ukBsytOmchm95IqdHe9r9n+tlRs9l8HRg4OJZD7czeK72NVdytT68vAz54LSrJ995WXB\n7VddPKf/+ecOSpJOLKzpT7/x5Ege33Y5vxRZ8tmhtrhZtNG/1rBV83twOo2INkwWp6chA+Y1MKIM\njiQduGxee/wsV7fT1EwGZ+/OkjI9nPTviLzG09JrN4zN5FGlLgIcx3W1uOr9fgYtUYtmnUxAXQlK\n1Pr/3tEAp9UG+q1mApwd+blgZ8pmTIma7do6Vzm/ZY+tWSyDM0MGpx0TKM/kZpTL5ILnWKcA54Vz\n4XPvzIV1OU7/vX0NpxFc1NosgxO9OGCGdphs72yp8wWxYbty/5z+4U8dkCQdPbWiL33v2U2/5hG/\n5/LaK3YGw3XaMSVqDdtRrd5bdQ0laphI5sO2VPBePPMz6StfSRpTg7tjJq+b/Hn5xs/dfJluvta7\ngvntH53S3z02vv04JsiTehsykI9lcOxgTHSnCWqG6cPpZ9HnKDM4GcsKduI88sy5ruqsTQanl/4b\nSZqLZWnT8RpfCzI4ww9w2u3CWVmvB2Wmg5aoZTMZFf0FtubnmQCn3xHRUjzAWR1BgPOcP2Dg6vkr\nuz6ZvHhEo6KdFiVq9OBsFPS/+MGFKVNbrrYPcE6dD0uuG7arheX+dxxFF41uugcn8toxfTgrZX/J\n55B34HTjF199pa71R8J/6XvP6enIYt9mS6tVHTvt9TW9/JrO5WlSvPew1z4chgxgIq03Z3BmyOAM\nYmGprEee9q7K3HbjJRt2v1iWpX/y+ut0kZ/R+OOvHu66XjdtzAS1wlQ2GHHZjUIuksGJlqhtVQan\nMvoMjhQu/bQdVz88vPmJXz87cCTveBT8k+20XMQwH+jDGDAgdVeiZgYMSINncKTIclH/+Vb2n6PF\nIZWobXcGp2rXdGLNu0BzdZflaZK0t7QnmBr3wjZOUnPNok/LUnbG65dw6+ko0dxOZtGneW7tyHuT\n1DpmcJo+w04P8Jm2HhmYsWkGJxLgmAsGZgz73Db130RlMpbe/T+9VMV8Vo7r6pNferztaohHnwmz\nly870HnAgBS/uNNrH060B4cABxMjKFHzTxymi7lgrDEBTu++9dBJufLWLPz0jZe1vM9McUrvfePL\nlM1YqtZs/d5fPKp6Y/z6cc4FI6ILPZUK5PNhBqdat3sMcPya7JRlcCTpyv2zuni3d1Kx2TS1at3W\nkl8+1csOHGPe//BPy2t8FCVqFyI9ZMMIcEwAXR5iBifao7Ddo6KPLR+X43qlMtd0OWBAkrKZrPaW\nvBO67Rw04NS957qVz8vKe8fTrdXkOgzTMep2PciYmwBnzmRwuixRa/X3XvSWwQlfl6ZEbdjvFb26\naGdJv/wL10qSzlwo6zPfPNLyfqY8bddcQZfu2XxITPQiYc/LPilRwyQKS9S8J33GstiF06eG7eg7\nD5+SJL3iwJ6OfScvunSH3vzTL5IkHTuzqj9r8yaYZuf7WPIpSYVcc4laOGRg068NMjjdPXdtxwmm\n2EwPKTvQL8uygnHiTzx3oePrLz5BrZ8AJ9yFkwbRIQPD0E2AsxgJcAYdMiCFAfSGPTgD9OCUcsUg\nG7LdQwbMeGhLlq6cv6Knr93vl6mdXtu+EjXTb5PJ55XJhxdLyOKEos8hEzzPF7xyvqUOe3CaMzgv\nXBgkgxN9DJsEONloiZr3eloxAc4IMjjG37vh4mCB87ceOrlhspzjuEGA8/IDu7u6ABgN2Hpd9una\n0QwOQwYwIcotrl4Hu3BSUr6SFD988mxwRfxnb26dvYn6B6++Qq94kXcl869/eEIPHNresalbbcHv\nweml/0aKDxmoNpzehgzkTA9OdyVq5ciI4FFncKRw6afrquPz4XTkBKLXHhxJqdp35bquViONw8Mw\nlcsE5aPtenDMiOjpQm4o05imIyVqjusEQXhpk5O4TizLCk4CtzuDYwYMXDZ7SccFvK1c7A8aOL1+\nZtuWzZoeHCufl1WIBDgMGghEy8OaS9RWa2tBxi7KdhydaZqcNrQMzlTnzEa8RM3P4JgStRFlcCTv\ndfnO174kmEr7R//jidh77TMnloIptZvtvzEGK1GjBwcTaL3FDpA0nfwkiRkusGe+2NWbVsay9K5f\nuj4of7n7y0/Eljemmeu6kQxOb1eoC81DBoISteFncNYjzZqlBAQ4l+yZ0ZX7vCumncrUzAmFZfU2\noc6Y8zM4oxgysLRW0wOHznQczxxVqzvByNVhDRmQwr7Dcps9OKZEbRjlaVJYorZebQQnY9Jge3Ck\n6LLP7QtwXNfV0aXnJPXWf2OYUdHrjbJW6p0XSA6L6w8UyOQLsQxOWkdFb0VgGH0OmeeVGTLgytVK\nbeP+toWlSjCMY6c/rv70IBmcAYYMNGwnOKcZ5ntFP+am8/qnv3S9JC9T/sdfORQcsx8e9i5eZSxL\nL716V1ffrzCV1ZTfnzrQkAFK1DAJXNdtuQPEjJElwOneqXNrOnRsUZK32DOT6a7nZG46r/e+4WXK\nWJbKVVuf+MKjY7FgdaVcV73h/Tt6z+A09eAEU9S678HpNoMTvXo/6iEDhsniHDm+pHNLracRmQBn\nz3xxwyCLbozyIsbHP/+wfvcvHtWv/u739BffeWbTq5GxxX1DLCM0Ae1mJWpDC3D8SZXlSkMVOzyu\npexg39+ciG7nkIEL1cWgJ6OX/htjf3SS2jYNGohlcKaiGZz0TVL79o9O6v3/+bv62yFP4WxZohZZ\n9rncokwtmq258cXe1NDzy9WuFxY3M8/jQjavbKZz5nQqk1Mu472OK3YlVro1ygyO8fIDe/RzfjXH\ng08tBCXsJsA5cOl8T6XRpg/HjMLuVnRMNIs+MRFqdUeOf0VhmgzOQP7mwZOSpGzG0m03XtrT1157\nxU696bZrJHnz8z/3N08P/fFtt/ORMaG99uBMDWOKWqO752458oGYhBI1Sbrl+vDk7/uHWmdxzlzo\nb4KaYYYMrFUa2xpQr5brevqkd5K0Xm3oi/c+q1/93e/pz/7qqVhTf1T0auUwG4c3C3DOD2nJZ/Dz\niuGY6HJk8/qgGRxzIrqdGZyjS5EFn30EOBfP7A3+/MI2jYqO9uBYKc/gfOOB41ot14OqgWFZj2Vw\nvPeWHYVogLNx0IDpv7GkoORa6j+L0+2ST6PoXyAoNyrxiyEj7MGJesvPvjgYHvOn33hKz76wrEPP\nehPUbjiw+XjoKPP+N9AUtSw9OJgAsavXkZO7oHylXB9oYdekqNZt3fuId2Xm5mv3BnW3vXj9T16l\nl/mp6q/d/7wefGr7mm+3wrmlyA6cHkuoctlMMMnPW/S5hSVqCczgXLSjpBdf5u1SuO/xdgGOd/LQ\nz4ABKT4OfmUbBw089fxi8OcDl3q1/dW6ra/d/7z+j9/7nv7oy4c2nBjFTlq2IMBp14Oz6PfgDLoD\nxwgyONWGyvVIBmdYJWrbOGTADBiYzpW0d/qiTe69USlX0g4/M3B6myapOdUwg5PJh8fUraVryEDD\ndnTqnFcqduLs2lBL1UyQnLWyQTY8lsFpsQvHBDh7dhR1xd7Z4PbTF/ort27ew7MZ8/qpNKpajZTc\nzo1gD04rhams/tntL/WmptZt/cf/9mBQ0tdt/40xUzQXpgbpwSHAwQSI9R9ETu7MCbrr9n6lYBLd\n/8SZ4CTpZ1+5+XCBVjKWpXff/rLgd/+JLzymbz10YtsacIfNZHAs9XeCaPpwqrVIiVoPY6KrdrWr\n3916JIOThB4cw0xTO3Z6NTiZMWzb0YJfutbPgAEpnKImbW+m9snjXoBTzGf1wf/lZt35K7fox67b\nJ0vegsBv/+ikPvT7f6dPfPExHT/j9WZE34OG24PTPoNTqTWC3pxh9+DYjquVahiMpLEH52hkwaeZ\n4tYrU6a2Xbtwoj048QxOukrUTp1bD06Q/3/23jxKlrO+Eryx5L7Vvryqt+stkh7aJSSBWIQwYMCA\nPe0ejw14AY/t0x6Pp/tMt22mpYbhGHePp7vnuNvHdrexG9vYjW1oBAgESGwSaBda375V1XtVr5bc\n91jmj4jviy8yIzIjIiOyMqvynsPhqSozKzIz4ovv/u793V+lLiFX8u/6JedQPBSjyV4xMUZtYHkr\nBUe3qM1NxjHBWGZXN9v7dZzAUHCcrW3k+qnJtcCKIb3i4Hwa73/TAQDmGOsDc6kOz2pHwquCM4qJ\nHmG3wS5BajTs0x2+86JmE5ibiOPYvjHPr5NJhPGrP3UjRIFDQ1Lwl18/hf/8pVeGkmSSGTjpZNhk\nOXMKkqTWkIy0KTcx0SpUNJXuPmVCTDkOdNL8IODO4zMgyaHPvG7eAK7nqnSD49WiljIpOH0kOLqC\nc91iBgLPY/9cCr/xwRP4vz/+Rrz5DfMQeA6qqilX//rPn8b/9/cv0d42AEj6FBMNdLaoZX2OiAbM\na2y+xhCcHgZ9Av0nOE1FwlJJW/O8BAwQzNIktf6o1WwPDj/EKWpL18wkY2Xdv5CGiq4CJhh7GMdx\nVMXpZFGbm4iD5znMTsT0n/eq4Li3qBUH0KJG8N579uOwrloDwImDE457dQnI+uc2JhqjFLURdhsq\ndWMxsCM4+VFUdEdcWi3ivN5T8LZbF1wNtLTC9fvH8XsfvgOzumf3uVPrePDPn8apy9mej7Wf8DoD\nh4AEDdSaTRpN6iSKllV5nAQNsCEbvX53fiKTjOD4Ps2y+NTrayY1iq2MeraoMTf/fsXB1xoSLq1q\nm7Gji+ZCwPxkAr/83uvxmf/1Hrzj9kVKil88u0H7DMIhHqEe7RUsOhEcdgaOXxY1ViUvMgTHL4ta\nU2nSSPUgsVK6AkkvHhzw0H9DMKcrOFu1rKvBvF6hUoITGuoenKVrZkKzvO5NKbFCWScXiRZyYUdw\nqnWJzuua1+9Zc+Pa/7fOxnGKqksFh8Ss16QajYgOi7wv0e5+QuB5fPz9N9BCGttr6RTUoua1B4fj\nAL43ijIiOCMMBezsOSMFxzmIehMSebzpDXO+vOb+uRQe+sU78Zab5wFo1eR/+zcv4B+/d35oEtY2\nPc7AIQjrG9l60zj/Qi4saoCzPhyi4AxK/w0LkqZ2dbNi2tRcZVKLvCo4iVgIvE7oCuX+KITnVgo0\n1OToXmulczITxc+/8yj+3a/fi/fesx+xiLFJ8dtTT167YhETvcUSHJcx53Zgi0ilhtHrEOJ7O/fY\nZuxKH/pwLuaX6L8PuBzwyWKWCRroh4pjhAxEwA9xitpyC8FZ2fBPwSk3NbLUqp6QfqlC3ZyixpIY\n0kg/N6n9/9pWxZPFmtrkHFvUtOuzxoQMDJp6QzAzHscnP/ZGPPixu3HHcfcEhw0ZcPPZEosaJwg9\nF/JGBGeEoQBbuWQJTioWovaYEcGxR7Uu4Uevak3gd10/Q6srfiASFvCL77kev/HBE4hHRKgAvvLk\nRfzBXz8/FLNyvM7AIYiEtWW0yswLcWNRA9wqOIN3Q7zt6DQNW2Bn4qxuaJuQVDzkuW+I5zik9E1A\nvxScU7o9TRR4HJxPd3xsOhHGz7z1MP7dr9+Ln37LISxOJ/Geu72rBVYghKNWl9o2CyRgQBQ43+Jm\nWYJTbmjXR1SM9LzhYKvt/bCpXSho829m49NtlX43mOtzVDTpteGGPEWtVcFZ8VHBIf0vrd9rKmKt\n4LAR0XOTCQDArK7gVOqSpwAT2oPjMmSgKtfp3/MzTt5vzE3Eccf1s56ue9KDIysq6k3nMdwkZKBX\nexowIjgjDAlI9Tos8qY+CZ43buojgmOPH766SheZt9+6GMjfuOP4DD75K3fRive5KwU89OdP+z7/\nwE80JYXaFjxb1IiCw8Q9O7GouVVwCMlnlYJBQTIWwomDWozo068ZE99J6IDXgAGCfsfBkwS1Q3vS\njvuy4tEQ3nfvAXzyV+7C/bf5e40RcqgCqLXM7CA9OGPJ3gkI/XuMSkj6DGI99t8AQCKUoP/uB8G5\nyAQM9IKxSIZaSvsRFW2KieZ5utkbphS1fKmOgr6JJ8WjKxtlqoz2CnL+JERnFrWruoITCQt0yCdR\ncgD3NrWmIqGph8o4VnAEkqJWo+lig6rg9IoEs4a46c2lIQMjgjPCbkGFbu7aT3rShNyv6u6wQVVV\nPK73BuybTeLgvLs0FDeYSEfxf/7crfjQfQfBcxxqDRl/9vBr+LOHX3M8Db6f2Cp6n4FDQPzTDcU4\n/9zERANOFRz9ZjqgFT9iU9ss1Oj8GNKDM+2x/4Yg3UcFpykp9Pjt7Gn9BrvutV5HWZ9n4ABmBYfM\nwek1QQ0w5pUAwROcYqOEjZo2w+NgDwEDgNa8PhfXbGpBR0WrqmoKGdD+X/tuhylFjVVv7tLXhoak\nYMMnVd9IUbO2qNXlBmqMqk4DBsbjtBBALGqAZlNzA0L8ATc9OAbBoQrOACWo+Qn2fbkZ9kl6cHpN\nUANGBGeEIQEZcmjVf0BiZPvlzx82nF3JU2uAH+EC3cDzHN7/poP4V79wG6b0uTI/fHUVD332aZxb\nyQf6t91iac24Cc9MeLOwkBQ1VoVxExPd+lw70B6cAYqIZnHLkSmEdbXj6de0sIFVnxQcUsQo9uEa\nv7haoP1jR/dmAv97TsAqKq0Ex+8ZOIBmzSPndU0n370GDACtCo5/diUrkPk3AHAgvb/n1+tbVLQs\nA4p2/pEZOCRJrVuK2lq2gv/29ZM0TGY7saQnpvEch7uOz9Kf+2FTa8hNqp7YhQwAZhWHjYgmSMZC\nVGlwq+BUmR6ymNMUNb0HR1JlFGsaQRqUGTh+g7XBl1zMwjEsar07FUYEZ4ShQKfNXabP9pVhA1Fv\nomEBd98w2+XR/uG6hQwe+qW76N9cz9Xwqb94Fl/49umBmZlzYVXbCETCAk3WcQuSosamK4V5BwRH\nZBQcqXtltjrAIQMAEA2LuPk6bZDiMyevIV9q0Hh3rwEDBLSI0QcFh8RD8xyHw3sGhOCEWYJjtqiR\nkAG/ZuDQv6mvtXXF6MHpFWE+BJHTAxOawfbnkfk3YT6EPYne1z1CcK5VN2haYhBgVRpDwQnrv+t8\n/j/yo0v4zotX8HePnQns+JyCKDhzk3EsTCcgClphbXmjd4LDBlS0EZxIO8FRVJUOHJ5rWecJ4XFL\ncEj/jXYM7ixqAFBuaM/fsRY1k4LjxqKmKzgji9pgQ1GVvg4028noZFFLjyxqtihWGnj2pFZxvOfE\nHKLh/m6O41ERH3//DfjY+65HJCxAUVX8t6+9jsefX+nrcdjh4lXtBnhgNuU6558goleaJGaWjTOL\n2s5ScADgruu1jWS+3MD3fnyF/txrRDQB24MTNDk+vaSpjPtmkwMzUJXtu6owCo6sKLSw4zfBIedZ\nU7deRoXevkNAs3qRDWlJClbBuaArOPvTeyHwvVeDSZKapEjYqgUXhc+qNES54ULOFJwtPRGSSObR\nnAAAIABJREFUDNfdThCCs3cmCVHgMTehqXd+zMJh91Wt9rBM2AgFIQRnq1BDQ9JIaRvB8RgV3YtF\nDQC1z+1Uixrbg+NqFg5NURsRnIHGX7z6efzL7/8bvLp5crsPZejR0aLWx83PsOGJl1chydpn8vZb\nFrblGDiOw70n5vFvfulOzOvVsv/+2FlqrdkuKKqKi7qC0y0pqxPooE/VqFI5saiJnEAnq7P9O1ZQ\nFJVW7mMDquAAwE2HJ+hm/OtPGRahnkMGdAVHVtRAe7kURcWZZU3BGZT+G6ClJ4Z5//lSA2TJ853g\n6OeZBO3c9MOiBhg2tSAVHEVVcKngT8AAAZukFqRNTakbawFRbvgwITid10zSzL3d98KmpFBL2OJ0\nwvT/K34oOE1WwUmYfpcMJ+m/C3WN4FhFRNP/1u9J17JVKIrzz8xMspxa1JhrSNCu49QOVXDCIYFa\nll2FDIxS1IYDFwuXoULFa5untvtQhh6dqtfs5sf11NwdDEVV6eDB6xYzWJxJdnlGsJgZj+Nj778B\nHKd9n3/zre21UaxtVShpONBD8AIJGZBV1qLW/abFcRxVcbpZ1KoN47weZAUnJAq47YhW6SY3tUhI\nMM2r8oJ0wvg88wFaUZeulWhK2bEBIjh2IQNZpkgw5mMPDmDEkROC44dFDTAidYN0N1wprVJV9ECP\nAQME0/EpcNBU3tUAgwZMCo7eg0Mtas3OG0VyzW33vfDqZhmyThb2zmhr64JOcFY3Kz3PSCubCI65\neBLiRZqslm9oBay1LYNMtxIcEhUtKyo28s5JN2tRc0r+2cdxOsFJ7FAFBzDemyuLGg0ZGPXgDDRI\ns1u+Ja5wBPdwYlEDRn04LF6/mKVzaLZLvWnFkcUxvOeeAwCAZ09ew4tnN7btWIg9DQAO9aTg6BY1\nlbWoOdvQkyS1bhY1dtDtoPbgENzV0uc1Mx7rOdgiFTc+Ty/zKpyC9N8AwJEBIjghkadzhliCk2OH\nfAak4Cic9nn7reAEGTJwJnee/vtw5oAvrxniRUzFtCj0tXJwUdFWPThUwal3XifKTDN3kIWAbmAT\n1PbqhbWFKe3/ZUV1nVjWirLUWT1Jt8zCIWrSeCqCSNi8cTZHRbsnOFEh4tgCGWVsyVTB2ckEJ+qB\n4MgjBWcokI5om6bWibojuEdni5qxQBRHfTgUJFwgGQvhjuPTXR7dP3zkJ2+gm7G/fvQUao3tqTRe\nuKpdl8lYCJMZ75s3YlFTOa3yJPIitZ51A1VwusREmwjOACs4AHD9/nGTr7zX/hvACBIBgi1iEIKz\nMJUYKG88x3G0uMP24GSLwSk4sYgIcIr2P5gbpHtBQu9XKEvBWdTOZM8BAPYk5pAK+6dck6CBIKOi\nVUal4V3EREuyYgqgKGyjBZgQnGQsRGfOEAUH6N2mRuyNIidYzhxrnYWzuqX9vVb1BtALMPq/3RCv\nKpkP5bD/Rntsu4IzSOuM30jGtDXLjZpILGoYKTiDjZGC4w8kWaENgp0sasD2Vq0GCbKi4Me6OnLv\niTmEfIhc9AuJWAi/8K5jAIDNQh1f+v6FbTmOC0z/TS8KA7Gogdc2FxEHCWr0uU4VnDqr4Az2DVEU\neNxx3OhX8IPgsD71oMJEVFXF6QHsvyEga1/VguCk4iHHA0ld/T3B2GwPi4KjqApVcI6MH/b1tecS\nhOD0S8HRY6LD3UMGWjeRg6Dg7J1J0rV1MhOla+Vyj1HR7Awcq7WbEpyWHhw2IpogHBIwoc9AcxM0\nQBScuMMENcAcLANx5xMcYlHzFhM9UnAGGhl6kRVGze89gN3cjSxqzpAvNagH+tAe7/aroHDHsWnc\nekSLFP7ms0u02b9fkGQFl/UZOL0OPg23EJyQgwQ1Ai8WNTZRa1DxxutZguMtfptFSBTotR/UNb66\nVaH2tyMDMv+GRcyK4AQwA4cgHhVplRnwrweHpKhVmtVA7osrpVW6+Tw6dsjX1yYKTqlZRqkRDEEz\n9+A4j4lubeTeLoKjqqqJ4BDwHIc9U/4kqdkN+SRgLWr1poxNPV3OSsEBvEVFk6jqhMOAAQAQeIH2\nZ3K8hEhIMO4fOxBJLz04o5jo4QC5yBpKkw5LG8E9ql36D0SBp5GEo6hoDVuMdWUi5U/l1U9wHIef\nf+dRRMICVBX4i0dOQlaCmy3RiisbZTR1VfBAD/03AGhSDKcTHCcR0QSOLWp14wZBmr8HGUf2juHW\no1OYm4xTItsr0rqKUwioB+cU039zdHHwFBxCbFkbEunBGfO5/wYgCg5DrF1YcTq+rl7xllW563nv\nBWdy5+i/r/OZ4MwlDKtvUEEDnVPUOig4A0JwcqUGJVt7W4JtFnxKUutGLoiCU2yUcHXTIFN2s868\nREUTm5wbBQdglFBB2tHqDeCxB4coOCOL2mDDlMc+6sPxjG4KDmCOih7B7M2fSPu/+fEDE+kofuYt\n2gbk8loJ33xmuW9/m/TfAL1FRAOMgiMEZ1EjJJ8DEB0CBYfnOPz2z96CP/vdd1L7R69I6dd4MaBr\n/IxOcKYyUd+O2U906sHxO2AAsFBwBL8UHKMXI4gktTNZzZ62JzGHZDjR5dHuMMtERQfVh9NZwbEn\nhK0KznbdC9mAgcVpM8FZ1BWc9WwV9aZ5YK0bkPOmdcgnAdl7qVBxaWOT/rybgpMt1lFvODsu0kPm\ndAYOAYmK5kRpxw75JEgwPThO1dqRRW1IwE7UHfXheIep/8CO4JBJ5+XgEpaGCVsFbdAbx6HniN4g\ncf9ti5RgfOkH57GRC3a6OQEhOBPpiKmB3QuIr5yjFjUvBKebgmOkCPI9JpINKzL6NZ4PSKUlAQOD\nFA/NorUHR1XVYC1qbQqOvyEDgDkNyw8oqoKzAfXfANqGOhXSNu1BJalREiMIdJNHFZwOMdGDYlFb\n1u1nAm9Y0ggWdMKjQouS9grDomZNLoiCAwBLWY3ghEQeEzZhMrMTxuusZZ2dk1X9GGIuFZwoo+Ds\n5AQ1AEjqCo6sqDR+vytGgz6HAyMFxx+YLWrWCwLZxI9CBjSQym4mEYYoDO5lzvMcPvruY+A5Do2m\ngs89erov/WoX9Ijog3O99yeRFDUaMuCK4BCLmrOQgUGPiA4SQSo4G/kq9ekPYsAA0N6DU6lLaDQ1\nm2UQCk4sIoITAyA4ASo4QfbfEMzqNrWgLGpEwSGkBjDCBtRGA6qNlbfNolbaXgVnbjLeFnxhSlLr\nIWigm4LDFpdXi1kAwOx4zLY4ZI6KdnZO0pABFz04ABDT0wi53WBRY96f02GfdA7OSMEZbKTCSToY\nbKTgeIfZomZtzyEKzk6OiW4qEhTVWZ8K6cEZRKtNK/bNpvCuu/YCAF4+v4lnTgYXwQoA9aZMb669\nDPgkaA0ZcDLkk8CpgkNj0gc8IjpIBNmDc2YpT/89LAQnG+AMHEAn00yKWsQ3i5qxIaz4THDY/ptG\nbhw/enXV19cHmKjockA9ODrB4RiCw5IdOxWn3aK2PX2/VgEDBJlEmPbL9kJwuvXgZBgFZ7OsKbN2\n9jRAu0+SQqCTqOim3ERT0ddk1xY1/TraBQSHfX9lh0lqhkVt1IMz0OA5nmbwk4m6I7gHSZDiOc6I\n5G0BmYVTKDd2ZGJdvl7EJ574ND799L9HU+6+UGR1i1oQG58g8FNvPogp3T7wN9887Xgx9IKltRIU\n/Rzptf8GaLeoOR3yCYwUHDcgKm21LqEpeffvW4HEQ2cSYV9irYOAQXBkqKpqGvIZVMgAp/eViVzI\n8TDDrq/LEBy/FRzSfzMXm8WffvEM/vTh13D+ir/33rm4puBs1rKO1mK3sFRwIuG237eileAUK82+\nBrcAQFOS6VDNvdPtBIfjOGpTW97wlqTWYMmFjYITE2MQOe18zetR0VYR0QQ8x1GbmhMFp8LMcHIb\nMkB7cITmzu/BYe5X5aqzWTg0RW1kURt8ZFry2EdwD3ZzZzevhGx+GpLi3Os5RDiVPYNSs4zV8ppp\nSrcdtgJsPg4CkZCAj7xbm41TqDTxhcfPdXmGd7ABAwf8sKgRGwavbSbcpKiFRe28lRQJsmJ/3hKS\nbxeysRvAzrsq+qzikP6bI3vHepqJFCQIuVVUFfWm3FcFR4R/fXwhXqRFAD8JDjv/Zja8lxYxlnuM\nJG7FbGIWgNbAfq264etrA0YPDrGlAQAXCjO/d0ZwVPh/nXTDlY0K/dytFByASVLzqOCw85PsLGoc\nxyGl771kXiv2dVJw2N+vbnXvA2UJjpuYaAAIkxCaXdCD48mipvfgYGRRG3ykI9oGamRR844qbbC2\nryCaZuH0aFNTVRX/49wj+IczDw+MGrRRNZJgTmXPdnysrCjI6c3HgxgRbYcTBydx943a5uF7P75C\nN51+gwz4nJuI+6KI0B4cvSE77CpFzdjEdFJxRgqOv9c4i0K5gat61XlQAwYAM7mt1mUaMBAW+UCs\niyFRAC9qpFvwkeAAxqbQz5CBldJVVPWNZwbz9Ocb+ZpvfwMwFBwAWA3ApkYUGi5kbA5NFjWbJDXS\ng8OeC/3uw7l8zdjn2BEckqSWLdZR8aDUOyUXGX3vhRCZgdM5Uc8gOJWu930SEQ24V3AEVU/GE2Qk\n44MbAOQHEtFeLGojgjPwYId9juANFdp/YF/t8HPY51JxBY9eehyPLX0fl4v9iy7uhI3qFv13N4KT\nLzVA1udBjYi2w/98/xEqa//l10/SWTV+ggYM+NB/AwACz0MUOHBUwXGfogZ07sNxcg3sdKQYO4ef\nEbhnlpn5NwNNcIwCT6UumSKig1KdxJBGcHjV3/OOVN79VHDOZA3VN9Iw4pw38/4mM45HxxDS++yC\niIpWLEMGGAXHrgdHXyP2MI38/Q7dIf036XgIGZtkvwXGuuZlHg57ztgpOICRpMaFOg/5JCC/r9al\nrspXhSHmrudDyfrGXZBMFq6diJDIUwu365CB0RycwcdIwekdVQfV60zcP4JzrWLEfxYG5HtjFZzl\n4pWOG4PsgA/57IR0Ioyfvf86AMDVzQq+9qNLvr5+pdakTaS9DvhkEQkJRsiAh0GfgDMFp5OKudNh\nLmL4Z70hAz7jEdGU8jRoMCs4UqAzcAgEQnAUfzdiE9FxAMD53EXfVPLTuj1tITmPcskgfJs+Kzg8\nx2NWV3HWKv5HRVMFh7Go8cy/1Xpni9oCE83c71k4yzrBWbRRbwCYoqO92NScExztGLhwHelEuKv6\nPesiSa0XBQeydn/gOBXR4bo9e0KSzMJx2IMziokeIhAFpypV0QigIXE3gJ0BYoeUjwrOOqOWVCV/\nb45ewRIcFSpOZ+17VLYC9uYHjTe/YR7H92mV9K/+8GJP8xJacXHVIKx+BAwQhEI8bcj2W8FRVBU1\nSvJ3r4ITj4gQeG3j6qdFjSSoHVnMDPSMoXgLwSEhA0EEDBDQmGjF3/PulukTAICN2hYuFZd6fj1t\n/s0FAMCRsUOmIs9mwf81nBKcAC1qfMRGwbGwqKmqSi1qM2MxiIKe3trHJDVVVTsmqBEkYyGMJbX3\n44XgsMl7diEDgFFc5kL1ruoN4C4q2hQy4FLBUSSjSEUKCDsZxKbmxKKmquooRW2YQC4yYHDUgGFD\nxUFEbiQkIBLWLoheY2Q3agaZGASC05AbbQpgJ5saSVDjAGSSw+fx5TgOH3n3cYgCD0lW8ZdfP0Ub\nV3sFCRgQeA77OtyE3SIcMo7PXUy0sTlt2Cg4tboM8uq7OSaa4ziq4vhVma7WJdo3MMj2NMBCwQlw\nyCeF3lemSP6edzdN3wiR117z2bUXe349tv/m6PhhZIvGur1VrEOS/bW6ziY0C9xqZd1xdL9TKHUS\nMsDERHdJUas1ZMiKtkokYyE6vLifFrVssY6yfq/uRHAAw6a24iFJjfRtibzYca2lFjVBxvRE9zU5\nGQvRWONuUdGEZEWFKHjO3Ta62TAevysIjv6ZOrKoycbnMerBGQKweeyFUVS0J1Tr2oXRLUGK2NR6\n3fxsmhQcf/3bXsD235CmylPZM7aPJwpOJjnYQz47YW4ijvfdux+AlnD15Mv+zLO4qPffLEwljPk1\nPoDZi/Sg4Fift5W6cWPYzSEDgP/zrs6u5Gm/2jARnGKlSfsEglRwwGt/g606+4GYGMWJyeMAgOfX\nftwzSSCKNgcO17UoOKoKU6S2HyBBA02liWwt3+XR7mAZE90lRY3dPCZjId8LAU5A1BsA2DvTub+R\n2OiW18uuLYp0yKcY69h7lhAMK9yYw0vbaVQ0UXASbu1pAOSGcS011Z07t4+AEBxHCg5LcEYWtcFH\nOmwoOPlRVLQnVOraSd9tc+fXor4xYBa1zZpxPHfN3wYAuFbZQLZmnTJmREQPt8H3J+/ej3l9dsHj\nL/gT9kAS1PzsvwEAMcwoOB7m4AD2FjWiYAK7W8EBgBQz78oPkKS+cIjH/jl/QieCQljkqUXvCmPb\nDFLBUThtUyI1/N8q3D57CwCtP5XYy7yCDPjck5xDVIi2KRd+29Tm9KhowP+gAcWyB6dzihpLcBKx\nEDIJ7bn9TFEjcdwCz9F12w6k161Ubbp2XBD1pJM9DQDkhvH5JVLOlBI2Sa3jMegEx609DQDqdeNa\nqsnbv78IGkl931Zy0IND7GnASMEZCqQjxk1zNOzTPUz9B102d4Tg5Huo7jYVCbm6UZEbBAVnXe+/\n4cDh3vm76M/t+nCIPWPYEtRaIQo83nrzHgBa8tlGrrfvIl+qY6ugbQ78SlAjEENGBdqdRa27gkNC\nNoCRgkMUnF5tqAQkYODwnszAq50cx1EV5yqTPjUe0HWuqApkSnD8D7c4MXk9ojrB78WmxvbfHB07\nbEqRJPA7Kno6NgUOGtn0O2jAUsHpkqJWbiE46W2wqBEFZ34y0fVaWmST1FzOKSpT9aQzwakUjXM2\nHHe2XhCCcy1b7TgklYQMxLocgxVqNUN1qkn965HaLlAFx4FFjSU4GPXgDD5CvEhtRaNhn+7B9h90\ns6j5oeBs1bJQYdwdKwOg4BBFaSySwXxiFmORDAD7PhyyiR/GgIFW3HHciHt99lRvGwkSDw34GzAA\nAKLoTcFhE9dsLWojBYfCT+tNoynjot6TNej2NAKSondlI3gFhz0fm3X/twphIYSbpm8EALx47WVI\nisOUpRYsl65Qpf3IuNmeRuB3klpYCNEkuNXymq+vbQz6ZAgOz9OKtlWKWqtFbTt6cJwEDBDsmfSe\npEYGfXYbsJlnnYOis++fEBxZUTueMyQm2ouCU2PEoUFwiAQNNmSgWy8tHfKJkUVtaEBUHL8VHElW\n8NePnsYjT/kbpTtIcNN/kI73bl9h7WkAUBuABYgkqE3FJsBxHI6NazHKp7Jn2/zLsqJQW8KwRURb\nYSIdxeE9Ghl55mRvVhASMBAWeVNUqR8QWAXHRUw0z/GUENla1EYKDoXRg9P9ZtkNF64WIMnaaxxd\nzPR8bP0AKfIQBYvjggsSYde+ZkPwvVEfAO7QbWplqYKTW/Z9hZ1wJqvFQ1v135DgGb8VHACYTWh9\nOKs+WtRUVbVUcADDsmaVomayqEVFek5U6xKaUvCN7I2mTG1dTghOJCxgeky7P7kNGiDqSTeL2nq2\nDlXSG9ybzkiU06hoegweCE6polKFcVdY1HQFR1VB3Th2UKVRyMDQIaP34fit4Lxyfgvffn4ZX3j8\nnO8VqkGBm+o1qVrVGjIaTW+L+iYTxwyY4yC3C4R0TcUmAYASnFw9b5rZA2iea7LxG3aLGgFRcS5c\nLfRkUyP9N/tmU77bkQTR2PxFeHcbzgglOJ0VHA5AdNcrONrNUlFV09rgBaT/RuA5HFoYDoLTugam\nE2EIfDC3cVN1WRZNRNsvHB8/Qq1GXm1qpP9mITmPRChuIjiHdKU2iKjohcQ8AOBc7iJOdxm+7BSq\nZBAVtgcHMJLUrFLUCMGJRQSIAk/vhUB/VJyVjTLdtDshOACwMKUnqXlVcLoQnLWtKlS9D8dpgu3s\neAzEQLa6ZX+voT04HkIGylWJDvvcFQpOzFizSl3W7FEPzhAiKAXnWtaoMFzrsT9hUMH2H3SzqKXY\nYZ8e+3AGTcFRVIWGDEzFJgAAxyauo79vtallh3wGjhXuONa7TU1VVZqgdsDn/hsA4AVWwXFLcLTv\nqZuCE40IAz2npR9Ix/3buBGCc2A+RadtDzpa18AgAwbY6rIqi6j2SCitIPACbp25CQDw0sartlHp\ndjDNvxk/BMBYA9OJMK3IB1EAfMviPYiLMahQ8dlXP+/LGAjWftam4OhJalYpamSIIrEDkZABoD8E\nx5yg5pDg6EEDyxvOk9RUVTV6cLpY1Fa3KlCbetiCw71XSBQwmdGUpU5R0b2EDJQqTag6wdnu/UU/\nkGBmt3XtwzFZ1EY9OEOBoBSczYKxIdrI70yC48ae48ek842ameBst4KTrxeoN50oOGORDGbj2qa/\nE8HZCRY1AJjMRHGoR5vaRr5Gq5x+998AACcaimHIhUUNYBQcqbOCs9v7bwBzEaPYw8ZNVhScXdH7\nbxaHo/8GsCA4ARYxqmwDdEAKDgDcMaPZ1OpyA69snnT13OUi038zdhgATPOBJnUVe7NQ822WFsFE\ndBwfvv5nAWgKwV+++rc9x12z5IVrs6h1UHD0CF5iByJKJwAU+pCkRghOJhE23Yc7gRCcekN2rLA1\nlSa9H3ZST0rVJkrVJtSmbml1sffqlqTWkNljcBcyUG/KaEgKVXB2A8Eh5yTQneCoozk4wwei4JSa\nZciKf35YdlHYFRa1LgQnYyI4XhUcs0VtuyVk9niIggMYNrXT2XOmm+rWkA/5tMOdrE3NA5kn/TdA\nMASHVXC8W9TsFBxiP/F3mvwwwlTE6CEt8fJaCXXdxjosAQNAfwlOjSnuqAESnMNjB2hwilub2ukc\nO//mIABj0PF4KkKr8bKiBhKZfNP0jbh/730AgJPZM/jGxcd6ej2WvLDDPQFD0ekUE20QnP5a1AjB\nWXQxPHlxik1Sc2ZTIzNwACARsu+jXN3UHkcUHDfq2mwXgkMCBgD3Cg7Z4BMFp2qz5u8kJBiC023Y\n58iiNoQgwz5VqCg23U/utYOJ4ATgMR4EmCxqYRcKjofNj6qqlFAk9cVTUiQ0ZX8iab2AtcwRBQcw\nbGoVqYrl0hX6czIDJz3EQz6tYLKpnXRvUyP2tFhExMy4e1tBV/DaZllVAYFzJ60bFjW7mGhnc6B2\nA1JxpjLdw8bt1GXNnsYBODIkAQOAdv5ysSKEqWWAUwImOGYFJwiLGqAFbdym29Re3TzpKpqfBAyQ\n/huAnQMWwVTGuNaDKgJ+4PB7cCC9DwDw1Qvf7Kkfhw0QaO3BIQqOVUx0K8GJhkUasBA0wVFVFcsu\nEtQI5ibjdK7TyoYXgmO/jl/d0l+PEpySY3WNKDjZYh31RntBmgQMAO57cMhw3t2k4CSY+1bZTQ/O\nKEVtOGAe9ulfH87WblBwSP9BWADPd+4/iIYFhETtlPayqJeaZbrJ3JtaoD+vbmPSCSFcUSFq8hwf\nGTtE5zCc2jJuqMSitlPsaQSsTe3ZU+5takTBOTCXCqSPhdMJDhQBiksnTFcFR7efjCxq2mwkcsPs\nZRbOmWWN4CzOJBGPDo8yFo+ICB99HuFDr0CYvIKxAHtwyLqnqhygCIEpOICRpiYpEl5cf9XRc6z6\nb1RVRa5kEJzJtLEOBmXjFnkRv3zjzyPmQz+OScEJ2yg4FjHRRBlgq+X9ioreKtTpueGG4IgCT9US\np7NwzOqJvT2MqC9haAREheo4SW2OSVJby7arOKxt3a2CU2pRcHYDwREFHlGdbLuxqGHUgzMcyDDD\nPv1oRAQ0L2eRucEHEYM5CKD9Bw6q1xzHGYMAPSzqrFpiIjjN7evDIT1B03pENEEiFMfelDYEk+3D\n2SJDPndIwAALouKcv1JwRegVRcXFNe26C8KeBgAqZxCcussEv24KDtk8jBQcDb3OwlFUlQYMDJM9\nDQDCYYCPaOsRHy8ErODo15gsAuB6Tq3rhH2pRUzrCvVzDm1qy8UrNAjhqN5/U6w2afT3eCqCTDIM\nUdDWzSBdDpOxcXzEh36czj043WOikxYEx4+ZUZ3gJWCAYEGP63dqUSuZFJwOBEe3qE3EDHXWaQ/0\n7IRBWqxsapWmM5JlhWJV/y52kUUNMIIGRha1HQhWwfEraGCrZbHOFutQ3JaOhwDEotYtQY2gl80P\nGxE9KArOun5Mk4w9jeDY+BEAwLncBdr0SBScoKabbyfuOD5N/+1Gxbm6VaFWg4MBJKgBgEosaoqA\nRtPdxqa7gjMKGWCRorNwvG3crm6UqVVi2AgOH2JihCO1gEMG9H4+RTvv2JlkfoPjOKrinMqeRbHR\nvaJv1X+Ta0mR5DkOE7qKE7TLwY9+HEcKTkvIgCQrqOnrmxXByZeD3UQv6eqLKHAm9cMJSNDAlc0K\nZKX7ullxSnB0YjKTHKc/yzssLk+ko9QJYklwJO8WtVJl9yk4gHFelmtuCM5IwRkKRMUIjY71Kyq6\ntRolK4Y0v5NAq9dOCY7u0fey+SFqiciLmIsbPR/V5vYtQptVouBYERytD6ehNHEhfxmKoiJX3DlD\nPlsxlYlRBeZZF2lqF64EGzAAACqnL8yy4HoGU/cenJGCw4IWMTwSHKLeAMMz4JOAE9k5KbVgLWr6\n5otXtTW1Wgt2YCQhOIqq4IVrL3V9/JmsRnAWk/M0zWrLIiaf2NT64XJo78c55+r5jnpwWggOa/th\nZ46QqOggwhVYEAVnz2TCdd8nmYUjyQquZbs7JUj/S4gXbeP4ZcV4rYVxI5jHqXuG5zjM6n2aVlHR\nLMGJie7us0TBCHH6zL5dQnDIeVmqdunBkUc9OEMJEjTgtIrQDVuFdjKzE21qpHrtVsHx4jsmFrXJ\n6ISpMrNdCk5VqlHf8CSToEZweOwARL2h/VT2LPJlY8jnTpmB0wqSpnbuSqFNxbQDGfCZToQD+1wU\n6AuzJ4uavYKjqKprkr/TQYoYXq03p3SCMzseQyZAghAEVIFN2ao6Xhe9oKafj4KqnZ/fm8MBAAAg\nAElEQVRBKjgAMJeYxUJSG57ZLU1NVmSczV0EABwZP0x/3qrgAMCUnqTWjyCe9n6cv3FlS/ei4LC2\nH1bBIVHRhXLDds6M0mjg6n/5E2x+9WHHx9iKJQ8BAwSL00YSmhObWknSHtPJGraRr0HW3Sx7J8bp\nPdKvqGhCsmJiDDznbgtNvqsIr52bNbnec7T4MMCpggNpFBM9lEj7PAuHyO1sv/ROTFJzW73uxaJG\nGvqnYhOIMc2D29WDw/YEWSk4YSGMg5n9ADSCQ/pvAGBiB1rUAOCOY4xNzaGKc1EPGDg0nzb1MfkJ\nQnB6sag15Gbbza7ekOmE8NhIwQFgDPv0EjKgqirOLOcBDJ89DQBknlnXxKat6ucHiIIj6tXmIHtw\nCMhMnHP5i9iqZW0ft1wy+m+OjB2iPycKTiwiIqqnbpKo6M18zfFAyV7QSz+Okzk4StMZwSHkvSEZ\nFrZWlF/+MYo/+iE2v/gPkAru3SX1hoxrOgnwQnCmx2LUDuYkSY2QCyf9NwAwP5lAKux+0LoRFV1t\nO2d6GvKpf1dRRvmxsybvJJAenK4hA6MeHGs88tQl/PYf/QCvnN/s/uBtAAka8NuixsrCO1LBcWtR\n0wlOuSZBkt1tNAmhmIpNIsyHaHVmu4Z92s3AYXFUr15eLFzGtZxBnneqgjM1FqN9NM846MORZIVW\nGA8E1H8DABL0hVsRUJe8WdRUqGgq5k2kaQ7USMEBYFzj9YbsWi1bz9don9pQEhzOvBnKdiABvYLY\nZ4idJsgUNYLbZ2+m/35u7ce2jzuT0+Kh2f4bAMhahKwQi1pDUkzBPEGivR/ncciKgoefuIBHn75s\n+zySkMaJIjjevD2zV3CM7yUZZRWc7rNw5JLR6yTn8x3fkxVWNsog2383M3AIeJ7DnkkSNNC974r0\n4Djpv+E4YGY8TucQulHSiIJTrUtthRRyDG77bwAjJjoeMgiOKY59h8KwqHVLUWMtaqMeHABAU5Lx\n8BMXkS818MQrq9t9OJbI+KzgEHvOZCZqTGvegQTHbcgAO+zTzc1MUiTk6toCP6UnlhF/7Xb5ZAnB\n4Tke4xHrzRgJGlBUBWfzWmQqBwTqzd9u3EFsaivdbWpL10o0VSmo/hsAkFVdwfHUg2Ocs42Wijy7\nqRwRHA0kZAAAii6V2jNs/80QEhwJ5vN9q5azeWTvIOteWLfT9IPgTMYmcDCtqdKd0tSs+m8Aw6I2\nxhAcYlED+uty+MDh92B/ei8A4KsXHsXfPf0Uvvj9C/jbx87i6qa1WkF6cFrVG+1neiGk0YDKNOSz\nth+rmGgAyNv05ypVo3gnl9zvTZauGc/xouAARtCAEwWnRMlFd4IzldHCAtJh7wQHaO/D8UPBYWf4\nbPcw8X6AEO9KTaI2eiuwCs4oJlrHKxe2qASbLQ4mG2arCH7I5GShnkxH++ox7idUVXUVEw0Y9hXA\nnU1tq5aFqteipqKaWkJsapVtJjgTkTEIvPXFfiC9l26QlyoXAey8IZ+tMA/97KziEHsaoM3ACQqS\nShQc3n0PjmhsxlrtChVm8zJM81qCRMY00NddRZ7032hDIIcviKPe0g+YDZDgkN7DqKB9TtU+EBzA\nCBtYKl3BWrn9+rbrvwHMQz4JJjPsLJz+reUiL+JXmH6cJ/JfA0Tt+NZz1sdB1BkrgsP25KjMsE+y\naRZ4js4bAZxdJ0rNIDhS0b27hKjjY8mwqfDgBoTgrG1V0eyifpM5OIkO5IJY1OYmtNcl/c9uisuz\nDMFp7cMhNrleCE4qarx+bRtTWvsFQrxVdLa6qvr3z4miL3byHbELYjc52eJgnixEwZFV2TSN1wsU\nVaUhA5OZKF3Ad5pFrSEptFnQrUUNcBc0wPa7TOn9LkTB2a4KC2uZs4PAC7hO96BvKssAduYMHBbT\nYzFKVrrZ1C5c1W5qU5mo5xuwEzQVw6LmtQcHaE9Sq9aNG/6oB0dDKmEQPbe9dmeY+TdB9WMFibJk\nvnds1YNXcMg62I8eHAC4bfYmOsT42WvtNjW2/+ZoC8GhQz4ZBZvERQP9dzlMxibwYb0fB6E6wodf\nAqDaRjeTHhw+3L6Gc2HjvGdtamVmBg57TqedKDg14/OQi14UHI3geLGnEZAkNUVVcXWz896oTC1q\nCdvHEEJCVBgvCk4yFqL9TG0Ehyg4Li1qqqpSV0kqsrsUHFZZ7BQ0QC1qPiSoATuA4DQlBS+e3aD/\nnS3aJ4ZsJ9LMsM9e+3DypQbd+E+kjWnNW4X+NFH2C2zF0G2KGuAuKprtdyGJZUTBqW5zD45d/w0B\niYuuCVlAbOzIiOhW3OnQpkYS1IK0pwGApBMcLWTAWw8OYKHgMMlVI4uaBpNK6+IaX1kvYU2Pjx1G\nexqAtuJYp0b8XiApEu0HI/0CtYbsaFZJr0iHU3RNe27txbZ7Gole5sDhcMbov6nWJVoQYOeACTxP\nFZ3tsHGPK/sgrWq2OyGzCXHPedvo5k4KDhsbzYYRWA35BLQJ8uRndsU+peqd4KiqiuV17wlqBKYk\ntQ42NVVVu/a/VOsSfa9zkzrB0fdeNbnuKpSDEKR2i5p+DC6HfNabMu0LzsSM97wboqLZ3rBOfTiq\nTBSc3u1pwA4gOK9e3DJVOSVZoUPcBgkZH4d9slY0zaKmXexNSfGULDSoMDVYO6xex6MiBF6rYrmp\n7hK1JBVO0op6nCo4/Sc4siLT6mwnBQcwCA4A8KmtHRswwIL04QDAs6fWLR9Tb8i4ot8wgyY4dVbB\nkXpQcKSWHpwaS/L9WfSHHdGwQJOXnF7jkqzgv3zldQDaQMI3HOpcNBhUlJvmDWBQFjW28TkRZqrN\n9WBn4RDcrtvU1irrWC5dMf2OBAwspvaYNrqsPb1VxTZcDv1dy1VVxee/dQbNpWNQy9rMJXHhDNbL\n1t+bqvfgtEZEt/5MbbYTnESs3cKa6TI2gbWosYEDTrCRr9HzoReCM56K0LWtU1R0Q2lCUrW/l7Ah\nF6zaYig43vZeVlHRqqrSVFWvQz4BYDxmfF67Q8Ex9m/lDrNwSA+OHwlqwA4gOFYefKfzMfoJPxWc\nrRaCw3qMd1LQgLnB2ln/Ac9xSMU7V62sQIZ8TkUNMhHdRotatp6j0aLdCM6e5BySumQvZDbp5O6d\njOmxGPbrNjW7PpxLa0UasXwwwAQ1AGiSyqAsoG4TyWqHzgqOdg1EwwIEfuiXa1/AcZwxC8ehgvPl\nJy7g0pq2ufnptxymRaFhQ7uCEwzBYdc8luD4FTSwvF7C3377DK5lrS1Jt0yfgKDPL2Fn4siKjHM5\nLUyFjYcGgCxjw2oNWSEuh373qT53al3r+1J53D3+DgBautdGzTrtVemo4ITbHgeYLWqt6DY2wWxR\nc7cvubzGBgx4X185jqM2tU5Jaiy5t0tRYyOiWy1qgDub2uyEdt5fy1apctlkSJbbHpwSY80aSxgz\ndGq7ISbaoUUNhOCMLGqaYvHCGc2exk6kztn4TbcTCTFOB075peDwHIexpGFRA/pfoQoSZoua8+q1\nl0nnVnawOLWo9Z/gWPUE2YHneBxIHtD+nd7cFQoOYNjUzq7kLYsaF/SAAQ7AvtngCI6syPSmpyoC\nGq5jou17cNyGbOwWkGvcSVLi2eU8vvrDSwCA4/vG8BN37Q302IIEITjkXpKr5wMZFMg2Pqcixmay\n6pM74guPn8Ojzyzhi9+/YPn7eCiGGyaPAdDiosl71Ppv9Jjvlv6bLDP8urXIwwbx9MvG3WjK+LvH\nztK//65bjtDf2e0BVNqDY6XgGOs6iZMGgJL+nSRj7WsEVXBsLHGmFDWXFjXSfyMKPOYmeisYOElS\nKzPz6OxS1K7qakskLGAsqb13rwSHhBTIikr7m9kCQ6ckNyuwCk4qHkZM6H9K6+nsOayUrvbt7xEk\nmPtXZ4saITjbZFFrNBr43d/9Xdx5552477778NnPfrbrc5aXl3HrrbfimWee8XSQdnjt4hbdBL/z\nTuOmNYhJahzHeRo4ZQWi0oynIuB5DmOpMLVl7aQkNbNFzXmClNthn6qqYpM29BsEZzsVnHUHM3BY\nzIX3AQD4aAVidPDO/yDA2tSes7CpEYIzP5UIdOJ7Q2EWbA8hA2ETwbFWcEb9N2aQwIhu13i1LuHP\nvvIqVFXr4/uV995AG86HDaqq0pCB+eQcAC20xs2mzSnYNS/NJD75peCs57TN6nKHij1JU8vWc7iQ\n12bH2PXfAIaCIwq8aUMFGBa1al3uS9w1AHz96cv0fvxP778OEzHDKlWW7GKiiYJjFTLAKjjGOtHJ\nopamFjUHIQMuY6KX1rTvbmEq0bO6vDClkQnN9mb9/VQYcmGr4DABAyRwwat7hiVtpA+HnYnnVsEp\nsgNZ4yFE9fTMfu0vzucv4T++8Cf4/af/A7509muQlP61cgg8T+/BnYZ9silqfsD1WfkHf/AHeO21\n1/C5z30ODz74IP7oj/4Ijz76aMfnPPTQQ6jV/P8Sn9UTlJKxEG45MkUjEgeR4ABAJqItcPkeb0hs\nghqw/U2UQcFsUXPO6DMONz8E5WaFVgUnGbWELGA1uRZIlbQTCOFKhhI0xagTMuoe+u8tdTmw4xok\nzDA2Nas0NUJwgranmWbXKILrmGiRF6kdpy1FrTYiOFYgQQPdVNrPf/sMjeT9hZ84arLzDhtqcp2u\nQ3uTC/TnQdjU2KryGNMQ7VeSGrEPX8tWbedivGHqBoR5bdNObGqncxrB2dvSfwMY9/2JVKQtIW+q\nzzburUINX2NUw9uOTiMkhCBAez9V2dpp0VnBaU9RU1W1o0UtkzSUTqvP2dSD41LBIRa1XvpvCBam\njde4YjMjiE0Q7GZRm2dinkO8SO/lRRfumZnxGMhZRF630vROcIiCw0FTNKJ0zl5/9qunts4A0AZK\nf/Pyd/D/PPefsGoRwx4USNHBWQ/ONig41WoVf//3f49PfOITOH78OB544AF87GMfw1/91V/ZPufL\nX/4yKpXeYpGtIMkKXjit2dNuOzpl2uQPLMGheew9Kjh0Bk77tOadFBVNKjmiwCPk4oR3q+Cwfmgy\nAweAiVj0O+mEKDiTDtQbAGhWYlDq2vEuVy8FdlyDBmpTW86brvtStUk3tkEHDDRkoyLlJUUNMGxq\ndgpOkArUMCKdCAOcgpx4HmdzFyxtR8+fXscPXtLsGHcen8HdN8z2+zB9BWuP2ZsyChrZAJLU2Kry\neJwhOPXeQ2waTZmu7U1JMVnLWESEMG6avhEA8MK1l9CUm0z/zeG2x2cLhrOhFf2ehfOF75xDQ1LA\nccDPPXCUEq4Yr228Fb6GWqN9o0cVnIizFDUt2U4795MWLgdiUZMV1bJybh70WTINEO2Eal3CNT2R\n0B+CwySp2QQNmOxhFiEDiqrSni52UCcApD0Ul0OiQM+bVf29mhQclyEDRMHRgpB4Y75Un+bgLBVX\nAIBGsC8VV/CZZ/4jvr/yw77YNgkBH9iY6JMnT0KWZdxyyy30Z7fffjteeukly8dns1n84R/+IT75\nyU/6/gG+djFLb/5k8B8lOAPYgwN4u8isQCpQrM94Jw779Np/QOwrxWoTitL9vDP3u1gTnH7b1DZ1\ngjPdpf+GIFeqQylojz2TO7uj4sI7wZymZlSj2AGfgRMchSHSsvsUNcAIGhj14DhDOh6CMHkFyt4X\n8O+f/2P8/jP/AU9eeZqSzXypjr945CQA7b7w4XcdG8q5NyzYJuv5xCxtUg5CwWE3XZlYAuSj86MH\np7XwtGYTNAAYNrVis4RvXf4evT6OjB9qeyy571sRHDY6P2gF5/RSDk+9tgYAeNutCyYCEBf1jbzY\nsOyL6azgtKeosf0MlgpOwvgsWkN3VFU1WdSgqlAcFqMvrRZA7jC9zMAhSMfDNDjEjuAQi1qIFxEW\n2t9rtlCnay+JiKav72EWDtAeFW22qLnswSFKm74/iekWtX4VTy/rBOee+TvxoeveC5ET0FSa+NtT\nX8SfvPwXKDbcpei5BbFQljoRnO1MUVtfX8fY2BhE5o9PTk6iXq8jm22vIn3mM5/Bhz70IVx33XVt\nv+sVJDkpERVxfP84AGO41zAoOF43oNW6RIkdW5Ui/97M75xZOFWP1WtStVLVzg1tBITgiLxIbYSA\nMQcHACp9JDiqqmKd9ARFnSk4WwWD4OQbRaxV+ic9bydmxmLYrwcIPMOkqRF7msBzWJzu/QbcCaxF\nzX8FR6/6OUwR3C1IJcLgEwaJXSldxV+f/Ht84olP40tnv4Y//cZz9Nr/5fdeb7n5GzawFexkOInx\niBasE4xFTTsPQ3wIIUFELKytwX70r7RutFvnjLC4fuIotQJ949JjAKz7bwDjvm9FcEIiT5vOgywC\nKooWCw1oe5MP3WcmYqmwRnC4UMMy5ZP01nTvwWknOJ1iogELgtNoAC17BadJaheuGI/zQ8EBDJva\nyob1RrvbkE+riGiCdFh7ba8Eh7x2VT8GDhztoXGKkm6nJWEQ/ezxLTZKyOpjJ/anF/HAvrfiX9zx\nm5iLawXClzdex6ef/n/x6uapwI7BsKg5mYPjD8Fx9SrVahXhlsoC+e9Gw3zxPPnkk3jhhRfwqU99\nqqcDFIR2DibJCl44ozUV335sBlF9A0w2+bliHaI4eAFx4zHthtRQmpC4pqPeilbks8bnPDMeo+9z\nelzvF2nIqEvKUN3QyXfc+l1XdQk/ERVdfZ/skLdyXcJEF9/9Vt0IGAiHjEsiyaQHNdX+nVOlRpmm\nGM0kpxz93VypDrlgkKEz+XNYzMwHdoxeYfdd94K7bpjFpbUizi7nUag0MJGO4qLuD983m0IsYPVD\nBrPp0+fguD1XyM2yoTRNzyVzJhLx0ECuaZ0QxHdNMJ6KgAtr1dRMKINEOIor5TWUpQq+efk7UMc4\nhK+bwa0Td+Kmw5NDr94AQE0xqseZaBITsXFs1rLINXK+nxt1RVt/YmIUosgjHhVRqUuoNWXLv+Xm\nu26t4F7L12yPX0QYt83ehB+sPIWmHuaxN72AdMy8yW1KCk3Um8xELV9vaiyGXKmBzYL93+sV331h\nxYgjf+thjLWQrfFYGigBnNhAqdpsOw6i4IjRiMUx8uDEEFSpCU7SnltlIukzqfbnsPe+1r/XtHC6\nqJVy189GEHhcuJLXXj8VaXuPXrF3JonXL2WxsmF9DKRvKRGKW/7+Ws64Phamk6bHjEe1vVehUXT1\n3e/RrXPZYh2SoqDGXBfsXsEJyHzGdDysXVO6xa0uB7+3WMkZs6QOju+DKPI4OL6I37vnt/EPp7+C\n7yw9gWKjhP/84/+K+/e9GR868l6EhZCvazhpHSjXJPv3qxMcXnS357ODq28oEom0ERny37GYUe2u\n1+t46KGH8OCDD7YRIrdIp9t9js+fvEZPlvvv2ofxce0kXJjTqu/lmoRYIoJoeLBsHQvVaeM/Ik2M\np53Zj1icWzWqG4f2TtD3fnBhnP68oYD+fJjQ+l03Za26lElGXL2fxXljw6lwXNfn5ppaZWM+PWN6\nbDNkEAY+qvbtM93cNBLBDs0sOPq7uXIDaEaR4MZRVrM4X7yInx5/V5CH2ROsrmuveOfdB/CFx7U4\n1lcv5/BT9x3GpVVtk3H84ETg31uowizEigBJcX+uJKIxoAAovESfq6oqrZhPjceH8poG/P2uCRbn\nJXARbUOzP3UQv/fAr+LVa6fwj698Cy+vvwqOUyFMrOElfAWfeeZFvOfI2/Gm/XdaWluGBcq6sa4t\nzExjPj2NM9nzyDcLvp8bqqAT60gM4+MJpBMRbORrkLrcW5x8103VTDa3ivWOr3n/kbvxg5Wn6H/f\nPH+87fGrTGP63vmM5evtmUri7HIeuXIjkGupXG3iH76rDSHdN5fCz7zjaNvGcM/EJLCuKTj1lnVC\nVRSoTT0RbSxleYxCNAKp1ESE156r8oZzZnEu00Y20pk4eJ6DoqhoyObvrlrJt71+THX22VzUFZxD\ni2O+fZZHD0zg0WeWkC81wIdEZFpmGTWgEbJMLGn5N7O65W9qLIa5WbMteXZsErikKRmZTAy8w9S3\nI/uNPUClqULite8nFUm4ft+EjE6OaWv5eFJzHtSVzue/H1i/qrkbBF7AjYuHEGLWwd+Y+gXcfeVm\n/PHTn0O+XsRjl3+AM7lz+N/u+WXsTy8C8GcNnxzXCsblmmT7flc4bc8Xjrnb89nBFQOYnZ1FLpeD\noij0BNnY2EA0GkU6bZxQL730EpaWlvCbv/mbJrvUxz/+cXzwgx/EQw895PhvFgpVyLLZ0/7YM1oT\ndTwqYt9UHNmstrhFBGPhvLCUbZMptxtC0yB7l9fXEJPdpztdWjHsCCIU5r0bj7mwnMVEYnhu5ILA\nI52OtX3XBb3CFBI4+j6dgJONqtbKagH7pztfKFcL2sWfETOmv9NoGufuejaLbNz5MfSC82tGClpU\nTnR974qiYlNvqJ8RF3GhmcUra6ewuVWkPv1Bgd133QuiArB/LoVLq0V897ll3LhvjCYNLkzEXZ07\nXrBVMGwPqsKjWpNc/01B1ZbiUrVCn1trSLSHjFOUwN+H3wjiu6aQDILDN+PI5SqYFRaw+eKNqG9O\nIjS7hPieK6grdVzMLeOPn/kcPvfiP+K+xbvx1r330oruMGE9r21mo2IUxXwNCV6z3ayXNn0/N3Jl\nrZAW5sLIZsuIhLR1JFeoWf4tN9/11Wtmm9DSarHj8c+HFpAOp6i9aH98X9vjLy4b98UwD8vXIz0e\na5uVQK6lz3/rNJ3B93PvOIJCoT0pLQJdUREbuLpWMB2HUjcUlZpk/R4Q0t5DJV9CNlvG2obxWUqN\nBrLZdgthOh5CrtTA6ob5c66utQ8bzV9dB9/ls+F4jvY4zo/HfPssx5k9y2tn12nrAUGuor3XCBe1\n/JsXdVVp1uKYQrJGlhRVwdK1a6bo6E5IhI2N1emLm8jK2vuOCNbH0Am5onaPDov6fkbSXrvcqAa+\ntp9c04j3nsQcSoUGALNQcTB2CJ+4+//AX776d3hl4ySWClfxO49+Bj997H346Zt+AqVivec1XNS3\n5+VqE5ubJfB8u6reqGnXgKR23vM5JT+uCM71118PURTx4osv4rbbbgMAPPvsszhx4oTpcTfffHNb\ndPQ73/lOfPrTn8Y999zj5k9ClhVITNOuJCu0/+bWI1OACvp7Eg8MABvZKqYGbKJ7QjC8qtlKHlLa\n/QlDkksSUREizxvvPREGB0AFsLZVNX1mw4LW75qodNGw6Or9xMIiOE6zF2eL9Y7PlRQJ2Zq2ME5G\nxk2PDcE4n0qN/n2ma2UtHVDkRSSEZNe/my3WaQTovsRBXMi9jIpUxYXsEvanB3OoYet33SvuODaN\nS6tFnFnK0fUBAPbNdv/8ekWVmUkBWUS9Kbv+m2FeO9dqUoM+t8A0IUdCwlBe04D/3zUAyFwdnK4y\ncM04JEnBl75/HuevFADE8f6D78E77pzH06vP4zvLT2Ctcg2lZhmPXPg2Hr/8A3zijf8c49ExX48p\naBQbeg+CqL3fsbBG0ipSFaVahXr6/UBVj8ONClFIkkJHMJSrzY7fpZPvurVHdj1XRb0hdZylctvM\nTfjO8hPgwOFAan/b39hg7EnpeNjyGEhvTqnaRKnS8NXhcXWzjEefXgKg7UuO7R2zPIa4oBVdOQ64\nViqY9zYV4z2oYsjy+VxIWyekmnZfI2tELCJCVQDJIgUtnQgjV2q03Qubpfbep0a+0PX72yoas2oW\nphO+Xdtz40ZB+tJqEdctmIsQJb3/JSbELP/mVV3Fmx1v/31SNPZeW5U84oKzDXI6HkJY5NGQFFxZ\nL6OU0o4hb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rX/foT4EFSo+Or5Rz29RoIqOO1riKqqRkz0blJwTi/lUCD2tGP29jSgleDU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\nWBqVVhWqyd5LLwxOVRfej6ZzwCApZ6lZdl3f08kYU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FOvDT04oUAL4uCXfRbZ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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cfe9048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(cHs/ctot)\n",
    "plt.plot(cLs/ctot)\n",
    "plt.plot(cLLs/ctot)\n",
    "plt.xlim(1950,2013)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}