{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Prince Grover" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from scipy import stats, integrate\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data used is from `CORGIS Dataset Project`\n", "https://think.cs.vt.edu/corgis/csv/state_crime/state_crime.html" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# importing csv file using pandas\n", "state_crime = pd.read_csv('state_crime.csv')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(2751, 21)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_crime.shape" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Population 0\n", "Rates.Property.All 0\n", "Rates.Property.Burglary 0\n", "Rates.Property.Larceny 0\n", "Rates.Property.Motor 0\n", "Rates.Violent.All 0\n", "Rates.Violent.Assault 0\n", "Rates.Violent.Murder 0\n", "Rates.Violent.Rape 0\n", "Rates.Violent.Robbery 0\n", "State 0\n", "Totals.Property.All 0\n", "Totals.Property.Burglary 0\n", "Totals.Property.Larceny 0\n", "Totals.Property.Motor 0\n", "Totals.Violent.All 0\n", "Totals.Violent.Assault 0\n", "Totals.Violent.Murder 0\n", "Totals.Violent.Rape 0\n", "Totals.Violent.Robbery 0\n", "Year 0\n", "dtype: int64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# nulls?\n", "state_crime.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Population 2519\n", "Rates.Property.All 2665\n", "Rates.Property.Burglary 2479\n", "Rates.Property.Larceny 2639\n", "Rates.Property.Motor 2244\n", "Rates.Violent.All 2333\n", "Rates.Violent.Assault 2119\n", "Rates.Violent.Murder 217\n", "Rates.Violent.Rape 624\n", "Rates.Violent.Robbery 1707\n", "State 52\n", "Totals.Property.All 2735\n", "Totals.Property.Burglary 2704\n", "Totals.Property.Larceny 2730\n", "Totals.Property.Motor 2603\n", "Totals.Violent.All 2631\n", "Totals.Violent.Assault 2541\n", "Totals.Violent.Murder 938\n", "Totals.Violent.Rape 1723\n", "Totals.Violent.Robbery 2300\n", "Year 53\n", "dtype: int64" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# unique in each column\n", "state_crime.nunique()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PopulationRates.Property.AllRates.Property.BurglaryRates.Property.LarcenyRates.Property.MotorRates.Violent.AllRates.Violent.AssaultRates.Violent.MurderRates.Violent.RapeRates.Violent.Robbery...Totals.Property.AllTotals.Property.BurglaryTotals.Property.LarcenyTotals.Property.MotorTotals.Violent.AllTotals.Violent.AssaultTotals.Violent.MurderTotals.Violent.RapeTotals.Violent.RobberyYear
032667401035.4355.9592.187.3186.6138.112.48.627.5...3382311626193442853609745124062818981960
13302000985.5339.3569.476.8168.5128.912.97.619.1...3254111205188012535556442554272526301961
233580001067.0349.1634.583.4157.3119.09.46.522.5...3582911722213062801528339953162187541962
333470001150.9376.9683.490.6182.7142.110.25.724.7...3852112614228743033611547553401928281963
434070001358.7466.6784.1108.0213.1163.09.311.729.1...4629015898267133679726055553163979921964
\n", "

5 rows × 21 columns

\n", "
" ], "text/plain": [ " Population Rates.Property.All Rates.Property.Burglary \\\n", "0 3266740 1035.4 355.9 \n", "1 3302000 985.5 339.3 \n", "2 3358000 1067.0 349.1 \n", "3 3347000 1150.9 376.9 \n", "4 3407000 1358.7 466.6 \n", "\n", " Rates.Property.Larceny Rates.Property.Motor Rates.Violent.All \\\n", "0 592.1 87.3 186.6 \n", "1 569.4 76.8 168.5 \n", "2 634.5 83.4 157.3 \n", "3 683.4 90.6 182.7 \n", "4 784.1 108.0 213.1 \n", "\n", " Rates.Violent.Assault Rates.Violent.Murder Rates.Violent.Rape \\\n", "0 138.1 12.4 8.6 \n", "1 128.9 12.9 7.6 \n", "2 119.0 9.4 6.5 \n", "3 142.1 10.2 5.7 \n", "4 163.0 9.3 11.7 \n", "\n", " Rates.Violent.Robbery ... Totals.Property.All Totals.Property.Burglary \\\n", "0 27.5 ... 33823 11626 \n", "1 19.1 ... 32541 11205 \n", "2 22.5 ... 35829 11722 \n", "3 24.7 ... 38521 12614 \n", "4 29.1 ... 46290 15898 \n", "\n", " Totals.Property.Larceny Totals.Property.Motor Totals.Violent.All \\\n", "0 19344 2853 6097 \n", "1 18801 2535 5564 \n", "2 21306 2801 5283 \n", "3 22874 3033 6115 \n", "4 26713 3679 7260 \n", "\n", " Totals.Violent.Assault Totals.Violent.Murder Totals.Violent.Rape \\\n", "0 4512 406 281 \n", "1 4255 427 252 \n", "2 3995 316 218 \n", "3 4755 340 192 \n", "4 5555 316 397 \n", "\n", " Totals.Violent.Robbery Year \n", "0 898 1960 \n", "1 630 1961 \n", "2 754 1962 \n", "3 828 1963 \n", "4 992 1964 \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_crime.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Index(['Population', 'Rates.Property.All', 'Rates.Property.Burglary',\n", " 'Rates.Property.Larceny', 'Rates.Property.Motor', 'Rates.Violent.All',\n", " 'Rates.Violent.Assault', 'Rates.Violent.Murder', 'Rates.Violent.Rape',\n", " 'Rates.Violent.Robbery', 'State', 'Totals.Property.All',\n", " 'Totals.Property.Burglary', 'Totals.Property.Larceny',\n", " 'Totals.Property.Motor', 'Totals.Violent.All', 'Totals.Violent.Assault',\n", " 'Totals.Violent.Murder', 'Totals.Violent.Rape',\n", " 'Totals.Violent.Robbery', 'Year'],\n", " dtype='object')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_crime.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "** Overview of data **\n", "From the Unified Crime Reporting Statistics and under the collaboration of the U.S. Department of Justice and the Federal Bureau of Investigation information crime statistics are available for public review. The following data set has information on the crime rates and totals for states across the United States for a wide range of years. The crime reports are divided into two main categories: property and violent crime. Property crime refers to burglary, larceny, and motor related crime while violent crime refers to assault, murder, rape, and robbery. These reports go from 1960 to 2012." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Trend relationship" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### regplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`regplot` and `lmplot` are very similar in terms of functionalities and usage. But there are a few differences that we need to know. Both would fit a linear regression on given data and will give a trend line. \n", "* regplot() accepts data in variety of formats including simple numpy arrays, pandas Series objects, or as references to variables in a pandas DataFrame object passed to data. \n", "* lmplot() has data as a required parameter and the x and y variables must be specified as strings but it has more features" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Count chart for `total property crimes` with `year` whole USA" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Alabama', 'Alaska', 'Arizona', 'Arkansas', 'California',\n", " 'Colorado', 'Connecticut', 'Delaware', 'District of Columbia',\n", " 'Florida', 'Georgia', 'Hawaii', 'Idaho', 'Illinois', 'Indiana',\n", " 'Iowa', 'Kansas', 'Kentucky', 'Louisiana', 'Maine', 'Maryland',\n", " 'Massachusetts', 'Michigan', 'Minnesota', 'Mississippi',\n", " 'Missouri', 'Montana', 'Nebraska', 'Nevada', 'New Hampshire',\n", " 'New Jersey', 'New Mexico', 'New York', 'North Carolina',\n", " 'North Dakota', 'Ohio', 'Oklahoma', 'Oregon', 'Pennsylvania',\n", " 'Rhode Island', 'South Carolina', 'South Dakota', 'Tennessee',\n", " 'Texas', 'Utah', 'Vermont', 'Virginia', 'Washington',\n", " 'West Virginia', 'Wisconsin', 'Wyoming', 'United States'],\n", " dtype=object)" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_crime.State.unique()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# let's filter some data\n", "state_crime_usa = state_crime[state_crime.State == 'United States']\n", "state_crime_states = state_crime[state_crime.State != 'United States']" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('darkgrid') #changes the background of the plot\n", "plt.figure(figsize=(14, 6))\n", "sns.regplot(\n", " x=\"Year\", y=\"Totals.Property.All\", data=state_crime_usa,\n", " fit_reg=True) #fit_Reg fits a regression line" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14, 6))\n", "sns.regplot(\n", " x=\"Year\", y=\"Totals.Violent.All\", data=state_crime_usa,\n", " fit_reg=True) #fit_Reg fits a regression line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**The scatter plots show that the overall crime in USA increased till 1992, after which they started decreasing.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see in the first plot that a non-linear trend line would be better than linear trend. We can use `order=2` to make non-linear trend line" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1IAAAFuCAYAAACLASn4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvFvnyVgAAIABJREFUeJzs3Xl0nPWZJ/rvu9W+aV9seTc23sArmBAIoYNZkpAFQsO0ZxoyuVl6kubem5BcuiHpTs7kBPrQ93TSSWbIdGauG5JASBp6WBMHxwGMbVYv2NjCm2TtW+3Lu90/3qpSqVSlpaSSStL3c44oqRbplfmpqp73eX7PI5imaYKIiIiIiIgmTJztAyAiIiIiIpprGEgRERERERFNEgMpIiIiIiKiSWIgRURERERENEkMpIiIiIiIiCaJgRQREREREdEkybN9ALOptzc824dQEo/HjkgkOduHQRWC64HycU1QLq4HysX1QPm4JsZXV+cteD0zUnOQLEuzfQhUQbgeKB/XBOXieqBcXA+Uj2uidAykiIiIiIiIJomBFBERERER0SSVZY+Uqqq4//77cfHiRaRSKXz5y1/GqlWr8K1vfQuCIGD16tX49re/DVEU8aMf/Qj79u2DLMu4//77sWnTJpw/f74s9yUiIiIiIpoOZQmknnnmGQQCATz88MMYHBzEpz/9aaxduxb33nsvrrjiCjz44IPYu3cvmpubcejQITz55JPo7OzEV7/6VTz11FP4/ve/X5b7EhERERERTYeyBFI33ngjdu3alf1akiQcP34cO3bsAABcc801ePXVV7F8+XJcffXVEAQBzc3N0HUdAwMDZbtvdXV1OX5dIiIiIiJaYMoSSLndbgBAJBLB1772Ndx77734wQ9+AEEQsreHw2FEIhEEAoERjwuHwzBNsyz3zQ+kPB77nOxUIkkiAgHXbB8GVQiuB8rHNUG5uB4oF9cD5eOaKF3Z5kh1dnbir/7qr3DXXXfhE5/4BB5++OHsbdFoFD6fDx6PB9FodMT1Xq8XoiiW5b755mrP/EDAhaGh2GwfBlUIrgfKxzVBubgeKBfXA+XjmhjfjM6R6uvrwz333INvfOMbuO222wAA69atw8GDBwEA+/fvx7Zt27Blyxa88sorMAwDHR0dMAwD1dXVZbsvERERERHRdChLRuqnP/0pQqEQfvzjH+PHP/4xAOBv/uZv8L3vfQ+PPPIIVqxYgV27dkGSJGzbtg133HEHDMPAgw8+CAD45je/iQceeGDa70tERERERDQdBNM0zdk+iNnS2xue7UMoCVOwlIvrgfJxTVAurgfKxfVA+bgmxlestK9se6SIiIhoYXjt7AD2HG5DRzCBZr8Du7e34KrlLKknovmNgRQRERGV7LWzA3hobysUSYDPIaMvmsJDe1tx3/WrxgymGHwR0VxXlmYTREREtDDsOdwGRRLgVCQIgnWpSAL2HG4r+phM8NUXTY0Ivl47OzCDR05ENDXMSBERERGA0rJEHcEEfI6RbyccsoiOYKLoY3KDLwDpSx17DrcxK0VEcwYzUkRERFRylqjZ70BCM0Zcl9AMNPsdRR/TEUzAIY98CzJe8EVEVGkYSBEREVFJJXoAsHt7C1TdRFzVYZrWpaqb2L29pehjSgm+iIgqDQMpIiIiKjlLdNXyatx3/SrUum0IJTTUum3jNpooJfgiIqo03CNFREREaPY70BdNZfctARPPEl21vHpSe5sywRe79hHRXMZAioiIiLB7ewse2tsKQIdDFpHQjLJmiSYbfBERVRoGUkRERDQnskScPUVElYSBFBEREQGo7CxRqYN/iYjKhc0miIiIqOKV2lWQiKhcGEgRERFRxePsKSKqNAykiIiIqOJx9hQRVRrukSIiIpqHMo0ZusIpNHptc74xw0x3FSQiGg8zUkRERPNMpjFDXzQFv3O4McNrZwdm+9BKVsrgXyKicmJGioiIaJ4p1JgB0LHncNucDjxK6SrIlulEVC7MSBEREc0zbMxgyc3M5bZMn8uZOSKqHAykiIiI5hk2ZrCwZToRlRMDKSIionlm9/YWqLqJuKrDNK3LhdiYgZk5IionBlJERETzTG5jhmB84TZmYGaOiMqJzSaIiIjmoUxjhkDAhaGh2Gwfzqxgy3QiKidmpIiIiGheYst0IionZqSIiIho3iqlZToR0UQwI0VERERERDRJDKSIiIiIiIgmiYEUERERERHRJDGQIiIiIiIimiQGUkRERERERJPErn1EREREOV47O4A9h9vQEUyg2e/A7u0t7PxHRKMwI0VERESU9trZATy0txV90RR8Dhl90RQe2tuK184OzPahEVGFYSBFRERElLbncBsUSYBTkSAI1qUiCdhzuG22D42IKgwDKSIiIqK0jmACDnnk2yOHLKIjmJilIyKiSsVAioiIiCit2e9AQjNGXJfQDDT7HbN0RERUqdhsgoiIqMKx+cHM2b29BQ/tbQWgwyGLSGgGVN3E7u0ts31oRFRhGEgRERFVsEzzA0USRjQ/uO/6VXM2mDJME6YJmKYJE4CR/hyZz2HdnmGmr8t8DgAmxiZkLgVAgABBGPm1mP5aFKzbBEGAAGDnsircd/0qBq5ENC4GUkRERBUst/kBgPSljj2H22btzb1hmjAME3o6ANLTgZFumNZtJrKXZs7XZvqy0i3yO/A3N1wCQUgHWgB6wkmIohWAiRAgitZt1of1+cHzg3jsjTZ0hpIMwIgWAAZSREREFawjmIDPMfLlerqbHximCd1If6Q/NwxAN83sbfnB0XynG5nfcWK/69vtQTx64DwUSYBDFtEZSuC//u40vvyhpdixtAqiIEAShgMwSRTS1yEdoAnj/xAiqigMpIiIiCpYs9+Bvmgqm5ECJtf8QDdMJDUjGyhphpG+zARNCyMwKrenj3ZCkQTYZev/k12WAE3Hr9/pwIYm37iPF9KZLUnMBFwC5EzAJQKSIEAWBQZdRBWEgRQREVEFG6/5QSYo0gwDmp753Mxe79VMhEJs3V1uPeEkPPaRb6vskoiecHJCj7dKJHMzYcVJohVgydkPEbI0/LXAQItoRjCQIiIiqmBXLa/G1z+6EnsOtaEjlECD147PXtaM5TUutA3G58Seo4Wg3mvHYFzNZqQAIKkbqPfap/1nZbKLqSK3S6IARRIhiwIUyfpcEQXIEqfeEE0nBlJEREQVQtMNpHQTqm5ANUxoupV9agk4cf8Nl4y4bypv1hHNrls3NuHRA+cB6LBLIpLp/3e3bmya8WOxAi191PWCICBiAvFoMh1kidlLSWQWi2iyGEgRERHNsPyASU2/6V5oe5U0w0BSM5DSrMukZiCpW1+r6X+fTKmiqo8sX9TTnQPzOwJmGmIAmVbnQPa/6a+F9F4kMbPvKL0XKbM/SRIF2NKZHJssZj9XJOtzmyTCrohwyBJsklVKt3mxH1/YuRRPH+1ETziJeq8dt25swubF/ln61x3NNK1/x1hqdJAlClb2Sk5nr6zfl6WCRGNhIEVERFQmWjZIsgKnTAA1HwKmpKYjktQRTemIJLXsZSSlIZrUEUvpiKs64qqBmKojoerpS+vrpGpAnwf/DqIA2GUrqLLLIhyKiGqPHXZFwv4P+vFG2xBcNgkuRYLLJsFtk+G2SfDaZXgdMjx267bZDlYM00RSsxqT5BLSwaYtE2SlA0kGWEQMpIiIiKbMMM1sFiWVDpxU3Sy4f+nt9mBFZi00w0AwrmEwrmIopmIooSKU0NIfuZ9bHym9vKWFiiRAEa037NlGCulsSSZ7lJnflBmqmzvTCRge+JthDfYdnm2V2+49t/17JgOWGwQXY5hAXDUQV0v/95AEAR67FVx5HDJ8dhl+p4KAU4bPocDvkBFwWpd+pwK3beYCr0wWS9UBYDiTlR9g2dJBlsJ9WLSAMJAiIiKaBM2wgqaUZiClWx8T6bQGjJw15LHLGIyrePTAeXxh59KyBVOGaWIorqI/mrI+YioG0pdDmaApriKU1Kb0cxyyCLdNgscuw22X4FJkuGwinIqVcXGkL52KCEf60i6LsKUzOXYp87WYLZerFGY6uEqlA+RMGWJCszJsCVVPf219nsnCxVI6oikNsZSe87WOaFIfkY3TTRPBhIZgQgOC4x+PLAqodimocimoctlQ7bQ+r3bZUO1SUOO2ocZtg10uX1AzVoBlk4T0/8fhAKuS/n8STRcGUkREREXo6TfPyZzAaaJBUyEFZw1Bx9NHO0sOpFKagb5oCr2RJHoi1mVvJIXeaAoD0RQGYiq0SR6zTRKz2RCfQx7x4bVbmRGPXYbXLsFtt0rV5nMmQhCEac22mKaJuGognNQQTmqIJDWEExoiSR2hpIpwQsNQQkMormYvIzn7mjTDRE8khZ5ICkC06M/x2WXUemyodVsfNW4bltR54JGsLoM+uzztAY5ZoEQw8++XG1jZZJHzsGjOYyBFREQE6w1gSjeR1HSr+YFuNTaYTqXMGjLT2YquUBLd4SS6wons5z2RFIbi6oR/vl0WUeNSUO22odplQ1U6kxHIvXQqcCoiMwhlJAiCtW/KJqFhgu3RVd1AKKEhGFcxGFcxEFMxGFMxGEthIG59PhBTEYyr2XLGUFJDKKnhTH+s4Pd0yCLqvXbUe+xo8NpQ77WjwWNHo8+OBq99WgPHlGaO6jQpSwLsmSYespjtIkg0VzCQIiKiBUkzrKBpONtU/iYQY80aCic1dAQT6AwmcDGUQGdwOGhKTKDVuSgANW4b6jw21HvsqPNYGYiWWg+cAlDjUuCawb01NDET3TOnSGK2ZG8smmFgMKaiL5pCXyRlXWY+IlZJZyRdxpnQDFwYjOPCYHzU9xEFoNZtQ6PPgSafHU05lw1e+7S0S9d0E5quI7c00OqYaAVW9nR5IFuzU6USzPnQOqhEvb3h2T6EkgQCLgwNFT67RAsP1wPl45ooTNPTe1g0A0lNn/Zs00S81TaE//baeQBWu+5EukGFIomIqaNbUucLOGU0eO1o8DrQ6LWj3jscNFW7bAXfcPp8ToRCo98o0+zL3TOXO3uqnHvmfD4nOnvD6I6k0BPOZDaT1ufp0lB1nL8NWRTQ6LNjkd+BxX4nFgUcWOR3oNnvgFORxnxsKSRRyAZVmX10LAucPnzNGF9dnbfg9cxIERHRvKTqBhKqFTQltKntbZoswzTRG0mhbSiOtsE42ocSaBuK42IwMaq9NACoOcNTA04ZzT4HmvxWBqDR68iWWpXjTepcJghCdi4UkJkTJQx/XeD+mevzV0Ox88pm9vbM1+bIr83c+0xujZVjz9xEuO0yVthlrKhxjbrNME30R1PoDCXRGbIyop2hBDrT5aSZuV7tQwm0DyVwEEMjHl/rtqEl4MCSKidaqpxYEnBiUcA5pcYXumHNvorlZK4yZYHZphYMrmgWMJAiIqJ5IZXuopbpqDZTgVMspePCYAznB+M4PxDH+cEYLgzGx2yHLYsCmn0OLApYZ/GbfQ40++1o9jngts+/l2ZByG1Vbn0tpSMgUQBEDLcvz70Uch6b+Txze6XKtFzPbbU+4nMMDxDui6bgtctWBJgOwhyyiN5ICjZZzN5vJk8CiIKAOo8ddR47NjX7RtymGyb6oilcHIqjPZjAxWACF4cSaA/GEUlaQU6mjPDti6Gc7wk0eu1WYFXlxLJqF5ZVu1DvsZVcapopC4zmNOFQ0hkra66XCHkeN0ChylDWZ+t3330X//AP/4A9e/bg+PHj+NKXvoRly5YBAO68807cfPPN+NGPfoR9+/ZBlmXcf//92LRpE86fP49vfetbEAQBq1evxre//W2Iojjl+xIR0fyRymk/ndSMgjObppNpmhiIqTjbH8PZgRjO9MdwfiCW7pxWmCwKVvlTwImWQPqyyonGadpjMhtEYXiGk3UpQEoHOJmvM7dlAqaFtC8rkyUbTocV/90XB5zoi6bgVMTs/eKqjpYqJ5p8jhH3NdKzr0xzeN6VYVit0w3ThJHOFGXmY5Xj70EShXRpqR1bWkbeFkyouJjOvLYPJbJ7r8JJDYYJdISS6AglcfD8cAbLpUhYWp0JrKzLloATthKzV5m5X5Hk8PE6ZBH2dIv9Ur8vUTFlC6QeffRRPPPMM3A6nQCA9957D3fffTfuueee7H2OHz+OQ4cO4cknn0RnZye++tWv4qmnnsL3v/993Hvvvbjiiivw4IMPYu/evWhubp7yfYmIaO4yTBNx1Qqc4qo+rWfp8zf8f3JDIxYFnPigL4qzAzEreOqPWXN+iqjz2LC0yomlVS4srXZiaZUTjT7HnAiYBEGAJFqDYeXssNvhwbeSIEAUF15QVG67t7fgob2tAHQ4ZDG7Z2739pZR980EqICAiVR4GjmDhjPleLphwmmTEJfEaQ+2/A4F/kYF6xqH95JkOk5eGLRKXC8MDmdsU7qJmKrjRHcEJ7oj2cdIgoCWKgdW1rixotaFlTVuLK12ltRBUDdMa25XOmslCsJwxkqRKm5eGc09ZQuklixZgh/+8Ie47777AADHjh3D2bNnsXfvXixduhT3338/3nzzTVx99dUQBAHNzc3QdR0DAwM4fvw4duzYAQC45ppr8Oqrr2L58uVTvm91dXW5fl0iIiqDZHbAqV5wb9F0eLs9iJ++eg4mrDP8p/ui+P7vW0ftocmQRQFLqpzwOWR0hxKIqzqafA585rLmsu5rKZUoWjN7pJzASE5/5AZLNPOuWl6N+65fhT2H29ARTKDZ78Du7S24avnU36+IggBRGh10BXwOOAzrbyk30LIujZzPzSmfrBAEAQGn1VY/t0xQN0x0hhI4NxDD2X4ruMqcqNBNE+cG4jg3EMfe09b9JcH6m1tR68KqWjdW1bqxpMo56XWbORkTV3UgrkIUhGx3QEf6koEVTUbZAqldu3ahvb09+/WmTZtw++23Y8OGDfjJT36Cf/7nf4bX60UgEMjex+12IxwOwzTN7ELOXBeJRKZ83/xAyuOxQ5bn3sZdSRIRCIzeIEoLE9cD5ZvLa0LTDcRVA3FVQ1w1YEAAFBl2RcbEpu2ML6npONUdwYnOEE52hXHw3EDRLmV2WcTKOg9W1bmxqt6D1fUeLKl24e22Ifzo5VYosoRah4KIauB/HLyA/+JahR3LZvaknSRaw05lUSz8uSxBr56b62EhuHmzCzdvXjxjP28yzw+maULVrQBLN6zPrUsDqmGVE5aqKuDCuiUj/1b6oyl80BPBqZ4ITveEcbongr5ICrppWpnhgRj2nuoDYP1trq73YG2jN/3hQ12Je65MAHEACQPpbJUIpyItmMBqLr9mzLYZ29H6sY99DD6fL/v5d7/7XVx//fWIRocnckejUXi9XoiiOOI6n88Hj8cz5fvmi0SKD0CsZGxTSbm4HijfXFoTpmkiqVmleon0PKfp/v49kRRO90bwfk8Up3ojONcfh16kpMme3awuQDdM/ORzl4066x2PJvHLg+chCYAiCjAMM30J/PLgeaytdk7r75CbQZJFEbI0/LW1DwlWowJdB3RAV3On8syt9UDlN5X1IKY/lPQXhoBsoKXpJlTDhKYbJWezFABra5xYW+MELq0DAAzGVJzpj+JMfwwf9EXR2hfFUFxDUjNwrCOEYx3DTS2qnApW17mxtsGDNfUerKhxTWmocCZj5UiXAk6l82Al43PE+Ga9/fnnP/95PPDAA9i0aRMOHDiA9evXY8uWLXj44Yfx+c9/Hl1dXTAMA9XV1Vi3bh0OHjyIK664Avv378eVV16JJUuWTPm+REQ0+zTDRELVEUtZwdN0jjPUDRPnBmI40R3Bye4ITvZEMBRXC9632WfH6joPTvWEoRkmPHY5e/Y5qemocipFS4d6wkl48rrr2SURPeHSTtCJQjp7JImQc7JKMsvuqIJZe44E2DE6wMiUB6q6FWRphpXFUic5+LrKpWCrK4CtLValkWlanQNP90atj74ozvTFkNINDMZVHLowhEMXrIYWiiRgZa0ba+o8WNvgwSX1bvgdyoR/tmFaz1WJnFJAhyLCIUtwKOKUgjSaH2YskPrOd76D7373u1AUBbW1tfjud78Lj8eDbdu24Y477oBhGHjwwQcBAN/85jfxwAMP4JFHHsGKFSuwa9cuSJI05fsSEdHsSGSaRGj6tGadkpqOUz1RnOyJ4ER3GKd6okgU+P4OWcTqOjcuqbPeTF1S54HXYb0EZoaipnRjxFDUWzc2Ff259V47BuNqdv4PACR1A/XesQsQZUmAIopQJAFKNmgSGSzRvJPZe1coi6PpmaDKSGe0rM8nksUSctqzZ/aSaYaBC4OJbOb5/Z4IusPWYOGT6ZMqTx+zHr/I78C6Bg8ubfRiXYMXtR7bhH8nw0zPs0o3r5BEAQ5FymasZP4dLziCOZ2nAueY3t7wbB9CSZiCpVxcD5SvEtaEbmQ67E3vMNyEquNkTwTHu8I43hnGB32xgmV6dR4b1tZ7siU+LYGxN6bnd+27dWPTmI0jMsGXkh4Kmgm+vrBzKTYv9kORRNjSGSYlJ3iajf0WlbAeqHJMdj28dnagLM0wCjHSe7IybcxT+sQDrHyDMRXv90SyH2f6Y9AKfJ96jw2XNnixrtGDdQ1eNPrsJf+dKpII5xzcX8XniPEVK+1jIDUHccFTLq4HyjcbayKz12m6s04JVcf7mcCpK4zW3sKB05KAE5c2enBpgwdr6yd3lrlUb7cH8cyxLvSEk2j02XHX1sW4ekXNrAVMxfA5gnJNZj28dnYAD+1thSIJI9qz33f9qrIFU4UYpomUZu29SunWXkpVn1z79pRmoLUvmm63HsbJ7kjB7HW1S8GGJh82NHmxscmLOo+VZZ7syRZBsP7NnIoEp1LZw4H5HDE+BlIFMJCi+YDrgfLN1JrIZJ0ys52mYyaNZhho7Y3iaGcYRzpCON0bHXUWWQCwvMaF9Y1erG/0Ym2DZ9R+pekmpPcw2SQRtnSWySaLECsoYCqGzxHzTylZosxjusIpNHptE3rMl594Nz0weLiENa7qqHXb8JPPXTatx1cKLSdrlZvBmgjdsDoBnugK473uCE50hRFJ6aPu1+C1o8lnx5m+KFw2CS5FGpWBLiY3+GrwOXDH5kX48MoaOJTKeu7gc8T4GEgVwECK5gOuB8pXzjWhGSbiKR2xzAbsKTJNE21DCRzpCOFIRwjvdYVHnSXOD5wubfDAXcbAKdP4wS6L6RK92SvLmw58jphfSskS5T7GbZcRTWoTyizd+uhB+BzyiLVvmiZCCQ1Pf+GKaTu+6ZTJXiXTH6kJlgYapokLg3Ec7wzjaGcY73WHs3uhcimSAKciQRGBBo8df3/LpQW/33jlv9bsKqtpxWyXAfI5Ynyz3rWPiIjmJk03EE1N31DcYELFuxdDeOeiFTwV6qq32O/AxmYfNjZZwVO5AidBEGBLZ5ds6dbn7MRFlWzP4bbsm3kA6Usdew63FQ1Uch8jCMKEHgMAzX7HqIxUQjPQ7HdM6/FNJ6uzngRHzjFruoFkuiTQCq5Gdw4UBQHLql1YVu3CLesbshmrY50hPPF2h9VtEEjv4dIAAP0xDd95/n1sWuTDpmYfVtS4spmmp492pk/IWMdhXep4+mgnNi/2ZwO9YGL4eSjTuGK2AyuaOAZSREQ0imaYiKU0RFNT3++kGQZO9UTxzsUg3rkYwpn+0Wc+q10KNjZZb0Y2NntR7SrPHqfcgMkmibDN07kwNH91BBPwOUa+fXPIIjqCiWl9DADs3t6Ch/a2AtBHZJd2b2+Z9p9VTrJk7VFyp59WMns6cz/yS5MlUcCqWjdW1brxTnsQA7EUTAjpcmYje1LpWFcYx7rCePzNi/DaZVy2yIfNi/zoCiXgy2u1XmxEgnU81jEFYQVW9vT8KjsDq4rGQIqIiAAM73mKJLUpZ576oym81R7E2+1BHO0MIa6O/H52WcT6Ri8uW+TD5c0+NPsd0/5GQRKt0iJbTtBUSfsSiEpRSpaolMcAwFXLq3Hf9asmtd+p1J81kw6cGxz1O21rCaSDqtGdRm/d2JQu0wOqnQqSNiuQunZlLcJJDUc6QugKJxFOanjlzABeOTMAAAgmdbjT+6rssojUBEYkFGpqsbUlAJs83BGQWfPKwUCKiGgBM00TMVVHNDm14bi6YaK1L4q32oJ4s30I5wbio+6zpMqJzYt8uGyRH5c2eKb1zUCmNMaeDpzsMme60PxUSpYo9zFu0cqqjPeYjKuWV0+qJK+U4wNmrkFF7h4un0NGXzSFh/a2ZvdwedNvjTXdQEKzPrYvtYYBj9W1rzucxDsXrZNHxzrD2d97KK5hKK5BEACbJGJbSwDhpAZvgXLl3H1VHruMwbiKRw+cBwBsXuxHQtUxCBVyunTSmS4FZLZq9rDZxBzETYGUi+uB8k1kTSRUHZGUjnhKL7nbXjSl4Z32EN5sD+Kd9iBCSW3E7S6bhMubfdi82I/LFvmmtVxPTJe+2Fn6Mi4+R8w/M9W1b6aObyYbVJTaiVAzTCQ1q6wvoepjNrBQdQMnuiN48UQP3rkYRFLP348FrKn3YFtLANta/NmM/HeePzl60Lemo8qp4Ds3rS34s6w9YVamqtShwHyOGB+bTRARLXCqbiCa1BFJaSUPyO2NJPHGhSAOtw3hva7wqNbkiwMObF3sx5aWANbUuyGL05N1ksTcwMkqkyFaqCabJcp9zEy8aZ7s8c1kg4pS93DJogDZJmf3Wam6kR39kJ/NVyQRm5qtPZ+A9bz5dnsIb7UP4UhHGKl0oHWiO4I9b7Sj0WvH1hY/2ofiqHJObF9VhmGaiKX0bIdBe3p2lcvGEsCZwECKiGgeG69pxHhDJk3TxNn+GA63DeHwhdEle4okYEOjF1taAtiy2I+Gcer/JyoTODnSQRObQhDNX6UGN6Vk5qZrD5ciWR0+fY7h5hVx1RoNoeVloOo8dtywtg43rK1DUjNwrDOEN9qCeLNtCAMxFV3hJJ59rwdAel+VIsFtk+C0SVAnsK8qV6Z5xlDcKgF0ZUoAc35fmj4MpIiI5hnDMBFJWsHTWLOeitXjf/7KJXAoEg6eG8ShC0Poi6ZGPM5rl7G1xY9tLQFctsg34g1JqTKleg7FCp4YOBEtHKUEN+PtdSqm1D1cYxFyWq5XAUilg6qxMOKKAAAgAElEQVRCIyPssoitLQFsbQnANJfg7EAcb7YN4c22IbT2xWCaQCSlZ4cD2yQBly/yI5hQ4c/rAjgeTTcR0jWEEprVfCcdoHFf1fThHqk5iLWslIvrgQDrjOi+1j786xvt6A6nUOdWRmWX8uXW45umibhqIJRQkdTNUaV/jV47ti8JYPuSANbUeyBNsZFDbntfh8JSvXLicwTlqsT1UMoeqVL3OmV+3kw0tgBGDjFPjtPQpz+awm+PdOKVMwPZQCpDFIC19R5cuawKVyytQo279D2noiBYHQBtVraquspdcWui0hTbI8VAag6qxCdBmj1cDwtbQtURTel45Uw//vtrVnbJaZMRT2lQdRNf2Lm0aDD15V+9A1EUEU3piKo68l8NVtS4cMXSKuxYGsDiaWhPbpNFOGUJDoXNIWYSnyMoV6Wuh8kGN7c+ehA+hzziecQ0TYQSGp7+whUzcciTlrufabwuqdGkhrfagzh0YQhvtweRyMtsXVLnxs5lVbhyWRXqPKWXVAuCgPoaN7S4FZRO9STZfMVmE0RE84SmG4ikdERTWrYW/9+OdEKRBNhlCYKAdNcnHU8f7RwRSKU0A+9cDOK1c4Poj2vI7zlhkwRUuxQ8uGtN0br88fZVZUiikK7Nt8r1ZuoFeibPNhPR9Jhsg4q5MK8qnyhYZdQeu5wNqjIDfvODKrddxodX1uDDK2uQ0gwc7Qzh4PkhHLowiEhSx6neKE71RvG/DrejyWeHYZjQdANNfse41Qi5TNPKmIWiKatEURbhslnNKjh3b3zMSM1BlXo2iWYH18PCkHnRLTYs9ytPvAuPXQYEAZIkQNdNwLT2Sv2/n9mIdy4GceDcIN5oGyowHFeA1yZDlgQYJsbMYuXuq7JLIpK6kc18bWkJpDtGzd7QyJlsozxX8DmCcs2X9TCf/tYN0xqGbgVWY2eqNMPA8c4wXj83iIMXhhBKjBw7kXluvvuKFly7qnZCP9/ncyIUGtlISEiX/7nSA4UXegUBS/sKYCBF8wHXw/yWUK3gKTbOi2vufidJEqBp1n4n3QCSujEieBIFYEOTDzuXVcGlSPjd+z3jZpcK/RwAEAQry1XrtuG/3XHZrL/YTmXfxHzF5wjKNZ/Ww3zMPk+m/E83THzzmePojaaQUA3kNQvEmno3PrS8GjuXVaFqjDl+hQKpXKIgwGlb2I0qWNpHRDRH6IaJaEpDJKlD1Udnnwq5dWMT/vtr55DUDKR0KxOVW7ZnBU9e7FxWjR1LAyO6P31oxcTfePSEk/A6ZEiiAFGwzloqooDucLIiXlxLbaNMRHNPKfO0Kl1u+Z9uWJmqYh1YJVFALKWjwWOHCau0MTMr0DCB93uieL8nip8fbMO6Rq8VVC2vgtc+ubf/hmkimtQQTWrZkm23TeJeVzCQIiKqGAnVankbS+ljnoXMZZomzg7EcawzhKRujirzWNfgwYdWVOPKpVXwOyfXOjdDTg/KdCoSWqqc6I+psOXsd6qkfQlzcd8EEVEhkjgyqIql98bmlnfXe+3ZKoHM87RHFWGTRKys9eD184OIpnQc7wrjeFcY/3LwAjYv9uPDK6qxNV2OPRl6erxGJC+oWqhzqhhIERHNIutMn3UGsdDA3GJ6I0n86cwA9rf2oz0v27Kq3oOrlgbwoeXVJbfItfY6WRuOc/c6/ccdS6Z9Bst0KseMGCKi2SaJArwOGV6HPGLQ+q0bm/DogfMA9Oy+Vc0A7r6iBZsX+/Gfdy7BkY4QXj07gEPnh5DQDBy+YA1YdyoirlxahV0bm7DcZ590Q6D8oMptk+CyyQtqnAX3SM1B86m+maaO62FuSmkGwkkNsZQOY4JPw7GUjgPnBrH/g34c7xr5/NXss+NDK6px9YoaXNpSNWa9eyG53ZrGa4E7k/sSSvlZ83HfxFTwOYJycT3ML6puYN/pPvzirYvoDiXG3OuaUHW80TaE/R8M4N2LIeg5rz1VTgVXr6jGtatqsKzaNaVjUiTrtcRjkyDPQtOhcmCziQIYSNF8wPUwd5imiegYnfcK0Q0T71wM4o8f9OONC0NI5ewm9jtkXL2iGh9eWYOVNa5srfp4G4czMpPuXYoEp1J5te7zqSvXbOJzBOXiepi/kpqBaMo6QZc/VD1fKKHitbOD+NOZfrzfEx1x27JqJ65dVYMPr6hBoMSS8Ay7LMJtk+Gyze0ZVQykCmAgRfMB10Pl03QDkXT53ngvbhltg3G83NqH/R/0Yyg+vO/JJgnYvqQK166sxqZFPsji6LN9YwVSkihk29nO5EbhUrJE7MA3PfgcQbm4HuY/0zQRU3VEk9acqvFETQEvHLmIfa396Awls9eLAnD5Ij8+sqoG21oCsE2hZC9T9eC2z8126uzaR0Q0wxKqni3fm4hIUsMrZwawr7UPrX3Db3QEAOsbvbhmVQ2uXFoFl21ym3plSYBLmb3a9dzMks8hoy+awkN7W8fNLLEDHxHR5AmCALdNhttm7aeKJq39VPldYDPD1XujKurcCu7e0QKPXca+1n68enYA0ZSOt9qDeKs9CJdNwtXLq/HRS2pHVEBMlJmelRVX9Ww7dc88aFLBQIqIaBplyvfCyYk1j9ANE0c6Qni5tQ+HLwxBzSnda/Ta8ZFVNbh2VQ3qPPZJHYciiengSZrSWcTpsOdwG5R05z8A6Usdew63jRlIsQMfEdHUyKIAv1OB36lkT+7FVQNvtQ1lh6t7HTIG4yp+9voFfGHnUvwfVy3F3Ve04I22Iexr7cfb7UHEUjpeer8XL73fiyVVTnx0dS2uWVkNn2PypX/57dTdNglumzzrr1WlYCBFRDQNdMNEON29aCLlez3hJF5u7cMfTvWhP6Zmr3fIIq5aXo2PrKrBpQ2eSZ31y2zwbQ44EZMrp2yi1MwSO/AREU0fh2JlgDTDxHdf6IIiCbDLEgQB6SHrOp4+2onNi/1QJBE7l1Vj57JqBOMq9p/px8un+nFhKI4Lg3H8z0Nt+Nc32rFtSQAfXV2Ly5p9Je2B0g1rbEcoocEmi9nOf/Ic2U/FQIqIaAoy3feiE5j9pOpW29m9p/pwpCOE3Huvb/TiutU1uGJp1YgMzHhs8nDmKdOm3CaLqKQdEKVmlq5aXo37rl/FDnxERNNIFgX0RFLw2iWYEABBAGDCLonoCSdH3d/vVPCJ9Y34+LoGfNAXwx9O9+GVMwOIqTpePzeI188Notql4LrVtbh+dS3qvZOroMhIaQZSmoHBmGrNp5oD+6kYSBERlSCu6ggltILT5vO1D8Wx91Qf/tjaj1ByuHFElVPBdatrcP0ldWiYxAtPJvPkzpvxVKmmklm6ank1Ayciomk2fIJLhCSJEEwTsZQxZhAkCAJW1bmxqs6N/7RjMQ6eH8IfTvXhWFcYAzEVT73bid+824nLFvnwsTV12NrihyyK2b1YPeHkmO3Zc+Xup8q83lXifip27ZuD2HGHcnE9zJzM/qdQQhu1aTefqht4/dwgXnq/Fye6I9nrRQHYsjiAP7ukFpsX+4uWQuS/8HzmsmZ8eEXNhPY8VeKa4Gyn2VOJ64FmD9cDASObALntMqJJDapu4usfXYmNTT6Ei5SpFwqKmv0O/OFUH/5wug+D8eFS9YBTwboGD97vicChiNmBwapu4gs7l44bTOVTJKv0z22f+dI/tj8vgIEUzQdcD+WnGSYiCW1C7cs7gwn87lQv9p0emX1q8Npx/SW1+MiqGlS7bGN+j7fbg9lNwE5FQko3oBuY8PwkrgnKxfVAubgeKCNzgqsrnEKj1zbiBFemhXo4MTz3MPe1qVBQpBsm3mwbwu9P9eHt9uCI8nWnIsJnt+ZJpXQDVU4F37lpbcnH7lCkdJOKmSn9Y/tzIqJJSmoGwgkVMdUYc/+TZhh440IQL73fgyMdwydoJEHA9iUB3LC2DhuavBAn8GQvCAL+/XgXHIqYrQ1XJBFxdfwud0RERBOVKZ0uFFzntlDPvBY+fbQz26ACGN2gQhIF7FhahR1Lq9AbSeIPp/vw1LudMEwgrhqIqylIogCfXUJigmNBikmoOhKqjsHY7Jb+MZAiIsoTTWkjzsIV0x9N4fenevG79/swlFPOUOu24WNravHR1bWoGif7lGGXRXjSZ+v6Iin4HPKIs2ycn0RERLPBLouwe+zoj6bgtsswTWSzTcUaVNR57Lhj8yK81xlCZziJhGogphrQDROD6SHz//CHD7ArfaKx1KySYZqIpDvmzkbpHwMpIiIMPxmHkxo0vXj2yTRNvNcdwQsnenDw/CAylX4CgC0tftywpg6XLyq+9ymXLFln/Dw2CXJO0wjOTyIiokqzKOBEXzQFhyxCNwHDMJHQx25Q8alNzXj0wHlUuSTUABhMZLrcAq+fH8Tr5wfR7Hdg15o6fGRVDdz20kMTVTcwFDcQTGhwpE9OOhWxrKV/DKSIaEHTDBPhhIpIUocxRvleXNWx/4N+vHiiFxeG4tnrfQ4Z119SixvW1E1oaO5EOhBxfhIREVWa4dcmAw5ZRMowYJjAZy5rLvqYzYv9+MLOpdkGFcuqnLhlfQMSqoEX3+/Fye4IOoIJ/PxQG37x1kVcs7IGN62rR0vAWfJxmqaZ7fpX7oG/bDYxB3GjKOXieiiNqltnrWLjzH/qDCXwwokevHy6H7GcVuer69y46dJ67FxWNaEW5JOdiTGVLndcE5SL64FycT1QvsmsiUKvTTuXVSGWHgmSGqckPt/5gRhePNmL/R/0I5Hz2A1NXtx8aT22tgRKGvRbiF0W4bZZJfST/Z7s2lcAAymaD7geJieh6ggnrQCqGNM0caQjhOdO9OCttuHOQ4ok4OoV1bhxbT1W1rrH/VmKJMJjn/kp7VwTlIvrgXJxPVC+6VwTsZSOUEIdd49xvmhKw77T/Xj+RA+6cvZc1Xls2LW2DtevroPXMT2FdIIgwKVYpX8TbVDBQKoABlI0H3A9TExc1RGMj/3kntR0/LF1AM+d6Eb70HBjh1q3DTdeOrEncknMlO7JsJehjGAiuCYoF9cD5eJ6oHzlWBMJVcfQOK+5hRimiXcuhvD8e914+2Ioe71NEnDtyhrcsr4Bi6dQ9pdPEgV4bDI8jrFPeLL9OREtSNGUNm65QW8kiRdO9GLvqV5EcjJV6xo8uHldA7YvGbu0QBAEOBWrZKDcG1uJiIgqnUOR0KhISKRL/uLqxNqdi4KALYv92LLYj85gAi+cHC6t/92pPvzuVB8uX+TDx9c34LJm35Rfb3XDRDChIphQ4bZJk8pSAcxIzfYhlIRnkygX10Nh0ZSGYFyDqhcPoFp7o/j34904cG4g231PFgV8eEU1blrXgBU1rjF/hiylz2TZ5Wmr4Z4OXBOUi+uBcnE9UL6ZWBMpzUAooSJawvyouKpj3+l+PPte94iyv8V+B25Z34BrVtZMawVIZhxJ7rBflvYVwECK5gOuh2GmaSKass5+FQugMpPX//14N050R7LXB5wKdq2tww1r6uB3KkV/Rim11TONa4JycT1QLq4HyjeTa0LVDYSyLdAnF4Lohom32oN49ng3jnUNv4f32mV8bE0tbrq0AVWu4q/fkyWJAjx2GV67jMYGX8H7sLSPiOa8TAAVTKhFZ0AlVB0vt/bj2eMjz2gtrXLiExsa8KHl1WN236vU7BMREdFcoUgiatw2+J3W6JFwcuIBlSQK2L4kgO1LAjjbH8Nz73XjT2cGEE5q+M2RLjxzrBvXrqzBJzZMzz4q3TARjKtIqDoaGwrfhxmpOYhnkyjXQl4PEwmghuIqnnuvGy+dHLn/afMiHz6xoREbx5mo7lQkeB3yiOG4lW4hrwkajeuBcnE9UL7ZXBO6YSKc1BBJatCNyYckgzEVL73fgxdO9CKc1LLXb23x45MbGrGuwTPlfVR2WcTGlXUFb2NGiojmnIkEUJ3BBJ451oV9H/RDTd9HkQRcs7IGH1/fMOawP0GwBvj5HPKEZkQRERHR5EmigIBTgc8hIxTXEE5qMCaR46lyKbhj8yJ8amMj9rX249+PWVUnb7YF8WZbECtrXfjk+kZcuayqLNUkDKSIaE6JJLUxA6jTvRE8fbQbB88PZuc/eewSbrq0HrvW1iMwxv4nSRTgtU9v+d5UBusSEREtBKIgIOBS4HXICCZURCZR8gcAdlnCrrX1+LNL6vBG2xCePtqFU71RfNAXwz/+8Qzq37Thkxsacd3q2mltTMHSvjmIaXnKtVDWw1gBlGmaeLs9iH871oX3uoYbSNR5bPjE+gZ8dHXtmI0h7LIIr0OGS5GmtXX5a2cH8NDeViiSAIcsIqEZUHUT912/qqzB1EJZEzQxXA+Ui+uB8lXimtAME0NxFdGccr3JOtkdwTPHunD4wlD2xKrPIeOWddaJVY99YvkklvYR0ZwVSWpFu/DphokD5wbw2yNdOD8Yz16/rNqJT21sxM5l1WNmllw2Cd4ydt/bc7gNiiRk91dZlzr2HG5jVoqIiKgIWRRQ67bB75ARjJfWNn1tgwdrG1ahI1Pq39qPUELDL97qwG+PdOGGtXX4+PoGVLtspR9nyY8kIiqjsTJQqm5gX2s/nj7aNaID36ZmL27d0IhNYwzpEwQBHrsEn12GXOb9Tx3BBHyOkU+zDllERzBR1p9LREQ0HyiSiFqPHT7NwFBcnfBg31zNfge+9KFl+NzmZjx7vBsvvd+LuGrgmWPdeO69Hly7qga3bmhEs98x6e/NQIqIKsZ4TSTiqo7fn+rFvx/rxkBMBQAIAK5YWoVPbWrEqlp30e9djv1P42n2O9AXTY3o+JfQjJKerImIiBYqmyyi3mtHQtUxFFeR1ArPihxLtcuG3dtb8JlNTXjx/V48e7wbwYSGvaf68PLpPly5rAqf2dSEZdWuCX9PBlJEVBHGykBFkhqeP9GD597rybY3FQXgmpU1+NTGRvRGUvjXw23oCSdR77Xj1o1N2LzYD8A6m+VzjJxQPlN2b2/BQ3tbAegj9kjt3t4yo8dBREQ0HzgUCY2KhHg6oEqVEFC57TI+s6kJt6xrwL7WPjx9tAs9kRReOzuI184OYvuSAD67qQmr6oqfnM1gs4k5qBI3BdLsmevrYaw9UKGEiv99vBvPn+hBXLVut0kCPrq6Fp/c0Ih6rx1vtwfx6IHzUCQBdklEUreCla9cvQzXra6DyzZ9+59K6cA3G1375vqaoOnF9UC5uB4o31xeE9GUhmC88HuIidINE6+eHcBT73biYk7p/WXNPnz2MuvEbLFmEwyk5qC5vOBp+s3V9TDWk99QXMUzx7rw0sleJNJnm5yKiBvX1uOW9Q0jWph/5/mTGIyrsMtWwCQKQEo3UO+x4yefu2zajne2OvCVYq6uCSoPrgfKxfVA+ebDmogkNQzF1ZKG+mYYpomD5wfx1LudODcw3MBqfaMXz957TcHHsLSPiGZULL0HqlA6fiCWwtNHu/C79/uQSgdYbpuEm9fV45Z1DQVblfaEk9a+J8HaByUIAmRRmPaGDuzAR0REVJk8dhkum4RQXEMoqU1qBlWGKAjYuawaVy6twlvtQTz1bidO9UZxvKt44oWBFBHNiLHqmfsiKfz2aCf+cLoPanqPlNcu4+PrG3DjpXVw2wo/VYmCgCa/A0NxFXZpcg0dJltyxw58RERElSsz1NfjkKc0g0oQBGxtCWDLYj+OdYax/4P+4j+z1IOdiHfffRe7d+8GAJw/fx533nkn7rrrLnz729+GYVhvpn70ox/htttuw5//+Z/jyJEjZb0vEc28hKqjK5RATzg5Kojqj6bw6IHz+C9PHcWLJ3uh6ib8Dhm7ty3Gj2/fiM9e1lQwiJJEAX6ngma/A/dcuRSaYQVqpmkirurjNnTIlOn1RVPwOWT0RVN4aG8rXjs7UPQxzX5Htsww+7uxAx8REVFFycygavQ5YJdLD3UEQcDGZh/+r+tWFr1P2QKpRx99FH/7t3+LZNKa8fL9738f9957Lx5//HGYpom9e/fi+PHjOHToEJ588kk88sgj+Lu/+7uy3peIZk4mgOoOJ0e1Ke2PpvCzA+fxV7+2AijNMBFwKvjLHS348e0bcevGxhEtwzMkUUCVywqgAk4FkijgquXVuO/6Vah12xBKaKh128bdt5RbpicI1qUiCdhzuK3oY3Zvb4Gqm5MK2IiIiGh22GURjT4H6jx2KGWaG1m20r4lS5bghz/8Ie677z4AwPHjx7Fjxw4AwDXXXINXX30Vy5cvx9VXXw1BENDc3Axd1zEwMFC2+1ZXcx8DUbkl00PzEgWG5g3EUvjtkS78/lRvtoQv4JTxqY1N+NiauqJnjmRJgN+hFG1hftXy6kntUyqlTC8TsM10Bz4iIiIqncsmwamICKe7BE+lIUW+sgVSu3btQnt7e/Zr0zSzb4DcbjfC4TAikQgCgUD2Ppnry3Xf/EDK47FDlqevNfJMkSQRgcDEh4XR/FYp6yGpGRiMpRCHCZvTBptz+LaBaAq/eqMNzx7tyjaRCDgV3LGtBbdsbIQjnX06dG4AT77Zjq5gAo1+B+7c3oIb1jXCY5/eGVBLatzoDSfhtA0HbvGUjiU17jH/LW/e7MLNmxdP23GUS6WsCaoMXA+Ui+uB8i2UNVEFq9X5UFxFOKFiov0oxioPLBpIHThwoOiDdu7cObGfnEMUhw8iGo3C5/PB4/EgGo2OuN7r9ZbtvvkikeSkf49KMB/aVNL0me31oOlWBiqaGp2BCic1PH20C8+f6MmW9/kcMj61sRG71tbBLktIxVNIxTFiHpTHJmIwmsQP/9AKp4Bpz/rcubkZD+1thW4YI1qZ37m5eV78bc32mqDKwvVAubgeKN9CWxMSAA9MDCZUxAq8d8lnl0WgzlPwtqIh1m9+85uCH7/97W9LOuh169bh4MGDAID9+/dj27Zt2LJlC1555RUYhoGOjg4YhoHq6uqy3ZeIpo9mmOiPptARSo4KomIpHU+83YG/evIo/u1oF5KaAa9dxl9sW4Qf37YRn9zQmJ37lPH00U7YJAEeuwybLMFtk8fdt1SqUvZVERER0fwgSyLqPHY0eO1TakhRNCP1gx/8oORvWsg3v/lNPPDAA3jkkUewYsUK7Nq1C5IkYdu2bbjjjjtgGAYefPDBst6XiKZON0yEE4XnNCQ1Hc+f6MG/He1CJGkFVy5Fwic2NODj6xsKNpAArLM9fdEUAk5lRAlfOduLT3ZfFREREc0vDkVCoyKVPNBXMItMrLr22mtH7UnI7Efat29fyQdcSXp7iw/YqmQLLQVLY5up9WCaJkIJa6Omkfe0oeoGfv9+H5460omhuArACo5uXlePT25ohLfAIN3MfQJOBQ5FwpefeBd90dSIYCuu6qh12/CTz11Wvl9sHuJzBOXieqBcXA+Uj2vCYphmwYG+dlnExpV1BR9TNCP1xz/+cdR1uq7jpZdemoZDJaK5pNiZGt0w8cqZAfzq7YvoiaQAAIok4IY1dfj0piYEnErB72eXRfidyoigaff2Fjy0txWAPmLfEtuLExERUbllB/raJQzGJ7Z/akJd+/r7+/HLX/4Sv/71r7FixQrcdNNNUz5YIqp8cVXHUFwdNUjXNE282RbE429exIWhOABAFIDrV9fis5c1o9ZjK/j9CgVQGWwvTkRERLMts38qoeoYiKlj33esG99880089thjePfddyFJEvbs2YPFiyu/9S8RTU1KMzBYZBbUie4wHnvjIk72RLLXXbW8CnduXoQmv6Pg97PJIvwOBS7b2OMGuG+JiIiIKoFDkdDksypkiikaSN1+++1YvHgxPv3pT+Phhx/GF7/4RQZRRPOclp6vEE1qo247NxDDL966iDfbgtnrLl/kw11bFmFFrbvg91MkEX6nDLetbCPriIiIiMpCEISijbKAMQKpNWvW4NixYzh48CBaWlqmdRgmEVUWI6eRRH7/md5IEr98qwP7P+hH5pZVtW78xbZF2NDkK/j9ZEmA36HAU6TJBBEREdFcV/Rdzve+9z3EYjE8++yz+Na3voWzZ8/iiSeewE033VRwuC0RzT2maSKS1BFMjG4kEU1q+M2RLjx3ohuqbt22yO/AXVsXYceSQMGTK5kAym2TePKFiIiI5rWi7c/znT59Gk888QRefPFF7N+/v9zHNSPY/pzmg1LXQyxlNZJQ9ZG1v6pu4IUTPXjqSGd2FlSVU8HnNjfjo6trIYmjAyRJzGSgGEBVAj5HUC6uB8rF9UD5uCbGV1dXOIk04UAqI5VKwWYr3JFrrmEgRfPBZNdDUjMwGEshmbd50jBNvHpmAL94a7iVuVMRceuGRnx8fQMcBWqEBUGAxy7B71BGBVivnR1gB75ZwucIysX1QLm4Higf18T4igVSk97A8MUvfhE///nPp3xARDSzNN2wGkkUmItwrDOE/+9wO870W0+kkiDghrV1uO2yJviLzIJyKBKqXQoUSRx122tnB/DQ3lYokgCfQ0ZfNIWH9rbivutXMZgiIiKieWHSgRSDKKK5RTdMhBIqwkl9VCOJjmACe95ox+ELQ9nrdi6rwl1bircylyUBVU7bmK3M9xxugyINd7qxLnXsOdzGQIqIiIjmhdGnknMYhoG//uu/hmmaMAwDmqbh7rvvnqljI6IpME0rgOoMJUZ14wsnNPzL6xfwf/72eDaIuqTOjf96y1r839etLBhEiYKAgFNBs88x7jyojmACDnnk04tDFtERTEzDb0ZEREQ0+4pmpH7xi1/gpz/9KQYGBnDdddfBNE2IooitW7fO5PERUQmiKQ1DcRWaPjIDlWkk8et3O7MlfvUeG/5i22LsXFZVtFGE2yYh4LJBLtBoopBmvwN90dSI2QsJzUBzkSwXERER0VxTNJC68847ceedd+KJJ57A5z73uZk8JiIqUUK1OvHlN5IwTRMHzw/hX99oR1c4CQBw2SR8dlMTbl5XX3CfE2AN1K12KXirPYg9h09OuHHE7u0teGhvKwAdDtmaCq7qJnZvb3l1tLcAACAASURBVJm235WIiIhoNo3bta+7uxvPPfcckslk9rovfelLZT+wmcCufTQfBAIu9PVHijaSONsfw88PXcB7XREAgCgAu9bW4/bLm+BzFG4kIQpWkwifQ8aBc4PZxhG5QdF4jSPYtW/28DmCcnE9UC6uB8rHNTG+krv2fe1rX8P27dvR1NQ07QdFRFNjmCYGoil0hJKjGkkE4yp+8dZF7D3Vh8wtW1v82NYSwKtn+vGtZ95DvdeOWzc2YfNif/Zx+WV8pTaOuGp5NQMnIiIimrfGDaScTie+/vWvz8SxENEkRJLWPii3ByOCKFU38Nx7PXjq3U7EVCtDtTjgwF/uaIFpAo8eOA9FEuCxyxiMq3j0wHl8YedS7FhahWqXMmpeVEcwAZ9j5FMFG0cQERHRQjduILVmzRq88MILWLduXXYjeksL9zkQzZax9kG90RbE/zrUlt0H5bFLuGPzItywpg6SKOA7z5+EIgmwy1awZF3qePZ4F27d2Fiw2QQbRxARERGNNm4gdfToURw9ejT7tSAIeOyxx8p6UEQ0mmaYGIqlCu6Dah+K418OtuFIRwiAtQ/qxrX1uH1zM7z24T/znnASnpyvRQHw2CT0RFJFO/axcQQRERHRaOMGUo8//jii0Sg6OjqwePFiOJ3OmTguIkozTRPBhDZqFhRgtTl/fP8ZPP1OB/T0bZcv8uEvd7RgcWD032q9147BuAqHLEESBUiigLiqj5ldump5Ne67fhUbRxARERHlGDeQ+v3vf49/+qd/gmEYuPHGG6EoCr74xS/OxLERLXjRlIbBmArdGBlAGaaJfa39eOyNdgQTGgCg0WvH3Ve0YGtLoOj3u3VjE/7H6xegGQYUSUJc1SeUXWLjCCIiIqKRCg+PyfGzn/0MTz75JKqqqvCVr3wFL7744kwcF9GCltIMdIUS6IukRgVRrb1R/M2zJ/HjV84hmNDgUET8h62L8I+fXj9mECVLAm68tB7/z8dWo85jRyihodZtG7eNORERERGNNm5GSpIk2O12CIIAURRZ2kdURrphYiiuIpLURt0WjKt47M2L+MPpvux1V6+oxleuWwWbYYy6fy6vQ0aVU4EgCMwuEREREU2DcQOpyy+/HF//+tfR3d2Nv//7v8e6detm4riIFpxQQkUwrsHI2welGyZeOtmLX7x9EbF0o4ll1U7cc8USrGv0wuexIxSKF/yesiSgxmUb1dKciIiIiKZm3EDqG9/4Bl5++WWsXr0aK1euxJ/92Z/NxHERLRgJVcdgXEVKG51Ver8ngkcPnMe5AStQ8tgk/PmWRfjYmjoc6QjhO8+fRG9URZ1bGTVY1+eQEUhnoYiIiIhoeglmfhuwtF//+tdFH3TbbbeV7YBmUm9veLYPoSSBgAtDQ7HZPgyaIi1dxhctVMaXUPHYGyPL+K6/pBb/Yesi+BwK3m4PZgfrOm0y4ikNqm6OOViXFg4+R1AurgfKxfVA+bgmxldX5y14fdGMVHt7+4ivBUEY1XqZiCbPNE2Ek1rRMr7fn+rF429ezM6LWlHjwn++cgkuqfdk7/f00c7sYF1BGB6s+7/HGKxLRERERNOnaCB17733Zj//05/+hNbWVixfvhwf+chHZuK4iOalscr4TvdG8OiBCzjTb50Vctsk3Jku45PEkYFR/mBdQbDu3zvGYF0iIiIimj7j7pH6x3/8R7S2tmLLli341a9+hUOHDuG+++6biWMjmjd0w8RgkTK+aFLD429dxEsne5HJT123ugZ/sXUx/E6l4PfLDNa1yxIkQYAkAgnNGHOwLhERERFNn3EDqYMHD+KXv/wlAOCee+7B7bffXvaDIppPIkkNQ/HRQ3VN08SrZwfwPw+1YShuBVhLq5z4ws4lWNtQuBY349aNTfjZ6+chGQacooRocmKDdYmIiIhoeowbSGmaBtM0s+VCojjuDF8igjVUdyCWQrJAGV9nMIFHXz+PIx1WwxOHLOKOzc24eV3DqDK+Qq5dVYM6jw3/+kY7usIpNHpt2L29hfOhiIiIiGbIuIHUrl27cNdd/397dxoYVX32ffx3Zs/MZF8QSggBxBVFxI1NcSmtRXEBq1SsxaLVWmu1SLV31VZEbYtdtK5tvVtra9Va9bm7qaCCggqxqFgVgRD2JXtm387zIiENISEzyWT/ft5gJufM/IdcTs6Pc851zdX48eP1/vvva8aMGT2xLqDfSpim6oJRNYTjBzVoicQS+uuHu/TXD3Yr1nSG6pSSHH3t5BEq8Do6fG671dLckW/yqHxNHpVPtx0AAIBe0GGQWrBggaZMmaLNmzfr/PPP11FHHdUT6wL6pUAkrupA5KDL+CTpg531emxVhXY3hCVJhV6Hrjp1hCYW5yT13MyFAgAA6DvaDVJ/+ctfdPHFF+sXv/hF82MbN27Uyy+/rG9/+9s9sjigv4jFE6oORBWMxg/6Xl0oqt+9u10rNlVJkqyGofOPHaLZ44c2tS0/NJvVUL7bwVwoAACAPqTdIFVQUCBJGjZsWI8tBuhvTNNUfSimulDsoMv4TNPUGxur9Ls129XQ1K3vyCKvrplUouLcjAO2/ff2Or344S7tbQirKNOpWeOG6oTh2cp02ZTLWSgAAIA+p90g9etf/1o+n08XXHCB7Pa2WzADg1koGld1IKpovO1mEo+urtD6XY3NJNwOq+ZNHK6zxhbI0ioU/Xt7nR5fXSG71ZDXaVNNMKpfv12h704fozMOL+iR9wIAAIDUtNuC75ZbbtGaNWs0c+ZM3XfffSovL+/JdQF9VjxhqtIf0Z6G8EEhKhpP6C/v79JNL37UHKImjczVLy48RuccUXhQiJKkFz/cJbvVaLzMzzDktlvlsln053/v6JH3AwAAgNS1e0Zq3LhxGjdunCKRiF5++WXdddddSiQSmjNnjr70pS/15BqBPqO9mVCStGGvTw+/tUXbakOSpAKPQwtOG6ETO2gmsbchLK/TJkON90NZDENWi6GddaHueAsAAABIgw679jkcDs2cOVOnnnqqfv/73+vOO+8kSGHQiTY1kwi10UwiGI3rT2U79I+P98qUZDGkLx09RJecMEwZSTSIKMp0qjYUk9dhab4XKhRLaFi2K91vAwAAAGlyyCAViUT0yiuv6IUXXlB1dbUuuugiLV++vKfWBvS6QzWTkKR1O+r06KoK7fNFJEkj8zJ07eSRGl3gSer5rRZD804q1i9XlCsUS8hlsygUSygaNzXvpOK0vhcAAACkT7tB6rbbbtNbb72l008/Xd/61rd03HHH9eS6gF4XjiVUHYgoEju4mUR9KKr/bdHS3G41dMn4YTrv2CGyWdq99fAALrtV+R6HhudkyGW36sk127SzLqRh2S7NO6lYk0rz0vp+AAAAkD7tBqnx48frf/7nf+R2u3tyPUCvS5im6oJR1YdiB33PNE29VV6t376zrfn7Rw/x6huTRyZ9KZ5hGMrNsCvT9d///SaV5hGcAAAA+pF2g9Qll1zS5uP7B/UCA1EwGleVP9JmM4kqf0SPra5Q2bY6SZLbbtXlE4fr7CMObGne3kwoSXLaLMr3OGS3JnfWCgAAAH1Th80mDtrBlvIuQJ8XS5iqDUTkjxzcTMI0TS37rFK/f3e7Ak3NJiYW52jBaSOU73EcsG1bM6EeX12hBZNKdMaYAmW7bAzXBQAAGABSSkV79+7VrFmzumstQK9oCDW2NE+00Uxiny+sh9+q0Ac76yVJWS6brjplhCaV5rYZiA6YCSU1/RnXP/6zRxeMG9qt7wMAAAA9p8Mg9dRTT8nhcMjn8+npp5/WmWeeqUWLFvXE2oBuFWlqJhFuo5lEwjT1yqf79OSa7Qo1fX/KqDx97ZRiZbvs7T7n/plQ+1kthrwOq3bXh9P/BgAAANBrOgxSL7zwgp566il9/etf1z//+U9dccUVPbEuoNuYpqm6YEz14bZbmu+uD+nhtyr00e4GSVJOhl1XnzZCJ5fkdvjcRZlO1QSjctmszcN1g1FmQgEAAAw0HQYpq9Wqqqoq5efnyzAM1dfX98S6gG4RjMZVHYgoFj84QCVMU//4z1798b0dzWepzhiTr6+eXKxMZ3JXwc4aN1S/eXurYomE7FargtE4M6EAAAAGoA6PDidOnKhLL71US5cu1T333KOzzz67J9YFpFU8YaomGJU/fHBLc6nxLNSv3tyij/f4JEn5bruumVSiCcU5Sb+G1WLo80cWqSjTyUwoAACAAc4w27q2qR2RSEQOh6PjDfuJffsaensJnZKT41ZtbaC3l9Fv+MKNzSTaammeME3965N9+sPa7c1noc4aW6ArThoujyP5Xiz7h+vaLD3fkY96QGvUBFqiHtAS9YDWqImOFRZmtvl4u0eKc+fObbdN81NPPZWeVQHdKBZPqCoQVSh6cEtzqbExxENvbtH6pnuh8tx2XTdlpMZ/Ljvp1zAMQ9kum7Iz2m9AAQAAgIGn3SB177339uQ6gLQxTVP1oZjqQm03kzBNU698Wqnfr9nW3JFv+uH5uvKkYnmSvBdKkmxWQwUep5w2husCAAAMNu0eNY4YMUKStG3bNv3rX/9SLNZ4ULp3717dcccdnX7BCy64QJmZjafHhg8fri9/+cu6++67ZbVaNWXKFF1//fVKJBK688479emnn8rhcGjx4sUqKSnRunXrurQtBr5wU0vzSBstzaWD50LlZth1zeQSTUzhXihJ8jhtynPbZWG4LgAAwKDU4T+/L1y4UFOnTtXatWuVn5+vcLjz83D27/vkk082PzZr1iw98MADKi4u1tVXX62PPvpIO3bsUCQS0Z///GetW7dO9957rx5++GHdcccdXdr2mGOO6fTa0beZpqnaYFT1obabSZimqTc2Vum372xToOlSv2mj8/S1U0YcsiPfv7fX6cUPd2lvQ1hFmU5dcNxQnX1EYUr3TwEAAGDg6fCaJJfLpW9+85s67LDD9NOf/lRVVVWdfrFPPvlEwWBQ8+fP1xVXXKE1a9YoEoloxIgRMgxDU6ZM0erVq1VWVqapU6dKksaPH6/169fL5/N1eVsMTKFoXDvrQ+2GqLpgVD9evkkPvrlFgWhc2S6bbjlztG6YNqrDEPX46grVBKPyOm2qDUb127e36v0djAAAAAAY7Dr8Z3XTNFVdXa1AIKBQKKS6urpOv5jL5dJVV12lOXPmaMuWLVqwYIGysrKav+/xeLRt2zb5fD55vd7mx61W60GPdWZbDCwJ01RNICpfOy3NJendiho9sqqiOWSdUpKjqyeVKNvVcXOIFz/cJbvVkNNmldWQvDabQrGEnlyzjXbmAAAAg1yHQeraa6/V3//+d82cOVNnnHGGzjvvvE6/WGlpqUpKSmQYhkpLS5WZmana2trm7/v9fmVlZSkUCsnv9zc/nkgk5PV6D3isM9u25vU6ZbNZO/1+eovValFOjru3l9GrfOGYqv0RWZx2ZTkPDkX+cEwPvbFJr3y8V5LkcVj1zeljdNYRhe12o2xtnz+qTJdNdqtF1qa25h6rRbsbIn3q7596QGvUBFqiHtAS9YDWqInO6zBIhcNhXX755ZKkc845R//61786/WLPPfecNmzYoDvvvFN79uxRMBiU2+3W1q1bVVxcrDfffFPXX3+9du/erddee03nnnuu1q1bp7Fjx8rr9cput3dp29Z8vs7f79WbBnO//1jCVE0gokCk7ZbmkrR+V70eXLlFlf6IJOm4YZm6bnKpCrwONTSEkn6tIq9D9aGo7BZD8Xhj979gNK7DMh196u9/MNcD2kZNoCXqAS1RD2iNmuhYynOkXn/9da1bt04vvfSSZs2aJanxbM/LL7+sGTNmdGoRs2fP1q233qrLLrtMhmFoyZIlslgs+u53v6t4PK4pU6bo+OOP17hx4/TWW2/p0ksvlWmaWrJkiSTphz/8YZe2Rf92qMG6UmPHvj+Wbdff/tN4FsphtWjexOGacVRhyt313A6r5p86Qj9dvknBaFwum0WhWELRuKl5JxV3+b0AAACgfzPMtgbtSNqxY4dWrVql3/zmN7rqqqskSRaLRUcccYSOPfbYHl1kd9m3r6G3l9Apg+1fDmIJU9X+iILtDNaVpPKqgH6xYrO21zaecTq80KNvTS3VsGxXSq9lGIZyMmzKarqHalV5tZ5cs00760Ialu3SvJOK+9z9UYOtHtAxagItUQ9oiXpAa9REx9o7I9VukNovGo1q69at2rx5s0pKSjR27NhuWWBvIEj1fb5wTDWBqBLtlGk8Yer/fbRbT7+3U7GEKYshzRk/TBcdN7T5vqZkWS2GCjwOuez96765wVQPSA41gZaoB7REPaA1aqJjKV/at98zzzyj559/Xscff7wefvhhnX/++bryyivTvT7gAMmchdrnC+uBleX6z26fJGlYllM3TBulMYWeNrdvPRNq1rihOmF4tiTJabOo0OtMOXwBAABgcOowSL300kt6+umnZbfbFYlEdNlllxGk0K06OgtlmqZWbq7Wr1dvbR6u+/kjCnXFScPbPZu0fyaU3WrI67SpJhjV46srtOC0Ep0xpkA57o7boQMAAAD7JTVHym5vPMh0OBzN/w2kWzJnoXzhmB5bXaFV5TWSpGyXTddNGakTi3MO+dwtZ0JJavozrr//Z48uOG5o2t4DAAAABocOg9T48eP1ne98RxMnTlRZWRnd79AtOjoLJTW2NX9gRbmqAlFJ0sTiHF07uUTZGR2H+70NYXmd/y13iyF5HVbtaeifLfABAADQu9oNUjfeeKN+/vOf67bbbtOrr76qzZs369xzz9XZZ5/dk+vDABeLJ1QViCp0iLNQsURCf35vp174cLdMNd7PdOXJxTp7bEHSw3WLMp2qCUbltFllNRobS4RiiZS7+gEAAADSIYJUdXV1838TntAdGkKNc6EOdRZqV11IP1+xWZsqG7vJjC5w6/NjC7Vyc5X++v7Og5pGtGfWuKH69eoKWY2EHA4rM6EAAADQJe0GqW3btun+++9v83s33XRTty0IA18yZ6FM09Tyz6r0xDtbFYolZEi6YNxhOqLIq9++s7XNphGHClMTR+Qo123X0+/t6NMzoQAAANA/tBukXC6XSktLe3ItGASSOQvlC8f06KoKrd7S2FAiz23XDdNKdezQLN35j0/abBrx4oe72g1SLrtVBR6Hhudk6PQxBWl/TwAAABh82g1SBQUFuvDCC3tyLRjAYglTVf7IQWehWs92OmF4jv7x8V5V+iOSpFNLcnXN5BJlNjWKaN00QpKcVov2ttM0Ittlp7U5AAAA0q7dIHXsscf25DowgLXXka/lbCePw6qKmqDWNw3Xddosmn9Ksc48/MCGEi2bRuwXjidUlOk84LkthqF8j0NuR9tzpQAAAICusLT3jUWLFvXkOjAAxROm9vnCqvJH2ryUb/9sJ6thaGdDRA3hxrNVLptFPz7/aJ01tvCgrnyzxg1VNG4qHItLZuOf0bipWeP+OwvKbrXosCwnIQoAAADdpt0gBXRFIBLXrvqQApH2G0rsbQgrFje1vS6kcCwhqXHAbqbDos+105b8hOHZWnBaiXIz7PKFY8rNsB/QaMLjsOqwLKfsVkobAAAA3afDgbxAKhKmqepAVP5w7JDbhWMJxRKmqoONw3UthlTkdcpqkXI7GLB7wvDsNhtL5LrtynJxPxQAAAC6H0EKaROKxlXpjyieaL8jnyRtqwnq/tc3qTrYGLacVkNDMp2Km+ZBl+klw2oxVOBxyGXnUj4AAAD0DIIUusw0TdUEo1qxseqADnytB+WapqlXN1TqiXe2KhI3ZTGk00fna29DSPt8kaSH67bktFlU4HXKZjE63hgAAABIE4IUuiQcS6jKH9G7FTXNHfjaGpQbiMT1yKotWlXeOBuqyOvQjaeP0tgib6df2+u0Kc9tP6ghBQAAANDdCFJo06ryaj25Zpt21oU0LNuleScVa1JpXvP3TdNUXSim+lBMpmk2d+Bra1Bulsumn72+WbubZj2dNjJX35hUIo+zc+VnGIby3PaD5kkBAAAAPYUj0X5kf7jZ3RDRYZmOg8LNofZpLxC1t8+Pl22U3Wooy2VTpT+iHy/bqFvOGqNJpXmKxhvPQu3vtCe1PSjXYTG0pTqg7//tE8USpuxWQ1eeXKzPH3FwW/NkWS2GCr1OOW105QMAAEDv4Wi0n9gfbir9EWVn/DfcrCqvTmqfloHoUPtI0pNrtsluNZRht8owGv+0Ww09uWabGkIx7aoPHxCipMZBueH4fx+LJ0ztaojIF2nszjcsy6l7Zh6lGUcWdTpEuexWDc1yEaIAAADQ6zgi7ScOFW7SuY8k7awLydUqrDithrbVBFUdiMhsY7huy0G5oWhc22uDCjWFramj8nTf+UdrZJ67E++8UbbLriGZTllpKgEAAIA+gCDVT7QVblw2i3bWhdK6jyQNy3Y1hyCpcTaULxJXodfR7j4nDM/W108doXjC1M76sOKmZLMYum7KSN0wrVQZnWxNbjEMFWU6leNmPhQAAAD6DoJUP9E63EhSKJbQsGxXWveRpHknFSsaNxWIxBSNJ+QLxzqc7+QLx/TKhkrtbohIkopzXPrJ+UfrzMMLOn0pn8Nm0dAsZ6dDGAAAANBdCFL9xP5wE4zGZZqNf0bjpuadVJzWfSRpUmmevnPGKGW57KoPRpWbYW9uY96WjZV+3fLSf7Rma60kafrh+br3vKNUnJvR6ffrcdp0WKZTNislCgAAgL7HMNu64WWQ2LevobeXkJKe6tpXF4yqrqmt+aGYpql/frJPv3t3m2IJUw6rRV8/bYTOPLwg5fe2n2EYys2wK9NFQ8lk5eS4VVsb6O1loA+hJtAS9YCWqAe0Rk10rLAws83HOVrtRyaV5mlSaV5KBb9/n2TE4glVtmpr3p5AJK5H3tqiVVsaB+wOy3bp5jNGqaQLDSWsFkMFHodcXMoHAACAPo4gBUmN9zjVBKJKJHGCckt1QEtf26Rd9Y0DdieX5ukbk0u6dC+Tw2ZRodcpG135AAAA0A8QpAa5eMJUdSCiQCSe1PbLNlTqN29XKBI3ZbMY+topXRuwK0keh1X5HkeXngMAAADoSQSpQSwUjavSH1E80fFZqHAsod+8vVXLP6uUJA3JdOrmM0ZpVIGnS2vIybArO4PW5gAAAOhfCFKDkGmaqglG1RCKJbX97vqQfvraJm2pDkqSThqRo+unjJTH2fnysRiGCrwOWpsDAACgXyJIDTLRpoYSkSQaSkjSmq21emBluQKRuCyGNPfEz2nWsYd16TI8u9WiQq9DdlqbAwAAoJ8iSA0ivnBM1YFoh23NpcZ7p55+b4f++uFuSVJOhk03nj5Kxw7N6tIaXHarCr0OWbgfCgAAAP0YQWoQSLWhRG0wqp+/vlnrdzfO2TpyiFc3nzFKuW5Hl9bhddqU57bTVAIAAAD9HkFqgEuloYQkfbKnQUtf26yaYFSSdN4xQ/SViZ+TzdK1y/BoKgEAAICBhCA1gNUGo6prCkQdMU1T//h4r3737nbFTVMZdou+OaVUp47M7dIaDMNQvscuj4NSAwAAwMDB0e0AFEuYqvSFFU6yoUQ4Ftejqyq0YlO1JGl4jku3nDlGw7JdXVqH1WKowOOQi858AAAAGGAIUgNMMBpXVQqX8u1pCOsnyzc2tzafNDJX104Z2eW25DaroSKvk858AAAAGJAIUgNEqrOhJOm9bbX6xYpy+Ztam8+bOFwzjxnS5WYQTptFhV6nrBaaSgAAAGBgIkgNAKnOhkqYpp5bt0vPrtspU1K2y6bvnNH11uaS5HZYVeBx0JkPAAAAAxpBqp/zhWOqCUSVSGI2lCT5wzH9cmW5yrbVSZLGFnp08/TRyvd0rbW5JGW5bF1ukQ4AAAD0BwSpfiphmqoOROUPJ38p37aaoO5btlG7G8KSpBlHFurKk4vTch9TrtuuLBftzQEAADA4EKT6oXAsod31YUXjyV3KJ0lvb6nRgyvLFYolZLcauvq0Ek0/vKDLazGMxs58bged+QAAADB4EKT6mfpQVLVxM+kQFU+YeubfO/WXD3ZJkvLddi08a4zGFHi6vBarxVCh1ymnjc58AAAAGFwIUv1EPGGqyh9RMBpXVlZyPzZ/OKZfrCjXe9sb74c6eohXN08freyMrl+CZ7MaGuJ1ykZ7cwAAAAxCBKl+IBSNqzKF2VDSwfdDffGoIn315OGyWboefGhvDgAAgMGOINXH1QajqgtGU9qn9f1Q15xWojPScD+URHtzAAAAQCJI9VmxhKlKX1jhJGdDSY2d/J759049937674eSJK/TlpY26QAAAEB/R5Dqg4LRuKpSvJQvGI3rlyvKtWZrraT03g8lSdkZduWk6bkAAACA/o4g1YeYpqnaYFT1oeRnQ0nS7vqQ7lu2UdtqQ5KkLxxZqCtPKU7L/VCSlO9xyOukVAAAAID9ODruI2LxhCr9kZQu5ZOkD3bW6/7XNskXictmMXTVqSN0zhGFaVmTYRgq9DqUYWdGFAAAANASQaoP8EdiqvZHlTCTv5TPNE397T979fs125QwpWyXTd89c7SOGpKZljUxIwoAAABoH0GqF5mmqepAVL5wapfyRWIJ/erNLXp9Y5UkaVS+WwvPHK1CrzMt67JZDRV5nbIzIwoAAABo04ANUolEQnfeeac+/fRTORwOLV68WCUlJb29rGbRpkv5IileylcTiGjpPz7VJ7sbJElTRuXp2sklctrSc/mdo2lGlI0ZUQAAAEC7BmyQevXVVxWJRPTnP/9Z69at07333quHH364t5clSfKFY6oORGWmcCmfJG2q9Ou+ZRtVHYjKkDT3xM/pgnGHpW2mk9NmUVGmUxZmRAEAAACHNGCDVFlZmaZOnSpJGj9+vNavX9/LK+r8pXyStKq8Wg+u3KJIPCG3w6pvTyvVicU5aVtbht2qQi+DdgEAAIBkDNgg5fP55PV6m7+2Wq2KxWKy2XrnLXe2bU7gxQAAE91JREFUK1/CNPXsup16dl3jkN0hmU4tnnWMcu3pu3/J47Qp320nRAEAAABJGrBByuv1yu/3N3+dSCQOClFer1O2NN1bdCiBSEx1voicbqdSaQcRjMb1k5c/1ZtNTSWOH56tH5x7lHK8DiXiqV0W2J7sDLvyPI60PBd6h9VqUU6Ou7eXgT6EmkBL1ANaoh7QGjXReQM2SE2YMEGvvfaazj33XK1bt05jx449aBufL9zt66gNRFUXiqa8X6UvonuXfaYt1UFJ0jlHFOqqU4ulaEyJuF319cEury3XbZclaqi2NvVLDdF35OS4VVsb6O1loA+hJtAS9YCWqAe0Rk10rLCw7fFCAzZInXPOOXrrrbd06aWXyjRNLVmypEdfP54wVemPKBSNp7zvhr0+/Xj5RtUGY7IY0tdOGaEvHFmYtkvvDMNQntsur3PA/vgBAACAbjVgj6QtFot+9KMf9cprh2MJ7fOFFU+kfvndik1VeujNLYolTHkcVt08fbSOG5aVtrUZhqFCr0MZ9u6/pBEAAAAYqAZskOotnW1tnjBNPfPvnXru/camEsOynPre2YdrWLYrbWuzNIUoFyEKAAAA6BKCVJp0pbV5OBbXgyu3aPWWGknSuKGZunn66LReeme1GCryOuWwpa/bHwAAADBYEaTSIJYwVekLp9zaXJJqAhHdt2yjNlY23uS3v6mEzZK+wGOzGhridcpmJUQBAAAA6UCQ6qJQNK5Kf6RT90OVVwV076ufqSoQlcWQvnpSsc49uiit85wcNosKvU7ZLMyIAgAAANKFINUF9aGoaoOxlO+HkqR3K2r0yxXlCsUSyrBb9J3TR2lCcU5a1+dsClFWQhQAAACQVgSpTkiYpqr9Efkjqbc2N01TL63foz+s3S5TUqHXoe+dNUYleekdhJZht6rQ60jr2S0AAAAAjQhSKYrGE6r0RxTpxP1QsURCj6/eqmUbKiVJYws9WnTWGGVn2NO6Ro/DqnwPIQoAAADoLgSpFAQicVX5I0p04lI+fzimpa9v0gc7GyRJU0bl6brJI9PeRc/rtCnf40jrcwIAAAA4EEEqSbWBqOpC0U7tu6chrHte/Uzba0OSpDnjh+qS8cPSfsYo22VXjju9Z7cAAAAAHIwg1YF4wlSlP6JQNPX7oSRpwz6f7nt1o+pCMdkshr4xuURnjClI8yqlXLddWS5CFAAAANATCFKHEI4ltM8X7lRrc0lavaVaD6woVyRuyuuwauFZY3TMYZlpXqWU73GkdXgvAAAAgEPj6LsdvnBM1YFop1qbm6apFz7crafKdkiSDst06rZzDtewbFda12gYhvI9dnkc/BgBAACAnsQReCumaao6EJUvHOvU/rFEQo+v2qplnzV25jtyiFe3nDk67ZfdWQxDhV6HXHZrWp8XAAAAQMcIUi3EEqYqfWGFO9HaXGrs6rf0tU16f2e9JGnqqDxdN2Wk7Nb0duazGFJRplPONHf8AwAAAJAcglSTUDSuSn+k0/dDVfkjWvLKZ6qoCUqSZh8/VF8+If2d+awWQ4dlZyjoC6X1eQEAAAAkjyAlqT4UVU2gc63NJWlLdUBLXvlM1YGorIahayaX6MzD09+Zz2oxNKTpTFQw7c8OAAAAIFmDOkglTFPV/oj8kc61NpekdTvqtPS1TQpGE3LbrfrumaN13LCsNK6ykd1qUVGmUzZLes9wAQAAAEjdoA5Su+vDisY7dz+UJL26YZ8eW1WhhCnlu+267ZzDVZLnTuMKGzlsFhV5nbISogAAAIA+YVAHqc6GKNM09af3duj5D3ZLkkbmZei2cw5XntuRzuVJkpw2iwoJUQAAAECfMqiDVGdE4wk99OYWrdxcLUka/7ks3Tx9tDK6oQ25y25VodchS5obVgAAAADoGoJUCvyRmH6yfJPW72qQJJ0ztkBfP62kW84WuR1WFXgcae/6BwAAAKDrCFJJqvJHdPcrn2lrU3vzuSd+TheOO6xbgo7HYVU+IQoAAADoswhSSdhaE9TdL29QVVN78+umjNTpY/K75bW8TpvyPem/1woAAABA+hCkOrB+V71+vHyTApG4MuwWfXf6aB3/uexuea1Ml61bGlYAAAAASC+C1CG8ublaD64sVyxhKjejsb15aX7625tLUrbLrhy3vVueGwAAAEB6EaTaYJqmXlq/R0+u3S5JGp7t0vc/f7gKvc5ueb2cDLuyMwhRAAAAQH9BkGolYZr633e26e8f75UkHT3Eq1vOGiOvs3v+qnLddmW5CFEAAABAf0KQaiEaT+iBFeVataVGknTayFx9a2qpHDZLt7xevsfRbQENAAAAQPfhKL6JPxLTj5dt0ke7G2dEfenoIn315OJuG4ZLiAIAAAD6L47kJVUHIrr75c9U0TQjat7E4Tr/2CHdMsfJMAzle+zyOPirBwAAAPqrQX80v6MupMUvb9A+X6TbZ0QZhqECj0Nuh7Vbnh8AAABAzxjUQerTvT7d8+pn8oXjctksunn6aJ0wvHtmRBmGoUKvQxl2QhQAAADQ3w3qIPXDf25QJJ5Qlsum284+XGMKPd3yOoZhqMjrkIsQBQAAAAwIgzpIReIJFXkd+sHnx2potqtbXsPSdCaKEAUAAAAMHIM6SJXmuXXbOYcr1909c5wIUQAAAMDANKiD1JKZR8pu7Z4ZURbDUFGmU85umkEFAAAAoPcM6iDVXSHKajFU5HV22yBfAAAAAL2LI/00I0QBAAAAAx9H+2lEiAIAAAAGB47404QQBQAAAAweg/oeqXSxWgwNyXR22z1XAAAAAPoWjvy7iBAFAAAADD4c/XcBIQoAAAAYnEgAnUSIAgAAAAYvUkAnEKIAAACAwY0kkCJCFAAAAADSQAoIUQAAAAAkglTS9s+JIkQBAAAAIBUkwWIwbBcAAADAf5EMOmAxDBVlEqIAAAAA/Bfp4BAshqFCr0NOQhQAAACAFkgI7TCaQpTLbu3tpQAAAADoY2w99UKmaWratGkaOXKkJGn8+PG6+eabtXz5cv3qV7+SzWbTxRdfrEsuuUShUEgLFy5UVVWVPB6P7rvvPuXl5XV522QZhqEiQhQAAACAdvRYkNq6dauOOeYYPfLII82PRaNR3XPPPXruueeUkZGhyy67TNOnT9f//d//aezYsfrWt76lv/3tb3rooYe0aNGiLm9bWFjY4To5EwUAAACgIz12ad9HH32kPXv2aN68eVqwYIE2b96sTZs2acSIEcrOzpbD4dCJJ56otWvXqqysTFOnTpUkTZs2TatXr07Ltsko8DiUQYgCAAAAcAjdckbq2Wef1e9+97sDHrv99tt19dVX64tf/KLWrl2rhQsX6tZbb1VmZmbzNh6PRz6fTz6fr/lxj8ejhoaGAx7r7LYdyfc45HYQogAAAAAcWrcEqTlz5mjOnDkHPBYMBmW1NoaUiRMnas+ePfJ6vfL7/c3b+P1+ZWZmHvC43+9XVlZWWrZtze1xyNa0pgKvQ5kue5r+BrqX1WpRTo67t5eBPoJ6QGvUBFqiHtAS9YDWqInO67F7pB588EHl5ORowYIF+uSTTzRs2DCNHj1aFRUVqq2tldvt1tq1a3XVVVdp586deuONN3TcccdpxYoVOvHEE9OybWsBf0SSlOd2KB6KqjYU7am/ji7JyXGrtjbQ28tAH0E9oDVqAi1RD2iJekBr1ETHCgsPPiEjSYZpmmZPLKCurk4LFy5UIBCQ1WrV7bffrtGjRzd31zNNUxdffLG+8pWvKBgMatGiRdq3b5/sdruWLl2qwsLCLm/b2tpP9ygnw67sjP5xJmo/Ch4tUQ9ojZpAS9QDWqIe0Bo10bFeD1J90Wdbq5XTz0KURMHjQNQDWqMm0BL1gJaoB7RGTXSsvSA1qAfy9scQBQAAAKD3DeogBQAAAACdQZACAAAAgBQRpAAAAAAgRQQpAAAAAEgRQQoAAAAAUkSQAgAAAIAUEaQAAAAAIEUEKQAAAABIEUEKAAAAAFJEkAIAAACAFBGkAAAAACBFBCkAAAAASBFBCgAAAABSRJACAAAAgBQZpmmavb0IAAAAAOhPOCMFAAAAACkiSAEAAABAighSAAAAAJAiglQf8/7772vevHmSpI8++kizZ8/W3LlzdddddymRSEiSnn/+ec2ZM0cXXXSRfvWrX0mSqqurNX/+fM2dO1c33nijgsFgr70HpFdHNbFixQrNmzdP8+bN0+WXX66jjjpKmzZtUkVFhS677DLNnTtXd9xxR3P9oH9L5jPinnvu0ezZs3XJJZeorKxMEp8RA1Uy9bB48WJddNFFmjdvnt5//31J4vNhAIpGo1q4cKHmzp2r2bNna9myZe3+nB988EHNnj1bl156qT744ANJ1MRAk0o9SI0//5kzZzZ/ze+MJJnoMx577DFz5syZ5pw5c0zTNM0LL7zQLCsrM03TNO+//37zhRdeMCsqKszZs2ebwWDQjMfj5s9+9jMzEomYd911l/mXv/zFNE3TfPTRR80nnniit94G0iiZmmjp8ccfN5cuXWqapmlec8015ttvv22apmn+4Ac/MF9++eUeXDm6QzL18PHHH5tz5swxE4mEWV5ebl544YWmaZp8RgxAydTD8uXLzfnz55vxeNysqqpqrgc+Hwae5557zly8eLFpmqZZXV1tnn766W3+nNevX2/OmzfPTCQS5o4dO8yLLrrINE1qYqBJth5M0zT/+te/mhdeeKE5adKk5v35nZEczkj1ISNGjNADDzzQ/PWePXs0YcIESdKECRNUVlamVatW6dhjj9WiRYt0+eWXa8KECbLb7SorK9PUqVMlSdOmTdOqVat65T0gvZKpif12796tF198Uddff72kxn+dPvnkkyVREwNFMvVQVFQkl8ulSCQin88nm80mSXxGDEDJ1MPGjRs1depUWSwW5eXlyWq1at++fXw+DEBf+MIX9O1vf7v5a6vV2ubPuaysTFOmTJFhGBo2bJji8biqq6upiQEm2XqQpOzsbP3hD384YH9+ZySHINWHzJgxo/mgR5KKi4v17rvvSpJee+01BYNB1dTUaO3atbr77rv1wAMPaPHixaqvr5fP51NmZqYkyePxqKGhoVfeA9IrmZrY74knntCVV14ph8MhSTJNU4ZhSKImBopk6sFms8liseiLX/yivva1r2n+/PmSxGfEAJRMPRx11FFauXKlotGotm3bpo0bNyoYDPL5MAB5PB55vV75fD7dcMMNuvHGG9v8Oft8Pnm93gP2a2hooCYGmGTrQZKmT58ut9t9wP78zkgOQaoPW7JkiR599FFdffXVys/PV25urnJycnTyySfL6/UqPz9fo0eP1pYtW+T1euX3+yVJfr9fWVlZvbx6dIe2akKSEomEXn/9dX3pS19q3tZi+e//3tTEwNRWPbzwwgsqKCjQK6+8omXLlunBBx/Unj17+IwYBNqqhylTpmjixIn66le/qieeeELHHHOMcnJy+HwYoHbt2qUrrrhCs2bN0nnnndfmz7nlZ8H+xzMzM6mJASiZemgPvzOSQ5Dqw9544w0tWbJEjz32mGprazV58mRNmDBB7777rsLhsAKBgDZt2qQRI0ZowoQJeuONNyRJK1as0IknntjLq0d3aKsmJGnDhg0qLS2Vy+Vq3vboo4/WO++8I6mxJiZOnNgra0b3aasesrKy5Ha7ZbVa5fF45HA45Pf7+YwYBNqqh/LycuXn5+uPf/yjFixYIMMwlJWVxefDAFRZWan58+dr4cKFmj17tqS2fw9MmDBBb775phKJhHbu3KlEIqG8vDxqYoBJth7aw++M5Ng63gS9paSkRFdffbUyMjJ0yimn6PTTT5ckXXzxxbrssstkmqauu+465eTk6Nprr9WiRYv0zDPPKDc3V0uXLu3l1aM7tFcT5eXlKi4uPmDbRYsW6Qc/+IHuv/9+jRo1SjNmzOiNJaMbtVUP8Xhc7733ni699FLF43Gdd955GjVqFJ8Rg0Bb9RAOh7Vy5Uo999xzcjqduv322yXx+TAQPfLII6qvr9dDDz2khx56SJL0/e9/X4sXLz7g52y1WjVx4kR9+ctfViKRoCYGqGTroT38zkiOYZqm2duLAAAAAID+hEv7AAAAACBFBCkAAAAASBFBCgAAAABSRJACAAAAgBQRpAAAAAAgRQQpAMCgcMMNN+ixxx5r/trv92vGjBn65JNPenFVAID+ivbnAIBBobq6WhdffLEef/xxjRkzRrfffrtGjhyp+fPn9/bSAAD9EEEKADBoLF++XI899phuuukmPfzww/rtb3+rDRs2aPHixZKknJwcLVmyRG63W7fffrt2796tmpoaTZs2TTfeeKO+973vqba2VrW1tXr00UeVnZ3dy+8IANBbCFIAgEHl1ltv1TvvvKM//elPGjJkiC655BItWbJEY8aM0bPPPqvt27drzpw5Wr16tebMmaNwOKxp06bpnXfe0fe+9z0deeSRuvLKK3v7bQAAepmttxcAAEBPuuCCCxQKhTRkyBBJ0qZNm/TDH/5QkhSNRlVaWqqcnBx9+OGHevvtt+X1ehWJRJr3Ly0t7ZV1AwD6FoIUAGBQKy0t1X333adhw4aprKxM+/bt0/PPP6/MzEz96Ec/UkVFhZ555hntv4DDMIxeXjEAoC8gSAEABrU777xTixYtUjwelyTdfffdGj16tG666SaVlZUpIyNDJSUl2rt3by+vFADQl3CPFAAAAACkiDlSAAAAAJAighQAAAAApIggBQAAAAApIkgBAAAAQIoIUgAAAACQIoIUAAAAAKSIIAUAAAAAKSJIAQAAAECK/j/EwH5Z7MQFVAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('darkgrid') #changes the background of the plot\n", "plt.figure(figsize=(14, 6))\n", "sns.regplot(\n", " x=\"Year\", y=\"Totals.Violent.All\", data=state_crime_usa,\n", " fit_reg=True, order=2) #fit_Reg fits a regression line\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### lmplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With lmplot(), we can also plot scatter points for each state and it would give approx trend line" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAFgCAYAAACmDI9oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvFvnyVgAAIABJREFUeJzs3XmYXGWZN/7vObV2VfWS3shCll6CBmJgYggyBkRJjDKAIsQA+voGMP5gmGD0RRN7SMCJY/TFiUQRUBlBJBgN8WWYcQETCZiAZHEBmkiS7nRnp6v3rr3O8vvjVJ2uSnd11+nUck7393NdXJ00T1Weququuuuu+7lvQVVVFUREREREBAAQi70BIiIiIiIzYYBMRERERJSCATIRERERUQoGyEREREREKRggExERERGlmBAB8oEDB4q9BbS1tRV7C3QO+PhZGx8/a+PjZ218/Kxtoj5+EyJANoNwOFzsLdA54ONnbXz8rI2Pn7Xx8bO2ifr4MUAmIiIiIkrBAJmIiIiIKAUDZCIiIiKiFAyQiYiIiIhSMEAmIiIiIkrBAJmIiIiIKAUDZCIiIiKiFAyQiYiIiIhS2PNxpbIs47777sPRo0dhs9mwceNGDAwM4M4778SsWbMAALfccguuueYaPPzww9i1axfsdjuampowb948tLe3Y+3atRAEAbNnz8b9998PURQNrSUiIiIiGou8BMgvvfQSAGDr1q14/fXXsXHjRnzkIx/Bbbfdhttvv11f19zcjL1792Lbtm04ffo0Vq1ahe3bt2Pjxo1YvXo1LrvsMqxfvx47d+7E1KlTs167ZMmSfNwsIiIiIpoA8hIgL168GFdddRUA4NSpU6iursZbb72Fo0ePYufOnZg5cyaamppw4MABLFq0CIIgYOrUqZBlGd3d3WhubsbChQsBAFdeeSX27NmDurq6rNcOFyAfPHgwHzc1a5FIpOh7oLHj42dtfPysjY+ftfHxs7bx/vjNmTNn2O/nJUAGALvdjjVr1uD3v/89vve97+Hdd9/FsmXLMHfuXDz66KP4wQ9+gNLSUlRUVOiX8Xq9GBgYgKqqEAQh7XuBQCDrtcPJdAcUysGDB4u+Bxo7Pn7WxsfP2vj4WRsfP2ubqI9fXot1v/3tb+OFF17AunXrsGjRIsydOxcAsGTJErz99tvw+XwIBoP6+mAwiNLS0rQa4mAwiLKyMkNriYho4tl9uBMrntiLPUc6i70VIrK4vATIzz33HH74wx8CAEpKSiAIAv7lX/4Fb7zxBgDgtddew0UXXYT58+dj9+7dUBQFp06dgqIoqKysxIUXXojXX38dAPDKK69gwYIFhtYSEdHEs3nnIex6x4+Hdhwq9laIyOLyUmLx0Y9+FF/72tfwmc98BpIkoampCVOmTMGGDRvgcDhQXV2NDRs2wOfzYcGCBVi+fDkURcH69esBAGvWrMG6deuwadMm1NfXY+nSpbDZbFmvJSIi89p9uBOP727Fyivq8cHG6pxdbyAqp30lIhorQVVVtdibyLcDBw7g/e9/f1H3MFFreMYLPn7WxsfPXJY99ir2tfXg0lmTsO3Ofxx1fbaP38c3/xEHT/djzpQy/PaLV+Riq5QD/P2zton6+LFhMBERFZQZMr2sVyaikeStiwUREZFZbd55CPvaehCMSjkt8yCi8YEZZCIiMq3dhzuxbsfpnGd6zZDFJiLzYoBMRESmtXnnIew/GWZnCiIqKAbIRERkWsz0ElExMEAmIiIiIkrBAJmIiIiIKAUDZCIiIiKiFAyQiYiIiIhSMEAmIiIiIkrBAJmIiIiIKAUDZCIiolFwNDXRxMJR00RERKPgaGqiiYUZZCIiOmfjPcPKgSVEEwszyEREdM6YYSWi8YQZZCIiOmfMsBLReMIAmYiIiIgoBQNkIqKE8V5HS0RE2WGATESUsHnnIex6x4+Hdhwq9laKjm8WiGgiY4BMROPa7sOdWLfjdFaBHutoB/HNAhFNZAyQiWhc27zzEPafDDPQM4hvFsaO2Xci62OATETjGgO9QQzcCsNI9p2PCZE5sQ8yEdEEwV7FhWHkTRkfEyJzYgaZiGiCYDbdfPiYEJkTA2QiojHgR+NEROMXSyyIiMaAH40TEY1fzCATEY0BPxonIhq/GCATEREREaVggExERERElIIBMhERERFRCgbIREREREQpGCATERFZAFsLEhUO27wRERFZAFsLEhUOM8hEREQWwNaCRIXDAJmIiIiIKAUDZCIiIiKiFAyQiYiIiIhSMEAmIiIiIkqRly4Wsizjvvvuw9GjR2Gz2bBx40aoqoq1a9dCEATMnj0b999/P0RRxMMPP4xdu3bBbrejqakJ8+bNQ3t7+zmvJSIiIiIai7xEki+99BIAYOvWrbjnnnuwceNGbNy4EatXr8YzzzwDVVWxc+dONDc3Y+/evdi2bRs2bdqEr3/96wBwzmuJiIiIiMYqLxnkxYsX46qrrgIAnDp1CtXV1di1axcWLlwIALjyyiuxZ88e1NXVYdGiRRAEAVOnToUsy+ju7kZzc/M5rV2yZMmQPR08eDAfNzVrkUik6HugsePjZ13RSET/OtpjmK+1ZpHP22eG+5m3z5z4/Glt4/3xmzNnzrDfz9ugELvdjjVr1uD3v/89vve97+Gll16CIAgAAK/Xi4GBAQQCAVRUVOiXSX5fVdVzWjucTHdAoRw8eLDoe6Cx4+NnXa4XOwHE4HK7R30M87XWLPJ5+8xwP/P2pdt9uBOP727FyivqizpYhM+f1jZRH7+8TtL79re/jXvvvRef/vSnEY1G9e8Hg0GUlZXB5/MhGAymfb+0tDSthngsa4mIiCY6Tt4jGru81CA/99xz+OEPfwgAKCkpgSAImDt3Ll5//XUAwCuvvIIFCxZg/vz52L17NxRFwalTp6AoCiorK3HhhRee01oiIqKJjpP3iMYuLxnkj370o/ja176Gz3zmM5AkCU1NTWhoaMC6deuwadMm1NfXY+nSpbDZbFiwYAGWL18ORVGwfv16AMCaNWvOaS0RjW9m+ejYDHhfEBHlXl4CZI/Hg82bNw/5/tNPPz3ke6tWrcKqVavSvldXV3fOa4lo/OJHx4N4XxAR5R4bBhOR5fCj40G8L4iIco8BMhERERFRCgbIREQFsPtwJ1Y8sRd7jnQWeytERDSKvLZ5IyIiDWuFiYisgxlkIqICYK0wEZF1MEAmIiIiIkrBAJmIyGRYr0xEVFysQSYiMhnWKxMRFRczyEREJsN6ZSKi4mKATERERESUggEyERHRBMe6d6J0rEEmIiKa4Fj3TpSOGWQiIqIJjnXvROkYIBMREZHlsCyE8okBMtEExxcZIrKizTsPYdc7fjy041Cxt0LjEGuQiSY41h4SkRWxLITyiRlkogmOLzJERETpGCATERFR0eWz3MvIdbPsjACWWBCRAbsPd+Lx3a1YeUU9yzGIKKfyWe5l5LpZdkYAM8hEZICRQzHMwhCREfks9zJy3Sw7I4AZZCIywMgLB7MwRERkVcwgE1FeGM3CMONMRFbD563xixlkIjIFZpyJyGr4vGUtsqIiEpcRlRREJRlOm4gqn2vYtQyQicgUWPdHRFbD5y3zUlU1EQgriCaC4rispK2xuzMXUjBAJiIiIiJLk2QFkZRgOCopUFV1zNfHAJmIiIiILEPPDse1UolIXIGkKKNf0AAGyERERJQXuw934qEdp/ElRw1rdGnM4rKWEU7WD8fOMTucDQbIRERElBebdx7C/pNhPLTjEANkyoqiqIjJg8FwJC5DVvIbDA+Hbd6IiIgoa0Zam/EQW2FYud1cTFIwEInDPxDFiZ4Q2rqCONUbRncwhmBUKkpwDDCDTERERAawtdnY7D7cicd3t2LlFfVFHaVdTIqippVKRKXiZIezwQCZiIiIssas8NgYDWKNBNRmfUxikoKIJCMa14Lis9usmRkDZCIiIqI8MxrEWiUrnCQrKqLJYDjxVcnzQbp8YoBMRESWF4hK6A3FAAC9oRgCUQk+F1/iyLrMmhVOsnJ2OBt89iAiIkvb19aNFU/sRSimBRJn+iO47Js78ORtC3HprMoi747I+lRVRSSl57CZa4dzhV0siIjIsgJRCSue2ItgVEby01xVBYJROfF9qbgbJLIgSVYQiEroDETREZDQ1hXC6T6ts0QoVrzOEoXEDDIREVnW//ztFDKVOaoq8D9vnMLyS2cUdlNEFjLaVLqYnP+hHGbEAJmIiCyrrSuol1acLRST0dYZKvCOiMwtOZUuGpcRKdBUOivKeYAcj8fR1NSEkydPIhaL4a677sLkyZNx5513YtasWQCAW265Bddccw0efvhh7Nq1C3a7HU1NTZg3bx7a29uxdu1aCIKA2bNn4/7774coiobWEhHRxDCryguP0zZskOxx2jCr2lOEXRGZQ2pnCbP3HTabnAfIzz//PCoqKvDggw+ip6cHN9xwA+6++27cdtttuP322/V1zc3N2Lt3L7Zt24bTp09j1apV2L59OzZu3IjVq1fjsssuw/r167Fz505MnTo167VLlizJ9U0iIqIiyKYzxbUXT8WGX7897OUFAbh23tS875PILFRVRV8orgXFkjLuOkucK1lRcbInjCP+AFr8AfSE4njss+8fdm3OA+SPfexjWLp0qf53m82Gt956C0ePHsXOnTsxc+ZMNDU14cCBA1i0aBEEQcDUqVMhyzK6u7vR3NyMhQsXAgCuvPJK7NmzB3V1dVmvZYBMRGRe2bZjy7Yzhc9lx5O3LdTXqqoWGHucNjx520J42eqNxqm4PDiRLhkIx2UFXcFokXdmDqGYhFZ/EC3+AI50aF+PdgYRlbJ705DzZw6v1wsACAQCuOeee7B69WrEYjEsW7YMc+fOxaOPPoof/OAHKC0tRUVFRdrlBgYGoKoqBEFI+14gEMh6bSYHDx7M9U01JBKJFH0PNHbj+fGLRiL619FuY77WmmUfvH1jW5vt+rfejWD9jtOISNpHvGf6Irh0w4v4t8VTMPc8t74uFFfwuV+2IywNfhSc7Ezxucf/hC2fnokSx2A5nQ/Az26cji88dxydIRlVJTb86JPTURJ+FwcPvjtkH6G4An9fEADg7wviwBvN8DhGLs8zw/3Mnznz7aNQt6/57bcRk1XEZRVRSUVMVtOGcEQiWlAcjcbQ0tIy6nUbEY3l/jpzSVVVdIdlHO+L40RfHMf74jjeH4M/mLl/tNsu4PxyBxomOTOuyctb69OnT+Puu+/Grbfeiuuuuw79/f0oKysDACxZsgQbNmzA1VdfjWAwqF8mGAyitLQ0rYY4GAyirKwMPp8v67WZzJkzJ5c30bCDBw8WfQ80duP58XO92AkgBpfbPeptzNdas+yDt29sa7NZH4hKuGnrjvSgF0BYUvHAS+9ib9NiPdu7de8xCKIIYOgLnCCKOBwtxfJ5QztT1LzUjc5QP2rKvZg/76Jh97mvrRsrtg5mprvCMj63/fioPZPNcD/zZ858+8jX2pikwOH0A4hBdDhRUjMDJSNd954eAHG4XE40NDSMeN1GtbS05Pw6xyomKWjvCuJIIjPc6g+gxR/EQCRzO8fzylxoqPGhscaH+lovGmt8mFzuhigIKHU7Ml4u5wFyZ2cnbr/9dqxfvx6XX345AOCOO+7AunXrMG/ePLz22mu46KKLMH/+fDz44IO44447cObMGSiKgsrKSlx44YV4/fXXcdlll+GVV17BBz7wAcyYMSPrtUREZD5G2rHlqzNFas/k1H872TM5NUgnKhRFUfWJdKkH6ZKt1nLdYeJAew+2HTiBT7//fMyfOSmn151LfaG4Vh6RCIJbOgJo7w5lPGTosAmYWaUFwA2JQLi+xjtiEDySnD8TPPbYY+jv78cjjzyCRx55BACwdu1afPOb34TD4UB1dTU2bNgAn8+HBQsWYPny5VAUBevXrwcArFmzBuvWrcOmTZtQX1+PpUuXwmazZb2WiIDdhzvx+O5WrLyiHh9srC72dmicy6au2EjQm6/OFOyZTGagqir6I3Gtfjhe+IN0T73WhjdP9iMck0wRIMuKipO9YT0bfKRDO0DXGYhlvEx5iQONNV401Pq07HCtD9MnlcBuy10ns5wHyPfddx/uu+++Id/funXrkO+tWrUKq1atSvteXV0dnn766XNaSzTRbd55CPvaehCMSgyQKa+yPUxnJOjNV2cK9kymQkttsyalHKTrHCjeQbrk70Cm34V8CsdktHZqh+ZaE9nho/4gIhkOzgkAzp9UgsZEINxQ60VDjQ9VXqd+Bi1f+FkS0TgUSHyEHIgW/gmQJg4jJQtGgt58daYYa2Y6284bRMnOEpG49jU1O6xMoGEcqqqiMxDTs8FH/AG0+oM42RNGpnvB7RC1ILjGh4YaLxprfZhV7UWJw1bQvSfxN5yIiMbESMmC0aD30lmV2Nu0GIs3vYzTfRFMLnNjx5c/dE41wmPJTGebIaeJKVkfLMkKjnWF0kY0jwcH2nvw09c6scJembEcI5647Uf8Abza0oW/He+FpKgjZqhrS12oTwTBjYmgeEqFdnDOLBggExHRmBgtWTAa9HpddlR4nDjdF0GFx3nOB+iMBuljOdTHbPP4paoqotLwGWJFVcddcAxo9cpvvRvBT19rw/yZk9AX1g7OJQ/NtfgDaO8KQcpwcM4uCphZ5RkskajRSiTKSsZ2cK6Q+FtLROOWkWCFgY1xYylZyHXQa5SRIN3ooT6j2Wb+zJmdilBM0oPhqKTkvKOEWSmqilO9YXQkaqVb/EEs/+Gf4A9krp0uc9sRlxWE4wpqS5349xvehxmVHjhyeHCukPibSETjkpFghR+jp8s2cLPqmOdsg3QjGXKj2Wb+zJlPXNbarMmJTHBMUnCmL1LkXeVfOC7jaHLinD+Alo4gWjsDiMQHM+KhmKz/rAoApk0qSXSP8Op1w9U+J77wswNo8QdR6nagocZXpFuUGwyQiWjcMRKssDduOiOB23gf82wkQ24k28yfueJLBsOxRN/hmKTo/XUz9dm1uuTBuWBUG6pxpj+Cz/1k74gH5wRoA33K3HbcsagODTU+1NXk5uCc2fsx8zeQiMYdI8EKe+MOGkvglo/DdGZhJENuJNvMn7nCUlU17TBde1dw3AbBSZKs4Fh3SJs4l6gVbvEH0ReO62uCURnBaFj/e43PpbdRS2aHH3i+Ga2dIdSUunDdxbn9RMhs/ZjPZv1nMCKisxgJVtgbd9BYA7di1xXni5EMuZFsM3/m8kuSFUSkwbrhmKSkHaYbb8HxQCSOcOLnqaM/ii/87ADau4KIyyPfTp/Lhv/1gZl6QFzuGXpwLp+9hovZjzkb4+NZjIgohZFgJV9T26yIgdtQ2WbIjWSbx/IzxwN9mRV7Ml2hKKqK032RtIzwkY6AfpAOAAaiEgY6AvrfS912vXNEcuLct357EK2dIZxX5sayBdOLcVMsgb9dRDTuGAlWrHrQzKhsAiy+WRheNhlyI9lmoz9zPNA3KLXVmlkm0+WD1kpOe7z9A1Hc8/O/oLUz8xvYJK/Thk8vmK6XStSWuoZkgfM9gW68yBggP/vssxkvdNNNN+VlM0REuWAkWBnvB82A7AOsifJmIV+yzTYb+Zmb6Af6kofponEZkUS5RLKeeDxMplNVFd3BmJ4NTmaGT/SEkKwE6Y9IeOtUv34Zl11EXbU30VtYC4S/+/tDONoVwuRyN/7X5TOLdGvGl4y/VSdOnBj2+3znQURWYOTwmNGDZlb6uNtIgDUR3izkW7b12Nn+zE2oA31qsouE1l4tKsnjql44GdgPRCT88OUWHPEH0eoPoCcUH/FyHqcNn7xkqlYmUevDtIoS2MT0WEwUGZuNRBQE2G0CHDYRDpuo/VkU4bRn7tGc8dnuxhtvzMsmiYgKxcjhsWzXWu3jbqMB1njuSmE22fzMjbUu3Mxv4lRVRVxW9fZqMVnRvwJam7VQTCryLs9NICpp2eCOYCIrHMDRxGPVMRDFL/anJyFFAZhZ5U2pF/biB7ta0N4VwpRyNz5/RX0xboal2EQBdpsIRyL4TQ2Iz35DkY2Mvy1r1qzRs8Wpk2MEQcCWLVvGsHUiImuz4sfdYwmwxmtXCisaS124Gd/EKaqKrkB0SJmE1SVvRzAq4clX2/Sg+Ex/5gEjogDMnVaOxkRGuKHGi1lV3iHZTLvYmte9W1Uy6HXYBDjsIpznEASPJOOz3jPPPDPke729vSPWJhMRjWdW/LibB++szWhduBnexCWHb0RSOkpIspLWg9eKonEZbV0hbeJch1Yr3NalvcE80x/FU6+1D7nMlHK33lP4d2+dwZn+KGZVefDQ8ksKvX1LEQUt+HXYBD0ATgbFhSr1zeq35O2338bTTz+Nl19+GVdffXW+90REZEpWbIPGg3fWZrQuvNBv4qTkIbpEUByNK2mH56ycKQ7FJGzde0w7QOcP4Hj34MG5swkALjivVO8e0VjjQ32NN+3x+ePhTgBRnuU6iygIKCtxwGFLZoO1Uoliyxggx+Nx/Pa3v9UzycFgEL///e/h8TDbQEQTkxWzsTx4Z31G6sLz+SZOUbQWa7KSaK8madParExWVJzoCeFISq1wMit8ui+KH/3x6JDLVHqdeq3wH/7egY6BKOqqPXj0s/MLvX1LEAQBdlGA055SGmEbPCBnt4mo9rmKvMuhMj4zLl68GEuXLsW///u/o6GhAZ///OcZHBPRhGbVbCwP3llftnXhuXwTlyyTSGaG4ymH6ABAhfWyw+G4jOf+chJHEu3UjnYGEZMyDxaZWeXRaoVrvIl6YR8qvU79/+9r60bHALPCgHZILnk/2EQB55W5RymLMPd9lvHZ8eabb8ZvfvMbdHR0YNmyZZb+mISIKBesnI3lwbuJYcxv4lJarJ3qDSMmKZbtM6yqKt4diOoT5450BNGeyAqf6o3ge384MuQyXqcN9YlAeM+RTvgDMdRVe/Cf//vSQm/f1JLt0pw2cbBjRMohOUeiNMImipZ/jsm4+7vuugt33XUXXnvtNWzbtg1vvvkmvvvd7+L6669HQ0NDIfdIRGQazMaSmWXzJi45jS4aHzxMl9piLTnBzSqicRm/fetM2gjmQDRzm7jJZe60WuGGWi8ml7n1LOebJ/vgD8QgTtCscLJPsF0c7AzhsImYWeXNeacIMxv1Gf3yyy/H5Zdfjt7eXjz33HNYvXo1/vu//7sQeyMiMiWzZGPN3OuWime4N3HP/fMHYbMJOJnIDlvxU+HeUPrEueOJ+ucTvRE8+MI7Q9Y7bII2ca7Gh71t3egMxDCryoOfrGBWGEg5HCeKcNi1gPjscgibqGWEBUGYUMExkGUXCwCoqKjAihUr8PGPfzyf+yGytN2HO/H47lasvKIeH2ysLvZ2aBwzY69bKj5ZGRzAkXyz5HHaELTQ4A1VVXEs2U4tkRFu6QigKxjLeJlJHoc+YCNZKzyj0qMHdSuf2o/OQGxCBXlWPRxnFoZTDd/5znfw4IMP5mMvRJa3eech7GvrQTAqMUDOE2ZNzdHrlopPVVXEZGXYg3QALFFDHIpJaPUH0eIPwj8QBQAc7QxhxZP7hl0vCsD0SR7U13jxtxO96A7GMbOqBE+sWFjIbZtGsiY4WQ5iF0VMKS/Rp8gNb+K8STgXoz6DSpIEu31wGYNjoswCiYAlELVWDZ9VMGuqseLAEjp36lkH6aI5KpUIxWT0h7UMc39YQigmw+O0nfP1plJVFR39kbSMcIs/iJO94aFrE189Thvqqwczwo212sQ5t0Pb28qn9qM7GIddLH7P3HxzJibGpR6Ms4uD/YKTX0VRQEmOH7uJatQA+YYbbsCiRYtw00038XAeERUNs6aDrDiwhIyJy0piIp2il0zE83CQ7s2TfVi7/Q1E4tp1dwaiWPbYq/jWjfPwvmnlY957e6JEojOgZYXbukK4+cevZ7xMbakLgagWnJ9X5sJ3ll2MKeXuCXVQzp6oBXakTI4DAKfdhvMnsc1uoY36avLcc89h165d2LRpEwYGBvDJT34SH//4x1FSUlKI/RERAbB21jTXZSFWHFhCI1NUFd3BmB4My5lGtuVQKCZj7fY3EI4PlmWoAMJxBWu3v4Fn7/zHUbORfaG4PmDjiF8bttHeFRqy/+RfHTYBM6u8eveI5MS5UrcDK5/ajxZ/ED6XHdMqxm+MIQgCvC57el2wTYR4Vn00eysX16jP0DabDVdffTXcbjd+8Ytf4Cc/+Ql++ctf4sYbb8SyZcsKsUeiCY+H/6ybNc1HWYhVB5YQEllhWc8OxyTt50KSFf1NVKG89PeOjKM+VAAvvdOBa943BYCWtT7VG0aLf/CwXFtXCDc8+mrG6y8vcSAmyQjHFdSWurDxU+/D9EklphgjnG+iIMBh1wJg51kZYYdNxHll7iLvkEYzaoC8adMmvPjii/iHf/gHrFixAvPnz4csy/jUpz7FAJmoQHj4z5pZ03yVhVh5YMlEoqoqBiLxRJmEgrjJhm+c7A3ppRVni8QV7HrHj3fODKDFH0CrP4jIWRPnklliAcD5k0rQmKgVrk+MYa72OfGFnx1Aiz+IUrcdddXefN+kghMwODmuyudKBMPCsG8CmBG2llGfRSdPnoxnn30WPp8PABAIBODz+fD9738/75sjIg0P/1kza5rPshAOLDGXqCTrwzeStcJxWdE7M5jR1PISuOwCotLwP6T723uGfM/tEAEViEgKqn1OfP36izCr2osSx/g+GJbMADvt6WURDvvg5LjyEkeRd0m5lPGZtKurC6FQCP/1X/+FK664Aj09PVAUBffeey+2bduGGTPMWetHROOTFbOmYykLMVKvbJaBJRNNTNImz0Xjsp4dTu0mYcYhHHFZwbHukN494og/gJaOQMbgGABqfK7BiXO12tS5KRVu/H+JrHB5iQNzppQV8FbklyAIcKS2TLOJOH+SZ8jwDJoYMj6b7t+/Hz/96U/R0tKCtWvXQlVViKKIyy+/vJD7IyLSWS1rarQshG3szCU5kjkmK5AVLSsck2Sc6DFnvXtSf1g7ONcbigMAjveE8U/f2w0py4N/TpuAB66/CB+or8rnNovGJg52itCywILeQg1IaZkmCPpQDZp4Mr6qLF26FEuXLsUf/vAHfOQjHykoCInoAAAgAElEQVTknoiIMrJS1tRIWQjb2BVXcuhGskwiKsmIy2pK72HzZYUVVcXp3sjgxLkOrYtEx1llHbGU2uEytz3RVzjRSaLGh5pSF1b+7AD8A1HUlLrw5IpLx0Uv3cF2aYLeK9lpFzGzavzVQlPujfps+5//+Z8MkImIxsBIWYiV29hZUerQjZO9YcRyNHQjXyJxWe997B+IYtXP/4JWfxDhDP2QBQB2m4C4rKLS48D/+eh70FirHZwbrlygzG2HfyCKMre9KMGx0WElqesHIhIEQUBFiSOtc0TydgaiEvojWja9NxSfkNM3ybhRf0JEUcQ999yDuro6iIl3YF/84hfzvjEiovEg27IQq7axswJZUfVRzMnBG6lDN6I5GrqRC6qqoisY03oLJzLCRzoCONkb1nsJ90ckNJ/q1y/jtouoq0n2FNayww01Ptyz9S9o8QcxyevE5Q3mLZfIZlhJalnEW6f6cPeWAwjHtPX+QBTXfv+Pw5YisWyJxmrUAPn6668vxD6IyORyPexiIsmmLMSKbezMSlVV9IXjelCcDIbNRkqUdABAZyCGr2z7G1r8QfSG4yNezuO04YZ/mKYHwlMrSmATrXmIbKRhJV/71Rv441c/ggqPU799gaiEf3nmzwjFUtZnKEVi2RKdi1Grzz/1qU/BZrPh3XffRV1dHZYsWVKIfRGRiexr68Zl39yBM/0RAINZmH1t3UXe2fhx7cVTkemgvFnb2JmBrKgIRiV0BaKQUtqrdQWiCEQk0wTHgYiEvx3vxfY/n8D//d07+MLPDuCfvr8bJ3rCAIC+cBwHjvXqwbFNFFBf7cXiObW480P1+M5N8zCrSnuTNKXcjTsW1eGq99RieqXHcsGxXRRR4rSh1O3A3qMjPYcI2HHw3bTbl00p0ljWJg2XCKCJadS3Tg888AAmTZqEP/3pT3jve9+Lr371q/jRj35UiL0RjWtmmI6XTVaYWZjCsGIbu0JLdpVIlkmcnR02wxAORVX1PXUHY7jvubfQ4g/g3f6R+yG7HSL+6X1T0JAokZhZ5R3SQcFKgfBwLdOmTSpJqw0GgI6BSFr2ONVwpUVGSpGMli2xHINSjZpBbmtrw5e//GW4XC4sXrwY/f39o12EaFzZfbgT63acxp4jnTm93s07D2HXO348tONQTq83W9lmhceShaGxSdYrT06MoZ1c5sbepsUT8sVZC4ZlKInC27isoK0rhFO9YdNkh6NxGX8/049fv3Eam3cexhe3/gXXP7wHx7q1rHBPKI5XW7rSguNpFSW4cnY1bvvgLHzjkxdhZmWJ/v27P9yIj82djNnnlZq2vdjZh+mikoISpw1lJQ5U+VyYUl6C6ZUe1FV7UeFx6hnY/nAccVkdckAwWVo0nOFKi4ysN7I2NRGQfL5LTQQEh8kkM9s8vo2akpAkCb29vRAEAaFQSD+ol0k8HkdTUxNOnjyJWCyGu+66C42NjVi7di0EQcDs2bNx//33QxRFPPzww9i1axfsdjuampowb948tLe3n/NaolzavPMQ9p8M46Edh3Ka6S3mdDwjWeFCHB5jffMgK7WxyxVFGWyxFpPSW6xJif7DqqoWtctEch89oRi+8euDaOkI4HhPCCN1f3PZRSyecx4aE8M26mu88DjTH88n9rTlcde5YRO10cnNp/qweutf9MNxnYEobnrs1XM6HGd0QqaR9UbWGu0iw2zz+DdqNHnPPfdg+fLlaG5uxrJly3DnnXeOuP75559HRUUFnnnmGfz4xz/Ghg0bsHHjRqxevRrPPPMMVFXFzp070dzcjL1792Lbtm3YtGkTvv71rwPAOa8lyrXxOObZSFbYaIbHKNY3TyxxWdFLISRZwfHuENq6gnpmeCASL2rLNVlRcbQziJ0H38WPXmnFV599Azc++irau7SscHcwjj/8vQPt3YPBcZXXiYWzJuHmS6fjX6+Zg+mTtKzw+ZNK8H8+egE+cck0zJ1WPiQ4NiNREFBe4kB1qQtTK0ows0or9ygvceBLv/grQjEFyUdGxfAZViPZ2GRpkddl02vwBQHwuoYvLTKy3shaI4mAsWSbyXpG/W29/PLL8dvf/hZnzpzBlClTRh23+LGPfQxLly7V/26z2dDc3IyFCxcCAK688krs2bMHdXV1WLRoEQRBwNSpUyHLMrq7u895LQ8REo3OyIuB0QyPEaxvHt+S2eBkZjgmacFx8jBdar1usYRjMn7155NaWzV/AEc7g4jLmYNzp03AlRfUoL7Gh8YaLxpqfZjkcaat2brvWL63fU7s4uD0OKd98D9AqxWu8rmGXMZIhtVoNtbohEwj67Nda6SLzFh6lvNTMusZ9dHZsWMHNm7cCI/Hg2g0iq9//esjjpv2erUJNYFAAPfccw9Wr16Nb3/723pg7fV6MTAwgEAggIqKirTLDQwMQFXVc1qbycGDB0e7qXkViUSKvgcam2gkon8d7TE0w9ps1rti/XDbBUSkoc/ybrsAV7wv7XIPfPg8rN9xGhFJhQptCIHbLuCBD5+HY62Hh1xHKK7A3xcEAPj7gjjwRjM8jqEfWP3uUD/kDAGSLCv48QsHsHR2meHbZ7a1ZtlHPm9fJLE+FA7jlf1vIi6rGQ/NRaMx/WtLS8vI+8jBWlVV0RWScbwvjuP9cRzvi6GtU9vvqb4IHn7pyJDrKrELmF7uwPRyJ6aXO/CbQwPoCEqo9dqx/D1OADFAjqH7dA/O/qyj0Lcvk1hMWy/FY+g61Qa7KMAhCsMe9otGoomvwz/eBw51jfim+sA7xzDPFzS8NlWJqOhfh3teOZf1o62d7VagKsM/F6mKgtmuAf1+MXr73no3oj9/AsCZvggu3fAi/m3xFMw9z51xz2b43TbL81w+zZkzZ9jvjxogP/zww9i6dStqamrQ0dGBf/7nf8azzz474mVOnz6Nu+++G7feeiuuu+46PPjgg/r/CwaDKCsrg8/nQzAYTPt+aWlpWg3xWNZmkukOKJSDBw8WfQ80Nq4XOwHE4HK7R30MzbA2m/XT6yU8/ucdgDT0Sd5mE7Fy6fvTMixz5gDXXP6+wSxMeeaMzb62bqzYOlib1xWW8bntx4etzfuvtoOISMMffoxIKqKOcsyZ817Dt89sa82yj1ytlRU1LTscjSsQ7e8CiMHucOL8mXUjX/eeHgBxuFxONDQ05HwtRBsOhTw44g/qmeHgCCVSU8rdeveIxlofGmp9OK/UlfaJ6R9P7EdHUMrbnse6VhAELfBNjFR22EU4EwM1Nr2+G+iLw1NSgksvnjvydY/ys/H+gWP49aG3M2ZY3/+eGZgzZ4bhtUb2cC7rs1n7VNmUjF1k5qc8dxm5fYGohJu27kA4JRmhAghLKh546d2Mn5IFohLCilbqFlZETK+fPWLG2QzPGfm+7kIbtQa5oqICNTU1AIDa2lr4fL4R13d2duL222/HV77yFdx0000AgAsvvBCvv/46AOCVV17BggULMH/+fOzevRuKouDUqVNQFAWVlZXnvJaIRme07g8YPDwGIOPhMaO1efmub6ZcUBGKaR8Pd/RHcLw7hPauIE73hdEdjCEYlfQDbIXWE4phX1s3tu47jm/+5iCOdWulQSd6I3jwxUP4f385iTdO9OnBscMm4D3nleKauZNR7dN+lmdVebDl85fh3z5xEf73P87CBxurMbnMPWo5YTEk92QTBZxX5sb5kzyYVeXB9EoPJpe7UeVzocztgNthy3lLOCN9uq3a0zvbLjJGbt9YugDxXIY5jJpBLi0txcqVK7Fw4UK89dZbiEaj2Lx5M4DhR04/9thj6O/vxyOPPIJHHnkEAPCv//qv+MY3voFNmzahvr4eS5cuhc1mw4IFC7B8+XIoioL169cDANasWYN169aNeS0RZcdo3V82jNbm5bO+mYxLjmSOSYpeJxyTFJzpixR5Z9o+/vD3DhzpCKDVH8ARfxDdwVjG9ZM8DjTU+LSMcI0X9TU+zEgZqrHyqf3oDMRM2Vs4OVLZadeyws6UrDAA2ESx4LX5Rvp0W7mndzZdZIzcPqNdgMZyLoP1zfkx6j145ZVXAtDeuS5atGjUK7zvvvtw3333Dfn+008/PeR7q1atwqpVq9K+V1dXd85riSg7uW4pZvTFwMovpFant1aLD5ZKmGHoRigmodUfxJGOAFr8QX3S3PGeML7x66F1iqIATK/0oKHGh78e70F3MI6ZVSV4YsXCQm/dMIdNHBykIYqYWlECl100ZfYayM/hOKvKx+E/gO3mzGTUn9RPfepT2LZtG44cOYK6ujp8+tOfhsPhKMTeiMhijL4YAOP/hdQMJFlBTFYgK4OjmNu6hh6SKrS4rGDPkc5EnbAWFJ8eIVvtcdr0bHBjIjs8q8oDl0Mr01n51H50B+Owm6wffmrXiGSNsNMmQkz0FwYAURTgdgxfbmQmRt5Uj/ee3tncPqOfko213VwSuwDlzqj33P333w+3240FCxZg3759WL9+PTZu3FiIvRGRxYy1ZGK8v5AWSnIUc1xOtFVLfJUTDXuTXwvdYzgmaQF5S+LQ3MleLSt8rDuMdf/VPOxlJpe50VDjxdun+9ETimNGZQmeWHGpabOrwGAgnCzbcNhEzKryQjRhGQcVhtFPyfLdbo6yN+qr0NGjR7FlyxYAWo/jm2++Oe+bIiJrYslE4SQ7SaSOYj7aWfyssKyoONDekyiR0DLDx7pDenB+NodNQF21N9FFwoeGWi8aqn3wubWflZVP7UdPKA6HzTylB6IgpGWCk32Ek4GxLZHBFgSBwTEZ+pTMSJKhEFNOJ7JRX62i0Sii0ShcLhei0SiUIp1WJiJrYMlE7imKlhlOHbqRrBdOHcVcSLKi4mRvWDswl1Ia0dYVwleefWPYy1SUONBQ60NLRwC94TimTyrBT1ZcasqDckB6IJws23DaRMyq9hZ5Z2Q12X5KZiTJMJaSNsreqK9Yn/3sZ3H99dfjPe95Dw4fPoy77rqrEPsiIgtjycTYqaqqB7vJUcxmmDaXzAZrHSQCOOoPIiINvy9RAM6f5EFDjVfPCjfW+FDpdUIQBKx8aj96w/G0rGsxJbtGnN1HOHVveibYJFlsGr+yTTKwC1B+jfqqNW3aNPz85z/HsWPHMGPGDFRW8lQkWd/uw514fHcrVl5Rjw82Vhd7OzSBpQ3cOCs7XOhRzKqqwj8QRYs/iJ5EC7Vj3SFc+/3dyJSfLnFoB+eOdYfQH5EwrcKNH39ugekOnAmCoLVMSwS/ycNxTruI6ZXMtJG55LrdHBk36r330EMPYcuWLQyMaVzZvPMQ9rX1IBiVGCBTQSmqiu5gTAuK40rR2qnFZQXHukI4kpg0d6RDyw73R6Sz1g3ur7bUlegt7EVDrVYzPKXcDTGRFe6PSHA7bEUPjkVBQHmJAw67CIeoZYaTAXHqGg0zwmRdRkva2DM5e6PeK6Io4p577kFdXZ0+2nm4ASFEVhJItMUJjDB+1qr4BGgOyU4SelY4MdZbkhX98SmUvnAcLf4AekNxAMDx7jD+6Xu7IY1wcE4QBMQkBVVeJ/71n+agocaLUrd5WnzaxcHDcfowDbv2GmW3iajyuYq8Q6LCyLakjT2TjRn1VfP6668vxD6IKAf4BFgMg9Pnkq3VhssMFyJPrKgqTvWGcaQjmKgZDqClIwh/IJq2LpZStlHmtiemzfnQUOtDY40XMyo9uGvLn9HiD6LC48Al0ysKsPvhJfO7NlFAdakrrYdw5tVElIo9k43LeG+Ew2E899xz8Hg8uP76603TXoeIhscnwPzTp8+dNYr5ZGLaWyGF4zKO+oPoC2tZ4RM9YVz7/d2IxIevWRYA2G0C4rKKSo8D9y59DxpqfKj2OU3x/J6pdZrDrpVr2EQRZSbKYBNZCXsmG5fx1XLt2rWYOnUqBgYG0Nraii996UuF3BcRGcQnwNzSh22kDNwoxihmVVXRGYilZYSP+AM42RNOy0pHUzpKuB0i6qsTPYVrfPr0uXt+/he0+IOY5HXiA/VVBdn/2WyioNf/2kQB55W5E2US5pp+RzSejKVn8kQv18t4S7u6urB582YoioLbb7+9kHsiojFg0/ixSWaFU0cxxyQZx7sLf39JsoJj3SEMRLSs8KneMD716Gt6lng4NlGArKio8Djwxatno6HGi6kVJSmH0IojtXVaMgBOtk5LHpiziSI/1SAqAKM9k8dSrjfeAuqMO08eyBNFkcNBiCyATeNHM1grHJdVPTsspTy/ZZr2lg8DkTha/MHBiXMdQbR3B9O6RoTjCsKJkgm7KGBGlQeNiVrhZI/he7f9DS3+IKq8TnzogpqC7T/JJgpp/Yw5XpnIfIz0TB5Lud54PP+SMUBONqtXFEX/c7J5fTJ4JiLzYNN4jaKoiCtaEBw3Qa2woqo43RtBIKq1TzvdF8HNP/oTOgaiGS8jCoCiAuUldtz5oQY01vgwo8pT9DIER6I22JWoD3am9BPmeGUi8zLSM9loud5YAmorZJsz7ubYsWP48Ic/DEALlj/84Q9DVVUIgoBdu3YVan9ElKWJ2DReVVX0heKIyVp9sCSraRlhoHC1wgAQics42hlMqxVu9QcRjg++cIRisp5lEQBMm1SC+kQ2uDFRL9z0/95Ea2cI1T4Xll40uWD7T5U8uGcXRUwpL4HLnqlzBBFZQbY9k42W6xkNqK2Sbc74ivnyyy8Xch9ElANGm8ZbRepBOa2nsBYEx2UFXcHMmdh8UVVVz0z3hGLY8D9v40hHACd7w8hUpSFAa/VW5rbjtg/W6SUSJc6hQzUK2VVCEAQ9G6xnh22Dh+ZEURh2j0RkPdn0TDZarmckoLZStyXDu9i+fTtuvPHGfOyFaMw4OnpQtk3jzUpVVQxE4mlDNob2FC5cVliSFRzvCafUCgfQ4g+iN3FwrjsYx0vv+NMuU+VzJjLCXr2/8L/9dzNaO0OoKXXhE5cUp9xFwGD3iJpSlx4Ym6HNGxGZg9FyPSMBtZW6LRl+5bTbrfViSxMDR0dbj5ToHBGXVERlWW+hFpcV+Eeoz82n5CG93lAc//d376DFH0BbV/rBubM5bQKuvKBmcNhGjRcVHueQdYUMQtN6Cieywg6bCId9sF7YTFPxiMg8jJbrGQmordRtyVC029HRgU984hP52gvRmI3n0dGWp6oIxSTEJVWvFY7LypCOEWoBa4VVVcWZ/sjgxLmOAI74A3i3XwvMu4Ix/K75TNplfC67VhaRCIR//no7TvRGML3Sg6Zr5hRs72cT2FOYiHLMSLmekYDaSt2WRg2Qt2zZAqfTiUAggK1bt+IjH/kI1qxZU4i9EZGFyIqKuDxYFpHMCMdkBWf6IkXbV7I8oz8cx/d2HkZL4uBcMEMWA9Baql3eUKXXCTfU+nBeqSstC/yrP5/I+95T2URB7yKRLI1wpQTD7ClMRLlkpFwv24DaSt2WRn02fe6557BlyxZ8/vOfx+9+9zt87nOfK8S+iMjEVFVFfySOeEpP4bO7RxQyI5zUHdQmzh1J1Am3+ANo79I+svMHYnjur6fS1jvtIuqqvWio8aKxxodn/3wCp3ojmFnlwdevv6jg+we0jHBqVnhyuTutnRoRkRllE1BbqdvSqDux2Wzo6upCVVUVBEFAf39/IfZFREWUnC6nlUOoer1wTNKyrnFZQWeR6oSBweB7ICLhR6+06gfoekKZJ87ZRQHzZ1SgvsaXqBf24vxJHn3ABQD8+s3Ted97qmQHCdcIWWGP0zwvGERE58oq3ZZG3c2CBQtw88034z/+4z+wceNGLF68uBD7IqICSB0AJMkKTvWGh60PLqZgVEKrX+spnOwvfDRxkKNjIIqt+46nrRcFYEalRz8wp6rAH/9+Cp+/6j2YP3NSMW4CgPQOErVlbv0AHY3M57Klfc3VWiIqHit0Wxp1R/feey/uvfdeAMC8efPgdA49nU1E5jeYBVb0FmrJA3OAVqsbiRfvkGMyUA9GJfz01Ta9ROL0CPXLogBcNLUcjbWJlmq1Psyq8g4JPBdWx9FQwODYYRvMCrvsNu3gXEoHCbNNjDKz1YsvwHd/+wZWL74gq7U//qPW7nE0ZgmmzbIPIkqX8Vn61ltvzdiWaMuWLXnbEBGdu2SwKSvaAbmoJJsqKxyTFLR1BRPdI4KJdmpaVvhMfxQ/fa19yGUml7nRUKvVCr/QfAZn+qOYVeXB5psvKfT20wiCAJ/bDpfNBpdDK5PgxLnc+WBjNSoXT8GcLNo3frCxOus2j0aCaSB/gazRfRBRYWQMkL/1rW8Vch9ENAZn9xKOJQ7NJbPCsqK1WCvqHhUV+9u69Yxwiz+I9q7giBPnLjivFA013kS9sPY1Neu6+0gngGjBegun9RW2iXDYBb1O2GETUVvqLsg+xgszZE2NBNNA/gJZI/sww/1GNFFkDJBnzNAmmRw/fhwvvPACJEmCqqro6OjA/fffX7ANEhGQHD2kKCr8A9FEUDx0wlwxyYqKkz1hvVY4WRrR3hXCV7e/OexlJnkc2sS5Wh/+8PcOdAxEUVftwaOfnV/Ires8zmQAYsckj1NvqTZcX2FOn0tnJHizYtbUDIGsWbLeRBPBqIVwX/nKV3DFFVdg//79qKqqQjRavJPrROOdqqppdcL6nxMZYUlRMBDJ3KmhUBRFxVsn+xIt1bTM8NHOIKKSMux6UQCmT/Ikhmx49aC40jt4pmFfWzc6BgqXFQYStcIOES6bVif81aXvxX/uOYqVV9RjkpfnLYwwErwZzd5ajRmyzfncB9FEMGqA7Ha7cffdd+NrX/saNm7ciFtvvbUQ+yIa1xRFTasT7uiPICopkFK+bwaqqqJjIKp3j0gO/DjaFcI9W/867GU8Thsaarxo7wqhPyJhWoUbj39uAVyO4mWxbKIAj9MOhy29VOLsWuErLqjBFRfUZHWdzM6lG+9BrxFmuS/Msg8iKxo1QFZVFd3d3QiFQohEIujr6yvEvojGhWQ/4WRJRLJeWFKUtDrhQLS4dcKA9rt+pCOg9xRO1gsPRDLv7bwyl5YNTkyba6jxYnK5G6IgYOVT+9EfkeB22AoWHKfWCicPzDltIqKdDkwuz22dMLNzRETj16gB8l133YXf/OY3uPbaa3HVVVfhuuuuK8S+iCxFVVVEJQWKMthT+FhXaMh0ObPoDcX0Q3Pv9mtlU62dIXzhZweGXe+wCZhV5cWZ/ggGIhKmlrvx6Gfno9TtKOS2hxAFARWJWmFXhlrhfGF2joho/Bo1QI5Go/jsZz8LAFiyZAleeOGFvG+KyKxSa4STI5ZTewknA2JFVU0RHKuqimPdIbSmjF8+4g+gKxDLeJmKEodWJ1zr02uFp08qgd0mYuVT+zEQkVDitBU0OLaJgt5P2JXIEAOA3Sam1TETERHlQsYAedeuXfjrX/+K559/Hp/4xCcAAIqi4MUXX8TSpUsLtkGiYkkGv3Ii0I3LCo52Bou8q8zCMRmtndqhOX9iDPTRzhBWPLFv2PWiAJw/yYPuYBSBqIzJZS5875Z/QJXXWdQODQKAEqcNLrsNrkRAbD87M8wOEkRElEcZA+TZs2fD7/fD6XRi6tSpAABRFPHggw8WbHM0se0+3InHd2s1nvn8KFtWtL7B0ZTOEakt1JIDNop1eC4Uk9Ef1uqA+8MSglEJoZicUiuslUqc7Anj7B0m/17isKG+xpuoFda6SNRVe+F22LDyqf0I+IPwuuyo9rkKettEQdC6SNhtehDssNswpbykoPsgIiJKlTFAnjZtGpYtW4ZPfvKTOHbsGFpbWzFz5kxccMHo4z6JcmHzzkPY19aDYFTKSYAsK6oeAOtZYUlGe1dussJnB7KhmKz31R2rvxzrQdP/exNRSQt1/YEornt4z4iXqS11IZAIos8rc+E7N12MKRXawblisomC1lfYJsLlsA2pGS72/igdu3QQ0UQ2ag3yL3/5S/zqV7/CxRdfjEcffRTXX389VqxYUYCt0UQXiMppX7OVrAmOS1q9cPLvqaOW9axwjvb65sk+rN3+BiJxLfDuDESx7LFX8a0b5+F908qzuo6+cHwwI9wRwOGOwIglHXZROziXzAg31vpQX+1FWYkDK5/ajxZ/ED6XHdMmFT4baxdFPeC120RMr/QU9AAdnTt26SCiiWzUAPn555/H1q1b4XA4EIvFcMsttzBAJlPQM8KSAilxSC4myTjeHSroPkIxGWu3v4FwfPBQngogHFewdvsbePbOf0RJSiZZUVWc6g3rrd1O90Ww/Id/gj+Q/RAep13A3Vc14rqLp+bsdoyVw5Y4OJf4z2W3wSYKesmEKAgMji2IXTqIaCLLqg+yw6GdVnc6nfqfiQpHRSQup3SP0L6mZoSLOXL5pb93ZMxEK6qKLa+347wyt14r3OoPIhwfzIqHYjJCMe3vAoBpk0rQUONDdzCKN0/2D3u9MUnVh3YUiigI+uE9uyhiakXJsMM2iMh6WFJDlG7UAPmSSy7Bl770JSxYsAAHDhzAxRdfnNUV/+1vf8N3vvMd/OxnP0NzczPuvPNOzJo1CwBwyy234JprrsHDDz+MXbt2wW63o6mpCfPmzUN7ezvWrl0LQRAwe/Zs3H///RBF0dBasqbkYbnkIbnBrLCCU73hIu8us5O9Ib204mxRScUze48P+/8EaJnmMrcddyyq0w7O1XhRkhiq8es3TuNwR2DY63Y7xLyWTtjFwYxwsm7YmVIzLIoC3EWcjEdEucWSGqJ0GQPk1atX46GHHkJTUxN27NiB1tZWXHPNNVi8ePGoV/rjH/8Yzz//PEpKtBfwt99+G7fddhtuv/12fU1zczP27t2Lbdu24fTp01i1ahW2b9+OjRs3YvXq1bjsssuwfv167Ny5E1OnTs167ZIlS3Jwt1C+qKqKuKwFwpKcuUYYKG5WeCSSrOBYd0jrKdwRwOtHu0e9TI3PpdcKa/XCXjzwfDNaO0OoKXUNWyrx4ffW4pFdR4a9PgHAh99Te643RbuulCaHcDMAACAASURBVKzwlPISOO0ibMwKE00oLKkhSpcxQO7uHnzRzyYoTjVjxgx8//vfx1e/+lUAwFtvvYWjR49i586dmDlzJpqamnDgwAEsWrQIgiBg6tSpkGUZ3d3daG5uxsKFCwEAV155Jfbs2YO6urqs12YKkA8ePGjoNuRaJBIp+h4KRVVVSIqWEZZUFZIMSIqq/5etaDSmf21pacnZWiPrQzEF/UGtlOF0bwgrHn8VpwbikLKcAeIQgQ2LJ6PKk/xVUwD0I9rdj1gsPuoeVn2gGptf7UBM1rLNAgCnTfv+qeNthm+fXRTgtAlwJP5z2gQocW1tPBZFW8uhEW9PNBLRv47282xkrdH1ohzTv2Zz3Wb4/cvXfZfP+80szPD40SAz/CybZR+8fYW77nyZM2fOsN/PGCAfP34cmzZtGvb/ffnLXx7xH1u6dClOnDih/33evHlYtmwZ5s6di0cffRQ/+MEPUFpaioqKCn2N1+vFwMAAVFXVM1rJ7wUCgazXZpLpDiiUgwcPFn0PuaQFwWoi+zuYEY7LCiRFzUnPYNeeHgBxuFxONDQ05GztcOsVVcXpvojWRSI5ca4jgI6BwYNzobiKY31x/e+lbrs2ca7GB5ddxPY/n9DbsQnQyiAydbEIxWREFT8AIKqImDJ91rAt4RoagA9dcgFWPLkP/oEoqktdeHLFpWmH/ka6fSVuFxbOu1CfQDdcvbDr910AYnC53aP+jLpe7MzLWqPrmxw1+sfBc7LIepnh9y9f910+7zezMMPjR4Py9fNZ9XIPWntiqCr3ZvV4G1lvht+/fD4nmmFtvq+70DIGyG63G3V1dTn5R5YsWYKysjL9zxs2bMDVV1+NYHCwhVUwGERpaWlaDXEwGERZWRl8Pl/Wayn3Ug/GJQdq5CoILoZoXEYkcUjOPxDFPT//C1o7g/pBuUycNhGfvvR8vHdyKRprfKgpdaVNnPvMZTOzCmSNtoQrcdpQ5rbDPxBFmds+7HWmdpJIjmQGtBZr5Z7xd7CWHwcPMnK4ivcbmZnROmgj63kIkYzKGCBXV1fjhhtuyMk/cscdd2DdunWYN28eXnvtNVx00UWYP38+HnzwQdxxxx04c+YMFEVBZWUlLrzwQrz++uu47LLL8Morr+ADH/gAZsyYkfVaGhtFURFXEtngZECcyA5bNRBWVRXdwZjePeJIh9ZB4nhPCMlKj/6IhLdODXaKcNlF1Ceywm6HDc//9SRisrY4LivYfuAEvnXjPNSWuYf8e9kEskZbwg1nuGB4aM0wa4jNJl8v0DxcReOF0TdwRtbz94SMyhggz507N2f/yAMPPIANGzbA4XCguroaGzZsgM/nw4IFC7B8+XIoioL169cDANasWYN169Zh06ZNqK+vx9KlS2Gz2bJeS5mpqnYoTpJV/YCcpGgDNSQly6Jak0oG8QMRCT98uQVH/EG0+gPoCcVHvJzHacMnL5mqH56bNqkENlFAKCZj2WOv6sExYDyQHc5ILeFUAC+904Fr3jdF/14yGE4GwE67NnSDrCdfL9DMChONjr8nZFTGAHnNmjXndMXnn38+fvnLXwIALrroImzdunXImlWrVmHVqlVp36urq8PTTz99TmsnsvEcBCcFIhJaOtNrhY92asNBOgai+MX+E2nrbaKAmZUePTPcWOvDD146grauEKaUu/H5YQIWo4FstkZqCReJK+joj6LS6xySGbbp5UTMDFsVX6BpImJpA1nVqH2QyXxSg+DkIbnxFgQDg1nhYFTCk6+26QHxmf7MAzJEAZg7rRyNtYl2ajVezKzy6jW5SaO1MRstkD3ZM7a+zNMqPHA7xGGv2+O04aJpZajwOMd03TR+MKig8WL14gvw3d++gdWLLyj2VogMYYBsUhMlCE6KSQraurRscDIr3NalZYXP9Efx1GvtQy4zpdydCIS9+N1bZ3CmP4pZVR48tPySc97PSIGs0SEdgiDA7RDhtttw88IZePTlDL2NBeDaecUfHU3Fx3pJMjOjB0MrF0+xVNcUI7ePb2bHLwbIRSTrbdISgbAyWBoxHoPgJO3g3GCJRIs/gGPdgwfnziYAuGByKRpqvGhM1ArX13jhdQ3++P7xcCeAaFpXiXNxrkM6REFAldcFl0OrIU7d109vvwwrntiLUEyGqmqBscdpw5O3LUy7TTRxsRyDzGy8v4EzcvvG+30xkfHVOM+Sk+PCcQW9oVhaVvjsyXHjjayoON4TQkuHFgQnO0mMdHCu0utEY40X9TU+/OHvHegYiKKu2oNHPzO/gDvXAtZv3ThPb8eWHNKR7G2cPKAnCAKcdhFuuwiXw6aPYh6pvdqlsyqxt2kxFm96Gaf7Iphc5saOL3/IEsExsyVENN7fwBm5fUbW8vnTWsz/imwRyZKIZJu0WKJvcLJfcFdIQkUwVuxt5k0wKqHVH8SRRCDc0hHE0a4gYhlGzokCMKPSk+ge4UVDoma40jtYf7uvrRsdA7nLChv1vmnlePbOf0zrbfzM5y9DuccBl90Gl31odjjbvXpddlR4nDjdF0GFx2mJ4BhgtoSIaKyMPn8yoC4ua7wqm4iUDIIVJdEveLBMYiJQVRXvDkQT5REBHElkh0/3ZT4453XaUJ8IhBtrtS4Ss4Y5OGc2DpsIX5kdlR6nFiD7nJh9Xmmxt1VU4z1zRESUL0afPzkIpbgYIA8jtTY4LquQEkMzJFmFYtGhGWORPDiXWivc4g8iEJUyXmZymVvPCDfW+NBQ68XkMreeWT3Q3oOf7GnDp99/PubPnFSomzIqh03U6oVtNrgcIpy2wbHMg+OZ2WKNiIgKg4NQimtCB8jJbHBMD4a1sojxXhs8nN5QTO8gkQyE27uCGQ/OOWwC6qq9+oCNhlovGqp98LlH/pF66rU2vHmyH+GYVLQA2WETISYCdodNxKwqb0oQPPEw80BEZG38dC/3JkyAHIhKeiY4WSc8kbLBSbKi4mRPePDQXCIg7gpkro+e5HHotcKNtT7U1/gwo9Izai/h4YRictrXfLOJwmC9sEMbzRyOy3oWvC8cRyguw2eRGuB8yFfmgYE3ERFZ1YSJCjpGGC4xXoVi2sG5ZEa4xR9Aqz+I6AgH56ZP0ibO6YM2atMPzpmdKAgoL3HA5dCC4mRXiaR9bd16izUAONMfwWXf3IEnb1uIS2dVFmPLRZevzAMPpBARkVVNmAB5PFNVFR0DUb17hJYZDuBUb+Y3BR6nDfXVg90jGmu9mFXlhdthneBErxu2p7dXq/K5hl0fiEpY8cReBKOD2WtVBYJRGSue2Iu9TYst003CCvJ5IIWIiCifGA1YTExScKw7lKgXDujZ4YFI5oNztaUuPQhOBsRTyt16Ha4VOGxaSzWnXQuInXYxrcQjm/Zq//O3U8hUVaOqwP+8cQrLL52Rqy2TQayhIyIis2CAbGJ9obieDW7xa90k2rtDGQ8ROmwCZlZ59e4RybrhUvfwAyvMKhkM20UtK+y0i5he6Tnn623rCmasfQ7FZLR1hs753yAiIiLrY4BsAoqaenAuqGeHO0c4OFde4kBjTWqJhA/TJ5XAbjN3b+GzOVOywi57fturzarywuO0DRske5w2zKo+9yCciIiIrI8BcoGF4zKOpk2cC6C1M4hIfPiDcwKA8yeV6IfmkpnhKq+zaBPmxurs9mp11d6C3oZrL56KDb9+e9j/JwjAtfOmFmwvRERExcAD0dlhgJwnqqqiMxDT64T/2tqFd1/uwsmeMDI1l3M7xMG+wolOErOqvSix0MG5JJsowO1IjmPWvoqioGe4BUEoeIDvc9nx5G0L9S4WqqoFxh6nDU/etpAH9IiIaNwzy4FoswfqjAhyIC4rONYVGiyRSGSG+0c5OFdf49XLIxprfJhSYa2Dc0mCICQCYTFjezWzuHRWJfY2LcbiTS/jdF8Ek8vc2PHlDzE4JiKiCcHIgeh8BrFmCdQzYVRgUH84rg/YaPUHcKQjgPauEKQMB+fsooCZVR7UulVc0jAFjTVe1Nf4UF5irYNzqRw2UcsOO0S9briY5R6BqITekFav3RuKIRCVRhz84XXZUeFx4vT/3979BkV5nnsc/+0uAsKCiLRpqaIox5Y0PWYoITMVtTnDDO3UTKJCUCa0Skc77Ykp49QhSavGiCR9oTkZbFK1UzPTTDpVm6Yz7XQmjWlUYiIJHbWxJEYrJvG/Qaq78nf3Pi+QdWmWuCC7zz67388b5OFG7uXyWS9urr2uf3crKy2Z5BgAgBDqymbq6b8cUV3ZzLDWjyShjvXORWQGw/Abo7Od3YFa4eMXBoZsXLjaM+znZKYmacb10+AZ119Al5edpnEup06cOKEZMyZH8RGMjeBJdIMlE/85lrn5g0v6VfPAT4HR/sfO4A8AACJjdkGOssu+qMIw/2+P9VPhkSBBltTd59PJS9cHbFy4MXGuqy90SzCHpC9NHH+jt/D1uuEct/1eOBfM6XBc7ygxUCqR7BroMHEzz+w5prfbL8vb0x/VBJnBH8OL9douAED8ifVT4ZFIqOzBGKNPvL1DJ85d8Oh0Z5eGqZBQapIzUCs80FItXdNz3BqfbO/Ew+lwKGXcQHnESJLhUDzXE1RPT+gfKCKFwR/Di6ef4gEAiLaESZBX7zqsExe96uzqG3ZNjjs58KK5GdeT4tys8UMmttnRWCbDsYTBH8OLp5/iAQCItoRJkFs/7Az82eV0aGp2mqZfb6VWcL1EYkKafV84FywweOP6i+hSkux92j0cBn8AAIBISJgEeVHRlwKnw3nZaXFxgirdeBFd6riBF9EFT6KLdwz+AAAAkZAwCfL/3lNg9RbGRPDpcGqSK24S/dFg8AcAAIgEMogYNs7lvF4m4QoM4rBzl4xIYPAHAAAYa2QRMSLJ6QycCg++oC5RSiVuFYM/AADAWCKTsMBgV4ngk+GkGB3NDAAAkGhIkKMgOcmp9GSncjJS4rqrBAAAQDwgQR5jg6USg6OZB0slrp5LUmZqfLSRAwAAiGckyLcgeDRz6jhXXJVKNH9wSb9qHpjEZsXACU9Pvzqv9UqSOq/1ytPTLze1xQAAIArIOEYgUQZwSNIze47p7fbL8vb0Rz1Bfru9I9C6TZLOXenW3Y2v6vllJbprWnZU9wIAABIPCfIwgkslBl9Ml0hdJTw9viFvo/d1+7V0R4u8QV/XGMnb49PSHS1qeayMLhUAACCiyDR0o1RisEwinkol7OZPh8/ImNAfM0b605EzqrorL7qbAgAACSUhE+REKpWwm/ZPvIHSiv90rden9kvXorwjAACQaBImQc5OT07IUgm7mTYpXWnJrpBJclqyS9Ny0izYlfXcKa4hbwEAQOQkTB1BVlqyxie7SI5j3PxZuRpumrbDIc3/79zobihG1JXN1De//DnVlc20eisAAMS9iCXIhw8fVk1NjSTp1KlTWrJkiaqrq7Vu3Tr5/X5J0pYtW1RRUaHFixfryJEjY7YW9uVOSdLzy0qUnuIKJMoOh5Se4rp+PWF+6THE7IIcPb+sxJKWewAAJJqIJMjbt2/Xz372M/X09EiSnnzySdXV1enFF1+UMUZ79uzR0aNH1dLSol27dmnz5s1av379mKyF/d01LVstj5XpC5mpkqQvZKaq5bEyWrwBAICoiEiCnJeXp6ampsD7R48eVUlJiSRp7ty5OnDggFpbW1VaWiqHw6Hc3Fz5fD51dHTc8lrEh/SUJGWlJUsaKI+xy8kxtcIAANhfRLKO8vJyffzxx4H3jTFyXP99eXp6uq5evSqPx6OsrKzAmsHrt7p2OG1tbWP6GEequ7vb8j2MRE93d+DtzfZtt7WR/LsXzEyV6RuvBTNTx3zPGD273X8YivjZG/Gzt3iPX2FhYcjrUTmWczpvHFR7vV5lZmbK7XbL6/UOuZ6RkXHLa4cz3DcgWtra2izdw0hHR6e8cklSr1JSU2+673DXenr61eU/I0nq8js1Zfp/feb46EjsIdJ/d2GhVP0/N/3yo9ozRs/q+w+3hvjZG/Gzt0SNX1S6WNx+++06ePCgJGnfvn0qLi5WUVGRmpub5ff7debMGfn9fmVnZ9/yWoT2zJ5jev39i/q/V49Z8vXfbu/Q3Y2v6tyVgVPTwfHRb7d3WLKfWEA5BgAAsSkqCXJ9fb2amppUVVWlvr4+lZeX64477lBxcbGqqqq0cuVKrV27dkzWIjSrRkcPfM0b46MHp+QFj4/29vRHfU+xgNZtAADEpoiVWEyePFk7d+6UJOXn5+uFF1741JqVK1dq5cqVQ66NxVrEFsZHhza7IIe2bQAAxKCEGRQC6zA+GgAA2AkJMiJucHx0KHYYH02tMAAAiYUEGRFn9/HRdWUzVfyl8dQKAwCQIEiQEXF2Hx89uyBHG8q+SL0wAAAJggTZxpo/uKSlO1r0xvFLlu3B09Ovzmu9kqTOa73yDNORgvHRAADALkiQbcxuvY3tOj4aAAAkFhJkG6O3MQAAwNgjQcaohNPbGAAAwI5IkDEqdu9tTOs2AAAwHBJkjIrdexsz5hkAAAyHV0lhVObPytWGP/8z5Mfs0NuYMc8AAGA4nCDHmFho3RYOu/c2BgAAGA4JcoyxunXbSNDbGAAAxCMS5Cho/uCS1rx6NqxTYStbt40GvY0BAEC8IUGOgmf2HNM7p7tscSoshT8dDwAAIB6RIEeBnU6FRzodL1bQtg0AAIwVEmQE2Hk6Hm3bAADAWKFgFAHhTMeruisvupsKE23bAADAWOEEGQF2n44HAAAwFkiQEWD36XgAAABjgQQZAfNn5QaGfvwnO0zHAwAAGAskyAkg3LZtTMcDAAAgQY57I23bxnQ8AACQ6EiQ49ho27bFynQ8ehsDAAArkCDHsXDatsUyehsDAAArUFQax+zeto3exgAAwAqcIMcx2rYBAACMHAmyTYXTmYK2bQAAACNHgmxD4XamoG0bAADAyJEg28xIO1PEWts2OlMAAIBYR4IcQ8IpmxhNZ4pYadsm0ZkCAADEPn7HHiPebu/Q0h0tga4Tg2UTzy8rGXLaS2cKAACAyOIEOcLCORUeSdkEnSkAAAAiiwQ5gsJ9Md1IyiboTAEAABBZJMgRMpJT4ZGUTdCZAgAAILJIkCNkJKfCIy2biLXOFAAAAPGEBDlCRnIqPJqyiVjqTAEAABBPSJAjZCSnwnYvm6C3MQAAiCdRzbzuv/9+ZWRkSJImT56sqqoqbdy4US6XS6WlpXrooYfk9/v1+OOP6/3331dycrIaGho0depUHTp0KOy1sWD+rFxt+PM/Q34s1KnwYNlE2ea9Ovvvbn0hM1WvrpoX88mxNNDbePv+f2n5nOlWbwUAAOCWRS376unpkST95je/CVy777771NTUpClTpmjFihU6evSoTp8+rd7eXv3ud7/ToUOH9NRTT+m5557TunXrwl4bCwZPhQd7GxszkBinJQ9/KjxYNnH23922KpugtzEAAIgnUcvA3nvvPXV1dam2tlb9/f1auXKlent7lZeXJ0kqLS3Vm2++qYsXL2rOnDmSpDvvvFPvvvuuPB5P2GtjiZ1PhQEAABJV1DK11NRUff/731dlZaXa29u1fPlyZWZmBj6enp6ujz76SB6PR263O3Dd5XJ96tpnre3v71dS0qcfVltbW4Qe2c2Nd/oDbz/81wefubanuzvw9mZ7jtRaSXL6egNvrfzexYruML9viE3Ez96In70RP3uL9/gVFhaGvB61BDk/P19Tp06Vw+FQfn6+MjIy1NnZGfi41+tVZmamuru75fV6A9f9fr/cbveQa5+1NlRyLA3/DYiGlFcuSepVSmrqTfcRC2sl6bFxnwvUFRdSPqG2tjZL/w3h1hA/eyN+9kb87C1R4xe1Lha7d+/WU089JUk6f/68urq6lJaWpg8//FDGGDU3N6u4uFhFRUXat2+fJOnQoUOaOXOm3G63xo0bF9ZajI3ZBTl6flkJtcUAACDhRO0EuaKiQo8++qiWLFkih8OhxsZGOZ1O/eQnP5HP51NpaalmzZqlr33ta3rjjTe0ePFiGWPU2NgoSVq/fn3YawEAAIDRilqCnJycrE2bNn3q+s6dO4e873Q69cQTT3xq3Z133hn2WgAAAGC0GBSSIBjmAQAAEB4S5ARRVzZT3/zy51RXRp02AADAZ6Ehb4JgmAcAAEB4OEG2McomAAAAxh4Jso1RNgEAADD2KLGwMcomAAAAxh4nyDGGsgkAAABrkSBHwUiSXsomAAAArEWJRRTUlc3U0385ElbSS9kEAACAtUiQo2B2QY6yy76oQhJfAACAmEeJBQAAABCEBBkAAAAIQoIMAAAABCFBBgAAAIKQIAMAAABBSJABAACAICTIAAAAQBASZAAAACAICTIAAAAQhAQZAAAACEKCDAAAAARxGGOM1ZuItNbWVqu3AAAAgBj09a9//VPXEiJBBgAAAMJFiQUAAAAQhAQZAAAACEKCDAAAAAQhQR4Dhw8fVk1NjSTp6NGjqqioUHV1tTZs2CC/3y9Jeumll1RZWamFCxfqF7/4hSSpo6NDtbW1qq6uVl1dnbq6uix7DInsZvHbt2+fampqVFNTowcffFCFhYU6ceKETp06pSVLlqi6ulrr1q0LxBrRFc799+STT6qiokIPPPBA4EW73H+xIZz4NTQ0aOHChaqpqdHhw4clifvPYn19fVq9erWqq6tVUVGhPXv2DBuTLVu2qKKiQosXL9aRI0ckET+rjSR+0kC85s+fH3g/IZ4/DW7Jtm3bzPz5801lZaUxxpgFCxaY1tZWY4wxmzdvNi+//LI5deqUqaioMF1dXcbn85mnn37a9Pb2mg0bNpjf//73xhhjtm7danbs2GHVw0hY4cQv2Pbt282mTZuMMcb84Ac/MG+99ZYxxpg1a9aYV155JYo7hzHhxa+trc1UVlYav99vTp48aRYsWGCMMdx/MSCc+L322mumtrbW+Hw+88knnwTix/1nrd27d5uGhgZjjDEdHR1m3rx5IWPy7rvvmpqaGuP3+83p06fNwoULjTHEz2rhxs8YY/7whz+YBQsWmG984xuBz0+E509OkG9RXl6empqaAu+fP39eRUVFkqSioiK1trbqwIEDuuOOO1RfX68HH3xQRUVFGjdunFpbWzVnzhxJ0ty5c3XgwAFLHkMiCyd+g86dO6c//vGPeuihhyQNnHaVlJRIIn5WCSd+n//855Wamqre3l55PB4lJSVJEvdfDAgnfsePH9ecOXPkdDqVnZ0tl8ulixcvcv9Z7Fvf+pZ+/OMfB953uVwhY9La2qrS0lI5HA7l5ubK5/Opo6OD+Fks3PhJ0oQJE/TCCy8M+fxEeP4kQb5F5eXlgf9wJWnKlClqaWmRJP3tb39TV1eXLl++rHfeeUcbN25UU1OTGhoadOXKFXk8HmVkZEiS0tPTdfXqVUseQyILJ36DduzYoaVLlyo5OVmSZIyRw+GQRPysEk78kpKS5HQ69e1vf1vLli1TbW2tJHH/xYBw4ldYWKj9+/err69PH330kY4fP66uri7uP4ulp6fL7XbL4/Ho4YcfVl1dXciYeDweud3uIZ939epV4mexcOMnSffcc4/S0tKGfH4iPH+SII+xxsZGbd26VStWrNCkSZM0ceJEZWVlqaSkRG63W5MmTdKMGTPU3t4ut9str9crSfJ6vcrMzLR49wgVP0ny+/16/fXX9Z3vfCew1um8cfsQv9gQKn4vv/yycnJy9Ne//lV79uzRli1bdP78ee6/GBQqfqWlpSouLtb3vvc97dixQ1/96leVlZXF/RcDzp49q+9+97u67777dO+994aMSfB9Nng9IyOD+MWAcOI3nER4/iRBHmN79+5VY2Ojtm3bps7OTs2ePVtFRUVqaWlRT0+Prl27phMnTigvL09FRUXau3evJGnfvn0hJ7kgukLFT5KOHTum/Px8paamBtbefvvtOnjwoKSB+BUXF1uyZ9wQKn6ZmZlKS0uTy+VSenq6kpOT5fV6uf9iUKj4nTx5UpMmTdKLL76o5cuXy+FwKDMzk/vPYpcuXVJtba1Wr16tiooKSaGfE4uKitTc3Cy/368zZ87I7/crOzub+Fks3PgNJxGeP5NuvgQjMXXqVK1YsULjx4/X3XffrXnz5kmSFi1apCVLlsgYox/96EfKysrSD3/4Q9XX12vnzp2aOHGiNm3aZPHuMVz8Tp48qSlTpgxZW19frzVr1mjz5s2aPn26ysvLrdgygoSKn8/n09///nctXrxYPp9P9957r6ZPn879F4NCxa+np0f79+/X7t27lZKSorVr10ri/rPaL3/5S125ckXPPvusnn32WUnST3/6UzU0NAyJicvlUnFxsaqqquT3+4lfjAg3fsNJhOdPRk0DAAAAQSixAAAAAIKQIAMAAABBSJABAACAICTIAAAAQBASZAAAACAICTIAxImHH35Y27ZtC7zv9XpVXl6u9957z8JdAYD90OYNAOJER0eHFi1apO3bt6ugoEBr167VtGnTAuO1AQDhIUEGgDjy2muvadu2bVq1apWee+45/frXv9axY8fU0NAgScrKylJjY6PS0tK0du1anTt3TpcvX9bcuXNVV1enRx55RJ2dners7NTWrVs1YcIEix8RAEQfCTIAxJlHH31UBw8e1G9/+1vddttteuCBB9TY2KiCggLt2rVLH3/8sSorK/Xmm2+qsrJSPT09mjt3rg4ePKhHHnlEX/nKV7R06VKrHwYAWIZR0wAQZ+6//351d3frtttukySdOHFC69evlyT19fUpPz9fWVlZ+sc//qG33npLbrdbvb29gc/Pz8+3ZN8AECtIkAEgzuXn5+vnP/+5cnNz1draqosXL+qll15SRkaGnnjiCZ06dUo7d+7U4C8UHQ6HxTsGAGuRIANAnHv88cdVX18vn88nSdq4caNmzJihVatWqbW1VePHj9fUqVN14cIFi3cKALGBGmQAAAAgCH2QAQAAgCAkyAAAkvzfTwAAACtJREFUAEAQEmQAAAAgCAkyAAAAEIQEGQAAAAhCggwAAAAEIUEGAAAAgvw/i37K6hKw2akAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('whitegrid')\n", "sns.lmplot(x=\"Year\", y=\"Totals.Property.All\", data=state_crime_states, x_estimator=np.mean, aspect=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**There is a similar trend in this also. But here it shows mean from each state as compares to sum of all states in the previous case**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can make above plot for each state seperately also in form of grid by using `col` argument (means column)" ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('darkgrid')\n", "sns.lmplot(x=\"Year\", y=\"Rates.Property.All\",\n", " data=state_crime_states,\n", " col='State',\n", " col_wrap = 3,\n", " size=3,\n", " y_jitter=0.5,\n", " aspect = 1.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### pairplot\n", "The two plots which have shared x or y axis can be made using pairplot" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(state_crime_usa, x_vars=[\"Year\"], y_vars=[\"Totals.Property.All\", 'Totals.Violent.All'],\n", " size=3, aspect=2.5, kind=\"reg\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing only Texas, NY, Florida and California (4 famous states of USA) using 1 figure, but different colors. Use `hue` " ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "state_crime_four_states = state_crime[state_crime.State.isin(['Florida', 'California', 'New York', 'Texas'])]" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(207, 21)" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_crime_four_states.shape" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('darkgrid')\n", "sns.pairplot(state_crime_four_states, x_vars=[\"Year\"], y_vars=[\"Rates.Property.All\", 'Rates.Violent.All'],\n", " hue = 'State',\n", " size=4,\n", " aspect = 2, kind = 'scatter'\n", " );" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rate of both crimes per 1000 population is highest in Florida for most of the times. After year 2000, rates are lowest in NY" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Univariate Distributions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### distplot\n", "Univariate distribution of observations (combines seaborn's kdeplot with matplotlib hist with good default bins)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Distribution of crime rates in USA in the recent year only for all states" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970,\n", " 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981,\n", " 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992,\n", " 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003,\n", " 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012])" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_crime_states.Year.unique()" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Latest Property Crime Rate')" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plots a gaussian kernel density line also (smooth version of histogram)\n", "sns.set_style('ticks')\n", "plt.figure(figsize=(10, 5))\n", "ax = sns.distplot(state_crime_states[state_crime_states.Year == 2012]['Rates.Violent.All'])\n", "ax.set_title('Latest Property Crime Rate')" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5,1,'Latest Property Crime Rate')" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# we can fit distribution we want also. rather than default kernel density\n", "sns.set_style('ticks')\n", "plt.figure(figsize=(10, 5))\n", "ax = sns.distplot(state_crime_states[state_crime_states.Year == 2012]['Rates.Property.All'],\n", " kde=False, fit=stats.gamma)\n", "ax.set_title('Latest Property Crime Rate')" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/princegrover/anaconda3/envs/fastai/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6448: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "text/plain": [ "Text(0.5,1,'Latest Population Distribution')" ] }, "execution_count": 126, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# rug=True makes ticks for each observation\n", "sns.set_style('ticks')\n", "plt.figure(figsize=(10, 5))\n", "ax = sns.distplot(state_crime_states[state_crime_states.Year == 2012]['Population'],\n", " kde=True, rug=True)\n", "ax.set_title('Latest Population Distribution')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**A few states have very small population**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### kdeplot\n", "Kernel density estimate curve" ] }, { "cell_type": "code", "execution_count": 166, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/princegrover/anaconda3/envs/fastai/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6448: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# bw is like smoothing paramter for kernel line (basically think of bin size of histogram)\n", "# shade = True, fills are area of density plot\n", "x = state_crime_states[state_crime_states.Year == 2012]['Population']\n", "plt.figure(figsize=(10, 5))\n", "sns.distplot(x)\n", "sns.kdeplot(x, shade=True)\n", "sns.kdeplot(x, bw=500000, label=\"bw: 500k\")\n", "sns.kdeplot(x, bw=1000000, label=\"bw: 1M\")\n", "\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### boxplot\n", "Boxplot to show distributions with respect to categories" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "state_crime_states_2012 = state_crime_states[state_crime_states.Year == 2012]" ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 174, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(4, 6))\n", "sns.boxplot(y='Population', data=state_crime_states_2012, width=.6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bivariate Distributions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### jointplot" ] }, { "cell_type": "code", "execution_count": 184, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/princegrover/anaconda3/envs/fastai/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6448: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n", " warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plt.figure(figsize=(12,6)) # doesn't work here\n", "sns.jointplot(x=\"Rates.Violent.All\",\n", " y=\"Rates.Property.All\",\n", " data=state_crime_states_2012,\n", " size = 7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**In 2012, overall violence crime rate is generally in low range of 200-500 per 100,000 poplulatation. But property crime rate is varying from 2000 to 4000 for different sates. **" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### pairwise \n", "Pairwise bivariate distribution in a dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Is there relationship b/w different crime rates in different states of USA in 2012?" ] }, { "cell_type": "code", "execution_count": 193, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(state_crime_states_2012[[ 'Rates.Property.Burglary',\n", " 'Rates.Property.Larceny',\n", " 'Rates.Property.Motor']], size = 3);" ] }, { "cell_type": "code", "execution_count": 203, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# can add hue = if want to add colors to categories\n", "# can add columns of interest in vars also\n", "sns.set_style('ticks')\n", "\n", "sns.pairplot(state_crime_states[state_crime_states.Year.isin([2010,2011,2012])],\n", " vars= ['Rates.Violent.Assault',\n", " 'Rates.Violent.Murder',\n", " 'Rates.Violent.Rape',\n", " 'Rates.Violent.Robbery'],\n", " hue='Year',\n", " size = 3,\n", " diag_kind='kde');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observations** In most of the states, the cases of violent robbery as relatively less. Across States, occurence of one type of crime is also correlated with most of other crimes, especially in property related crimes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting with Categorical data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### stripplot\n", "Categorical scatter plot" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "sns.set(style=\"whitegrid\", color_codes=True)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(6,20))\n", "sns.stripplot(x=\"Rates.Violent.All\", y=\"State\", data=state_crime_states, size=5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### swarmplot\n", "Similar to stripplot, but shows all points by spreading points in horizontal direction" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970,\n", " 1971, 1972, 1973, 1974, 1975, 1976, 1977, 1978, 1979, 1980, 1981,\n", " 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992,\n", " 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000, 2001, 2002, 2003,\n", " 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_crime_four_states.Year.unique()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "f = lambda x: 'new' if x.Year > 2000 else 'old'" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/princegrover/anaconda3/envs/fastai/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] } ], "source": [ "state_crime_four_states['old_new'] = state_crime_four_states.apply(f, axis=1)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "old 159\n", "new 48\n", "Name: old_new, dtype: int64" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_crime_four_states.old_new.value_counts()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "sns.swarmplot(x=\"State\", y=\"Rates.Property.All\",\n", " data=state_crime_four_states, \n", " hue='old_new',\n", " size=5);" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "sns.swarmplot(x=\"State\", y=\"Rates.Violent.All\",\n", " data=state_crime_four_states, \n", " hue='old_new',\n", " size=5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observation:** New York has very low property and violent crime after 2000. Texas still has high relative property crime rate.\n", "California has also done a good job to reduce crime rate " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### boxplot (multicategories)\n", "Boxplot for quantiles (for multiple categories)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Same data as above to explore boxplot and violin plot" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "sns.boxplot(x=\"State\", y=\"Rates.Property.All\",\n", " data=state_crime_four_states, \n", " hue='old_new', dodge=True);" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# can also do dodge=False\n", "plt.figure(figsize=(10,5))\n", "sns.boxplot(x=\"State\", y=\"Rates.Violent.All\",\n", " data=state_crime_four_states, \n", " hue='old_new', dodge=False);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### violinplot\n", "Similar to boxplot, but also shows distribution of data" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmcAAAE8CAYAAACFExa4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvFvnyVgAAIABJREFUeJzs3Xl8E3X+P/DXZ3I3SS9KOVpARORSREBBxVtkdfFAVq4F1mNdQKniCnKsXCpFVvG7K4cooiKKCnjxUxHBixWRo1hBLuWmlLb0TtKkOWZ+fyQzTa80KZlk0ryfj8c+tk0myaeYzLzy/lxMEAQBhBBCCCFEEbhoN4AQQgghhNSgcEYIIYQQoiAUzgghhBBCFITCGSGEEEKIglA4I4QQQghREApnhBBCCCEKoo52A8IlJycn2k0ghBBCCAlav379Gry9xYQzoPE/khBCCCFESQIVlahbkxBCCCFEQSicEUIIIYQoCIUzQgghhBAFoXBGCCGEEKIgFM4IIYQQQhSEwhkhhBBCiIJQOCOEEEIIURAKZ4QQQgghCkLhjBBCCCExbefOnZgzZ0692//0pz9FoTUXjsIZIQrm8Xii3QRCCCER1qK2byKkJVm+fDm2bt2KhQsXolu3btFuDiGEKEZZWRmmTZsGh8MBg8GAYcOGSfctXLgQv/zyCy655JKAzzFjxgxotVqcOnUKHo8HK1asgEajwaxZs1BUVAStVovs7Gy8/vrrGDx4MAYMGICBAwfi3XffRUZGBiZNmoTVq1fL8vdR5YwQhdq0aRNcLhdOnjwZ7aYQQoiirFixAsOGDcO7776Lu+++GytWrAAAHD58GKdPn8a6deswduzYJp+nV69eWL16NTp37oyff/4Z69atQ/fu3bFmzRr84x//wLJly3DTTTdhx44dOHToEFq3bo2dO3fi559/xnXXXSfb30eVM0IUzu12R7sJhBCiKMePH8e4ceMAAFdeeSVOnDiBPn364Pjx4+jVqxcAoGfPntDr9QGf59JLLwUApKeno7q6GseOHUNubi62bdsGQRCQnJyMAQMGYNWqVUhMTMTEiRPx9ddfIzU1VXp9OVA4I0ThXC5XtJtACCGKctFFF2Hfvn3IzMzE3r170aFDBwBAp06d8OmnnwIAjh07hurq6oDPwxir97zdu3fHqFGjcOLECezduxdarRaJiYn44YcfsHLlSnz44YeoqKhAly5d5PnjQN2ahCgeVc4IIaS2iRMn4pNPPsGYMWOwceNGPPnkkwC83ZR9+/bF/fffj9dffx0JCQkhPe+IESOwY8cOjB07Fk8//bRUWbvhhhsgCAJ0Oh26deuG7t27h/1v8scEQRDkevJff/0VL730EtasWYMDBw5g4sSJuOiiiwAAo0ePxp133omlS5fi+++/h1qtxqxZs9C7d2+cOnUKM2bMAGMMXbt2xdy5c8FxgXNkTk4O+vXrJ9efQkjE3XXXXQCAMWPGYPTo0VFuDSGEkHAKlFtk69ZcuXIlNm7cCIPBAAA4ePAgHnzwQTz00EPSMQcOHMCuXbuwfv16nDt3DllZWfjoo4+wcOFCTJkyBQMGDMCcOXPwzTffYPDgwXI1lRBFczqd0W4CIYTErFdffRU//fRTrds6d+6MZ599Nkotapps4axjx45YsmQJnn76aQDAb7/9hhMnTuCbb75Bp06dMGvWLOTk5GDQoEFgjKF9+/bweDwoLS3FgQMHcPXVVwPwlhK3b99O4YzELQpnhBDSfJMmTcKkSZOi3YyQyBbOhgwZgry8POn33r174/7778dll12GV199FcuWLYPZbEZycrJ0jNFohMVigSAI0iA98bZg5OTkhPePICRKeJ6Xfj579iy9twkhJI5EbLbm4MGDkZiYKP383HPP4dZbb4XNZpOOsdlsMJvNtcaX2Ww26XFNoTFnpKVwOBzSz2azmd7bhBDSwgT60h2x2ZoPP/ww9u3bBwDYsWOHNKPixx9/BM/zyM/PB8/zSE1NRc+ePbFz504AwLZt29C/f/9INZMQRfCf/t3UVHBCCCEtS8QqZ/PmzcNzzz0HjUaDtLQ0PPfcczCZTOjfvz9GjhwJnuelTUunT5+O2bNn4+WXX8bFF1+MIUOGRKqZhCiCf+XM/2dCCIknj05+AqWlpWF7vtTUVCxf+t+QHjNu3DjMmzev1rpmx44dw7x587BmzZqwtc2frOEsMzMT69atA+Bde+SDDz6od0xWVhaysrJq3da5c2e8++67cjaNEEWz2+0N/kwIIfGktLQUXOafwvd8eV+F7bnkRDsEEKJAFM4IISTyXC4XZs2ahTNnzsDj8eDBBx+U7isqKsLUqVMhCAJat24tazsonBGiQFVVVQ3+TAghRD4ffvghUlJS8OKLL8JqteK+++6DVqsFALz11lsYOnQoRowYgS+//BLvv/++bO2g7ZsIUSD/QOY/o5kQQoh8jh07hquuugoAYDKZ0KVLF5w+fRoA8Mcff6B3794AgL59+8raDgpnhCiQ1WqVfrbb7bXWPSOEECKPLl26YM+ePQC85+Hff/8dmZmZAICLL74Yv/zyCwBg//79sraDwhkhClRTLWMQBIG6NgkhJAJGjBiB8vJyjB49GuPHj8fkyZPRqlUrAMATTzyB7777DuPGjcO3334raztozBkhCiRWzpjWBMFpgdVqhclkinKrCCEkslJTU8M6wzI1NTXg/VqtFosWLap127Bhw6SfX3/99bC1JRAKZ4QokLhlGac1w+O0wGKxoG3btlFuFSGERFaoa5K1FNStSYgC1YQzU63fCSGEtHwUzghRoIqKCgDeyhkAVFZWRrM5JAaUlJTA6XRGuxmEkDCgcEaIAlVUVICpdGAqvfQ7IY0pLi7GAw88gPnz50e7KYSQMKBwRogClZf7wpmawhlpWklJCQBg3759UW4JISQcKJwRojAulws2mxVMrQfnC2fl5eVRbhVRMo/HE+0mEELCiGZrEqIwYhBjar3UrVlaWhrNJhGFc7vd0W4CIbJ47PHHUFpWFrbnS01JwbJXloXt+eRC4SyCysvL8eQ//4mBAwZgwoQJ0W4OUagy34mIqQ0Apwbj1NJthDSEwhlpqUrLyqC7JXybjJd+ez5szyUn6taMoLy8PBSfP4/PP/882k0hCiaOH+LUBjDGALVBuo2Qhrhcrmg3gZAW4+OPP8YTTzyBCRMm4I477sDHH3+MI0eOYNy4cRg3bhyysrJgsVjw6KOPSts4DRkyBFu2bAEAPPTQQygsLLygNlDlLIJoXAgJhtiFydQGAACn1qOi4jxcLhc0Gk00m0YUisIZIeFltVqxatUqnDx5EhMnTkRiYiKys7NxySWXYP369XjjjTdw++23Y9u2bUhOToZOp8P27dsxcOBAVFdXo02bNhf0+hTOIoi6HkgwiouLAQBMk+D9f7X3/0tLSy/4A09aJlrfjJDw6t69OwCgXbt2cDqdOHbsmLRUjcvlQufOnfHQQw/h0UcfRUpKCh555BG89dZb2LZtG26++eYLfn0KZxFE325JMMRwxomVM19IKy4upnBGGuR/bhEEwdsdTghptrqfoc6dO2PRokVo3749cnJycP78eSQlJUGv12PTpk1YsmQJNm/ejNWrV+Oll1664NenMWcRROGMBOP8+fMAWL3Kmfd2Quqrrq6WfqbzDCHhN2/ePEyfPh1jxozB4sWL0a1bNwDArbfeCrvdjuTkZAwaNAgOhwMdO3a84NejylkE0UmTBKOoqAhMbQBj3u9OnMYIgMIZaZzD4ZB+ttvt0Gq1UWwNIeGTmpIS1hmWqSkpTR5z3333ST/rdDp8++23AIA1a9bUO3bMmDEYM2YMAGDUqFEYNWpUWNpJ4SyCqOuBNMXj8aCkpARMlyrdxrTecFZUVBStZhGF8w9n/lU0QmJdLKxJJgfq1owg/5MmTQ4gDSkuLgbP81K1DKgZc0bhjDTGbrc3+DMhJDZROIsg/3BG325JQ8QA5h/OGKcBU+kueN0c0nJVVVVJP1M4IyT2UTiLIApnpCliAOO0plq3M40RhYWF4Hk+Gs0iCucfyPyDGiEkNlE4iyD/cSH+PxMiOnfuHABvGPPHaU1wu920UwBpkM1mk36mcEZI7KNwFkF1Z1QRUldBQQGA+pUzTmOqdT8h/qxWa4M/E0JiE4WzCKJBu6Qp586dAxgnbd0kEsOaWFkjxB+FM0JaFgpnEUSDdklT8s+dA6cxSmuciZiWKmekcRaL1e9nSxRbQggJBwpnEeQfzvzHiBACeC+qNqsVTGuudx+n8d6Wn58f6WYRhXO73bDbq6RqK4UzQmKfrIvQ/vrrr3jppZewZs0aHDp0CM899xxUKhW0Wi0WLVqEtLQ0PP/889i7dy+MRu8A6OXLl8PlcmHq1KlwOBxIT0/HwoULYTAYmng15fMPZzRol9QldlnWHW8GAEytB+PU1K1J6hHDGKdNhMdtR2VlZZRbRAi5ULJVzlauXIlnnnlGWjJiwYIFmD17NtasWYPBgwdj5cqVAIADBw7gjTfewJo1a7BmzRqYzWYsX74cQ4cOxdq1a9GzZ098+OGHcjUzovy/0dK4EFKXWBUTq2T+GGNgGhPy8/MhCEKkm0YUrKKiAgDAac0AmPQ7ISR2yRbOOnbsiCVLlki/v/zyy+jRowcA7xY1Op0OPM/j1KlTmDNnDkaNGoUNGzYAAHJycnD99dcDAG644Qb89NNPcjUzomjQLglECmcNVM7E2x0OB8rLyyPZLKJwYhhjah2YWkfvD0JaANm6NYcMGYK8vDzp9/T0dADA3r178e677+K9995DVVUVxo4diwcffBAejwfjx4/HZZddBqvVCrPZWz0wGo1Bj6HIyckJ/x8SJm63G9XV1WAaIwSXDSdOnFB0e0nk/fbbbwDECgjgKMwFAOjb9Kl1+3fffYdOnTpFoYVEifbv3w/A1/Wt0qO0tJTOLYTEuIhufP7ll1/i1Vdfxeuvv47U1FQpkInjyQYOHIjDhw/DZDLBZrNBr9fDZrMhMTExqOfv16+fnM2/IOLioZw2ER6XDVqtVtHtJZH33nvveZfR8O2l6bac9t7hC2fijE2z2UzvHSIRvwQzlR5MrYfTVo5evXpBr9dHuWWEkEACfYmK2GzNzz77DO+++y7WrFmDDh06AABOnjyJMWPGwOPxwOVyYe/evejVqxf69u2LH374AQCwbdu2FnEhEgfpcloTwDgatEtqEQQB+fn54DSmestoiMTK2dmzZyPZNKJwZWVlAABObQBTewMZdW0SEtsiUjnzeDxYsGAB2rVrh6ysLADAVVddhccffxx33XUXRowYAY1Gg3vuuQddu3bFpEmTMH36dKxbtw4pKSlYvHhxJJopK2lciEoHptLRoF1SS2VlJWw2G9SmjEaPEcMZLadB/JWWlgLwdmtyvuU0SktL0bZt22g2ixByAWQNZ5mZmVi3bh0AYNeuXQ0e88gjj+CRRx6pdVtaWhpWrVolZ9MiTvwm6x0XokNZGX2zJTWkPTUbmQwA+LqtODWFM1KLWDljaoO01pl4GyEkNtEitBEihTPfuJDqagdtfk4kNTM16y+jIRKX0zh37hwtp0EkJSUlYCotGKeSujXFMa6EkNhE4SxCpHEhGr10AqVvt0TU1DIaIk5rhtPplLqyCCkpKZEqZpzaO5mE3h+ExDYKZxEijQtR1R4XQgjgvztA45Uz7/3e8EZdmwQAHA4Hqqpqtm6iyhkhLQOFswipGbRbMy6EwhkRnTt3zruMhjrwNmVieKNtnAhQE8KkcKahcwshLQGFswjxjgvR+caFGKTbCAG8YYvTGBtdRkPENN7KWUFBQSSaRRROPIfwzko4CnPBmApMpaNzCyExjsJZBAiCgOJiv3EhvkVG6QRKAO9WXlarVQpegYjdmlQ5I4BfOKu2SIsWM7UBxcXFNGmEkBhG4SwCbDYbqqsd0srvVDkj/sQqWFOTAQDfe4dxKCwslLtZJAZI3ZqMSbcxTQKqq6ths9mi1SxCyAWicBYBxcXFAGpmUjG1HmBMup3ENzFocUFUzhhj4DRG6tYkAPy+4PmFM/E8Q1/+CIldFM4iQAxh4mBd5hv4XVRUFM1mEYUQwxnTGoM6nmlMsFgsqKqqkrNZJAbUBDD/yhlV5gmJdRTOIuD8+fMAAE5Tc/Hl1AkoLS2F2+2OVrOIQogh3f/9EYh4nPi+IvGrpKQEYBz8wxlHwyYIiXkUziJAvPiKY868PxshCAKdQIlft2awlbOEWo8j8UtagLYmm9FSPYS0ABTOIqChyoj4M3VtkuLiYjBOA6bSBnW8ONuXKmfxzePxoKysrN7aeDThiJDYR+EsArwBjNU6iTIKZ8Tn/PnzTS4+60+snNGEkvhWWVkJnuelbkwRRwvREhLzKJxFQGFhoXd6e9E+OApzAVDljHg5HA7YbLZaXd5NEWfjUTiLb3V3B5BwWoBxVDkjJIZROJOZ0+lEWVkZOI0RbstpaaFIzjczj5ZEiG/iBbRu9SMQmo1HAKCsrAxAzX6aIsa8VXrxfkJI7KFwJrPGZuIxX/WDKmfxTap+hFA5oy16CFATzrg64QzwBrby8nLwPB/pZhFCwoDCmcykNazqhjPfHps04y6+ieOCQhlzJh5PlZH4VlM5q//e4dQGeDweWCyWSDeLEBIGFM5kJi2T0MDWPJzGiOLiYlrrLI6Vl5cDqN811RSm1sNut8PhcMjRLBIDAr13mEpf6xhCSGyhcCazxipnAMC0Jt+m6DSwO16JF09OFXo48388iT9SOGvgvcPUulrHEEJiC4UzmQXaN1Ech0Zdm/GroqICQM3FNFhMpav1eBJ/Ar13qHJGSGyjcCazwsJCgHENdj2I4YxmbMYv6QKrCjGc+d5PFM7iV3l5OZhKC8bqn8bFwEbvD0JiE4UzmRUWFoLTGMEYq3cf81XTqHIWvywWC8AYwGlCepy4mwAN+I5flZWVQCOhXgz7lZWVkWwSISRMKJzJqKqqChaLRQphdYlrnVE4i18WiwVMpWswvAciXnwpnMUnnudhsVjAUTgjpEWicCajxtY4E3k3LGa01lkcs1gsYCFWzQCAcd7KmdVqDXeTSAyoqqoCz/ONdoeL3ZoUzgiJTRTOZCTN1NQ2Es4YB6ZOQAFVzuJWVVWVd7udEDGVN9DZbLZwN4nEAKliqmr4vUPhnZDYRuFMRjUzNRsOZ+J95WVlcDqdkWoWUQin0wm32y0FrYYIgtDg7WK1raqqSpa2EWUTwxlrNJypwDg1dXsTEqMonMno/PnzAAKHM3H9M1rrLP7Y7XYAAOPU9e7zOMohuOyA2w7rsS/gcdReEkEMZ+JzkPgiVsQaC2cAAE5DlTNCYhSFMxmJY8kC7ZtIa53FLylYNRDO7Ge3A/BWzQSnBY6z22sf4HsM7RAQn8TubBagS5yptBTOSIMEQaBzh8JROJNRUVGRd42zAKu/cxraAD1eiSfHupUz3m2H4KzdHcU7LeDdflUyxgFgdIKNU1I4C9Alzjgt7HY7bX5O6lm1ahVGjhyJU6dORbsppBGyhrNff/0V48aNAwCcOnUKo0ePxpgxYzB37lzphLF06VL85S9/wahRo7Bv376Ax8aa8+fPg6kTAi6TIHZril2gJH5I4wxZncoZ72n4AX63M8bAOBWqq6tlah1RMnGsYcCZvioNBEGgrm9Sz2effQae53Hy5MloN4U0QrZwtnLlSjzzzDPSxWPhwoWYMmUK1q5dC0EQ8M033+DAgQPYtWsX1q9fj5dffhnz589v9NhY43Q6UVFRIVXGGiPeT2PO4o8Yzhinat4TMBVNJIlT0kQQv8pZ3ckjNC6RNKWxCUck+mQLZx07dsSSJUuk3w8cOICrr74aAHDDDTfgp59+Qk5ODgYNGgTGGNq3bw+Px4PS0tIGj401YtgKNN4MAJjaez9VzuKPy+Xy/tDA9jtBYSq43e7wNYjEDP/KWWOTR8RwRsutEBJ76o9EDpMhQ4YgLy9P+l0QBKl7z2g0wmKxwGq1Ijk5WTpGvL2hY4ORk5MTxr/gwpw4cQIAwKmbCGecCkylw9mzZxXVfiK/33//HQAa3BsxKIyhqqqK3jdx6MyZMwC84xWrzmxD3ckjxi5/liaN5ObmUmWeNOj48eMwm83RbgZpgGzhrC6Oq7kA2Ww2JCYmwmQy1fpWZ7PZYDabGzw2GP369Qtfgy+QtKF1E5UzwFs9s1qt6Nu3b8jb+JDYVTPmrHnhjDEOjDFFve9JZGzZsgUAwPOeRiePiBNNOnXqhD59+kS8jUT5MjIy6PwRRYG+WEdstmbPnj2xc+dOAMC2bdvQv39/9O3bFz/++CN4nkd+fj54nkdqamqDx8aakpISAACnNjR5LNMYUF1dTd0PcaZmoktzAzmL2cky5MJIa+Q19mWO90jhjGb0ksbQhCLlilg4mz59OpYsWYKRI0fC5XJhyJAhuOyyy9C/f3+MHDkSWVlZmDNnTqPHxprS0lIAwVXOxAAnBjoSHy44nDEKZ/Gq5qIaYDIJhTPSBApnyhWwW3Pp0qUBHzx58uSA92dmZmLdunUAgM6dO+Pdd9+td0xWVhaysrJq3dbYsbFEDFosmMqZ75jS0lJ06tRJ1nYR5ZBmSjW7K5uB52m2VTyqrq72jlcN8NYRZwHTBZg0ht4bykWL0MqkrKwMYAxMpWvyWP9wRgghTamurq6/Pl5dvvtpuRXSGApnyhXw091UZYw0rqysDEylD2qAP6fWS48h8ehCql9UOYtHTqcTYIHXxxMrZxTOiD//oRC0Bp5yBQxn3bt3bzBciEtdHDp0SLaGxTJBELzhTN34huf+xMoZhbP4In22LiBf+c9sJvHDG86a+G/vu5/CGfHnPwZRWsyYKE7AcHb48OFG76usrAx7Y1oKu90Op9MJlbFVUMczX+WsvLxczmYRhakJVs1NZwKaP9OTxDKXy9X0zhK+ypq02DEhqL0oMYUz5Qr5a/e+ffswc+ZM3HjjjXK0p0UQQ5YYupoijkujcBZfLjicCQLU6mZu/URimndniMCnb3FxY9pFgvizWq3Sz7R8k3IFFc5sNhs++OAD3HPPPRg9ejQA4IMPPpC1YbFMrCpy6qYnAwDiLgEaqkbGGZXKF6yaub+dIPA1z0HiisfjaXqWL4Uz0gD/cBbs7jsk8gJ2ax48eBAffPABNm3ahMsvvxxjx47F8uXLsXDhwki1LyZJuwOogqucAQA4Hcp9jyPxQQxWgtDctcpiN5x9//33WPXmKvAeHrfffjv+9re/RbtJMcXj8YCpgxtz5vF4ItAiEiv8AxmFM+UK+Om+7777YLFY8Nlnn+HNN9/E/fffTwOQgyBWwJhKG/RjmEoHS2VlzdpXpMVTq33fjZobzgQBGo0mfA2KoC1btqC8rByVlZXY9NUmWkw3BIIgeP+9mqicMd94RApnxJ9/D43FYqHPnkIFTFrLly+H2+3Gvffei3/+85/YunUrhYcgiN9GGlrjrLF/P6bSwuPx0NTmOCIFK6GZF0/BE5OVM6fTicOHD0OVqIGuowk2qw0nTpyIdrNiRtA7S/jCG52ziT+xZwdMBUEQanVzEuUIGM5uueUWLFmyBJs3b8YVV1yBpUuXoqCgAPPnz8cff/wRqTbGHKlU7Fc58zjKIbjsgNsO67Ev4HHUHvzPfOPTqMwcP7Ra7/uj2d2aAg+dLrhxjUqSm5sLp9MJTZsEaNp4tzcT99IlTasJW03N1PXeT5UR4k8aE61LAkAT0ZQqqD7KlJQU/O1vf8Onn36KDRs2gOM4jB8/Xu62xSzxm4h/t6b97HaIs/IEpwWOs9trPYZx2lqPJS3fhVbOBN4Tk92a33zzDQBAl2GEtm0CmIrh2+++pRARqiBXUaHKGfEnrqep0iUDoHCmVCEPIOvZsydmz56Nbdu2ydGeFkGcniwGLt5th+CsXRHjnRbw7pouTKbS1HosafmkyhkfejjzVttib8xZQUEBfv75Z6iStFCl6MA0HLSZJhQWFFL1jJAIELcJ5PTJtX4nytLs0f20tVPjpHDmC1xo7OLrdzvjKJzFG6lLsjmVM967PIJeH8KMYAVYu3YteJ6H4dJkaYcEfVdv98p7771Hg9dD0WRBzHtAMFvIkfjh3b1GD6bxDimgcKZMzQ5nWVlZ4WxHi1JVVeUdjNvE3ne1+IIcrdgcP2oqZ6GvQyX4Ap34HLHgwIED+O6776BK0kKbWbO1mTpRC11HE06dOoUvvvgiii2MDTVhK7juSgpnRCQIAkpKSsBUBnC+bQMpnClTUOHsk08+qXfbr7/+GvbGtBR2ux2M04R0UhQrZzRbM35IlbNmdGvGWuXMZrPh//7v/wAAxivT6n02Ei5LBadVYfXq1Thz5kw0mhgzgt1ZQhxrRssfEZHNZkN1dTWYxgCm9lbOiouLo9wq0pCAi9C+/fbbsFqt+OCDD3D27Fnpdrfbjc8//xx//etfZW9gLLLb7QAL+E9bD+PUNY8lcUGj0UClUkEQmlE58wW6WAhnHo8HL7/8MgoLC2G4NBma1Ppt5vRqJFzZCtadRViwYAFeeuklmEymKLRW+Rhj3nDrN9Bfq9UiLS0NxcXFfhudUzgjtZ0/fx4AwKkTvNsLMo7CmUIF/NRedNFFDd6u0+nwwgsvyNGeFsHucEhhK2i+46urq2VoEVEqvV4vVcFC4nuM0pfSEAQBr7/+Onbt2gVNugGGnimNHqvLMEHfNQlnz57FggUL6LMQgFqtlipjWq0WEydOxGuvvYaJEyfWdHX7lmiRFjsmcU8MZ0xj9IZ8tUG6jShLwE/tTTfdhJtuugl33HEHunTpEqk2xTxndTXAGZs+0A9jVDmLR3q9HlWVjpAfJ45TMxgM4W5S2AiCgFWrVuHLL7+EKlEL09XpYFzgrv6Ey1LB29z47bffsGDBAsyaNSsmqoORplar4fEtPZKWlobBgwcDAAYPHowNGzagApDCWSwuVEzkIVXOfJMBOE0CysqK4XK5Ym7md0sXVL07Pz8fw4cPx2233YZbb71V+h+pTxAEb59+KJMBAIDzHl/TJUHigcFgaFblTFB45czj8WDJkiX47LPPoDJrkDioLTht058JxhhMV6VD0zYBv/zyC+bOnUtr/zVArVZLs3yLi4tyRyJGAAAgAElEQVSxZcsWAN5tscRuKnHSCF10iaiwsBAA4Lbmw1GYC6YxQhAEqp4pUFD17ueffx4zZsxA165daeZPE9xu34U2xHEeYpijcBZf9Ho90MiYs4bHEfkILgDKrJxZrVYsWrQIubm5UCVrkXhdO3C64L+sMBWDeWAbWHcX4eDBg5g6dSrmzJmD9u3by9jq2KLRaCA4vO8Jp9OJFStWYMOGDdJ7RQNIlTMKZ0QkhjNPVRHAGDRJnQEARUVF9PlSmKB3CLj55puRmZmJjIwM6X+kPukiGmrlzHe8FO5IXEhISIDAe+pt4dToOCIfweOWHq8kJ06cwJNPPonc3Fxo2iYg6Yb2IQUzEeMYTFenS2PQnnzySezatUuGFscmrVZba308p9OJ/Pz82iHeN2lEqdVVEnmFhYW+a423yMJpvJNuCgoKotgq0pCgwlm/fv2wcOFC/Pjjj9i9e7f0P1Kfy+WtaITarckYV+vxJD5Ila86XZt1xxGlpaXVul9pY84EQcCmTZvw1FNPoaCgAIZuyTBf0wZM3fyZgowxGC9vBVP/1rBX2/Hcc89h1apV9BlB/XDWEDHwx9JaeEReBQWF4DRGaesvpjX6bqdwpjRBdWvu27cPAHDw4EHpNsYY3nnnHXlaFcOkFc5D7f71hTOqnMUXcbC7wLtq7cUqjiMaPHiwNI5I08HvgbxyujUrKiqwbNky7NixA5xWBfM1baBtF9qEmEB0Hc1QJWph3VWETz/9FPv378dTTz2FDh06NP3gFkqn0zW97ZfCxyWSyLJYLLDZrFCZ2kOo9u6nSZUz5QoqnK1Zs0budrQYNeEsxIqBL8zR9jXxRQxXdXcJaHQckY9SKme7d+/GK6+8gvLycqjT9DD1T4cqIfxLN6iTdUi6JQO2X4tx7NgxTJkyBX/7298wdOjQuFzHyztW0RNwU3Nx/TwKZwQAzp07B8AbyHhfOGNqA8BU0n1EOYI6q509exYPPvggbr/9dpw/fx7jx49HXl6e3G2LSTwvjh0KtXLG6jyexANpzFgDMzYbHEfkI0S5cmaz2fDf//4Xzz77LCoqK5BwWSoSr28XUjCz7S+BbX9J0MczNQdTv3SYBqTDDQ9WrlyJZ555Ji6/9Qe1L2uM7SJB5JWfnw8A4LRm6TbGGDitCfn5+QGDPom8oMLZnDlz8PDDDyMhIQFpaWkYOnQopk+fLnfbYpIYrlio4QwUzuKRGM4ET4jjqHzhLBoTAvbu3YvHHnsMW7du9c7GvDmj1kbmwXKetcF51hby6+syTEi6LQOadgnYv38/Jk+ejE2bNsXVxaWm4tp4OFNKdZUog1Q509beeYPTmuFwOFBeXh6NZpFGBBXOysrKMGjQIADepD1ixAhae6gpIa84QkuUxKOai2xo4SwalTO73Y5ly5Zh7ty5KCkthaFHCpJuyoA6KfIDzjm9GuaBbWDq3xouwY3ly5djzpw5cbMVTc1EksbfNxTOiL+GKmf+v/tv0UiiL6hwptfrUVBQIH0z3rNnD80Akkk8ffsngbs1AxF4N1QqVcTWsDp8+DAef/xxfPXVV1AlapF0c3sk9EhpcsV/OTHGoOtoRtKtGdC0MSA3NxePTZ6Mbdu2Ra1NkSJVXANNCvAFN+rWJIAvfDEOTFO72i6GMzG8EWUIaoDIjBkzMGHCBJw+fRr33HMPKioq8J///EfutsW2kDOW9wG0yG98aW7lDLwbBoNB9vcLz/P46KOP8O6774LneegvTUJCj1QwlXLep5xBDfO1bVF90oKq/aV48cUX8csvv2DChAktNphI4UwIUDnzdZUbjeGbOUtikyAIyMs7C05rlpZtEjFfOKNx5MoSVDjr3bs3NmzYgJMnT8Lj8eDiiy9uVuXs448/xieffALAu8H3oUOHsHjxYvz73/9Gu3btAABZWVno378/5s2bhyNHjkCr1eL5559Hp06dQn69aBAvlkLo6azW40l8aHa3pseFhCRT0wdeAJvNhsWLF2P37t3gDGok9m8DTWtldpExxqDvnAhNawMsuwqxdetW/PHHH/jXv/4lnVtaksZm+fqjbk0iKisrg91eBbU5s959nDYRAIUzpQkYzmbOnBnwwQsXLgzpxe677z7cd999AID58+dj+PDhOHDgAKZNm4YhQ4ZIx3399ddwOp348MMPkZubixdeeAGvvvpqSK8VLTXT+kMMZ77uzHhcFiCeNbdbE4Jb1skAxcXFmDt3Lk6fPg1NugGmq9KbtdJ/pKlMGiTdmAHb/hKcOn4KT019CnPnzEW3bt2i3bSwkv7bewKFMyc4jqOlNAjOnDkDoCaI+ePUOjCVjsKZwgQMZ1dffbUsL7p//34cPXoUc+fOxd///nccOnQIq1evRu/evTF16lTk5OTg+uuvBwD06dMHv/32myztkINK5buAhTx2jK/9eBIXmlM5EwQBgsclW0Xk/PnzmDFzJooKC6HvkoiE3q1iqqLLVAymPmlQJ2lhyS3GM888g/nz56Nnz57RblrYSF2VAbo14XEhISEhpv7bEXmIwYvT1Q9ngHfcWUFBAZxOJ40nV4iA4WzYsGHSz7///jt27doFt9uNAQMGoEePHs1+0ddeew2PPfYYAOC6667DbbfdhszMTMydOxcffPABrFYrTKaaLhuVSgW32w21OnAvbE5OTrPbFC7SLFYhxCUxfGHOYrEo4u8gkSFOXw/UPVWP4AEgwOl0hv29Ul1djTdWrcL5oiIYeqQgoUdKWJ8/kvSdE8G0Klh3FWLu3Ll45JFH0KpVq2g3KyzEmXWBlmAReBc0Gj2dT4j0HmiocgYAnC4JHrt3V5K2bdtGsmmkEUGNOfv000+xdOlS3HbbbeB5HpMnT8akSZPwl7/8JeQXrKysxPHjxzFw4EAAwPDhw5GY6H3D3Hrrrdi8eTPMZjNstpr1j3iebzKYAd49QKOtueFM3AevdevWivg7SGRYLBbvDyGscyYGubZt24b9vbJ8+XKcLyqC7uJEGLonh/W5GyL37GRdhhHCla1h23semzdvxosvvtgihg6YzWasWbMmcKjnXUhJaUfnE4KPP/4YQIDKme/2xMREer9EUKAvTkGdpd566y2sX78eM2bMwKxZs7B+/Xq8/fbbzWrM7t27ce211wLwnpjvvvtuaYXvHTt2oFevXujbt680HT43NxeXXnpps14rGsQQKYRcOfPUejyJD8EM7K5HpjXO8vPzvUtlmDUwytyV6a5wgre7Idg9KPv6DNwV9XdBCBf9RWZoM434/fffsWPHDtleJ5KknoVGusMFQYDAu2v1QJD4derUKTCNEYxr+PrCaZOk44gyBJUEeJ5HSkpN90ZqamqzT9wnTpxAZqZ3xghjDM8//zwmT54MvV6PLl26YMSIEVCpVNi+fTtGjRoFQRCQnZ3drNeKBmndqUDbqjTEF+Zo8G58UavV0Gg08IQy5kymWXj/+9//IAgCDN2SZV+/zLKzUJozw1tdsOwsRMrt8m1kntAjBc48G77//ntcd911sr1OpIhjzhobqyjeTstokIqKClRUVEBlat/oMWLl7PTp05FqFmlCUOGsW7duWLBggdSNuWHDBnTv3r1ZL/j3v/+91u+DBg2Sdh/w9+yzzzbr+aNNpVJBpVIFXhyyAeLxkVpUlCiH3mCAzRF85Uyu3QHEE7M6Td6lF3iHG7zVBa1Wi7S0NO/G7lYneIcbnF6eyrHKrAXTqlrMxUcKZ411h/veI1Q5I+J7XtVIlybg3QCdqbQt5vPREgTVrfn8889Do9Fg1qxZmDlzJtRqNebOnSt322KWTqdrsHKm1WrRvn37hmfDCO6ax5K4YtDrQ+zWlKdyJo3FknkcmOARoNVqMXHiRLz22muYOHEitFotBI98rysIAiAILWY2tFqthk6na7xy5ltiIxp7rxJlEQMXp0tq9BjGGJg2EefOnYPLFeKC2EQWQX1N1ev1ePrpp+VuS4uh0+lgt9Z+g4sXo8GDB2PLli1YsWJFrfvFizOFs/hjMBgAIfhNh8X3SrhXv+/SpQu+//57uAqqoOrS+Ik8HNLS0jB48GAAwODBg7FhwwZUyfh67rJqCC4eXbp0kfFVIstkMqGkouF/NYF3SseQ+CaFM23gz7RKlwSXvRh5eXno3LlzJJpGAghYOROX0ujevTt69Ogh/U/8nTRMr9dLlTBR3YtRWlpa7Qf5ujVjebsZq9WKgoIClJWVRbspMUWvkMrZDTfcALVGA/vvFRBcIU5oCVFxsXfaPgBs2bJF1g3LBUGA/aD3PXnbbbfJ9jqRZjKZGl28WKBuTeJTUzlrvFvTe39SreNJdAWsnK1fvx6Ad9NjEjyDwQDw52vdJl6MxMpZcXExNH7jn4UY36S4oKAAjz76qFQSnzNnDq666qootyo2eCtnPATBA8aa7naTq3KWmpqK+4YNw7p162DNLYapf2vZZmw6nU6sWLECGzZs8I45czohVwec42gFXEV29O3bF71795bpVSLPaDQ2OltTXJqFwhk5ffo0mMbU6ExNEU0KUJaAlbObbroJL774Ik6cOBGp9rQIBoMBAu+utYaTeDGaMGECVqxYAaez9tIBsb4P3ldffeUNZr5r+caNG6PboBgihawgq2dydoGPGjUK3bp1g/OMVao2ycXpdCI/P7/eZyGcqvOsqNpfiuTkZDz++OMtarX8QMFL8I15pdma8a2iogKVlZVNVs2Amm5PcasnEl0Bw9mHH34Io9GISZMmYfTo0d5xIVVyjgxpGaSAVediG/BixMfuAN7S0lJ8/vnn4PQqpN59EdSt9cjNzcX+/fuj3bSYIIazoLs2ZQzyGo0G//rXv9C2bVvYj5Sj6kCp7AvFyqU6zwrr7iLo9XrMmTOnxewOIBKDF9PUDmCc1gzmW6eEKmfxTQxaqgCTAURMracZmwoSMJxlZGTg0UcfxVdffYUZM2bg4MGDGDp0KGbNmoW9e/dGqo0xRwxYIe2X6HHWemys4HkeS5YsQXV1NQw9UsBUHIy9UgEAS5YsoTAfBLECFuzyK3JPHklJSUF2djbatWsH+5Fy2H4phsDHVkCzH6uAdVcRDHoDnn32WXTt2jXaTQo7MXjp0q+AWLLmtGboM66TzicUzuJboA3P6/LO2DTTjE2FCHofkyuuuAJz5szBxo0boVarMXbsWDnbFdOaWiCyIeKxsRbO3nnnHezZsweadAN0F5kBAOpUPfSXJuHcuXNYtGgRfdCbEGq3pjjZRM7xia1bt8aiRYtw8cUXo/qkBZYdBeBlniQQDoIgwLavBFW/liApOQkLFy5ssZOXpMqZSgemMQBqA4xd/gyVPjlmzyckvJra8LwuTpsInuelXXtI9AQVzgRBwPbt2zFz5kwMHToUALB27VpZGxbLpBNiSPslxtaK3oIg4J133sFHH30ElUkD01XptcbzJPRMhaaNAXv37sWiRYtkHVcU66TKmRDsmLPIzOxNSUnBwoUL0a9fP7gK7aj8IR+eqhBmlUaY4OZh2VEIx9EKZGZmYvFLi1vU0hl11V2I1v/zR5UzAgBnz54F4K2oBkOssOXn58vWJhKcgNM39u3bh40bN+Krr75Cly5dMGzYMMydOzdmZxRGSs1JM4RA4omdcOZ0OrFs2TJ8++23UBk1MA9qB05Xe5Yh4xjMA9rAsqMQO3fuxDPPPIOZM2fW2gaMeNVUzoLcVcI32DsSa+IlJCRg9uzZWLlyJb744gtUfn8W5mvaQp2irPX4eLsblT8VwFPhxBVXXIEZM2a0+GBSs79m/fOM4HFKC9WS+HXu3DlvZVXVwMLnDeC0JulxsaqkpARHjx4FALRr1w4dO3aMcouaJ2A4mzJlCoYNG4b3338fHTrIt+9dSyOeNIUGTpqNETxOMMYU3w1RUFCAFxa9gGNHj0GVokPiNW0a3XKHqTmYr20La04RDh06hClTpuDpp59Gr169ItxqZasZcxbabM1IfUlSqVSYMGEC2rdvjzfeeAOV/zsH04B0aNso473qsThRub0AfJUbt99+OyZNmgS1Wp5toJQk0BZOAu9q8eGUBObxeFBYWAimTW7w/oYm+ojhLFYrZ263G7NmzZLar9Vq8frrr8fkZKCA3ZrffPMNsrKyKJiFSApnIVTOBN6JhARjzRY6CiMIAr7//ns8/vjjOHb0GHQdTUi6oV2TeyEyFYPpqnQk9EpFaVkpZs2ahffffx8eT4gbw7dgUnWjgS2/GsS7wRiLaABhjOHuu+/GjBkzoGIcLDsK4cy3Rez1G+OucKJy2znwVW6MHTsWkydPjotgBjTxJdDjjIkqPJFPSUkJPB4PuDqzeT2OcgguO+C2w3rsC3gcNbuTcBrve6qwsDCibQ2XjRs3Ij8/H5xJA026AU6nE6tWrYrJGecBk0CgNYEmTJgQ9sa0FM0KZx4nzGZlftOtqKjAokWLsHjxYjhc1TD2aw1T/3QwVXBBkjEGQ7dkJF7fDtBxWLt2LaY9PY3W0/ER91oNeram4IFWq43Kml3XXnst5s+bD51GC8uuIjgLozcb12N1wfLjOfDVHkycOBEjR45sUeuYNaWx84wgCFQ5Izh/3rsQet1wZj+7HfAttSI4LXCc3S7dx1QaMJVWemws2bNnD1avXg1Or0LSje1hvq4t1Kk6/O9//8NHH30U7eaFrNllmqysrHC2o0Uxm72DL0Pp1gTvVOTJdMeOHXjsscewfft2qFvpkHRrBvSdghtcWpcmzYCkWzOg7WDCH7//gSeeeAKffPJJ3FfRaipnwa5z5oE2imOJevfujblz50KjUsO6swju8uqIt4Gv9sCyvQB8tQeTJk3Cn//854i3IdoaHdsqeACBp8pZnBMDFtPUDD/g3XYITkut43inBbzbLv3O1AkxF86+++47LFiwAAITYBrQBpxOBcYYTFe3AWdQY/Xq1XjnnXdi6loTdDgTZ9udOnUK33//PXr27Clbo2JdqJUzgXdD4D1SqFMCi8WCxYsXIzs7G5WWSiRclorEG9pDZdQ0+hjb/hLY9pcEfF5Oq4L5qnSYBrSBh+Px5ptvYubMmTE7xiEcmlM502mDG+Arl8svvxxTp06F4OZh3Vkk+16c/gRBgHVPETw2F0aMGIE777wzYq+tJDXdmrXHnAm0dROBd3FwAODUfmNDGzvH+N3O1AY4HI6YWKOyqqoKS5cuxcsvvwwP42G+ti00rWrG4qoS1Ei8vh1URg3Wr1+POXPmoKioKIotDl5Q4Wzp0qWYMWMG8vPz8de//hVvv/02srOz5W5bzEpM9E5HDjqc+Y5TSjjLycnBY489hu+//x7qFB0Sb8mA4dLkJruMnGdtcJ4NbhySLsOIpNsyoc0w4tChQ8jKysIXX3wRk2MDLlTIY84EjyJm4V177bUYPnw4PDYXqg6WRux1naetcBXa0adPH/z1r3+N2OsqjV6v934m63Zr8rG5oDUJr7Iy7/ZrTB3axCHOd3x5eXkTR0YPz/P44YcfMGnSJGzevBmqJC2SbmoPTev6u6aoTBok3twemrYJ2LdvHx599FFs2LBB8cs7BRXOvv32W2RnZ+Pzzz/H3Xffjbfffpt2CAjAYDBApVJB8ATX3aOUcFZdXY3XXnsN8+bNQ1lFORJ6pSDxxvZQJ8pTpeF0KpgHtIHp6nS44cGKFSu8r10m756OShNq5Qy8BxpN4xXMSBozZgzatWsHx3ELPDb5FxsWPAKqDpZBq9UiKytLsRNoIoHjOCQkJNRf7JoqZwTescKAd5HiUDAFhzNBEJCTk4OnnnoKL730EsrKy2DokYKkmzOgMjd+neK0KpivaQNjv9ZwwY3Vq1dj4sSJ2LJlC9xuZa7dGNSZjed56PV6fPfdd7jxxhvB8zzsdnvTD4xTjDGYTKYQKmfeEBfNcHbq1Cn886l/4vPPP4fKrEHSTe1h6JYCxsk/wFqXaULSrRnQpHsXrc3KykJOTo7sr6sUYjgLtnImKKRyBnjbPnr0aEAQ4DhWKfvrOfNt4O1u3HHHHUhPT5f99ZTOaDTWW0qDKmcE8A5NAUIPZ/CtiWa1WsPdpGbjeR47duzA1KlTMW/ePBw9ehTaTCOSBmcioUdw1ynGGPSdzEganAl91yQUlxTjlVdewcSJE7Fp0yZUV0d+7GwgQYWza665BkOHDoXL5cJVV12FsWPH4pZbbpG7bTEtMTGxXndDY6JdOdu6dSv++c9/4vSp09BdnIikWzKgTo7sxZ8zqGG+ri0SerdCpaUS8+bNw+rVq2NqAGdzhRLOBIEHBL7mMQowaNAgGE1GOM/aguqWZqqGT6SN3e6vOs97wfjTn/4UWiNbKJPJVG8RWtodgACAzWYDwAAutKVlGOetyishnDkcDmzatAmTJk1CdnY2fv/9d2jbJyDplgyYr24TcAx0YzitCsbLWyHp9g7QXZyIovNFWL58OR5++GG8//77UsUx2oL6rzZ9+nSMGzcObdu2BcdxmD17dovdry5czGYzBE9eUBcrsXImjlWLlOrqaqxYsQJbt24F03AwDWgDXUb0ZngxxmC4JAmaVnpYdxdhw4YNOHToEJ5++mmkpqZGrV1yE7sog+rWFPhaj1ECjUaDPlf0wfbt28FXuZs8YXJ6NTiTBry1puLDmTRNrpknCALcJQ60adMGmZmZYWl7rDMajRB4NxinFfc+lyppNFszvtntdjBOHfLyMmI4czgccjQrKCUlJfjiiy+wadMmb0jkGHSdTNB3TQ5qmI04Mc14eeOLz6oS1DD1SQPfPRn2o5WoPFGJtWvXYv369bjppptwzz33oFOnTmH7m0IVVOWsoqICy5cvxwMPPIDy8nK88847ikmXSuWtggkNbq1SlxjOIvlNt6CgANOmTcPWrVuhStYi6ZaMqAYzf+oUHRJvzoA2w4gDBw7g8Scex2+//RbtZsmmpnIWxIxHX3VNSZUzAOjcuTMAwGMJbtyZeUAbKUxwJo339yYI1TwEJy+9Fmk4gIndmlQ5i29OpxPgVE0fWJfvMdEYMH/06FEsXrwYDz/8MNavX48qpx2GbslIGdIBpn7pQY9/DmVyGqdXw3hZKlLu6IiEK1rBowW2bNmCyZMnY/bs2dizZ09UJqoFVTmbPXs2rrvuOuzbtw8JCQlIT0/HtGnT8Prrr8vdvphVe8Zm4G8uYjdEpCpnOTk5+PeLL6LKZoPuIjOMV7QKekHZSOE0HExXp8NxtAIVv5XhX//6Fx5++GHcddddLW6hUalyFky3Jq+8yhkAqbLJVwfXDa1O0oIzqCEIAlJuD24HEvG5W3IVNVQ14UyAeJ4RK2c05iy+uVwugIV+XmcssuFMEAT88ssv2LBhA/bv3w8AUJk1MF6SAl0HE5g6MtcmpuZg6JIE/cWJcJ2rgv1oBXJzc5Gbm4sOHTpg+PDhuPHGGyO2A0lQr5KXl4eRI0fi/fffh1arxZNPPom7775b7rbFNGkhWk81mCrwVOZIjTkTBAGffPIJ3n77bYABxr6tob9IGct3NIQxBkPXZKhTdLDuLMLKlStx/PhxPPbYY4oLJxeiOZUzpf390j6f7tDWOwslaAsevvZrkZpwJgiA+G/Jt7xuzU8++QRHjhxBq1at8OCDD8bNFl0XwjtetxnBxvc+knu8ryAI2L17N9a+vxbHjh4DAGjSDdB3TYIm3RC1L+GMMWjbG6Ftb4S7vBr2PypwJi8P//nPf/Dee+9hxIgRuO2222R/Dwb17CqVChaLRfrHOnnyZFxPYQ+GFM7cziDCmfyzNT0eD5YvX46vv/7aO/h+QDrUqeG/yMlR/tWkGZB4cwYsOwvxzTffoKCgAM8880yL6baRPuRBTQhQZrem9N+9hVU1la7Bbk3fl72WEs5OnDiBN998U/q9c+fOuO2226LYotgg+Af2kMj/Gf7jjz/wxhtv4ODBgwAAbYYRhm7JYZ2IFo5rkTpZB/NV6fD0csPxRzmKTxZj2bJl+Pjjj/Hggw9i4MCBsoXIoBJWVlYWxo0bh/z8fDz66KMYM2YMpkyZIkuDWgr/ylmTPE4wxmTrhnC73Vi0aBG+/vpr7/iym9qHPZi5K5zg7W4Idg/Kvj4Dd0V4S+KqBDWSbmgnjUObOXNmixn3yBiDRqORuiwD8lXXlFY5kNYKkvG8Lk6XV+q6RNEgbeGEmguR0IIqZy6XC0uXLgUAGHqmAAx4++23pdXvSeMYY96KasjkG1/ldDqxcuVKPPXUUzh48CA07RKQdGsmzAPahC2YyXEtUiWoYbwiDcm+GZ7nCgqQnZ2NBQsWyLYuZ1Dh7IYbbsCbb76JRYsWYfjw4di4cSOuvfZaWRrUUoSyv6Z303OzLNVIQRCwbNky7NixA+rWeiRd3x6cIfwXdsvOQukzzVtd3t/DjKm849B0nRNx8uRJzH92vuJXeQ6WWq0Obp0zBc7WBGoCk6zr4jEKZ3XVHnPm+4l3QaVSKa66Giq3243Fixd7l0/oYEJC9xQkXN4KFRUVmDdvHior5V9XL5apVCo0K2j5Ap338eFTXl6O6dOnY+PGjeCM3m2VEq9pC3VSeN+ncl6LOIN3hmfybRlQp+mxc+dOPDFlCk6cOBG215BeK5iDRo4cidTUVNx000249dZbkZqaiuHDh4e9MS1JKPtrCjJuev7DDz/4ZmTqkHhNWzBN+AMg73DXWhYB8H4oeEf4L6KMMRj7tIKuo3fz9DVr1oT9NaJBrdEENeZMUOiYs4gQl4qIwy2+GiNV2/3/STwuGI3GmJ44Y7VaMX/+fGzfvh3qND1MfdMAAPouidB1NuPEiROYNm1aXO/J2xTvF75m7HkrQ3Xe5XJJi8fqOpqQdEtGg1stXahIXYtUZi0Sr2+HhF6pKCstxb+e+VfYN4sPeKUeP348unfvjl9//RXdu3dHjx490KNHD/Tu3ZumszehplszcDgTBEGqnIWbIAhYu3YtGMdgHpAu26wXweO9Mmi1WrRv375mOyKPPBdRxhiMV6aBS1Dj/6lGlHEAACAASURBVP2//9ciuje1Go13gdmmKLRyVrNWm4zByfd+UtrfHk2NVc5ieabmsWPHMGXKFOTm5kLTNgGJ17aVZpN7v5ylQX9pEvLz8zFlyhTs2LEjyi1WpuaGM0GGcPb111/j2LFj0HU0wdivtezXomBvvxCMMRi6JSPhilawVFrw/vvvh/X5A/4LvfPOOzh8+DDGjh2Lw4cP49ChQzh06BB+++03vPLKK2FtSEsjjQVpqnImeACBl2V8SFFREc6dOwdN24RmraQcCq1Wi4kTJ+K1117DxIkTZe9SYSoO+s6J8Hg8LWINtKBPpAodcyZ+uQh2KY3m4J2eWq9F/JfL8Lv48K6YHW+2efNmTJ02FYWFhTB0S4b5mjb1LuSMMRgvawVT/9ZwOB3Izs7GqlWrqLu7Dp1OF/SWcLUI7prHh4k48N/QIyUiFd26hQI56S9OBNNwOHDgQFifN6gz/LRp07BlyxbfdhDemX95eXl44oknQn7Be++9Vzq5ZmZmYuTIkViwYAFUKhUGDRqEyZMng+d5zJs3D0eOHIFWq8Xzzz8f1ZV6m0Pq1qy7KXEdcm61Ik2FVsv/YUhLS8PgwYMBAIMHD8aGDRtQJfeLqiIz5TsSvNWgYLo1lRnO2rTxLiJbt0shnDy+5xZfi9Tv1hQEHgLvjrnKmcfjwWuvvYZNmzZ5N6m+ti20bWv+hoZWfNd1NEOVpIN1ZyE+/fRTHDt2DLNmzWoxs7gvlE6ng8C7IQhCvUCk1WqRlpaG4uLieuN2xZ1KwhnOWrXy/ndzFTsiVigYPHgwtmzZghUrVsj6ep5KJwQXj7S0tLA+b1Bn+KeeegoVFRU4ffo0+vfvj507d6Jv374hv5i4saj/OKF77rkHS5YsQYcOHfCPf/wDBw4cwNmzZ+F0OvHhhx8iNzcXL7zwAl599dWQXy+aDAaDd4B/U92aMs6satOmDZKSklB5zgLe6QGnDe8AT3/FxcXYsmWL9IEoLi5GAuS7iAqCgOoz3r3funXrJtvrREqolTOlde21b98eOp0O7jL5Ng92l3qfu0uXLrK9RqypVznj3XVuVz6Xy4V///vf+Pnnn6FK0sI8sP6eieJq73W341EnaZF0cwYse4qwf/9+TJ8xHQueX4Dk5OSItV+pDAbfmC7BDbCaf88mw4vvPRTO9QTvvPNOfPHll6jKLQanU9UK3uEWyUKBu9IJy0/eCQfDhg0L63MH1fF75MgRvPPOOxg8eDD+/ve/4/3338fZs2dDfrHDhw/DbrfjoYcewvjx47F79244nU507NgRjDEMGjQIO3bsQE5ODq6//noAQJ8+fWKy24oxBoMhIejKmRzhTKVS4b777oPg4mH7pVjWgdROpxMrVqzAhAkTsGLFCtlnUTp+L4enrBrXX399i6ikxHq3pkqlwuWXXw6PxSVVuMJJ4AW4i+xITklGhw7B7SgQD6QLsI94vql7u1IJgoClS5fi559/hqa1AUk3tg+5ssI0HMwD20B/cSJOnzqN+fPnS4WAeCaGK4Gv3d1bN7zUrfiIx4fzPdS2bVvMnDEDak4Ny08FsO0vgRDigtXBEgsFAKRCQbgJggDHsQpUfpcP3u7Ggw8+iP79+4f1NYI6w7dq1QqMMXTu3BlHjhzBvffe26yLr16vx8MPP4z7778fJ0+exCOPPFJryyKj0YgzZ87AarXWKk2rVCq43e4mL0g5OTkht0lOGo0aVdVN/Dv5TqZlZWWytD8zMxMdO3bE6dOnUbW/FAmXp8rW5+90OiMye6r6tAVVB8pgNpsxYMAAxf13bw6HwxHShIC8vDzF/d2ZmZnYs2cPqk9bkNAzvFssuQqqwFd7cOkVl2Lv3r1hfe5YJnZZieuciVs3Wa1Wxb0/GrJnzx58++23UKfoGhxfFizGGBKuaAXBzePo0aPIzs6O+11sxGFI8LgAdU3QaqiXQ+P3fUcM+KdOnQrrOD7GGB544AF89NFHKP2jFM6zNiRclgptRnhnFouFgg0bNkjdtuGs07lKHLDtK4GnrBp6vR53D78bnTp1CvvnLahw1rVrVzz33HMYPXo0pk6diqKiomb9Y3bu3BmdOnWSgp7ZbEZ5ebl0v81mQ2JiIhwOR80bCwDP80FVCvr16xdym+SUnJyMCkvgCqN4Mu3atats7e/WrRtmzJiBvKN5AAQkXN4qZqfZO05ZYNt7HkajEQsWLGgxs4bXr1+PvLw8b3Wzsc2KOZUU4C655BLFvd979eqFLVu3wH7CAsOlyWGbkSUIAux/eGfkjh8/PubGn8rNYDCgqsru/cU3mLtjx46Ke3/UlZeXh6+3fA1Oq4JpQPODmUicxe2ucGLv3r244447MHDgwDC1Nvbs3bsXv/zyS73KWUPhpVat0hfO+vbti8zMzLC2qV+/frj99tvxwQcf4NNPP4V1VxHUqTokXJYKTVr4KnVyFAo8FieqDpTBme/NJjfccAMefvjhC9rrN1Cga/LTcPz4cUyePBl33HEHLrnkEjz++OPIy8tDSkpKyA3ZsGEDXnjhBQBAYWEh7HY7EhIScPr0aQiCgB9//BH9+/dH3759sW3bNgBAbm4uLr300pBfSwkMBgMEjzvgIs1ylJDrSkpKQnZ2Njp06ADH0UrYcuXt4pSL43glbDnnYTKa8Pzzz7eYYAb4d1Py4NQGMG3tGYmc1gxObVBstybgrYzfNfQu8NUe2I82vbyJNsMIbUbT3fmuQjvcJQ5cddVVFMwa4H/uEDzyn0/CwWq1YuHChXBWO5HQpxVUCeF5PzMVB9NV6WAqhv/7z39w5syZsDxvLBLHHTY0tEYMLw31gMl9TdLr9XjggQewfPlyXHfddXCXVqNy2zlU/lQAd6XyFhXnHW5YfzmP8q15cObb0K1bNyxatAjTpk27oGDWlICfiCVLlkh7molbaBw/fhyff/45rrzyypBf7C9/+QtmzpyJ0aNHgzGG7OxscByHqVOnwuPxYNCgQbjiiitw+eWXY/v27Rg1ahQEQUB2dnYz/rTo8765BQABZhNGaABvSkoKFi5ciNmzZ3tXMxYA45VpMVNBcxz3hsqkpCQ899xzLSqYAf77awoAAwwZ16HqxGYAAjitGfqM63z3e8NZuFfvDpd7770XX375JSy/V3hn0wW46NYd3N0QgRdQtb8EjDGMGzcunE1tMbxji3zdmjIM5g630tJSPPvcszh9+rR3UdnM8M6uVCdqYeyTBmvOecyaNQtz587FJZdcEtbXiAWBwlkgYm+O3Nek9u3bY8aMGThy5Ajefvtt/Pbbb6gorIKucyISeqY0awIbUzV8PWvs9kAEXoDjaAXsh8shuHlkZmZi/Pjxsu6n6S9gOPv000+xefNmFBUV4ZVXXsFbb72FwsJC/Pe//5UG7IdCq9Vi8eLF9W5ft25drd85jsOzzz4b8vMrjfjNo9EqFaeK6ABesYL2zDPP4NixY2BaDsbLmr5ARlv1GasUzBYuXNgiB4TXhDNf+NIng2kMEAQBxi5/lo5T6lIaIqPRiAceeACvvPIKbLnF3nFEF3Aisx8ph8fiwp133tniAnm41ApigrIrZz///DOWLl2KiooK6DqZkdBbnvOPrpMZvJtH+a8lmPb0NDzwtwcwdOhQxX6pkYMUrvgQx43xLjDGIhbwu3XrhuzsbOzevRtvvvkmzh4/C1e+DcYr06BtF9pEOU6vBmfS1FrShzNpwOlDO1+6y6th3XMenkonzIlmjP3rWAwZMiSi75+A3ZpGoxHp6em47LLLsG/fPlxyySX/v707j46qvP8H/r6zMUsy2Rd2YhBiURJDgCD7ppHFn1UCEUSpVEUMIBTbCMiiEEIB9ZSUWluklmMV+xWrVnGjpQgiSwxLZN/3hEDW2efe5/fH5E4mYTKZLDNzJ/m8zvE0mUkmz5Q7977v59nwr3/9q1nBrD0SD26ZTOGhm6r1F/zzJCQkBCtWrEDnzp1hPlUB88WqFr9ma96t1Ge/bYah4CY0Gg1ef/31NhnMgNpKWP1JAXcEG4mHMwAYM2YM7rvvPthuGGGtWe6kOezlFphOlCMyKhJPP/10K7awbXFeRFlt5cxf5xNvXb16FStXrsSqVatQWVUJbd8o6FKbVrlv6lAMTWIYQgfFQ+AY/vrXv+I3v/lNqy8UKmXO4gDfxMqZYIdarfFrrwrHcRgwYAA2bNiAp556CjKeQ9XeYhiKbjX53z10YJxzqzdZiNLxfRNYLlahcuc18JVWPPTQQ3jnz+9g3Lhxfg/2HsOZ60bcERERyMnJaVd3Hi0lniCZYIem82CIR4xrN5W44J8/uyHCwsKwbNkyaHU6GA+VtrifX7xbqfNYM+5W6hNsAqr2lwAMyMnJadOVkzrdmh75ZlPi1sRxHObOnQu1Wg3D4VvgjU2f8cV4AdUHbwKMYe6cuUG1bpe/1QliEuvWvHnzJvLz8zF79mzs27cPimg19KM6Q9MzzOuLv73CCsFkBzPxKPvmMuwV3p+vVB21CBvTBapuITh79ixycnKwYsUKnDt3rrlvKWjUdms27fPn2P4rMJVXpVKJzMxMvPXmW+jYqSPMpypgONS0gKYIU0GmUYDTyBHxYNcmbaxuPl+J6oKb0Gi0WLZsGbKzswO2qLHHcOb64ZHKhz2YOLeOYLyzmwoKDXSJ4yFX1yySWPPB8cc2E646duyIl+bNA+MZqg/ebPGeiC29W3HHePQWBKMdmZmZzVr0OJjUhq1GltMIgsoZ4FjX6NlnnwWzCag+WNLku1/jz2XgK614+OGHJT/rMNBqz80MjLX+6u7NcevWLbz99tt47rnn8PXXX4PTOmZk6od2hELftHNd1b7i2jV2q22O75tAppYjNC0W+hGdoIhW4+DBg5g3bx5yc3Md42/bKOdx0cQxZ5DADhPdu3fHurXrkJCQAMv5Slia0cPT1Mqf/bbZMRRDH4rfr1nT6uuWNZXHM/zp06cxevRoAI7ZleLX4to6O3bs8H0Lg1ht5ax2QkD9AyaQJ9NBgwZhxIgR2LlzJ8ynK6Dp3fxVtcW7FcYYIh5sedejtdgIy4UqJCQkICsrq8WvJ3X1x5w1hEl8QoCrsWPH4sCBA/jxxx8dx1cv744va4kR5jMV6Ny5M5555hkftzL4SalyVl5ejn/+85/4cvt22G02yHQK6JJj0KFrCDhZ07vJBLP9ji3BhGobBLO9yZV5ZaQa+qEdYSsxwXSsDHv37sXevXsxePBgTJs2rc0NmWhoEdpGMXvAwz0A6PV6LFmyBC9mZ8P0cxk6dAnx2YbpAGA4ehtgwO9++ztJzAr3eHR//fXX/mpHm+RaOWtQgLfjefbZZ1F4qBCVx8ugjNdAEdayD2VrjFMQrDwMP5VCJpNh7ty5ktuqyBfEcNboQrRM+t2aIo7jkJ2djRMnTqDiWBmUcdpGuxgEKw9DQSlkcjkWLlxIFXsvuFbdxRtBf1fizWYz/vWvf+Hjjz+G2WyGTKuA7r5odOgW2qxQJmK843ivvxek+HhTcRwHVZwWylgNbMUmGI+VYc+ePfjhhx/w4IMPYtq0ac1aJkqKnJNCmhDOHHuz8pKZUBIbG4v/98gj2Lp1KyxXDVB3D238l5rBXmGF/ZYZaWlpSE5O9snfaCqPMbRz584e/yOeOUOFhwtuoE6mIr1ej3lz54EJDNX7SiBYA7uJOBMYqg+UQDDZkZWV1W6mwDvDVqPdf8HRrSkKCwvDnDlzHP+uBY13nxuLbjv+7adMaTf/9i3lrHIw5rwR9Of55KeffsLs2bPx/vvvw8ps0CVHIfzBrlD30LcomInEvSD//Oc/Y9asWa3y3jiOgypei7CRnRCaHgdZiAJff/01nn/+eWzfvj0o14Gsz1k5Y02onAVgDHRjRo0aBQDOxV99QXxt8W9Jge9qhMQZzpjHyhlf52cDoX///pg0aRL4ahuqfrgBZvPNnmeNYYzBUFgKW7EJ999/PyZPnhyQdgRCbTjzbsxZMFTORAMGDMCIESPAl1tgPlfZ4M/ZSk2wXKhCjx49kJmZ6ccWBrc6lTM/DpMQBAGbN2/GsmXLcLO0FOpeYY5QlhjWKqFM1NhekC3BcRxUnXQIG90FuuQomO0WbNy4EStXroTJZGq1vxMIzenWlOI6eZ06dULnzp1hLzH5bD9O63UjZDJZs9Zv9RUKZz7kTeUMTADHcXVmxgbC9OnTMXz4cMdqzbuvQzD7t4ImTkywXKxCYs/Edjcz2HWHAE/EO/pgqZyJfv3rX0MXooPpeJnbY4sxBsOhW86u0GB7f4FUG86Ys/Lhj5u99957D9u2bYM8RImwkZ2guzcKnLL1z2P+2Miak3FQJ4YhfEwXKGM12L9/P1atWgVBCMyNamuonRDQhMoZk144A4AHHngAjGewXm396pm9wgq+3IKUlJSAzcx0h8KZD3lTDWGMQS6XB3ylfplMhvnz52PUqFGwl1lQsfMq7GWWJr2Gt9vx1Mcb7aj8/hqsl6uRlJSEla+vDPhsIX9raJ2zOwRh5QxwdG8+Oe1JMJsA04myO563XKoGX2nFqFGj0Lt37wC0MHi5q5z5uluzoqICn3zyCeQhSscsyHDfVerEvSCff/55vP322263HGotMo0CoQ/EQxmnweHDh3HkyBGf/S1fk8vlUCgUdSakNUaq6+SJC8CaTpSD8a0XmBljMP58GwAwfvz4Rn7avyic+VDtIG9P4xcEyVxo5XI5XnrpJTz55JNgJh4V/7sG0+lyr8df6O6L8mpLHlfWawZU/ucq7LctGDFiBFauXCmpuxd/8XqdsyBZSsOdjIwMxMXFwXKhCoKp9m6eCQymE2VQKBSYNm1aAFsYnJzDJwC/DZOw2WyO84KcA/xwY+lpL0hfECuAZrPZL3/PVzp0UDurYd6QYrcmAMTFxWHixIngDTav9ob2tlBgPlcJ2w0j7rvvPvTv37+1mtsqKJz5kFfjiJggqQstx3GYMmUKli9fjrBQPYxHb6Ny93XwxiauldMIwSaguuAmqn4shoxxmDVrFhYsWCC5OzZ/aeqYMykdM95SKBSYNGmSY8+6s7Vjz6zXDRAMdowZMwYxMTEBbGFwqtut6Z/Z39HR0Rg1ahT4Cisqvr0M09kKn4xV9eXuI/UxgcFypRoV/7kK6xUDEhMTg36NPY1G3bSlNCQazgDgySefRGJiIiwXq2H8ucxjQPOmUGC5XA3jkVvQ6/V46aWXAt57VR+FMx+qHUfmIeUzBplEKmeuUlNTsWHDBgwYMAD2m2ZUfHcV5vOVrTKLyVZiQsWOK7BcdKxj9tabb2H8+PGS+3D4k9frnAXBDgGejBw5EiEhIbBcrHLO3LScdywwOXHixEA2LWi5BjHGeCiVSr98lubOnYtp06ZBIchhPHwLZdsvoepgCazXDK3W9eSr3UdEjDHYSk0wHC5F+fZLqN5fAqHKhrFjx2LVqlVBv4yPWq1u2lIaEg5nHTp0wNKlS2t2DiiH8XDTt3YSmc9XovpgCTRqDZYtW4bY2NhWbm3LBd/tdxDxaswZGOQyaV5oIyIisGTJEuzYsQPvvPMODIWlsF4zICQ1BjJN0w8dZhdgKLoNy7lKyGQyTJkyBVOmTAn6E2Br8H6ds+CtnAGOE+zw4cPxxRdfwHbTBEWYCrabJvTu3RvdunULdPOCUu16igCY4LfPk1wuR1ZWFjIyMvDVV1/hu+++Q/GlYlgvVYOTc1DEaKCM00AVp4VMp2h2YAwdGIfKXdfAbEKr7D4imOyw3TTBWmyCrdgEVrN8UGhoKIaPHY4JEya0maWi1OqmdWtKdUKAKDIyEqtzV2PpsqW4dO4SeJMdof1jvV6c1jHGrAzmU+UI1YdixfIVuPvuu33c6uYJzjN8kPCuciZALg/MGmfe4DgOY8aMQXJyMjZs2IDCwkJU7LgKXb8YqDp6P2jfXmFB9f4S8FU2dO3aFfPnz5fshyIQvK2cBXs4A4DBgwfjiy++gPW60TH2jDkeI81T51ioqZz5U3h4OLKysjBlyhScPHkSe/fuxf79+3HlyhXYbhhhxC3ItAooYzRQxmqgjNFApvb+hlQRpkLkxB4QbAJkzZgNymwCbKVm2G6aYCsxgq+sHaIRGRWF/mlpSE9PR0pKSlB/rtxRq9VgAg/GBHBc4//fiZUzqSxC605UVBTW5K1BXl4eDh8+jIpd16AfFN9owUDcr9d61YCOnTpi+bLl6NSpk59a3XRt60iUGDGcNVZ6DYbuvJiYGKxYsQJffPEFNr27CVV7b0DTOxyaX0Q02n7LpSoYCkvBeIaJEydixowZAVt0V6qasn2TTCYL+NIrLXHPPfdAo9HAUmJyjlMK9rE9gVQbxhgYE6BUBmbcJsdxSEpKQlJSEn71q1+hpKQEP/30EwoLC3H4yGEYLlY590iUh6mcVTVFlNqrddG8DWaMMfDlVliLjbCVmGC/ZXbeHyuVStyXkoL7778fqamp6N69e1Ccf5urdpcAHpB7H86kWjkThYSEYPny5di4cSO+/fZbVPzvGvSD4yEPdX9dEaw8qvYWw37LjD59+mDRokXQ6/V+bnXTUDjzIe8rZ9Ls1qyP4zhMmDABffr0QW5uLm6cvAG+2oaQtFi3A3QZYzCdKIfpeBm0Wi3mz5+P9PT0ALRc+rzv1vR/ZaS1KRQK9O7dG4cOHYK12obQ0NA2t6+hP9U5HvzYrdmY2NhYZGRkICMjAzzP49y5czh06BAOHTqEY8eOwXyqAuZTFeAUMkdQ66yDKl7brP0TmcAcXZVXDbDdMDrX0uM4Dj0Te+L+++9HSkoKkpKS2tWNoRjOmGADJ/fiuOAdVcVgWMpIoVBgzpw5iI2Nxfvvv4/K769DP7TjHQFNsAmo3H0DfLkFQ4YMwYIFCyTzGfGEwpkPebslT7BVQRISEvDGG28gNzcXRUVFqOKLEZoed8fdr+lYGUwnyxEbF4cVy5ejS5cuAWqx9Hm1YHHN8wqF9E8sjenXrx8OHTrk/LotVy98rU7YYLwkw4dcLsfdd9+Nu+++G5mZmTCbzSgqKkJBQQEOHDiA4qvFsF41gJNzUHXWoUOCHsqoxqs3fLUN5nOVsF6uhmCpGTum16P/A2no168fUlJSJF8h8SUxZDHBu9n2wdCt6YrjOGRlZUGr1eIvf/kLKvfcQNiIzs5ucyYwVP3oCGZjxoxBdnZ20BRDKJz5kFeVM7CgOVhchYaGYsWKFVi5ciUKCwthOHILISm126qYL1TCdLIcHTt2xOrVqxEV1bT1z9qb2nDmecFIR7dV8H9sH330UQwfPhw8zyMyMjLQzQlqrt2aYCwoqgJqtRppaWlIS0vDc889hwsXLmDPnj3Y+b+dKL5UDMulaiiiOkDbJxLK6DuDAl9tg/Hn284V40P1oRg2ZhiGDBmCe+65JyjPqb7grICJ4ayhyWcyMcwET+XM1SOPPAKDwYB//OMfqD5YgtDB8eA4DqZjZbDfNCM9PT2oghlA4cynnOHMU+WsZgxRMFKpVHjllVfw8ssv4+K5i1DFaaDqqHOcOA/fgk6nw4oVKyiYeUGsdnjchxUABB4qVXDc1TYmIiIi0E1oE2qDfe1SGsGE4zgkJCQgISEBU6dOxdGjR/Hpp5/iwIEDqNx1HR3u0kPXNwqcjANjjjXyTEW3wQSGnj174rHHHkN6enrQvW9/cFbOarorZQoNOFUomLXK+TMyVShkCnFsWnCGMwCYMmUKTpw4gZ9++gmmY2WQ61UwnSpHXFwc5s+fH1TBDKBw5lO1B0Pbq5yJNBoNXn75ZcybNw+GI7egjNXAcPQWGM8we/ZsdOzYMdBNDApN6dakixBxVadyhuConDVEJpMhOTkZycnJOHHiBPLz83Hx3EXYb1vQoVsI7KUmWK8ZERYWhlmzZmHw4MHUJe6Bu25NTefBMJ7/GgCDTBUKdefamdKMt9b5vWAik8nwwgsvYNasWTCdLHc+/utf/zoo3w+FMx/yar9ExoK2cibq3r07HnzwQWzfvh23P70AAOjVqxeGDh0a2IYFEWflrLF98CQ6pogETv3joa0cH0lJSVi3bh1WrVqFQ4cOwVju2Os3Pj4eq1evRnR0dCOvQHQ6xxZGYuUMAOTqcHBKDRhj0CXW3U+SCTaoVKqgDfjx8fFYuHAhjh8/DsCxysDAgQMD3KrmoXDmQ94sj8Aktn1Tc02ePBm3bt2C2Wx2Lk5Jd7Teq11ItLExZxTOSF3ihZSTq8DspqC9sLqjVquxdOlSHD58GFarFRzH4b777muX++82hxjO4GZCgLvzM+Nt0IU0viellA0ZMgRDhgwJdDNaLPhTgYR5NVsziJbS8CQ6OhqvvvpqoJsRtJx7inqonDEmAExot/uPEvfE44GTdwCzm9rc8aFUKpGWlhboZgSl2sqZlxvGCzbodOE+bBHxVnD3p0lcbeXM/QWXtYHV3knrEC+oHicE1AS3tnbxJS0jVsrEC3BbqpyRlnGGMy+W0mCMgQlWqkpKBIUzH3KeNBvq1qx5nE6mpLZy1vA+eKxm3zvq1iSu5HI55HI5mOAIZxTeiahJlTPGA4wF5eD5tojCmQ81OgOvphJCF1tSWznzsElxkC0QSfxHpVI5jw+62SOiJlXOaiYNUOVMGiic+VBja1eJj1M4I0qlEgqFAoz3UDkLkn3viP+5nkPofEJEGo3GMfDfi8qZWHmlypk0UDjzoUa7qiicERdqtdrtrCoRhTPSENdzCHVrEpFMJoNWq/Vu+6aayplzhicJKApnPiSXy6FUKp0X1froYktcOU6inro1g3f1buJbroGMbvaIK51O5123Zk3ljMKZNPh1mqDNZsOiRYtw9epVWK1WvPDCC4iPj8esWbPQo0cPAMATTzyBcePGIT8/Hzt37oRCocCiRYvQt29ffza11ajVahgsDYUzm/NnCNFoNIBQ1uDzYnCjcEbqo25N0hCtVgvcavi8ImJUOZMUv4azzz77DOHh4Vi7di3Kysrwy1/+Ei++jO+//AAAF4ZJREFU+CJ+9atf4ZlnnnH+3M8//4z9+/fjn//8J65fv445c+bg448/9mdTW41Wq0W1qcr9k3SxJS7EyhljrMEFIsWfI8SVa+WMujWJK51OB8bbGjyviIJ10/O2yq/hLCMjAw899JDze7lcjqKiIpw/fx47duxA9+7dsWjRIhQUFGDIkCHgOA6dOnUCz/O4ffs2IiMj/dncVqHVaoGbt90+J15safYdAcQ7VuYI7XI3M+6o24E0gCpnpCHOsCXYAHnDxwZVzqTFr+FM/Eevrq7G3Llz8dJLL8FqtSIzMxP33nsv/vSnP+GPf/wjQkNDER4eXuf3qqqqGg1nBQUFPm1/cwiCACbY3K51Jvbx37x5U5JtJ/5lsTj2DmSCFZybcCaePK9cudImdpUgrcdkMjm/vnz5Mp1PiFPtecUGzkM4E2/+Ll++HPT7PbcFfl+a/vr163jxxRcxdepUTJw4EZWVldDr9QCAsWPH4vXXX8fo0aNhMBicv2MwGBAaGtroa/fr189n7W6u7du34+LFi25n4YkX23vvvVeSbSf+deDAARw9etRxXLgpnIkLSfbr1w/du3f3c+uIlH377bc4deoUAOAXv/gFkpOTA9wiIhUHDx7EkSNHGjyviMRuzdTUVOcYcOJbnm6i/BqPS0tL8cwzz+Dll1/GpEmTAAAzZ87EkSNHAAB79+5Fnz59kJqait27d0MQBFy7dg2CIARllyYAZ6h0t0Iz4x13NGI4Je2buPijeFzUR7OpSENotiZpSO1CtJ7XOqNFaKXFr5Wzt99+G5WVldi4cSM2btwIAMjJyUFubi6USiWio6Px+uuvIyQkBGlpaZgyZQoEQcDSpUv92cxWJQYvxlugCO1W5zkxsNGHgQCeg7zr495UkUn7QmPOSEO83cJJfJ5u/qTBr+FsyZIlWLJkyR2Pf/jhh3c8NmfOHMyZM8cfzfIpZzizW6COS6nznFghCQsL83u7iPR4E85UKhXNxiN3oHBGGuK8+fcinMnlclraSSJo1J+PicHLXVcVs5uhUCho6jIB4FplbSicWahqRtyicEYa0thNn4jxFoTq9R6X2yD+Q+HMx8RZp4LdfMdzjDcjPDycPgwEQN0ucLd4C1VZiVsUzkhDGj2viAQr9HTzJxkUznxMDGesXjhjjIHZLXWWDCHtW+1J1E2QF3gwwU6TR4hbSqXS7deEOHtv3BQIRIwJYLyVbv4khMKZj0VERAAAmN1U9wnBBjA+aGehktZXexJ10wVeE9jo5EncocoZaYiz98ZD5UwMblQskA6/r3PW3ojdlvXDmVDzvRjeCFGr1VAqleBrgpjr7F4xsFE4I+64VssUCjqtk1parRYqlQr2+gUCF2I4o+uRdFDlzMfkcjnCwsOdYUwkhrWoqKhANItIEMdxCA8PdwYxdVyKc4YvVc6IJ66BjFZ3J644jkNkZOSdvTcu6HokPfQp9oPoqCgwuwmMMedjzOb4MFC3JnEVHh4OxpvrHCsAdTsQz2icGfEkOjoazG4GY7zb5wWbEQCFMymhcOYHUVFRABPqrDMj2OnDQO4UHh7uOFbqbfcl1FTTKJwRd6grk3gSExMDoLYoUB+zG+r8HAk8Cmd+IAYw165NKiMTd2onkNSb3cvTGEXSMApnxJPY2FgAgGCrdvu8YHWEs7i4OL+1iXhG4cwPoqOjAQCsploG1N7BUDgjrhpaF48G7BJPKJwRT+Lj4wHUhrD6BJsBSqWSzi8SQp9oP3BWzlxKyoLdCKVSSSu+kzqclTPefTijCQHEHQpnxJOOHTsCAJitCkC9meCMgdmqEd8pniaTSAh9ov1ADGf1K2dRMVG0OwCpo6F18ZjdjNDQUBr4TdySy+WBbgKRsE6dOgEABKujW9N1n2fGW8F4q/NniDRQTPYDZ7dmzYwYxngw3kyDL8kdGh5zZqYuB9IgqpwRT8LDw6HRaCFYKu94TrA6HuvcubO/m0U8oHDmB/UnBNB4M9IQcWmVOpNHBB6Mt9KyK6RBVDkjnnAch65du0CwVYMxoc5zYmDr0qVLIJpGGkDhzA/UajW0Wq2zq0qgmZqkAe72YhXHn9EyGqQhNFaINKZLly4AE8BsdScFiJUzCmfSQp9oP3EsAlhTObPTArTEPbVaDY1GUzec0VZfpBFUOSON6dq1KwCAt1TUeVysnInPE2mgcOYnkZGRjoGXgp3WOCMeRURE1JmtKS6rQWGeNIQqZ6Qx3bo5ZmgK9cOZtQKRkZEICQkJRLNIA+gT7SfihZXZTc4lNSicEXciIiJqtlpxjA2hrZtIY2hCAGmMWBlznRTAeBuYzegMbkQ66BPtJ7UDvc3UTUU8qh13ZgGn1NDxQhrVqVMnZGVl4d577w10U4hExcXFQaVSwe5SORPHm1GXpvRQOPMT1yUSxC4rutgSd+osRKvU0O4ApFEcx2HatGmBbgaRMJlMhi5duuDc+YtgTADHyWi8mYRRt6afuM7CY3YztFotVCpVgFtFpKj+jE3q1iSEtIauXbsCjHeuuUmVM+micOYntRdcExhvoSoIaVD9cCbwZsjlchqwSwhpEXG5DDGU0Rpn0kXhzE/EPREZbwazW2iPRNIgMbgLvFg5s0Cv19OMPEJIi9SGsyrn/+pCQuh6JEF0tvcTsRri+FAw+jCQBrlOCAAAUKWVENIKxC2aBEsVGBMg2KrRpXNn2uNZgiic+YnYJSVYHHcser0+kM0hEiYeG4w3O9bFE2x0vBBCWiw+Ph4AINiqHOPOmICOHTsGuFXEHQpnfiKXy6HT6ZwzNUNDQwPcIiJVzi5wuwWMt9R5jBBCmkuj0SA8PByC1QDBVg0AFM4kisKZH7kGMgpnpCFqtRpKpRKMtzi7NimcEUJaQ3x8PJjdAMHqCGdxcXEBbhFxh8KZH7nOttPpdAFsCZEyjuOg1+sd3Zo1lTMK84SQ1hAbGwswBt50q/Z7IjkUzvzINZBROCOe6PV6gLeB8dba7wkhpIWio6MBALyptM73RFoku0OAIAhYvnw5Tp48CZVKhZUrV6J79+6BblaLaLVat18TUl9oaCiYYHOudUaVM0JIa3Du81yznIb4PZEWyVbOvvvuO1itVmzduhW/+c1vkJeXF+gmtRiFM+ItMYyJg3YpnBFCWoNrGNPpdOjQoUMAW0MaItlwVlBQgKFDhwIAUlJSUFRUFOAWtZxGo3H7NSH1OZdeqRm0S7sDEEJag+s2cLQlnHRJtluzurq6zgVJLpfDbrdDoWi4yQUFBf5oWrOVl5c7vz5z5gxKS0sD2BoiZdXVjlAmVs7Onz+PioqKQDaJENIGlJSUOL+Wy+WSv262V5INZyEhITAYDM7vBUHwGMwAoF+/fr5uVoucOXMGu3fvBgCkpaXR8gikQefOncOePXvAbI7PwKBBg6h6RghpsbKyMmzcuBGAY40zqV832zJPwViy3ZqpqanYtWsXAODQoUPo1atXgFvUcmq12u3XhNTnnM3LBADUDU4IaR2uN3l0wyddkq2cjR07Fnv27EFWVhYYY8jNzQ10k1pMpVK5/ZqQ+lwnjHTooIZcLg9gawghbYVSqXR+TUs6SZdkw5lMJsNrr70W6Ga0qpiYGACOuxXaaJZ44hrOdDqa2UsIaX1UkZcuyYaztqhfv37Iz8+nGTKkUTSzlxDia9StKV0UzvyI47igX0iX+AeFM0KIryxbtgyHDx/G8OHDA90U0gAKZ4RIkOuEEQpnhJDWlJaWhrS0tEA3g3gg2dmahLRnroGMVvAmhJD2hcIZIRLkGsho2RVCCGlfKJwRIkGu4YwqZ4QQ0r5QOCNEglx3w6A18QghpH2hcEaIBLmug0eVM0IIaV8onBEica4rehNCCGn7KJwRInHUrUkIIe0LhTNCJI4qZ4QQ0r5QOCNE4iicEUJI+0LhjBCJk8vlgW4CIYQQP6JwRohEzZw5E0lJSejbt2+gm0IIIcSPaG9NQiTq0UcfxaOPPhroZhBCCPEzqpwRQgghhEgIhTNCCCGEEAmhcEYIIYQQIiEUzgghhBBCJITCGSGEEEKIhFA4I4QQQgiREApnhBBCCCESQuGMEEIIIURCKJwRQgghhEgIhTNCCCGEEAlpU9s3FRQUBLoJhBBCCCEtwjHGWKAbQQghhBBCHKhbkxBCCCFEQiicEUIIIYRICIUzQgghhBAJoXBGCCGEECIhFM4IIYQQQiSEwpnEnD59Gs899xymT5+Oxx9/HH/4wx/Q0ITanJwc7Nq1C7t27cLWrVsBAG+++SYee+wx7Nu3r9lteOedd3DkyJFm/z4JrCtXriA1NRXTp093/pefn4/58+d7/RrZ2dl3PPbBBx9gw4YNrdlU4if79u1DWloarl+/7nxs3bp12LZtW4tet7q6GmPHjq2zjNGxY8fw8MMPw2AwePUagwcPblEbiH/l5eVh+vTpyMjIwIgRIzB9+nTMnTs30M1qc9rUOmfBrrKyEgsWLMCGDRvQo0cP8DyPefPm4cMPP8QTTzzR4O8NGzbM+fWXX36JTz75BCEhIc1ux3PPPdfs3yXS0LNnT2zZssX5/b59+3D27Fmvfz8/P98XzSIBpFQq8corr2Dz5s3gOK5VXjMkJASrVq3CkiVL8Mknn0Amk2HJkiXIy8uDTqdrlb9BpCUnJwcAsG3bNpw7dw4LFy4McIvaJgpnErJjxw4MHDgQPXr0AADI5XKsWbMGSqUSixcvxo0bN1BWVoZhw4bhpZdecv6e+CFRq9W4ceMGnn/+eWzatAlvvfWW8452woQJePrpp5GTk4Py8nKUl5dj5syZ2Lp1K5RKJa5cuYJx48bhhRdeQE5ODsaNG4fU1FQsXrwYVVVVKCsrQ2ZmJqZOnRqI/2tIK/rss8/w3nvvQaVSoUePHnjttdfw+eef4+OPP4YgCJg7dy4WLlyIPXv24ODBg8jNzUVYWBhkMhlSUlIAAOvXr0dRUREMBgMSExOxevXqAL8r0pj09HQIgoD3338fTz75ZJ3ntmzZgn//+9/gOA7jxo3DxIkTMWPGDHz66acoLCzE888/j7179+LmzZtYvHgxNm3a5PzdAQMGYPjw4fjjH/8ItVqN0aNHIzk5GYB3x5rojTfeQFVVFZYuXdpq4ZH4z+9//3sUFhZCEATMnDkTI0eOxLRp0zB//nwkJiZixowZ2Lx5M86dO4c//elPAACLxYK1a9ciNjYW8+bNg9FohNlsxm9/+1v0798/wO8osCicSUhJSQm6du1a5zGdTocrV64gJSUFmZmZsFgsd4QzUXZ2NrZt24Z3330XP/zwA65cuYKPPvoIdrsdU6dORXp6OgDHSXrGjBnYt28frl27hs8++wxWqxVDhw7FCy+84Hy9ixcvYvz48XjwwQdRXFyM6dOnUzgLEmfOnMH06dOd32dmZgIAysrKsGHDBmd1NTc3F1u3boVWq4Ver3eeNEWrV6/G+vXrkZCQgGXLlgFwdGXp9Xps3rwZgiBg/PjxKC4uRlxcnP/eIGmW5cuXIzMzE0OGDHE+dubMGXz55Zf4xz/+AY7jMGPGDAwZMgTh4eG4fv06vv/+e8THx+Pnn3/G0aNHMWbMmDted/78+ZgyZQrCw8Odwa0px9qaNWvAcZzzGCPB5T//+Q+Ki4vxwQcfwGw2IzMzEw888ADWr1+P2bNnIzIyEosXL0ZcXBy++eYbvPHGG4iOjkZ+fj6++uorDBs2DOXl5di0aRNKS0tx6dKlQL+lgKNwJiGdOnXCsWPH6jx2+fJl3LhxA0ePHsWPP/6IkJAQWK3WRl/r7NmzSEtLA8dxUCqVSE5OdnZrJSQkOH+uV69eUCgUUCgUUKvVdV4jOjoa7733Hr755huEhITAbre3wrsk/uCuWxNwHE89e/Z0dnv3798fu3fvRnJycp3jQlRcXOx8PDU1FZcuXUKHDh1w+/ZtLFiwAFqtFkajETabzQ/virRUREQEFi1ahJycHKSmpgIATp06hWvXrmHGjBkAgIqKCly6dAljx47F//73PxQWFuLZZ5/Fnj17UFhYiFWrVt3xuh06dMDo0aMRHR0NuVwOwPtjrbS0FCdPnkS3bt18/O6Jr5w6dQpFRUXOG0Ke53Ht2jX06tULffv2xfHjx51jC+Pi4vDaa69Bq9Xixo0bGDBgAJKSkjB58mQsWLAAPM/jqaeeCuTbkQSaECAhI0eOxPfff++8a7DZbMjLy8Px48cRGhqK9evX45lnnoHZbG5wkoAoMTHR2aVps9lQWFiI7t27A0CdLgNP3QfvvvsuUlJSsG7dOmRkZDT6N4n0denSBWfPnoXRaAQA7N+/33mhlMnuPB3ExMQ4Q/3Ro0cBALt27cL169fxxhtvYMGCBV4dj0Q6Ro0ahYSEBHzyyScAgLvuugs9e/bE3//+d2zZsgWPPfYYevXqhTFjxuDf//43QkJCMGzYMHz33XewWq2IiYnx6u94e6xFR0dj06ZNOHPmDHbt2tXK75b4w1133YVBgwZhy5Yt+Nvf/oaMjAx06dIFBQUFuHDhAvr27Yu//e1vAIBXX30VeXl5yMvLQ1RUFBhjOH78OCwWC9555x2sXLnS7Q1Ae0OVMwkJCQlBXl4elixZAsYYDAYDRo4ciUGDBmHBggUoKCiARqNB9+7dUVJS4vG1Ro4cif3792PKlCmw2WzIyMhAnz59mtSekSNHYvny5fj8888RHh4OuVwOq9UKlUrVkrdJAigyMhJz5szBU089BZlMhm7dumHhwoX44osv3P782rVr8bvf/Q46nQ46nQ5hYWHo27cvNm7ciMmTJ0OlUqFr165uu+SJdC1evBg//vgjACApKQmDBg3CE088AavVir59+yIuLg5yuRwWiwXp6ekICwuDQqHAiBEjvP4bTTnWOI5Dbm4uZs6ciY8++ggRERGt9VaJH4wdOxb79+/H1KlTYTQa8dBDD8Fms+HVV1/F22+/jZiYGEyePBkDBgzAxIkTMWnSJOj1ekRFRaGkpAQJCQnIz8/Htm3boFAoMGfOnEC/pYCjjc8JIYQQQiSEujUJIYQQQiSEwhkhhBBCiIRQOCOEEEIIkRAKZ4QQQgghEkLhjBBCCCFEQiicEULana+++gqPPfYYHnnkEUycOBF//etfAQB/+MMfcPDgQY+/+9///hebN2/2RzMJIe0UrXNGCGlXiouLsWbNGmzbtg0REREwGAyYPn06EhIScODAAQwcONDj7xcVFfmppYSQ9orCGSGkXSkrK4PNZoPZbAbg2L82Ly8P33zzDYqKirBkyRLk5+ejoqICb775JsxmMyorK/HKK6+gR48e+PDDDwE4tlvLyMjAa6+9htOnT4PneTz77LOYMGFCIN8eIaQNoHBGCGlXkpKSMHr0aIwZMwb33HMPBg4ciIkTJyI7Oxv79u1DdnY2evfujblz52LlypVITEzE3r17kZubi88//xxZWVkAgMcffxzr1q1Dnz59sGbNGlRXVyMrKwvJycm0WwIhpEUonBFC2p0VK1Zg9uzZ2L17N3bv3o3Jkydj3bp1dX5m7dq1+O9//4uvvvoKhw8fhsFguON1fvjhB5jNZnz88ccAAKPRiNOnT1M4I4S0CIUzQki7snPnThiNRowbNw6PP/44Hn/8cXz00Uf4v//7vzo/N3XqVAwcOBADBw7EoEGDsHDhwjteSxAErF271rlvbWlpKcLCwvzyPgghbRfN1iSEtCtqtRrr16/HlStXAACMMRw/fhz33HMP5HI5eJ5HeXk5Lly4gHnz5mHYsGHYsWMHeJ4HAMjlctjtdgBAeno6PvjgAwBASUkJHnnkEVy/fj0wb4wQ0mZQOCOEtCvp6enIzs7GrFmz8NBDDyEjIwNyuRwvvvgihg4dimXLluHcuXOYNGkSxo8fj4cffhgGgwFmsxlGoxH9+/fH559/ji1btiA7OxtmsxkTJkzA008/jZdffhndunUL9FskhAQ5jjHGAt0IQgghhBDiQJUzQgghhBAJoXBGCCGEECIhFM4IIYQQQiSEwhkhhBBCiIRQOCOEEEIIkRAKZ4QQQgghEkLhjBBCCCFEQiicEUIIIYRIyP8HFiconXEtYrMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,5))\n", "sns.violinplot(x=\"State\", y=\"Rates.Property.All\",\n", " data=state_crime_four_states, \n", " hue='old_new');" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# split=True to combine violin plots. it can be used when hue has only 2 values like our case\n", "# scale = count makes plot based on actual count in each category of hue\n", "plt.figure(figsize=(10,5))\n", "sns.violinplot(x=\"State\", y=\"Rates.Violent.All\",\n", " data=state_crime_four_states, \n", " hue='old_new',\n", " split=True, \n", " scale='count');" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Florida 53\n", "California 53\n", "Texas 53\n", "New York 48\n", "Name: State, dtype: int64" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "state_crime_four_states.State.value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Smoothening of violin plots are sensitive to number of samples. In our case, data for all states have ~same number of samples" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
old_newnewold
State
California1241
Florida1241
New York1236
Texas1241
\n", "
" ], "text/plain": [ "old_new new old\n", "State \n", "California 12 41\n", "Florida 12 41\n", "New York 12 36\n", "Texas 12 41" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.crosstab(state_crime_four_states.State, state_crime_four_states.old_new)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### barplots\n", "central tendency with confidence interval" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(style='ticks')\n", "plt.figure(figsize=(6,20))\n", "sns.barplot(x='Rates.Violent.All', y='State', data=state_crime_states, color='b')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "States like Vermond, North Dakota have low mean violent crime rate. District of columbia has very high average crime rate. " ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style(style='ticks')\n", "plt.figure(figsize=(6,20))\n", "sns.barplot(x='Population', y='State', data=state_crime_states, color='b')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The population in District of Columbia is very low. That might be contributing to its high rate of crime. California is highest populated state in US, followed by NY" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/princegrover/anaconda3/envs/fastai/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] } ], "source": [ "state_crime_states['old_new'] = state_crime_states.apply(f, axis=1)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# barplots with hue\n", "sns.set_style(style='ticks')\n", "plt.figure(figsize=(6,20))\n", "sns.barplot(x='Rates.Violent.All',\n", " y='State',\n", " data=state_crime_states,\n", " hue='old_new')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Violent crime rate has increased in Alaska, Tennessae, West Virginia, Wisconsin than before 2000**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### pointplot\n", "Same information as boxplot can also be visualized using pointplot" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pointplot with hue\n", "sns.set_style(style='ticks')\n", "plt.figure(figsize=(25,5))\n", "sns.pointplot(y='Rates.Violent.All',\n", " x='Year',\n", " data=state_crime_four_states,\n", " hue='State')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rate has followed similar pattern in these 4 states" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### countplot\n", "Gives count of observation in each category rather than mean as in barplot" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pointplot with hue\n", "sns.set_style(style='ticks')\n", "#plt.figure(figsize=(25,5))\n", "sns.countplot(x='State',\n", " data=state_crime_four_states,\n", " color='c')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use of countplot here doesn't make sense here actually. This is just for exploration purpose" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### facetgrid\n", "Apply pyplot plots for sublevels of categories" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"ticks\", color_codes=True)\n", "g = sns.FacetGrid(state_crime_four_states, col=\"old_new\", row=\"State\")\n", "g = g.map(plt.hist, \"Rates.Violent.All\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Can apply scatter funciton on facegrid" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# x and y needed here\n", "g = sns.FacetGrid(state_crime_four_states, col=\"old_new\", row=\"State\")\n", "g.map(plt.scatter, \"Rates.Violent.All\", \"Rates.Property.All\", edgecolor=\"w\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## End" ] } ], "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }