diff --git a/Minor Project Submissions/SOLUTION.md b/Minor Project Submissions/SOLUTION.md index 978c4b2..d8ba9d9 100644 --- a/Minor Project Submissions/SOLUTION.md +++ b/Minor Project Submissions/SOLUTION.md @@ -1,2 +1,3 @@ # SOLUTION +colab link:- https://colab.research.google.com/drive/1hp6E8FRLEG8l31RpAhFmu-AfiFj1dsJZ?usp=sharing diff --git a/Minor Project Submissions/honeyproduction.ipynb b/Minor Project Submissions/honeyproduction.ipynb new file mode 100644 index 0000000..15ab6f2 --- /dev/null +++ b/Minor Project Submissions/honeyproduction.ipynb @@ -0,0 +1,3047 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "honeyproduction.ipynb", + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "Minor Project on Honey Production Dataset\n", + "\n", + "---\n", + "\n", + "\n", + "By\n", + "Name : Shivam Aryan\n" + ], + "metadata": { + "id": "P6Bp05VVokJE" + } + }, + { + "cell_type": "markdown", + "source": [ + "Importing all the libraries " + ], + "metadata": { + "id": "PG2bVljNpFBK" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "dwcDQahgMFi6" + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "plt.style.use('seaborn-pastel')\n" + ] + }, + { + "cell_type": "code", + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2OCJUS1Mefq0", + "outputId": "7c4527b4-bb78-4cdf-bd2b-89de0b5939b6" + }, + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/drive\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "df= pd.read_csv('/content/drive/MyDrive/twitter df/honeyproduction.csv')\n", + "df.head()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "wX5GIrIuNSRf", + "outputId": "3fa24412-0c17-4f0e-e5d2-1eef389ba6df" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " state numcol yieldpercol totalprod stocks priceperlb \\\n", + "0 AL 16000.0 71 1136000.0 159000.0 0.72 \n", + "1 AZ 55000.0 60 3300000.0 1485000.0 0.64 \n", + "2 AR 53000.0 65 3445000.0 1688000.0 0.59 \n", + "3 CA 450000.0 83 37350000.0 12326000.0 0.62 \n", + "4 CO 27000.0 72 1944000.0 1594000.0 0.70 \n", + "\n", + " prodvalue year \n", + "0 818000.0 1998 \n", + "1 2112000.0 1998 \n", + "2 2033000.0 1998 \n", + "3 23157000.0 1998 \n", + "4 1361000.0 1998 " + ], + "text/html": [ + "\n", + "
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statenumcolyieldpercoltotalprodstockspriceperlbprodvalueyear
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Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 state 626 non-null object \n", + " 1 numcol 626 non-null float64 \n", + " 2 yieldpercol 626 non-null int64 \n", + " 3 totalprod 626 non-null float64 \n", + " 4 stocks 626 non-null float64 \n", + " 5 priceperlb 626 non-null float64 \n", + " 6 prodvalue 626 non-null float64 \n", + " 7 year 626 non-null category\n", + "dtypes: category(1), float64(5), int64(1), object(1)\n", + "memory usage: 35.6+ KB\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "All the variables now have proper datatypes." + ], + "metadata": { + "id": "yj1g5pGisc6V" + } + }, + { + "cell_type": "markdown", + "source": [ + "### **Problem Statement 1**\n", + "To explore quantitative variables and qualitative variables in the data set." + ], + "metadata": { + "id": "JKxJSH1lpsnz" + } + }, + { + "cell_type": "markdown", + "source": [ + "Qualitative variable:" + ], + "metadata": { + "id": "TetAOIfOpU-7" + } + }, + { + "cell_type": "code", + "source": [ + "df1=df.groupby('state')['numcol','yieldpercol','totalprod','stocks','prodvalue'].sum()\n", + "df1" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "uNq7MSQpTAVe", + "outputId": "03f15e4d-41a3-46a4-fecf-a10a458a4232" + }, + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " numcol yieldpercol totalprod stocks prodvalue\n", + "state \n", + "AL 179000.0 1013 12382000.0 2382000.0 15029000.0\n", + "AR 552000.0 1109 42156000.0 14890000.0 40266000.0\n", + "AZ 505000.0 901 30484000.0 13155000.0 31677000.0\n", + "CA 6100000.0 837 347535000.0 96807000.0 365390000.0\n", + "CO 420000.0 942 26259000.0 12229000.0 31354000.0\n", + "FL 2928000.0 1246 247048000.0 33144000.0 249229000.0\n", + "GA 906000.0 820 49499000.0 5284000.0 58013000.0\n", + "HI 131000.0 1470 12647000.0 2553000.0 21063000.0\n", + "IA 472000.0 986 31200000.0 16949000.0 38825000.0\n", + "ID 1491000.0 660 66160000.0 28139000.0 71431000.0\n", + "IL 121000.0 925 7475000.0 3149000.0 15113000.0\n", + "IN 119000.0 914 7260000.0 3039000.0 10358000.0\n", + "KS 189000.0 841 10619000.0 5238000.0 13861000.0\n", + "KY 66000.0 782 3445000.0 704000.0 7199000.0\n", + "LA 565000.0 1436 54410000.0 8156000.0 54303000.0\n", + "MD 28000.0 270 1266000.0 291000.0 1833000.0\n", + "ME 126000.0 466 3701000.0 1445000.0 5067000.0\n", + "MI 1067000.0 1022 72820000.0 34434000.0 86804000.0\n", + "MN 1934000.0 1114 144360000.0 32787000.0 157850000.0\n", + "MO 235000.0 801 13073000.0 3049000.0 14768000.0\n", + "MS 252000.0 1312 21853000.0 4718000.0 24252000.0\n", + "MT 2040000.0 1160 156562000.0 47950000.0 176903000.0\n", + "NC 171000.0 717 8141000.0 1898000.0 17158000.0\n", + "ND 5555000.0 1321 475085000.0 132898000.0 545642000.0\n", + "NE 695000.0 1012 47379000.0 25340000.0 52895000.0\n", + "NJ 164000.0 554 5993000.0 1722000.0 9105000.0\n", + "NM 131000.0 808 7147000.0 3524000.0 8208000.0\n", + "NV 108000.0 497 4832000.0 1611000.0 10669000.0\n", + "NY 846000.0 1037 59062000.0 26617000.0 75063000.0\n", + "OH 242000.0 953 15601000.0 6500000.0 23282000.0\n", + "OK 27000.0 278 1207000.0 401000.0 1711000.0\n", + "OR 729000.0 666 31821000.0 16183000.0 39349000.0\n", + "PA 386000.0 756 19434000.0 8328000.0 27745000.0\n", + "SC 16000.0 204 1030000.0 89000.0 1338000.0\n", + "SD 3544000.0 1137 266141000.0 131494000.0 290651000.0\n", + "TN 108000.0 845 6116000.0 1468000.0 11399000.0\n", + "TX 1478000.0 1058 104904000.0 20520000.0 111438000.0\n", + "UT 380000.0 698 17686000.0 4615000.0 20165000.0\n", + "VA 99000.0 603 3998000.0 1004000.0 8583000.0\n", + "VT 85000.0 1004 5821000.0 2284000.0 8435000.0\n", + "WA 835000.0 732 40316000.0 16653000.0 49787000.0\n", + "WI 1022000.0 1191 81833000.0 42726000.0 97706000.0\n", + "WV 98000.0 728 4818000.0 2006000.0 8289000.0\n", + "WY 593000.0 992 39269000.0 7233000.0 42848000.0" + ], + "text/html": [ + "\n", + "
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WV98000.07284818000.02006000.08289000.0
WY593000.099239269000.07233000.042848000.0
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numcolyieldpercoltotalprodstockspriceperlbprodvalue
count626.000000626.0000006.260000e+026.260000e+02626.0000006.260000e+02
mean60284.34504862.0095854.169086e+061.318859e+061.4095694.715741e+06
std91077.08723119.4587546.883847e+062.272964e+060.6385997.976110e+06
min2000.00000019.0000008.400000e+048.000000e+030.4900001.620000e+05
25%9000.00000048.0000004.750000e+051.430000e+050.9325007.592500e+05
50%26000.00000060.0000001.533000e+064.395000e+051.3600001.841500e+06
75%63750.00000074.0000004.175250e+061.489500e+061.6800004.703250e+06
max510000.000000136.0000004.641000e+071.380000e+074.1500006.961500e+07
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numcoltotalprodstocksprodvalue
year
19982621000.0219519000.080565000.0146091000.0
19992637000.0202387000.078390000.0123657000.0
20002604000.0219558000.084956000.0131568000.0
20012542000.0185748000.064764000.0132282000.0
20022565000.0171265000.039177000.0227302000.0
20032591000.0181372000.040619000.0252079000.0
20042539000.0182729000.060981000.0197307000.0
20052394000.0173969000.062187000.0160793000.0
20062378000.0154238000.060235000.0157924000.0
20072428000.0147621000.052405000.0161356000.0
20082326000.0162972000.050996000.0229992000.0
20092472000.0145068000.037322000.0213920000.0
20102666000.0175294000.044797000.0278370000.0
20112466000.0147201000.036550000.0258688000.0
20122509000.0140907000.031662000.0280725000.0
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Observations:\n", + "\n", + "Total production , stocks, production value are having high strong positive correlation with number of colonies.\n", + "\n", + "---\n", + "\n", + "\n", + "\n", + "Therefore, increase in total production is thereby increasing stocks along with value of production.\n", + "\n", + "---\n", + "\n", + "\n", + "\n", + "Yield per colony and priceperlb do not have a high correlation with any of the features present in the dataset." + ], + "metadata": { + "id": "335RluvLk2Ly" + } + }, + { + "cell_type": "code", + "source": [ + "print(df.state.nunique())\n", + "print(df.year.nunique())" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KaY9AmNifxts", + "outputId": "4611a605-f40f-4b31-9a16-e51364f6dc6f" + }, + "execution_count": 16, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "44\n", + "15\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "We have honey production data for 44 US states over a span of 15 consecutive years, from 1998 to 2012." + ], + "metadata": { + "id": "C2mkxNe0lHC4" + } + }, + { + "cell_type": "markdown", + "source": [ + "### **Problem Statement 3**\n", + "Explore the overall trend of honey production in the US over the years." + ], + "metadata": { + "id": "_tTVKxXIqvqi" + } + }, + { + "cell_type": "code", + "source": [ + "df2['yieldpercol']=round(df2['totalprod']/df2['numcol'])\n", + "df2" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 551 + }, + "id": "V110uQU4WlBF", + "outputId": "7cb75e57-7cf8-4499-93c8-c52a118703a6" + }, + "execution_count": 17, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " numcol totalprod stocks prodvalue yieldpercol\n", + "year \n", + "1998 2621000.0 219519000.0 80565000.0 146091000.0 84.0\n", + "1999 2637000.0 202387000.0 78390000.0 123657000.0 77.0\n", + "2000 2604000.0 219558000.0 84956000.0 131568000.0 84.0\n", + "2001 2542000.0 185748000.0 64764000.0 132282000.0 73.0\n", + "2002 2565000.0 171265000.0 39177000.0 227302000.0 67.0\n", + "2003 2591000.0 181372000.0 40619000.0 252079000.0 70.0\n", + "2004 2539000.0 182729000.0 60981000.0 197307000.0 72.0\n", + "2005 2394000.0 173969000.0 62187000.0 160793000.0 73.0\n", + "2006 2378000.0 154238000.0 60235000.0 157924000.0 65.0\n", + "2007 2428000.0 147621000.0 52405000.0 161356000.0 61.0\n", + "2008 2326000.0 162972000.0 50996000.0 229992000.0 70.0\n", + "2009 2472000.0 145068000.0 37322000.0 213920000.0 59.0\n", + "2010 2666000.0 175294000.0 44797000.0 278370000.0 66.0\n", + "2011 2466000.0 147201000.0 36550000.0 258688000.0 60.0\n", + "2012 2509000.0 140907000.0 31662000.0 280725000.0 56.0" + ], + "text/html": [ + "\n", + "
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numcoltotalprodstocksprodvalueyieldpercol
year
19982621000.0219519000.080565000.0146091000.084.0
19992637000.0202387000.078390000.0123657000.077.0
20002604000.0219558000.084956000.0131568000.084.0
20012542000.0185748000.064764000.0132282000.073.0
20022565000.0171265000.039177000.0227302000.067.0
20032591000.0181372000.040619000.0252079000.070.0
20042539000.0182729000.060981000.0197307000.072.0
20052394000.0173969000.062187000.0160793000.073.0
20062378000.0154238000.060235000.0157924000.065.0
20072428000.0147621000.052405000.0161356000.061.0
20082326000.0162972000.050996000.0229992000.070.0
20092472000.0145068000.037322000.0213920000.059.0
20102666000.0175294000.044797000.0278370000.066.0
20112466000.0147201000.036550000.0258688000.060.0
20122509000.0140907000.031662000.0280725000.056.0
\n", + "
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\n", + "
\n", + " " + ] + }, + "metadata": {}, + "execution_count": 17 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Observation: From above, we conclude that there is a huge decline in honey production and yield per colony over the years." + ], + "metadata": { + "id": "24IHpfksly-j" + } + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(10,4))\n", + "sns.pointplot(x='year', y='totalprod', data=df, estimator=sum, ci=None)\n", + "plt.xticks(rotation=90) # To rotate labels of x-axis\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 306 + }, + "id": "k8MnsJQSgBel", + "outputId": "ab023358-5735-4dbb-92bc-cbccaa072efa" + }, + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Observations:\n", + "\n", + "The overall honey production in the US has been decresing over the years.\n", + "\n", + "---\n", + "\n", + "\n", + "\n", + "The overall honey production is directly propotional to number of colonies and average yield per colony.\n" + ], + "metadata": { + "id": "W5t4VfYVndXm" + } + }, + { + "cell_type": "markdown", + "source": [ + "### **Problem Statement 4\n", + "To observe the pattern of total honey production ans value of production every year." + ], + "metadata": { + "id": "0Io6OmO8q4r5" + } + }, + { + "cell_type": "code", + "source": [ + "sns.lmplot(x='totalprod' , y='prodvalue' , data=df , hue='year')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 386 + }, + "id": "rPInPQz2gOaH", + "outputId": "9b0bd4e9-8d90-4401-e09f-9b884de6d60f" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 19 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(5,5))\n", + "plt.scatter(x='totalprod', y='prodvalue', data=df)\n", + "plt.xlabel('total honey production')\n", + "plt.ylabel('Production value')\n", + "plt.grid(False)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 345 + }, + "id": "WnCrYWmUgVUO", + "outputId": "4a19679f-a030-4696-8a0c-9c60d835f5bf" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Observations:\n", + "\n", + "The variation of total honey production and value of production over the years has been inversely related to each other.\n", + "\n", + "---\n", + "\n", + "\n", + "Though total production was lowest in 2012, even then the value of production has been the highest.\n" + ], + "metadata": { + "id": "_xSqbJuBnssA" + } + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(10,4))\n", + "sns.pointplot(x='year', y='prodvalue' , data=df , ci=None)\n", + "plt.xticks(rotation=90)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 341 + }, + "id": "ImvBlTtPgap8", + "outputId": "20cb25b0-9f84-4144-eab8-f4fd8cd6f502" + }, + "execution_count": 21, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14]),\n", + " )" + ] + }, + "metadata": {}, + "execution_count": 21 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Observations:\n", + "\n", + "The value of production has increased from 1998 to 2012.\n", + "\n", + "---\n", + "\n", + "\n", + "The highest value of production has been recorded for the year 2012.\n", + "\n", + "---\n", + "\n", + "\n", + "It is interesting to note that since the total production has decreased over the years, the production value has been increasing over the years." + ], + "metadata": { + "id": "kwmEIlrHn6CL" + } + }, + { + "cell_type": "markdown", + "source": [ + "### **Problem Statement 5**\n", + "To observe the variation in number of colonies over the years." + ], + "metadata": { + "id": "Qw5-82A2rB7C" + } + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize=(10,4))\n", + "sns.pointplot(x='year', y='numcol', data=df, ci=None, estimator=sum)\n", + "plt.xticks(rotation=90)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 341 + }, + "id": "Zt_WEaxKgjm0", + "outputId": "39af7539-9113-420e-a4ce-f5f8bdfd6274" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14]),\n", + " )" + ] + }, + "metadata": {}, + "execution_count": 22 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Observations:\n", + "\n", + "The number of colonies reached its maximum in the year 2010.\n", + "\n", + "---\n", + "\n", + "\n", + "The number of colonies were lowest in the year 2008.\n", + "\n", + "---\n", + "\n", + "\n", + "As compared to the year 1998, the number of coloies have decreased in 2012" + ], + "metadata": { + "id": "kUb04d1Gn-Om" + } + }, + { + "cell_type": "markdown", + "source": [ + "### **Problem Statement 6**\n", + "Analyse the the variation of yield per colony over the years and the production trends at state level." + ], + "metadata": { + "id": "uI0HMTctrHtz" + } + }, + { + "cell_type": "code", + "source": [ + "sns.pointplot(x='year', y='yieldpercol', data=df, ci=None, estimator=sum)\n", + "plt.xticks(rotation=90)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 330 + }, + "id": "Zt3Jv7w-gs2k", + "outputId": "ca028fa4-1e28-43be-cead-9839c5753ba0" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14]),\n", + " )" + ] + }, + "metadata": {}, + "execution_count": 23 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Obsevations for yield per colony:\n", + "\n", + "Yield per colony has been the highest in the year 1998.\n", + "Since 1998, the yield per colony has been on a decline in the following years.\n", + "\n", + "---\n", + "\n", + "\n", + "From this, we can also infer that the decline in total honey production has been caused by the decrease in yield per colony and not number of colonies" + ], + "metadata": { + "id": "raKVEIKpoJ-2" + } + }, + { + "cell_type": "code", + "source": [ + "plt.figure(figsize = (20,10))\n", + "sns.pointplot(x='year', y='totalprod', data=df, ci=None, estimator=sum ,hue='state')\n", + "plt.legend(bbox_to_anchor=(1,1))\n", + "plt.xticks(rotation=90) " + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 712 + }, + "id": "bkxoeh63gzZL", + "outputId": "cf3fd09f-45b6-415e-9c82-3b6617bf0f5f" + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14]),\n", + " )" + ] + }, + "metadata": {}, + "execution_count": 24 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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vW3wotnoxwxJUmyOiEUcQRWgW3lPl/3q7RS7ZnaA4bFrBZPaKeTObVTNmWwUx/BcVMvlFREREREREI45fUfBCjyb3P5tshn4Qmtz3RhAE3JNlwv/sDFR/LS+3Y9lFcRCEobkeUbgRVCqoZ15ixcxLgqryCrXwT88RERERERERnWbDURcqOyQAwEyLFpefNzhN7vsy06LF1LjApnf7W33Y3czeX0QjBZNfRERERERENKK0eWW8Wm4HAKgE4ME885BXYZ2+8+PyCgcURRnSaxLR4GDyi4iIiIiIiEaUf5bZYfMFEk83pRuRFjU8HX1mWLSYYQlUf5W2+bCzidVfRCMBk19EREREREQ0Yhxq82FDrQsAEK8TcXfm0DS578u9WT2rv+ys/iIaAZj8IiIiIiIiohFBVhQsK7WhK930k5womDTDe1s7NV6LWQmBnR7L2iVsa2T1F1Gwjh49qr7uuusmpqam5ufl5U2+4oorMvft26cDgKeeeipJp9MVWK1W1UCvw+QXERERERERjQgf1rtR2uYDAEyJ0+CacfqQxHFv1slqs9dY/UWjgOKXIO3ZZPEWPpHj+dv9U7yFT+RIezZZFNkf9JyyLOP666/PvPzyy221tbUHSkpKDv7+97+vb2ho0ADAmjVr4vPz8x1vvvlm7EDjZ/KLiIiIiIiIwp7NJ+PvhwJN7kUMT5P7vuTFaXFBYqD6q6JDwhcnPCGJg2g4KH4Jvn/9KcP/2ZvpStMRE5ztWqXpiMn/2ZvpvnV/zFD8UlDzbtiwwaxWq5XHHnusqevc7NmzXXPmzLGXlJTonE6n6qmnnqpfvXp1/EA/Bya/iIiIiIiIKOy9XuFAq1cGAFyfZkBWtCak8fTs/fV6hQMyq78oQvn3fmJRjuzvtfpKObI/1r/3E0sw8+7bt88wbdo0Z29jK1asiFu4cGHLnDlz7NXV1fra2toB7WrB5BcRERERERGFtcMdPqw7ErhHjtEK+H6PxFOoTI7VYHZSoPqryiZhy3FWf1Fkkku2JvY7XvpFwmBfc+3atZa77767RaVSYd68ea2FhYVxA5mPyS8iIiIiIiIKW4qi4IVSG+TOwqofTopCtDY8bmVPrf6yw8/qL4pAiqOt3zJLxd6qDWbeKVOmuPbu3Ws8/fzOnTsNR44c0c2ZM2dScnLylPXr18evWbMmqOqyLuHxikFERERERETUi0+PebC3JdDkPjtGjbmphhBHdNKkGA0uHaMDANTY/fjsGKu/KPIIplhfv+NRcUFtebpgwQKb1+sV/vjHP3ZXju3YscPwwAMPpP785z9vqK+v319fX7+/sbFx34kTJzTl5eVBJdkAJr+IiIiIiIgoTDklGX85ZOs+figvGqoQNbnvyz09dn58g9VfFIHEvMua+h3PvbQ5qHlFEevXr6/avHlzdGpqan5mZmbeL37xi+SdO3eab7755raej507d27rG2+8EXTj+wE1DCMiIiIiIiIaKm9WOtDsDjS5n5eiR25saJvc9yYzWoPLz9Nhy3EPjjr82NzgxjXJ4VOdRjRQqunXWOXqvbG9Nb0X0qa0qaZfYw127vT0dF9RUdHhMz3u1VdfrQv2GgArv4iIiIiIiCgM1dolrK4ONLk3qQX8MNsc4oj6dk9WFLrq0d6ocECSWf1FkUMQVdB89+dVqivvrBGS0u0wxniFpHS76so7azQL/6dKEFWhDvGMWPlFREREREREYUVRFLx40AapM4f0g0lRiNOFb+3GRLMaV47V4dNjHtQ5/fikwY05Kaz+osghqNRQF8yxomBO0FVeoRS+rx5EREREREQ0Kn3Z6MHOpkAP7YlmNa4fH/6JpJ7VXysqWf1FFE6Y/CIiIiIiIqKw4fEreKnU3n38YK4ZajG8mtz3Ji1KjW+N0wMAGpx+fFjvDnFERNSFyS8iIiIiIiIKG6sOO3DM5QcAfGusHtMt2hBHdPa+l2nqvsleUWmHj9VfRGGByS8iIiIiIiIKC8ecfrxV5QAA6FUCfjI5KsQRnZvUKDWuSQ5Uf51wydhU5wpxREQEMPlFREREREREYeIvB23wyoH//l6mCYn68N9F7nR3Z5rQtUqzsNIBr5/VX0R9OXr0qPq6666bmJqamp+Xlzf5iiuuyNy3b5/uq6++0l900UWT0tPT89PS0vIfffTRsbIsB30dJr+IiIiIiIgo5HY1ebD1hAcAkGpS4aYJxhBHFJxkkxpzOqu/Gt0yilj9RRFA8UvwFa+yuN6+O8f56vwprrfvzvEVr7Iosj/oOWVZxvXXX595+eWX22praw+UlJQc/P3vf1/f0NCgWbhwYeZjjz12vKam5sCBAwdKd+zYEfXMM88kBnstJr+IiIiIiIgopHyygmWltu7jB3LN0IyAJvd9uSszCqrO8N+sdMDD6i8awRS/BM/7P8/wbn0+XW4qNylOq1ZuKjd5tz6f7ln/SIbil4Kad8OGDWa1Wq089thjTV3nZs+e7Tp48KB+1qxZ9kWLFnUAgNlslv/6178efeGFF8YG+zkw+UVEREREREQh9V6NE7WOQAXJpWN0uCBRF+KIBmasUYV5KQYAQLNHxoZaVn/RyCXtW2PxH90R29uY/+iOWGn/e5Zg5t23b59h2rRpztPPl5SU6AsKCk45n5eX53E6nWJLS0tQeSwmv4iIiIiIiChkmtx+vFERaHKvFYH7J5tDHNHguDPTBHVn9ddbVQ64Wf1FI5R0qKjf5YbSwaKE4YolWEx+ERERERERUci8csgOV2di6PYME8YaR16T+96MMahwXWqg+qvFI2P9kW8UuBCNCIrDqul/vFkbzLxTpkxx7d279xvN/XJzc9179uw55XxpaanWaDTK8fHxQXW9Z/KLiIiIiIiIQmJvixefNLgBAOcZRNw20RTiiAbX7RkmaDrvut8+7IRLYvUXjTyCyeLrfzzBG8y8CxYssHm9XuGPf/xjd+XYjh07DLm5ue5du3aZ//Wvf5kBwG63C/fff//4Bx544Hgw1wGY/CIiIiIiIqIQkGQFL5ScbHK/JNcMnWrkNrnvTZJBhQWd1V+tXhn/PsrqLxp51DnzmvodnzyvOZh5RVHE+vXrqzZv3hydmpqan5mZmfeLX/wiOTk52bd27drK3/3ud+PS09Pzc3Nz8woKChyPP/54Y3CfAaAO9olEREREREREwVp/1IXDtsAucecnaHFJ0shuct+X2zNM2FDrglcGVlY5cP14A4xq1qHQyKGettjqP7Ittrem96rxF7app95kDXbu9PR0X1FR0eHexnbu3FkW7Lyn408cERERERERDatWj4zl5XYAgFoAHsg1QxAiq+qrS4JehRvGB9oXdfgUrKvhzo80sgiiCroFf6rSXv5wjZiYbReMFq+YmG3XXv5wje7656oEMfz79LHyi4iIiIiIiIbVP8pssHf2v1o8wYjxUZF9a3pbhhHrjzrhkYFV1Q58N80Ak4a1KDRyCCo1NNNvsWqm3xJ0lVco8aeNiIiIiIiIhs3BNh+K6gJN7hN0Iu7KjKwm972J16mwMD1Q/WXzKXivhr2/iIYTk19EREREREQ0LGRFwQslHd3HP51sHjX9r26dYIK+s6H/O9VO2HxyiCMiGj1Gx6sMERERERERhdwHdW4cag80uZ8Wr8HVYyOzyX1vYnUiFqUFdn50SArWVLP6i2i4MPlFREREREREQ87mk/H3MhsAQBSAByO4yX1fbplogqGz+mtNjRMdXlZ/EQ0HJr+IiIiIiIhoyC0vt6PdG2hyvzDNgIxoTYgjGn4xWhE3TQj0/nJIClaz+otGOZVKNTMnJye366OsrEy7YcMG81VXXZU5mNeJ7C01iIiIiIiIKOQqO3z49xEXACBWK+CerKgQRxQ6N08wYm2NEw4p0Pj+pglGxGpZl0LhTZElOEvWWJzlRYmy06oRjRafcdK8JmPeYqsgqoKeV6fTyYcOHSrtea6iomLQ10PzJ4yIiIiIiIiGjKIoeKHEhq4Ffj/ONsOsGb23omaNiMWd1V8uv4J3DjtCHBFR/xRZQsumn2d0bHs+XbKWm2SXVStZy00d255Pb9n0SIYiS6EO8YxG7ysOERERERERDblPGtzY3+oDAEyO1eA7KfoQRxR6N6UbEaUO9P5ad8SJVg97f1H4cpassXjrdsT2Nuat2xHrLHnPEuzcHo9H7FryeM0112QEH2X/mPwiIiIiIiKiIeGUZPztkB0AIAB4KNcMcZQ1ue9NlEbEzRMD1V9uP/A2q78ojDnLixL7Ha8oSgh27q5lj4cOHSr9+OOPq4Kd50yGPPklCIJKEIRiQRA2DPW1iIiIiIiIKHysqHTA2lnVND/VgJzY0dfkvi83phkRrQkkAv99xAmrxx/iiIh6Jzut/f7gyo5m7XDFEqzhqPx6CMDBYbgOERERERERhYkjdgnvdu5maNYIuC979Da5741JI+KWiSYAgEcG3q7izo8UnkSjxdfvuCnBO1yxBGtIk1+CIKQAmA/g1aG8DhEREREREYUPRVGwrMQGvxI4/sGkKO5o2IuFaQbEaDurv4460exm9ReFH+OkeU39jmfNax7sa27bti16zJgxU7s+PvnkE9NA5lMPVmB9eB7AYwDMQ3wdIiIiIiIiChNbT3iw2xooBsmMVmPBeEOIIwpPRrWI2yaa8LdDdvhk4K0qBx7Kiw51WESnMOYttrprt8X21vRem3JhmzHvJmuwczudzuLTz1133XU2t9u9J9g5ezNkqXdBEK4D0Kgoyu4zPO5HgiB8JQjCV01N/SYTiYiIiIiIKMy5/QpePmjrPn4o1wwVm9z36btpRsR1VsVtqHWh0cXqLwovgqhC/Jw/VUXPfrhGnZBtFw0Wrzoh2x49++Ga+DnPVQmiKtQhntFQVn5dAuB6QRDmAdADiBYE4U1FUe7s+SBFUf4O4O8AMGvWLGUI4yEiIiIiIqIh9naVAydcgSb314zTY0p82PfCDim9SsDtGUa8fDBQ/fVmlQOP5LP6i8KLIKphmnKL1TTllqCrvEJpyCq/FEV5XFGUFEVR0gHcCmDz6YkvIiIiIiIiihwNTgkrDzsAAAaVgJ/ksMn92bh+vBEWXeD2vKjWheOs/iIaVOw4SERERERERIPi5dJA9RIA3JNlgkUf/suhwoFOJeCOjEA/b0kB3qx0hDgiosgyLMkvRVE+UxTluuG4FhEREREREQ2/7Y0e/LfRAwBIi1LhxnRjiCMaWeanGpCgD9yif1DnQoNTCnFERJGDlV9EREREREQ0IF6/ghdLTza5fyDXDLXIJvfnQqcScFdn9ZdfAQpZ/UU0aJj8IiIiIiIiogF5t8aJemegT9UV5+kwK0EX4ohGprkpBozprP76sN6NOgervyiy1dbWqhcsWDAhJSVlSl5e3uTp06fnrFixIrZr/Pvf/35qUlLSVL9/YH3wmPwiIiIiIiKioDW6/CistAMAdCLws8nmEEc0cmlVAu7KDFR/yQqwgtVfFCYUWUJrySrLkfV351S9M3/KkfV357SWrLIocvBJKVmWsWDBgszLLrvMXldXt7+kpOTg6tWrD9fW1moBwO/3Y9OmTbFjx471FhUVDeiFhckvIiIiIiIiCtpfD9ng7rz/vSPThDEGNrkfiDkpBozt/Bp+Uu/GETurvyi0FFlC/Sc/z2ja9Xy6p6Xc5HdZtZ6WclPTrufT6z95JEORg/seff/9980ajUZ57LHHmrrOTZo0yfvEE080AsDGjRvNWVlZrvvuu69p5cqV8QP5HJj8IiIiIiIioqAUW7349Figyf04owq3TDCFOKKRTy32qP4CsKKC1V8UWm0H11icDTtiextzNuyIbTv0niWYeffv32+YOnWqs6/xlStXxt98880td9xxR+t//vOfGI/HE3QjQSa/iIiIiIiI6JxJsoIXSjq6j5dMNkOnYpP7wXBtsh7jjIHqr83H3KixsfqLQqejqiix3/HKooTBuM5dd901Pjs7Ozc/P3+y2+0WNm/eHHP77be3xcfHy9OnT3esXbs2Oti5mfwiIiIiIiKic7buiBM19sB6x4sStbh4DJvcDxa1KOB7ndVfCoA3OnuqEYWC5LJq+h9v1gYz75QpU1z79u0zdh0XFhYe/eyzz8pbW1vVa9eujbbZbKr8/Py85GsX6cEAACAASURBVOTkKV999VXU22+/HfTSRya/iIiIiIiI6Jy0ePx4vXM5nkYEluSyyf1g+9Y4PVJNgeqvT495cLjDF+KIaLRSGyz9fvOpDQneYOZdsGCBzePxCM8880x3ZZndbhcB4O23345//vnnj9TX1++vr6/fX1NTs/+LL76IttlsQeWxmPwiIiIiIiKic/L3Q3Y4JAUAcMsEE1JM6hBHFHl6Vn8B6E42Eg236Ix5Tf2OZ85rDmZeURTx/vvvV23dutWcnJw8ZcqUKZPvvPPO9F/+8pcNW7ZsiVm8eHFb9zWio+VZs2bZV61aFRPMtfgKRURERERERGetpNWLTfVuAECiXsQdGWxyP1SuGqdHYZUDR+x+bDnhQUW7D1kx/a5AIxp0sZMXWx3122J7a3pvHHdhW2zOTdZg505LS/Nt2LDh8OnnH3jggW/M+dFHH1UFex1WfhEREREREdFZ8SsKXiixdR/fP9kMg5pN7oeKShDwvcyo7mNWf1EoCKIKyd/+U1XiBQ/X6OKz7SqDxauLz7YnXvBwTfK3n6sSRFWoQzwjVn4RERERERHRWdlY60J5R2DnwQKLFlecxyb3Q+3KsTqsqFShxu7Hfxs9ONTmQ04sq79oeAmiGnG5t1jjcm8JusorlFj5RURERERERGfU7pXxallg10GVADyYa4YgsOprqImCgHuzelZ/cedHonPF5BcRERERERGd0fJyOzp8gSb3N6YbkW7mQqLhctl5OmR0fr23N3lR2sadH4nOBZNfRERERERE1K/ydh/WH3UBAOK04im7ENLQEwUB9046+TV/rZzVX0TngskvIiIiIiIi6pPc2eRe6Tz+SU4UTBreSg63S5J0mBQdqP7a1ezF/hZviCMiGjn4ikVERERERER9+rjejZLOZXb5cRpck6wPcUSjkyAIuHfSyd5fr3HnR4oARqNxRs/jZcuWWe6+++7xAPDII4+Me/LJJ8cMxnW4SJuIiIiIiIh6ZffJ+NuhwBI7AcBDuWaIbHIfMhclajE5Ro2D7RL2WL342urFdIs21GHRKKDIEprK1lhaDxcl+lxWjcZg8cVNnNeUmL3YKoiqUId3Rqz8IiIiIiIiol6tqHSg1SsDAK4fb0BWjCbEEY1ugiDgnlOqv9j7i4aeIks4/OnPMxp2P5/uai03SW6r1tVabmrY/Xz64U8fyVBkKdQhnhErv3qhyH7IpV/Af+AzKLYWCOZ4qPKvhJh7GQSR+UIiIiIiIop81TYJa2qcAIBojYAf9Ei6UOhckKBFXqwGJW0+7G3xodjqxQxWf9EQaipbY7Ed2xHb25jt2I7Y5vL3LIk5t1iDmdvj8Yg5OTm5Xcft7e2qa665pj3YWPvCTM5pFNkPacNLkD76B5SGCsBmhdJQAemjf0Da8CIU2R/qEImIiIiIiIaUoih4sdQGubPL/X3ZUYjW8vYxHAin7fy4vNwORVH6eQbRwLQeLkrsb7zlcFFCsHPrdDr50KFDpV0fjz/+eEOwc/WHr16nkUu/gFy5q/exyl2QS78Y5oiIiIiIiIiG1+fHPdhjDewmOClajfmphhBHRD3NtGgxNS6wBHV/qw+7m7nzIw0dn8va73pnn7M57EsPmfw6jf/AZ2cY/3x4AiEiIiIiIgoBl6Tg5YO27uOH8sxQscl9WDl958flFQ5Wf9GQ0Rgsvn7HjQlhn31l8us0iq3lDONBLWMlIiIiIiIaEd6qcqDJHWhyPydZj7y4sC/qGJVmWLSYHh8oyClt82FnU9jnH2iEips4r6m/8fiJ85qHK5ZgseH9aQRzfL8JLsFsGcZoiIiIiIiIhk+dQ8I71Q4AgEkt4Ec5bHIfzu6dFIWHtrcCAJZX2HFBohYCq/RokCVmL7baGrbF9tb03jz2wraESTcFXSXkdDqLex4/+OCDVgBWAHjuuecGrf8XK79Oo8q/8gzjVwxPIERERERERMPspVIbfIGiL9yTZUK8ThXagKhf0+K1mNm502NZu4Rtjaz+osEniCpMvOpPVcmzHq4xxGfb1XqL1xCfbU+e9XDNxKueqxLE8H+dYOXXacTcyyAe/rr3pvdqHYSMmcMfFBERERER0RD78oQH2zuXzqVHqbAwzRjiiOhs3DvJhN3bAv/fXquwY3YSq79o8AmiGok5t1gTc24Zkb2gWPl1GkEUob5uCdTX/hDCuElAVDyg69xGVvLAv/l1NhIkIiIiIqKI4vEreOmUJvfRUItMoIwE+XFaXJAYqP6q6JDwxQlPiCMiCj+s/OqFIKqgyr+ie4mj4rLBW/grwN4KuWw75NQ8qKZeFeIoiYiIiIiIBsc71Q40OP0AgKvG6jDDwib3I8m9WVHY2RTYvO31CgcuGaODyOovom6s/DoLgsEMzbz7gc4XD+nTFZCba0McFRERERER0cCdcPnxVmWgyb1eBfw0xxziiOhcTY7VYHZSIGFZZZOw5Tirv4h6YvLrLIkpOVDNXhQ48PsgbXwJio8vKERERERENLL95aANns4m93dlRiHJEP7Nq+mb7sk6uTPn6xV2+Nmuh6gbk1/nQHXBDRBScwEAirUe0qcrQhwRERERERFR8L5q9uDzziqhFKMKi9PZ5H6kyo7R4JIxOgBAjd2Pz46xWIPCn9FonAEAZWVlWr1eXzB58uTciRMn5k2ZMmXysmXLLIN1Hfb8OgeCKEIz96fwFj4BuDogH/gc/vF5UOVcHOrQiIiIiIiIzolPVrCs5GST+wdyzdCq2CdqJLsny4T/dja8f6PCjivH6qBi7y8aBLIs4XjFGktj9cZEr9uq0eotvqQJ85vGZi22CuLgVIumpqZ6Dh48WAoApaWl2kWLFmUqioKHHnpowDtMsvLrHAlRcdDM+XH3sfTxciitx0MYERERERER0blbW+PEUUegyf0lSTpcmKQLcUQ0UFnRGlx+XuD/41GHH5sb3CGOiCKBLEs4uOWRjOriP6c72spNPrdV62grN1UX/zm9dMvDGbIsDfo1c3Nzvc8++2zt3/72tzGDMR+TX0EQJ0yDatZ1gQOfG76NL0GRfKENioiIiIgoQkmygqJaF5Zsa8HNm5uwZFsLimpd7Gk0AFa3H69XBJrca0Tg/tyoMzyDRop7sqLQVev1RoUDksyfExqY4xVrLG3Hd8T2NtZ2fEfs8Yo1g7Y8saeLL77YWV1drR+MuZj8CpLqkpsgjM0EACiNNfBvXRXiiIiIiIiIIo8kK3iquB3P7u/AgVYfGt0yDrT68Oz+Dvzfnnbe2AfplTI7XP7A1+72iSaMM7IjTqSYaFbjyrGB6q86px+fsPqLBqixemNiv+M1RQlDcV1lEN/gYPIrSIJKDc28+wFdoCGkv/hD+Kt2hzgqIiIiIqLI8lG9G1tO9N64e8sJDz6qcw1zRCPfvhYvPqoPJETGGETclmEKcUQ02HpWf62oZPUXDYzXbdX0O+5q1g7Fdbdt22acOHHioLzIM/k1AEJMItTX/rD7WPrwH1BsA+7DRkREREREnTbWOvsdf67Ehsd2teLVMjs+O+ZGg1Ma1GqBSONXFLzQo8n9/ZPN0LPJfcRJi1LjW+MCq8UanH58WM/qLwqeVm/pt8+T1pDgHexrlpWVaX/5y1+m/PjHP24cjPlY2zpAqqzzIU/7NuS9nwBuO3xFL0Oz+AkM1m4HRERERESjVb1DQll7/42UJQXY2eTFzqaT914mtYCsaDUmxWiQGa3GpGgNUqNU3PUOwPtHXaiyBb6msxK0uGwMm9xHqrszTdjc4IYMYEWlHdcm66ER+TNA5y5pwvym6uLyPktEk9LnNQ/GdWpra3WTJ0/O9Xg8gslkkn/yk580Pvjgg4NSYcTk1yBQX3E7fA3lUJqOQqkvh3/bWqgvWRzqsIiIiIiIRiRFUbCpzo1lpTZIZyji0oqATwZ6PswhKfi6xYevW04WK+hEICNag0nRamTGBBJi6VFqaEdR1VObV8Y/y+0AAJUAPJBrhsCEYMQaH6XGNcl6fFjvxgmXjA/qXLh+vDHUYdEINDZrsbX12JexvTW9jz3vwraxWYuDTlA5nc5iAMjOzva63e49A4mzP0x+DQJBrYV6/hL43vpfwOeBf8d6iKmTIY7PD3VoREREREQjSrtXxp/2d/TZ5+t0D+dF44qxOlR2SKjskFDe7kNFh4QauwR/j4yYRwZK23wobTuZEFMLQLpZjaxoNbKiNciKViMjWg2jOjK7w/yzzA6bL/BFWTzBiLQo3g5GursyTfi4wQ1ZAd6sdGBOsmFUJXxpcAiiCpMvf67qeMUaS2NNUYLX1azVGhK8SenzmsdmLbaOhJVvfLUbJGL8OKi/dQ+kTa8AUOD74K/Q3vk7CKaYUIdGRERERDQifNXkwe/3daDZIwMINCi+LcOIIzYJXzR+s6XM5WN0uDZFD5UgYGq8FlPjT/Zc9vgVVNskVHb4UN4hoaJDQlWHD1755PMlBd1Jsw8Q6IkkAEg1qQLJsJiTibFo7chOiB1q82FDbaBvtEUn4u5MNrkfDVJMasxJ1qOozo1Gt4yiOhe+m8bqLzp3oqjGuOxbreOybx2Rjc6Z/BpEqtzLIB8tgVz6BeBoh2/T36BZ9CgEYWT/oiQiIiIiGkoev4J/lNmxpuZkc/sxBhFPTIvB1HgtJFnBx/VubKxzodHlR5JBhfkphu7EV290KgE5sRrkxJ7cpEySFdQ6/Kjo8KG8XUJFhw+VHRIcPdZWKgCOOvw46vDjP8dOzjfGIGJSZ3VYVkxg+aRFH/7VDgAgKwpeKLV1Lw39aU5UxFa30TfdlRmFD+vd8HdWf81NMUDH6i8aZZj8GmTqq++B71gVlNZjUI7sh3/XRqgvWBDqsIiIiIiIwtLhDh9+s7cDh20nG9tfm6zHg7lmRGkCCRq1KGBuqgFzUw0DupZaFDDBrMYEsxrXJgfOyYqCY04/KjqkU5Jibd5Tm42dcMk44fJga4/lmHFaEZNiTi6ZzIpRY6xBFXZ9tD6sc+Ng53LPqXGa7l0AaXQYa1RhbooBG2pdaPbI2FDrwo3prP6i0YXJr0EmaPVQX7cEvpX/H+D3wf/fdyGm5EAclxXq0IiIiIiIwoasKHivxom/l9nh61yKGKUW8Eh+NK4exuSMKAhINqmRbFLjyrGB6yqKgmaPjIrORFh5h4TKdh9OuOVTntvqlbGjyYsdPXaajFILncslNd1LJkO506TNJ+OVMhuAwDLSB/PY5H40ujPThE11LkgK8FaVA/NTDdCz+otGESa/hoCYmAb1FbdD2vwGoMjwbXwJ2rt+B0HPdfVERERERE1uP36/twO7rSeTRtPjNfjVtBgkGUK/lFAQBCTqVUjUq3DxGF33+XavjIoOX3dSrKJDQq3Df8pz7ZKCYqsPxdaTjfX1KmCiOTQ7Tb5eYe+uYrshzYDMaM0ZnkGR6DyDCvNTDfj3URdaPDLWH3Hi5om8P6XRg8mvISJO+zbEoyWQK78CbFZIH/0D6gUP8V0WIiIiIhrVPj/mxp8OdKCjc9dBtQDclx2FmycYIYb538oxWhGzEnSYlXAyIeaUZFR2NtSv6GOnSbe/750mJ0WrkRmtwaQYNTLMGhjUg/c1ONzhw7ojrs7YBXx/UtSgzU0jzx0ZJhTVueCTgZWHHVgw3jio329EwTAajTOcTmdxWVmZ9rrrrsuqqKgoGYrrMPk1RARBgPraH8LbWAN0NEOu/Ary3k+gmn5NqEMjIiIiIhp2TknGshIbNtW7u8+lRamwdHoMskZwNZJRLZ55p8l2H6psUp87TaKPnSYndf5r1px7c3qls8m93JmE+1G2Oah5KHIkGVRYkGrA2iMutHkV/PuoE7ey+ovOkixLqK1aYzl2ZGOix23V6PQW39i0+U2pGYutohj6it0zYfJrCAl6EzTz7ofvnV8Digzp87cgjJsEMSkt1KEREREREQ2bA61e/G5vBxqcJ5cILkoz4Mc55ojcda6vnSaPOvyBhNg57jR5nkHsTohlRfe906QkK/io3o2iOheO2qXu6rrsGDXmprDJPQG3Z5iwodYFrwysrHLg+vEG7vxJZyTLEr7+7yMZ1hM7YrvOed1Wra2t3GQ9/mXs9EueqxLF8E4vhXd0EUAclwXVJYvh/+IdwC9B2vgiNHf8BoKWv3yIiIiIKLJJsoLCSgcKKx3oKnqK04r45dRoXJik6/e5kUYtCphoVmNiEDtNHnfJOH6GnSYnmtX4+yEbtjZ6cTqDSoCsAGLk5RnpHCXoVbhhvBHv1jjR4VOwrsaFOzJZ/UX9q61aY+mZ+OrJemJHbF3VGsv4rFutwx3XuWDyaxiozp8PubYUypH9UFqPQ/rP69DM/Umow6Jh1PNduEaXH0kGFealGPCdFH3Idv4hIiIiGkp1Dgm/3duBgz36XF0yRodH86MRq2OlCXD2O01WtPvQeBY7Tfbl6xYfPq53Y26qYUg+DxpZbsswYv1RJzwysKrage+mGWDikljqx7EjGxP7G284UpTA5BdBEERo5v4E3sJfAY52yAe/gH98LlR5l4c6NBoGkqzgqeJ2bOnxTl2jW8aBVh+2N3rw5IwYqPk2HBEREUUIRVFQVOfGi6U2uDu7vutVwJLJZsxPNXADqDPoa6fJNq+Mys6G+uWdSyZP32myPxvrXEx+EQAgXqfCd9OMeKfaCZtPwXs1Ttydxc0QqG8et7Xfxowed7O2v/FwwOTXMBGMMdDM/Sl8a54BoED6zxsQxmZCjB8X6tBoiH1U7z4l8dXTlhMevgtHREREEaPNK+NP+ztOWZ6XE6PG0ukxSDHx1mMgYrUiZiXqMCux950m/1Fmg7ufXFij6+wTZRT5bptowr+PuuD2K3in2omF6UZuiEB90uktPq/b2meCS6dPOHMJaojxu3sYiePzobrw+sCB5IG04SUovrD/HqEBKqpz9Tu+8QzjRERERCPBriYPfrDV2p34EgHclWnCS7PjmfgaIl07Td6YbkTmGXbMTDKE/25sNHxidSIWpQXegHdICtZUO0McEYWzsWnzm/obH5c2r3kwrlNdXa0bM2bM1K6P5cuXxw3GvAArv4adavYiyHWHoNSXQWk+CmnLW9B8695Qh0VDqMEh9TvOd+GIiIhoJPP4Ffy9zIb3ak6+oXeeQcQT02IwJT7sV8JEjHkpBhxo9fU5Pj+FKw3oVLdMNGHdERdcfgVrapy4Md2IaC3rY+ibUjMWW63Hv4ztrem9ZcyFbSkZi4Pu9+V0OosBIDs72ytJ0p6BxNkffmcPM0FUQTPvZ4A+sKZa3vsf+Mt3hjgqGiqNLn/3FtN94btwRERENFJVdvjw4/9aT0l8fSdZj39eamHia5h9J0WPy8f0voPm5WN0uDaFu83TqWK0Im6aYAQQqP5azeov6oMoqjD9kueqsqc9XGOOzbZr9RavOTbbnj3t4Zrpl/y5ShTD/56WlV8hIJgtUH/nR5D+/RwAQPr4VYhjJkCI6XcDBRphOrwyHt3VCqn/3BcuSOAfhkRERDSyyIqCd6udeLXcDl/nJoRmjYBH8qNx1VgmWUJBJQh4ckYMPq53Y2OPHcbnpxhwLXcYpz7cPMGItTVOOKRA4/ubJhgRy+ov6oUoqjE+61ZruO/q2Bd+V4eIKqMAqoI5gQOPE76il6H4+18eRyOH26/gV7vbcMQeWNJoVvf9x8b6oy4c59JHIiIiGiEaXX78z842/PXQycRXgUWLf15qYeIrxNSigLmpBrw0Ox6rr07ES7PjMTfVwMQX9cmsEXFTeqD6y+VX8M5hR4gjIhoaTH6FkOrSWyCMmQAAUI5Vwv/fNSGOiAaDJCt4qritu+dCilGF1y634BdTopEfp0GSXkRurBoTogKloc0eGY/ubEWbRw5l2EREdBYkWUFRrQtLtrXg5s1NWLKtBUW1LviVM5T5EkWIz4658YMvrNhjDWzapBGBn+ZE4Y8XxLKVA9EIddMEI6I636xfd8SJVt6XUATisscQEtQaaOYvgffNJwCvG/6vNkBMnQxxwrRQh0ZBUhQFzx3owJeNgT8I43Ui/nBBHBL0KsxNNWBu6slGoy5JwSM7W3GwzYdahx+/+KoVf74wDkY1c9JEROEo8OZGO7Z07mQHAI1uGQdafdje6MGTM2KgFlldQZHJ4ZOxrNSGD+vd3efSo1RYOj3mjLsMElF4M2tE3DzRiOXlDrj9wNuHHfjZZHOowyIaVLzLDjEhdgzU3/5B97Fv0ytQ7K0hjIgG4p/lDhTVBf4oNKoFPHN+LMYae38X1KAW8PtZsUjrrAAra5ewdHc7vH5WDxARhaOP6t2nJL562nLCg497JAWIIsn+Fi/u+6LllMTXjelGvHKJhYkvoghxY5oR0ZrAGzj/PuKE1cO2LBRZmPwKA6qc2RDzrwwcuDrg++CvUGSWmo40a2uceLMqsEZeIwK/nRmLrDP8QRijFfGH8+OQpA/8KO6xevG7ve1cPkNEFIaK6lz9jm88wzjRSCPJCv5ZbsdD21txrLM/abxOxLPnx+KBXDN0KlY6EkUKk0bELRNNAACPDLxdxZ0faXgYjcYZAFBWVqYVBGHmb3/726Susbvvvnv8smXLLINxHSa/woT6qrsgWJIBAEptKfw7/x3iiOhcfHbMjRdLbQAAAcAT02Iww3J2uzgmGVT4wwVx3e+0fHbcgxdKbFCYACMiChuVHT5UtPv6fUwjNy+hCFLnkPDAthYUVjrQ9ZbspWN0WH6ZBRck6kIaGxENjYVpBsRoO6u/jjrR7ObvNTpJliVUVq6yfLr5rpwPiuZN+XTzXTmVlasssjx43yfx8fHSK6+8kuR2uwf93RUmv8KEoNFBPX8JoApUCvm3rYVcdyjEUdHZKLZ68du97ehKVT2Ya8aV57jTUVqUGs+cHwd95zuo64+68HoFd1ohIgolRVFQbPXi0Z2tuO+LFpyp/y+bfVMkUBQFG446cd8XVhxsD+xErlcJeHRKNH5dEINYLW8fiCKVUS3its7qL58MvFXF+xEKkGUJ27c9knFg/5/T29vLTR6PVdveXm46sP/P6du3PZwhy9KgXCc+Pl669NJLbS+//PKgVHv1xN9eYURMSIX6qrsDB4oCX9HLUFy20AZF/ars8GHp7rbubb7vzDBhYedWwedqcqwGvymIQedGK3ij0oG1NSw3JiIabrKiYMtxN372ZQse3tGKXc3es3re/BTDmR9EFMbaPDKW7mnHHw/Y0FXwMTlGjVcvjcf8VAMEgcsciSLdDeONiOtMcm+odbGq+SxF+m7Qhw+vsTQ27ojtbayxcUds9eE1g5asWrp06bEXX3zxPEkanIRaFya/wow45UqI2RcFDuytkD78O5e/haljTj8e29UGhxT4/zMvRY8fTDINaM5ZiTo8MT0GXX9avlhqw38a2ECZiGg4eP0KNta68L0tVjy5p7276gUAJkWr8eT0aFyW1PuSdlEAxkex8otGrh1NHnz/Cyv+27mpgwjge5kmvDg7HikmbhBPNFoY1AJuzwi8me+T0d3TmPrWtRv0s/s7cKDV170T9LP7O/B/e9ohySP/fr726MbE/saPHi1KGKxr5ebmemfMmGF/5ZVX4gdrToDJr7AjCALU3/4+EBPo8SYfLoZ/z6YQR0Wna/PIeHRnK1o618BcnKTFI/nRg/KO6FVj9XgoL7C1sALg6b3t2NXU++5iREQ0cA6fjFWHHbj9s2b8YX8Hah0n3+WeadHijxfE4pVL4nH1OAP+X0EsfjElGvlxGiTqBMTrAn9KyQrwxO421DkG911KoqHm8St4oaQDv9jV1v13zTijCi/OjsO9k6KgFlntRTTaXD/e2P37rajWhWNOVn/1ZzTsBu12W/vdyc3tbj67htdn6cknnzz+/PPPjx3MQiC+jROGBJ0RmvlL4Fv1f4Dsh3/rKojJ2RDPmxjq0AiAU5Lxy69aUdf5SyAvVoMnZ8QO6h+H300zos0r4/UKByQF+N897XjuwjjkxnI7cSKiwdLi8eO9Gif+dcTVXcULBN4ZvPw8HW7LMCE75tTXXbUoYG6qAXNTA0sc/Urg3d7Pj3vQ5lXw6M42vHxxHOJ1rAKj8FfR4cNvv25Hjf3kje3cFD0eyDXDqOZ75ESjlU4l4M4ME5aV2iApgeqvR6dEhzqsYePxK7D7ZNglBTafDJsv8K/d981juyTj0Bk2xNlY5+r+u2Gk0ustPo/H2meCS69POLseEWdpxowZ7qysLNcnn3wSc/755w9K+SGTX2FKPG8iVJfdCv/nbwGyH76NL0F7528g6ILrJ0WDwycr+H972nGocylMWpQKT8+K7W5UP5i+l2lCm0fGv4664PYr+OWuVrw4Ox5pUfyxJSIaiHqHhHeqnfigztXdsxEANCIwJ9mAWyYaz3qZl0oQ8KtpMWjztmJviw/HXH78clcbnr8ojskDCluyomB1tROvltnRlfc1awT8PD/6nDftIaLIND/VgJWHHWh2y9hU58IdGUaMM46M+xBFUeCR0Z2osvvkXpNWth7JLHuPce8ZNrg5V5HQNy11/Pym9v3lffb4GT9+XvNgX/N///d/j11yySW5gzXfyPjuHaVUBXOg1JZCPlwMtDdC+mQ51PPuZ7PREJEVBc/u6+hufJyoF/GH8+MQPUS7HgmCgAfyzGj3yfj0mAcdPgWP7mzFS7PjuaMYEVEQytt9ePuwA58f86Dn37UmtYAbxhtw4wQjLEFUbOlUAn4zMxYPbW/FYZuE8g4JT+5px9OzYqHhkjEKM40uP57e145i68lKhQKLFo9Pi0ainn9fEFFAV/XX8yU2+BXgZ1+2QCsKSDKoMC/FgO+k6KEawvtSRVHg8iu9JqjsPhk2qf9qLN8gJ7D6olcJkGQFUj+r8yLh3m3ixMXWxhNfxvbW9D4p6cK2CRMXW4Od2+l0FgNAdna2t6KioqTr/OzZs12yLO8Odt7TMfkVxgRBgPo7P4K38FeAvRVy2XbIqXlQTb0q1KGNSq8csuPjbn3N+QAAIABJREFUzubzUWoBz54fN+QvZCpBwONTY9DhbcNuqxeNbhmP7mrFsoviEcOtxomIzkhRFOyxevH2YSe+Om3XRotOxOIJRixINcCkGdhrqlkj4pnzY7HkyxaccMv4qtmLZ/Z14FfToiHyTSsKE5sb3HjuQAfsnXdpGhH4UXYUbkw38vuUiL7h2mQ9/nrQBo8MtHkVAEp3M/ftjR48OSOm39YvsqLAISndCaruRJXUe9Kq+9/Ocf8w9Yk3qgWY1QKiNCLMGgHmzn+jNCKiNALM6pPno7rHA/+tEQUU1brw7P6OPuePhN2gRVGFi2Y/V1V9eI3l6NGiBLe7WavXJ3jHj5/XPGHiYqsohn+Cj8mvMCcYzNDMux++d38LKAqkT1dAGJcFMSEl1KGNKqsPO/BOtRMAoBWBp2fFYoJ5eH58tKr/n737jq+qvh8//jrn3JV9swgjYW8SwgggAgJqlaHW2rqt7c+qtV9wb60Drbt1VOzXqu3XqkVtqVaRIYoMkb0CIUDYJGGErJt11znn8/vjZBCEANnj83w8eOjJuffcDyG595z3eQ+FZ0dGcd/aInZ6dA6WGTyyoZg/jXbLkhpJkqTTMITg+6N+5uwtJ6ukdhP6pDCNa3uHcknXEByNWLYe79J4eXQ0M1cXUhoUfHvYR6xT5XeDIhrtNSSpPsqCJn/OLGXxCU2Xe4Xb+P2wSPpEyn6ikiSd2rIjfvynyaBacczPs5s9dA3TflQ2WNUrqzwoaI4ELAUri/tHQauqYJbtpO3K/eF2lXCb0uDezZcmuliT5z9l0/sLEpxcktg+yslV1UafvtcV9Ol7Xb2zvFqSDH61AWriQLSxV2Gs+g8YQfT5b2K/4RkUu7Oll9YhfJPr5S87ywCrCfJTw6NIiWnUYRZnFGpTeTEtmjvXFJJdbrCjOMhTmzw8L0tqJEmSavEbgsW5Xj7ZV0HuSdOpBkbZuL53GOM7O5usVKNHuI0X0tzct7aIgAmf7q8gzqVyda/TtsmQpCa1tTDAc+kejnlrLkF/0TOU2waE42yCnqWSJLUfC3K8de5ffpoJh/WhQnWA6sRAVbjtx9lYJ/43wq4SZlNaNHtVUxSeHB7FN7k+5ud4yfMadArRmJ4YwiVNXB4qnT0Z/GojtNE/xczegcjORBTkoi/9EPslt7b0stq99cf9vLi1JoX1vpQIxiW0TOTe7VT54+hoZqwuJN9nsj4/wIvpJTw+TJbUSJIklQVNvjzkZe6BCgpPuk09Ks7BDX3CGBZjb5a+mcnRDp4aHsUTGz2YwFs7yohxalzUtX3c+ZXaBt0UvL+7nDl7y6szL2KdKo8OjSQtXt5AlSTpzM61UbumcEJmVU3W1cnBqh8FuWwKoTalTfe2PnkatNT6yOBXG6GoKvapvyPw4ePgLcHMWIbRfQjawLEtvbR2a2dxkCc2eaprzW/pF8ZlSS07bTMhROOPo6wMsNKgYMkRH5EOhbsGR7TpDwtJkqT6KvAZzD1QwZeHvJSf0G1WBSZ1cXJ97zD6RTV/Wde4BBf3JZv8MaMUgBfSPbgdCiPjZNBBanqHynSeS/ewy1NT8ntBgpP7UyJlz1BJks5apxCNPN/pCxd7hWs8MSyqMrCl4tKQ1yRSqyWDX22IEh6NfcpvCX7+CgD6t39DTeiFEt25hVfW/uSU6zy8oQhfZeTryu4h/LJv6yhZ6Rlh48U0N/evK8JnwOcHvUQ7VW7uG97SS5OkVkeYBmbmSoyMZYjSQpSIGLTkSaiDJ6Co8gKwLcsp1/lkXwVf53prTXRyqDA1MYRreoXSLaxlT3Mu6x5Kgd/k/3aXowt4YpOHN8ZEt0gwTuoYhBDMy/bylx2l+CoTNkI06ybZlESXvCiVJOmcTEsMIaMoeNr91/QKo7fsGyi1EfLMv41Re6WipV1mbQR8BBe8hdBP/4YknbsCv8GD64rxBKzA1wWdndw5pHVlVg2JdjBrhJuqVh1/zyrni4MVLbsoSWplhGmgfzUbffG7iMO7obQAcXg3+uJ30b96E2GeWyq/1DrsLA7y1KZifrm8gK+yawJf4TZrJPunk+O5NzmyxQNfVW7uG8bllSUQFbrgofXFHKmQP3tS4yv2m/x+o4dXM2oCX4Pddt4bH8PUpJBWdR4jSVLbcGmiiwsSTp2x3J4auUstKzQ0dPiJ288880wnp9M5oqCgoFFHSLaOM0PpnGjjfoGZuxNxZA/i2H6MlZ9im3RTSy+rXSgPmjy8vpgjlfXtqTF2Hk+NapVNCsfEO3l0aCR/SLd6kr2+vZQoh8qkLvJDSJIAzMyVmHvWn3rfnvWYmSvRkic286qk+hBCsCE/wMf7KthUEKi1L86lcnXPUC7vHtIqJ+AqisLdQyIoDJj8cMxPUcDkwXVFzB4bg9vZ+tYrtU1r8vy8tLWEooAVDVYVK/B6U5+wBk8xkySp45KN3KUTmaZO1v65sfty5sd7fQX2EFdssHfi9OP9e11doKqNF6eaO3duTHJycvlHH33kvvvuuxttsqQMfrVBimbDPm0GgY8eB38FxqZFKEmD0fqMaOmltWkBQ/DEJg97Sqz+GH0ibDw30t2qJyFd3C0ET1DwZmYpAngu3UOEXfaUkSQAI2PZGfYvl8GvVk43BSuO+vl4Xzm7S/Ra+5LCNG7oHcbF3VytfuqtTVV4clgU968rIqMoSE6FwaMbinh1TAwhtta9dql18xmCt3eW8t+DNRPZuoZqPJ4ayZDo5p1MLUlS+yQbuUtgBb6Wrb2vz5Hja91VX/P5CxwbPVlhh/NWuSeNeXWvqjY8vLR9+3ZnRUWF9sYbbxx8/vnnuzRm8EvecmyjlKh4bD+pmfaof/0OorTRfi46HFMIXtjqqc4oSAhReWmUm3B76/8V+XnPUG7qY/UjC5rw+40edhbLUlhJEiV1vyfK98zWy28IvjhYwc0rCnhmi6dW4GuQ286zI6L4xwWxTE0KafWBrypOTeH5kW56hFt3Rnd4dGZtLkY3xRmeKUmnttsT5Lc/FNQKfE1LdPHe+BgZ+JIkSZIaVdb+ubEnBr5OdOT4WnfWgbmxjfE6H3zwQfTPfvazwilTppTt37/flZ2d3WgJW63/yl46La3/aNTUi6wNX5nV/0v2sDlnQghmZ5ay9IgfgEi7wiujoolzNWqJcZP6Tf+anjJeQ/DwhiKyy/QzPEuS2jlx+ulEAEpEo3xGS42oNGjy0Z5yrluaz2vbSzl8Qm+sMfEOXh8TzV/GRjOhswu1DZZaRDpUXh4VTZzLOv1aczzAH7eVIIQMgElnzxCCOXvL+d2qQg6WWb8jkXaFZ0ZE8dDQqFZZ/itJkiS1bfty5sfXuT97QVxjvM5nn30We/PNNxdqmsa0adOKPvzww+jGOC7Issc2zzbxRoK5uxH5hxC5WRirP8M27uqWXlabMmdvBZ9V3jV1afDiqGi6h7etXw1FUbgnOQJPwGTFMT+egOCB9VZPmfg2FMSTpMZiZK6E8uI6HyNLHluP4z6Dufsr+PKQF69REwhSFbiwi4vre4fSp51Mk0oI0Xg5zc2da4oo1wWLcn3EuTRuHSAn9kpndsxr8Hy6h/TCmgzvtDgHjwyNbFM37SRJkqS2xesrqPNEzOvLb3DK8bp160IOHjzonDJlSn+AYDCoJCYmBh577LHjDT02yMyvNk+xObBdNhNsVo8nY+2XmIcyWnhVbcfCbC/vZpUBoCkwa7ibwe62eYGlKQqPD4tieKy1/mNeq6lySaDu7BdJam/Mo/vQv/lbnY9RkoagDp7QTCuSTudgmc7LWz1cvzSfT/dXVAe+nCr8rEcI/5wYx++HRbWbwFeV3pF2nhvppqqy/qO95Xx2QE7sleq25LCXW74vqA582VWYOSiCl0e5ZeBLkiRJalIhrtg6++qEuOICde0/Gx988EHM/ffffzg3N3dbbm7utry8vK3Hjh2zZ2VlNUotvwx+tQNqTFdsF/2qcksQXPi/iHJPi66pLVh1zM8rGSXV2w+lRDKmU9tuFO/UFP4wwk3/SCtz7UCZwaMbivEZsqRG6hhEuYfgl6+DYX0+a+ddie2S21C69gdXTWaNEhqJosqPwJaSWRzkiY3F/HpFAQtyfOiVb1ERdoWb+4bx6eR47h4SSZfQ9ntBPyzWwe9To6gq3nwzs5RlR3wtuiapdSoNmvxhi4dnt5RQXvnL0jvCxl/Pj+EXvULbZAmwJEmS1Lb0TpxeZ/ZV76Rp+Q19jf/+978x11xzTa3SjalTpxb94x//iGnosUGWPbYb2pALMA9lYu5YCeUegovexn7VgyiKvLg7le1FAWZtLqaqz/AdA8O5NLF9TDAJs6u8NCqamasLya0w2F4c5OlNxfxhpFuOO5faNWHoBL/6M5QVAqD2GYk29ioURUVLnogwDQL/9yB48jCz1iDO/zlKdOcWXnXHIYRgXX6AOXvLa5VsAcS7VK7pFcr0pJAO1a9oYhcXdwdMXt9eM7HX7VAZFiublUuW9MIAz2/xcMxXk8V9Ta9QftM/vFVPo5YkSZLal/69ri44nLfKfaqm913ixxT373l1vSdJVVRUbAbIycnZdvK+9957L6e+xz1ZxznD7ABsF/26+kJOHNyGsX5+yy6olTpYpvPohmL8leeRV/cM5dpeoS27qEYW7VT54+hoYp01TZVf2lqCKZsqS+2YvuwjRO4uAJSYrtim/LbWDQBF1bCNvtzaEAJ9g3yPbA66Kfg218utKwt5eH1xrcBXz3CNR4ZGMmdSHFf3CutQga8qV/aoPbH38Y3F7CuRE3s7uqApeHdXKfesKaoOfMW5VP402s3/DIqQgS9JkiSpWamqxqQxr+4dmXzvgeioAWUuZ2wgOmpA2cjkew9MGvPaXlVt/dn6MvOrHVEcLmzT7yT48dNgBDF++Ddq4kDUrv1aemmtRp7XsPpgBa0g0MVdXfxuUDhKOywZ6BKq8cooN3etKaJMF3xz2EeUQ2VGO/37Sh2bsW0pZvq31oYzFNtP70Vx/jiorQ4aD6s/g7IizO0rEOf9DCWiUTKppZP4DMHCbC+f7i/nqLd278HkaDs39A7jvE4OWbKFNbE332ewKNdHuS54aH0xb50fQ0JI6z+RlBpGNwWLc30syPGS5zXoFKIxJs7B98f8ZJXUTG2e2NnJ/cmRRDo6XoBYkiRJah1U1cbA3tcVDOx9Xb2zvFqS/ARtZ9ROPbBNvMHaECbB+bMRvvKWXVQrURo0eWh9EXmVd1DT4hw8PDSyXV949Y6080Kam6pz5bkHKpizTzZVltoX8/Bu9O/+UbmlYJs2AzW6yykfq9jsaGnTK59oYGxc0DyL7EBKAiYf7Cnj2qXHeSOztFbga2wnB38+L5rZY2M4P8HZrt9/z4WiKDyQEsl58Va5Y77f+rySA0vaN90UPLPZw8vbSsgoCpLnM8koCvK33eXVga8QTeHhoZE8PTxKBr4kSZIkqQHkp2g7pKZejNo3zdooLUBf/B6ig5e7+Q3BYxuKOVBmANA/0sYzI6Kwd4AeWCkxDp4e7qbqr/rurjK+ypYBMKl9EGVFBOe9AYZ1oaiNvxqtV2qdz9FSJlU3vze2LkV4S5t6mR1CntfgrcxSrlmaz9+zyvEErM8dTYFLurn4+4RYXkiLZmiM7Gd1KjZV4anhbgZFWUn5B8sMHttYjF8OLGm3Fuf6WHHMf9r9XUM1/jYhhqmJITJjW5IkSZIaSAa/2iFFUbBdchtExgFg7llfUw7UAemm4NktHrYVWT1UuoZqvDQqull7ywjTwMhYTuCTWfjfvZvAJ7MwMpYjzOa5q39+gpOHUyKrt1/dVsr3R+VUMaltE3rQCnyVW0Nh1P6j0UZdfsbnKXYX2ogp1obux9i0qCmX2e4dLNN5Md3D9cvy+feBiurpsi4Nft4zlDmT4ngsNYreEbLTwpmE2BReGBVNUphV7phRFOSZzR50UwbA2qMFOd4690c7FLqGyt8bSZIkSWoMMvjVTimuMOzTZkBls2d9+RzMvIMtvKrmJ4Tgje2lrKy8sxrtUHlllJtoZ/MGvvSvZqMvfhdxeDeUFiAO70Zf/C76V28iTKNZ1nFpYgj/M9DKdjGBZ7Z42FwQaJbXlqTGJoRA/+59xJE9AChxSdguvf2ssyO0YT8BhwsAY8s3CL/MhjxX24sCPL6hmF+tKGBRro+qBKVIu8Kv+4Xx6eR47hwcIftWnSO3Q+XlUdHEVH5O/ZDn543tpR0+g7s9Olah17n/uE+WvUqSJElSY5HBr3ZM7doPbdzV1oYRRJ//JiLQsbJ93t9dzrxs685qiKbw0ig33cKa9y6qmbkSc8/6U+/bsx4zc2WzreWa3mFc39tqAl41VWy3R04Vk9oeM/1bzIzl1oYrHPsV96LYXWf9fMUVhpb6E2vDX4GRvqQJVtn+CCFYnefnrtWFzFhdxA95NSVbCS6VOwdH8OnkeH7dL5wo2Z+o3rqEaryU5ibUZgVz52V7+cce2b+zPTnuMyg/w72vTjJwLEmSJHUAoaGhw6v+/9NPP43q2bNnclZWliM9Pd05evToAQMHDhzcu3fvIddff32PhryOzKVu57RR0zGzMxEHtyGKjqJ/9z72KXe09LKaxRcHK6ovFmwK/GFkFP2j7M2+Dn3z13XuNzKWoyVPbKbVwO0DwvEETBbk+KionCr25thoEps5KChJ9WXm7ERf9pG1oSjYp89EcXc65+NoI6ZYJY9GEGPTQrThl6LYZT+qU9FNwXdHfHy8t4L9ZbWzVXqF27i+TygXdnFh6wB9FJtLvyg7z46I4uH1xejCupkT61S5vPuPp5hKbcuaPD8vbPVQodedzTc9MaSZViRJkiRJZ2aYOtsPzo3dlTs/vsJfYA91xgYHdJt+PLnH1QWq2vAbNl988UXEgw8+mLRw4cLd/fv3D4wfP77fXXfddeymm24qBli3bl2DPhjl1W47pygq9ql3EPjwMSj3YGauxOg+BG3whJZeWpNacdTH69utJtYK8FhqFCPjnM32+sLQMfduwkj/Fo4fqvux+dmI0gKUiNhmWZuiKNyXHIknKPjhmJ+igMmD64qZPTaaWJe8yyy1bqK0gOC8P0NlubB2wQ2oPZLrdSwlLAo1ZRLmlm+gogRz+3KrHLID0k3B4lwfC3K85HkNOoVoTEsM4YLOTr7O9fGvfeUcO6kEa2i0nev7hHFevEM2424iI+OcPJoaxbNbPAC8llFKjFNlXMLZZzlKrYduCt7LKuOTE6Yuh9qUUwbBLkhwckmi/HeWJEmSWgfD1Fm44b4+2flr3VVfq/AXOPJLssIOHV/lnpr26l5NrX94aeHCheEzZszoOW/evN1DhgzxA+Tl5dl79OhR3adn9OjRdTfLPAMZ/OoAlNAo7FN/R3DuS4BAX/I+Suc+qDFdW3ppTWJLQYBnt3ioOpWcOTiCC7s2zwmkKCvC2LYUY+tSKC86uycFvATeuwe1ZypqymTUXqkoWtP+atpUhSeHRfHQ+iLSC4Mc8Ro8tL6Y18+LJsIuS5Wk1kkEAwS/fB28JQCog8bVNK6vJ1vadAJbvwPTQF//FWrK5Cb//WttdFPwzGZPralzeT6TjKIgr2bAydfl4zo5ub5PKMnRMkuuOVzU1UWh3+CtHWWYwKzNHl4do8rvfxtz1GvwzGYPmcU1rQYuSwrhjoHhfH/Uz/wTAs/TE0O4JNGFJoPKkiRJUiux/eDc2BMDXyfKzl/r3n5wbuzQXtcV1OfYgUBAue666/ouXrx41/Dhw6v7NM2YMePYtGnT+g8fPrz8oosu8syYMaMgLi6u3g2z5VVuB6F2T0Ybc4W1EfSjfzUbobe/Zuf7SoI8vrGYYGWCwg29Q/l5z6YtERFCYGbvIPjVnwm8dw/G6s9qB77cCWdzEMz9W9C/fI3Ae3ejr/wUUXys6RYNODWF50a66VM5gW1vqc5jG4rxG7KpstT6CCHQv/0b4th+AJROPbFd/JsGZxwpkXGog8ZZG6UFmDtXNXSpbc7iXF+twNeJqgJfmgJTurl4f0Isz6W5ZeClmV3dK4xre1mfZQETHt1QzMGyupulS63H90d93Pp9QXXgK0RTeGJYJA+kRBJuV5maFMLssTH868J4Zo+NYWpSiAx8SZIkSa3Krtz58XXvXxBX32Pb7XYxYsSIsrfffrvWMe6+++6Cbdu2bb/qqqsKV6xYETFq1KiBXq+33h+QMvjVgWhjr0Lp1h8AkX8IffmcFl5R4zpamb1UXnm1NqWbi9sGhDfZ6wl/BcaWbwh+8AjBfz+HmbWuuhQLmxM1ZTL2m57D8etXUPuOOuUxlF7D0SbfjBJ/Qu++cg/GunkE/n4/gX8/j7FzVZMFKsPtKi+PdtM11Cp33FYUZNbmYnRTBsCk1sXYtAhzxw/WRkgk9ivuabT+XNqoy7AKpMFYNw9htr8Ja7opOOY12FoYYHGulw/3lPHHbSU8uK6IN7aX1PncWKfKx5PieCQ1ip4RHSsrrjX57cBwLq7MYi4NCh5cV8RxX/NMC5bqJ2AI3sws4YlNHsoqz036Rdp4d3wMF3WV/bwkSZKktqPCX1Bn8+wKf369T8wVReHLL7/ct3nz5rBHHnmk84n7evbsGbznnnsKlixZstdms7Fhw4Z6f4DKs9gORFE17NNmEPjwcfCVYaZ/i5E0GK3/6JZeWoMVB0weXFdEvt+6aD0v3sEDKZFN0ofGzM/GSF9iTWkM1p6eqUR3QU29GG3weBRXWPXXbZfNtPqtZSyv7u+lJU9EHTwBRVVh+CWYx/ZjbFtqZZ5UTuUU2Zno2ZngCkcbPB41eRJqXGKj/n1inRqvjHIzc3URRQGTVXkB/rithIeHNs33T5LOlXkwA2NFZbBe1bBffhdKZL1vLv2IGtMVtf8ozKx1iKIjmHs2tLn3Rb9hBbeq/hz1mrW2j/tN6hvT1hQ5da41UBWFh4dGUhww2ZAfIM9n8tC6Yv48Vpart0Y55TrPbPaQVVKToXdVjxDuGBiBQ5OfrZIkSVLbEuqMDVb4C04b4Ap1xjUoWyMiIsL8+uuvd48bN25gQkKCfu+99+bPnTs38vLLLy91Op3i0KFDtuLiYu3EHmDnqsmCX4qiuIAVgLPydeYKIZ5qqteTzo4SEYvt0tvQv3gNAP2b91ATeqFE1ZnF2Kp5dcGjG4rJrpwZPsht56nh7kadOiYMHXPPBowt3yJyd9beqaiofUaiDbsIJWnIKQNGiqqhJU+sc6qjmtALNaEXYuINmLvWYmQsQxzebe30lWFsWoSxaRFKl35oKZNQB4xBsTdOL7NuYTZeHu3mnjVFlOuCRbk+3E6VOwZGNMrxJam+hCeP4PzZIKzIjW3STaiJAxv9dbTRV1jZm4Cx7gvUfqNaTfBXCEFpsDK45TM4VhnYOnpCcKs4UL/IlooV3ArW8XQZ+KpNmEblzYxliNJClIgYtORJNTczmpBdVXhmRBT3rCkiq0Rnf5nO7zcW8/KoaJwyoNJqfHfYxx8zSqob2YfbFB4aGskFnWUDe0mSJKltGtBt+vH8kqyw0++flt/Q10hISDAWLVqUNXHixIGdOnUKLl26NOKBBx7o7nQ6TYBZs2bldO/evd59HxQhmqa8SbGuGsKEEGWKotiBlcDdQog1p3tOWlqa2LBhQ5OsR6pNX/ohxuavAVC69MV+ze/bZJNn3RQ8vrGYtcetAHBSmMabY2NwOxrnAkSUFloN7Ld9B+We2jtDo9BSJqMNndxkkxrN/BzMjGUYmSvBV1Z7p8OFOmAsWspklIRejXKhnl4Y4IF1RdU90+4YGM51vU/7HidJTUoEfQQ/fgaRb01MVZMnYvvJrU0WlAp+/grm/nQAbD97EK1XapO8zslMISjwm7WytvKq/98Kdnnr2YvPoUJCiHbCH5XOIRqdXNZ2vEtlca6Pl7edvvTx4ZRIpibJEi2wAl/6V7Mx96z/0T617yhsl81EaYRR32dS6DeYubqIwxXWTZ+JnZ08OTxK9olqYX5DMDuzlHnZNcOoBrntPDksii6hMogsSZIktSxFUTYKIdJO/Fp6evqB1NTUMwauTNNgwYZ7+5yq6X1S3JjiaWmv7VWb4RzoTNLT0+NSU1N7nmpfk0U7hBVVq7pat1f+kY2EWgltwnWYubsQeQcQR/Zg/DAX2wXXtfSyzokQgle2lVQHvuKcKq+Mjm5w4EsIgcjOxEj/FnPPRhC1+/8o3QagDfsJat+0Jg8YqnGJqJNuQht/rZV5lrEMcWi7tTPgw9y2FHPbUpT4HlY22MDza5VbnqvUGAdPDY/iyY0eTODtnWVEOVSmJsoLX6l5CSHQv363OvCldOmL7cJfN2k2ljb6p9XBL2PdF40W/AoYgjxfVZZW7aytPJ8V6Dp5ouLZirArVlDLZQW2qoJcnSv/63YoZ/yeXZroYk2e/5RN7y9IcHJJosxWqWJmrjxl4AvA3LMeM3NlnRm+jSXGqfHyKDczVxdSHBAsP+rnzcxS7h4c0WoyFjuag2U6szZ72Fdac0P62l6h3DYgvFEz0SVJkiSpJaiqxtS0V/duPzg3dlfugrgKf74j1BkXGNBtWn5yj6sLWkPg60ya9MpdURQN2Aj0Bd4SQqxtyteTzp5is2OfPpPAP38PAR/Ghq9QkwahNlOmQ2N4Z1cZX+davbHCbAovj3LTuQHlOcJfYZWypH+LKDxce6fdiTpoPFrqxajxSQ1Zdr0oNjvawLFoA8ciio9hZCzH2L4CyouttR8/iP7dP2D5HNT+Y9BSJqF0G1Cvi6DxCS4eSBHVmSCvbCshyq5yfoKzUf9OklQXY/08zKzKj4ywKOyX341iq7PPZoOp3fqjdBuIyN2JyM3CzNl5ViWWZUGzVmDrmK92361Cf/0a6CtYzearMrZqZ3BpdA5RCbU1PMtVUxSeHB7FN7k+5ud4yfMadArRmJ4YwiWJLplNdAIjY9kZ9i9vluAXQGKYjRfTorlnbRE+Q/Dfg17inRqB6HSvAAAgAElEQVQ39pXZus3t6xwvr20voWr+QKRd4dHUKMZ2kp+bkiRJUvuhqTaG9rquYGiv6wpaei310aTBLyGEAQxTFMUNfK4oSrIQIuPExyiKcjtwO0D37t2bcjnSSZToztguvgV9wV8ACC76K45fPocSHt3CKzuzufsr+HhfBQB2FZ5Pc9M7sn4XxubxQ1aW144fIFg780GJ6WoFvAaPR3GGNnjdjUFxJ2Abfw3a+T/H3L8Fc9syzP1brJ5IRhBzx0rMHSut5vspk9AGT0AJjTyn15iWFIInYPLXXWWYAp7eXMwfR0czNKZxputJUl2M/ekYK/9tbaga9svvqff7km4KFuf6WHBCUGdaYgiXniaoYxtzBcHPrL5++rovsXcbQGHArAls1fpjctRrVE+YPVd2FeJdVVlaJ2dtqcS7NOzNlDFiUxWmJoXI8sYzEKWFZ9jfvOeCA912Zo2I4rENxRgC3s0qI8Yls3WbS4Vu8sb20uobcQBDo+38fliU7JUnSZIkSa1MszR5EkIUK4qyFJgCZJy07x3gHbB6fjXHeqQa2sDzMQ9tx8xYDt4Sggv/F/vPH2nypr0NseSwj9k7SgGrWfOTw6JIPcegjDB0zN3rrCyv3KzaOxUVtW8aWurFKEmDWm0JiaJqaH1GovUZiSgtwNj+PUbGcig5DoAoOoKx4mOMlf+yGvKnTEbpMQRFObt/2+t6h1IUMPnX/goCJjy6oZg/nxdNn3oGGSXpbJhFR9EXvEVVlbztol+jdu1Xr2PppuCZzZ5a5Xx5PpOMoiBr8vw8OTwKgOM+s7oM8WigN0d6/YZjuo3jajR5i44RFPV7DwizKTVZW64f992KdqqorfT9RTqN0EioI8DVVP0f6zIm3snDQyN5Pr0mWzfGoTJGZh01qb0lQWZt9nCoctiOAtzUN4xf9Q2TZY6SJEmS1Ao15bTHeCBYGfgKAX4CvNRUr9eYzjVToK2zTb6Z4JE9iIJcq9fVui+xnXdlSy/rlDbk+3khvabx/D3JEUw4h+lJoiS/soH9Uqg4qcFzmNtqYJ8yGSUiprGW3CyUiFhs512JNuYKxKHtGNuWWv3KTANMA3P3Oszd6yAyzpo6OeSCM16kKYrCHQPD8QRMvs71Ua4LHlxfzOyx0XQNbXvDEaTWTwS86F+8Cn4rq1NNvRgtZXK9j7c413fKPlYAK475ufLb45Tr4sfNKJ2DrTnFUGenymiHSueTyhE7h2h0qvxahL313kSQ6kfR7HU2L22ukseTXdIthHyfyTuV2bpPbS7mtTExDHLLmxWNTQjBV9le3swsJVBZ0RztUHk8NZK0eBlwlCRJkqTWqimvYLsA/6js+6UC/xJCfNWEr9coziZToL3d0VPsTmzTZxL855NgBDFW/wc1ceBZ9bppTlmeIE9s9FQ3hv5V3zCu6H7mUkQhTCsgtOVbzH2brPLAEyiJg6wG9n1GtMmJlydSFBWlRwpqjxREhQcj8wfMbUsRRUesB5TkY6z6D8bqz1B7pqKmTEbtlXrav7eqKDyYEklJ0GR1XoBCv8kD66wAWIxTlnRIjUcIE33h29X99pRuA7BNuqlBx1yQ461zf1kd5YqaMIgPFtMpWETnHr3p7I6olbUV79Jwau3rs0Cqm5l3AHF49+kfYHei9BvdfAs6yfW9QynwG/zngBefAY9sKGL2eTEkhbftz7XWpDxo8qeMEr47UnOOOCLWwePDIomVn4mSJEmS1Ko15bTHrcDwpjp+UzlTpsA3ub522RNFjUvCNvlm9G//BkIQXPAXq/9XSERLLw2A3HKdh9cX4zWsi9XLk0L4db+6m/oKXzlG5veY6d8iio7W3ulwoQ6agDbsYtTYbk217BalhEZhS5uGGDkVcTjLygbbtRaMIAhh9QvbvwXCotCGXICWPAnFnfCj49hUhaeGu3lgXREZRUEOVxg8tL6Y18dEEy4zW6RGYqz5L+bejdZGeAz2y+5qcDD6cLle535NgbQ4R03mlqsmi8u9bxXi678CoEZMwD76tw1ai9S2CSHQl8+hKhVQTZlsZUuX5Fu9Iv3lEPRj/vBv1AtvbpE1KorCjEERFPpNlh7x4wkIHlxfxFvnx8jATCPY5bHKHA9XWGWOKvDr/mHc2CesXVYFSJIkSVJzCQ0NHV5RUbEZ4NNPP416+OGHkxISEgJXXXVV0cMPP3wc4Lvvvgu74447emzbtm2H0+msV7sseTvwJGfKFPj8UEW7DH4BqCmTULO3Y+5aA2WF6F+/g+2n97V4z6tCv8GD64spqqwvmJDg5J7k049zN/MOYmz5BnPnKtADtfYpsYlWwGvQOBRH+/x3PJmiKCjdBqB2G4CY9EvMnaswti1DHD9oPaDcg7FuHsa6eShJg9FSJqH2TUOx1fRRc2kKL6S5uWt1EfvLdPaU6Dy+sZiXR0XL7BepwYw9GzFWf2ZtaHbsV9yDEhbVoGOuPe6nOFj35+Igt52XRp26kb4YOJbA6v9AST7mjh8QY69CiYpv0JqktsvctxmRnQmAktAL28X/r7p/oigvJvCPR8BXhrFlMWrfEajdk1tknaqi8OjQKIr8RWwpDHLUa/JI5c2KMHmzol6EEHx+0Mv/7iwlWFnmGOdUeWL4ufcblSRJkqS2zDB1Nh2aG7vt8Pz4Mn+BPdwZG0zpOv34yO5XF6hqw2+0ffHFFxEPPvhg0sKFC3dHRkYaY8eOHfTLX/6yKCEhQb/rrru6v/nmm4fqG/gCGfz6kTyvUef+LI/Og+uKmJoYwrgEZ7u68FcUBdvFtxA4ug88eZj7NmNs/hrbiCkttqYK3Tpxr7rTWjVF6eS7rEIPYmatxUhfgjhyUlmKqqH2G2U1sO82oMWDeS1JcYVZJZ6pFyPyDljZYDtXQcCaVCWyM9GzM8EVjjZonFUWGZcIQIRd5ZXRbmauLuSo1yS9MMizWzw83Q5LgaXmYxbkoi/83+pt209uQe3cu97HE0IwZ28F72WV1dmbCWB6HRPxFM2GLW06+nf/AGGib5iP/aJf13tdUtslDB1jxcfV27aJN9YaHKKEubFd9Gv0+bMBCH79Lo6bX2ixCcEOTeEPI93cvaaIvaU6u0t0ntjk4aVR7mabHtpelAZNXtpawsoTKgLGxDt4dGgUbqcMJkqSJEkdh2Hq/HvTfX32F6x1V32tPFDgOLYrK2xv/ir31SNe3aup9Q8vLVy4MHzGjBk9582bt3vIkCF+gJkzZx696667EtPS0soHDx5ccemll5Y15O+gCNF6BiympaWJDRs2tOgaZq4uJKMoeFaPjbArXNTVxbTEEPpF2tpNUMU8uo/gJ7OsZumqhv26pxp0MVpfQVPwyPpiNhZY2Vu9wm38eWx0rSbSoiQfI32JNeXQe1ID+/BotKEXWuV84afO7pBABH2Yu9Za2WAnBw4BpUs/KxtswBgUu4uccp2ZqwspDljvHdOTQnigjkw8STod4SsnOOcpRLFVlqyNmNKgPl8VunWhuvxozYVqlxCVI17zR4+9IMHJUyN+HEivtT49QOC9e6HCA5odx62voYS5T/t4qX0yNi9GX/oBAGrfUdivuPuUjwvOn21lTgPqkInYL72t2dZ4Kvk+gxmrCzlW+fN/URcXjw+LlBNGz9L2ogDPbPFUf/80BW4bEM41vULl91CSJElqkxRF2SiESDvxa+np6QdSU1Pzz/Tc9Qc+if1212s9T7f/4oH3HhjV47rTj8Sug81mGxEWFmYuXrx415gxY6pL8QzDYPjw4QMLCgrsGzduzOzcuXPdmUpAenp6XGpq6inXKW9bnWRaHZkAYF1IVSkNCv570MvtPxRy68pC/nOgAk/gxxdZbY3auTfahOusDdMgOH82onL6WnMxheDF9JLqwFeCS+Xl0W4i7CpCmJgHthL8758I/O1ejPXzagW+lO5DsF1+N45bX8d23s9k4OsMFLsLLXkijuufwn7zi2gjpoArvHq/OLIbffG7BP46k+A3f6Nr6SFeSnMTarNO/udne3kvq0FBeKkDEqaJvuAv1YEvJWkw2gXX1/t4OeU6M1YVVQe+7Co8mBLJhxPjeDglkuRoO51cKsnRdh5OiTxj4AtAsTnQRk61NowgxsZF9V6f1DYJXzl6VUmuqmGbcO1pH2u78FdQWa5rbl+OsXdTcyzxtOJcGi+PiibSbv2cLzni4+2d8r36TEwh+GRfOXetKaoOfCWEqPz5vGiu6x0mA1+SJElSh7Tt8Pw6+39sy10QV99j2+12MWLEiLK333671jE0TeOWW245PnnyZM/ZBL7ORJY9nuTSRBdr8vynbHpflSlwsMxgUY6Xxbne6uyXvaU6b2aW8vbOUs7v5GRaYghp8Y422wRVGzEFkZ2JuW8zePLQv/07tmkzmiW7RwjBX3aUseSIVYoXaVd4eXQ0ccKLvnEFZvoSRPGx2k9yhKANmYCaejFqTNcmX2N7pcYlok66CW38tZh7NmBsW1rd54aAD3PbUsxtS+kV351n+l/Go4V9CAr4594K3A6Vq3vVPYRAkqoYq+ZiHki3NiLjsV92J0o9ewWsPe7n2c2e6umNcU6VWSOiGBJt9eOZmhRS716NWupFGOu+BH8FRvq3aKMvR3HJn/OOwlj7BfisgJE27Cco0Z1P+1glJALbT25F/++fANC/+Rtq134tOjimR7iNF9Lc3Le2CL8J/9pfQaxT5dre8mf4VIoDJi+me1hzvKZf6PgEJw8PjayVdS5JkiRJHU2Zv8Be9/78ejfCVBSFL7/8ct+ECRP6P/LII51ffPHF6ml1qqqiqo3zGSyDXyfRFIUnh0fxTa6P+Tle8rwGnUI0pieGcEmiC01R6B1h438GRXDbgHDW5PlZkONlbV4AEwiasPyon+VH/cS5VKZ0C2FKoovEsLb1rVYUBdultxP48DEoK8LctQaz+xC0lMlN/tqf7Ktg7gEr08ypwvO9vXT94f8I7FxlTSo8cZ1x3a0G9gPPR3G4mnxtHYVis6MNHIs2cCyi+BhGxjKM7Sug3AOAOH6IlON/4ZHIYTzX9SZMFN7aUUaUQ+WSbh1jkIBUf0bWWiugBGBzYP/pPfUKEJyqv1dytJ1ZI6Iabbqd4ghBG34pxprPIejD2LIY23k/a5RjS62b8ORhbFlsbTjD0MZcecbnaL2HYyZPxMxYDhUe9CXvY7/sziZead2GRDt4arib328qxhTwvzvLiHWqXCzfq2tJLwzw7GYP+X4r28uuwu8GRvCzHiGyrF+SJEnq8MKdscHyQMFpA1zhzrjA6fadjYiICPPrr7/ePW7cuIEJCQn6vffee8ZSzHPVtiIyzcSmKmeVKWBXFSZ0djGhs4sCn8HiXB8Lcrxkl1sZefk+k4/2lvPR3nKGRtuZmhTCxM5OQm1t4+6hEhKBfdoMgv9+DoRAX/ohSpd+1Q3Qm8LXOV7+usu6y64i+H3JAvp98R21iklVDbXfaOsufNd+8qS0iSnuBGzjr0U7/xeY+7ZY2V8H0kEIxpds4U7FxRtdrgbgpfRiIkwvY5NiWnjVUmtlHj+Evuid6m3bpbejxvc45+Ocqr/XT7uHMHNwRKM39daGX4KxcQEE/RibvkYbMVUG2zsA/ftPwdAB0Mb+DCUk/AzPsNgm3kjgYAaUFliDWHaNQhtwXlMu9YzOT3ByX3IEf9xWCsCLW0twO1TS4p0tuq7WwBCCf+4t5/2s8upzja6hGk8Nj2JAVJ03uSVJkiSpw0jpOv34sV1Zp00dT+k2rcHBqoSEBGPRokVZEydOHNipU6fgjTfe6GnoMU8kG943MiEE24uDLMj2svSIH69R+/sboilM7uJkWlIIQ9z2NhG40Vd/jrH6PwAosd2w3/AMir3xT5jX5vl5dENx9cnnfUc+4VLP+poHRMTWNLCv7KvSVpimIHuPwaFdBt5yQUiYQvcBGt37aihtcPqWKC3A2L7CGjRQks+c2Iv4R/w0AJxmgJfECoamDEXpMaTWVDSpYxPeUgJzngTPcQC0UZdhq+oveA5yynWe2Ohhf5kVmLCrcM+QSKbXs7TxbOjL51gBMECbeAO2kdOa7LWklmceziL4yTOAdQPA/quXULSzv19oHsokOPd5a8MVbk1/bAX9Jz/YXcbfd5cD1vnIG+dF078DB3gK/AbPbSlhU0HNzerJXZw8kBxJmCxzlCRJktqZhjS8N02Df226t9a0xyq9YscUXzPitb1qPVuYNKa6Gt7L4FcTqtBNVhz1szDHS3rhjydIJoVpTE0M4dJuLmJdLf+DcjrCNAn+58Xq3k9q8iTsl9zaeMcXJtszd/DAATc+xbq4uCVvPtcWfgeA0iMZLfUnqL2H1bsnUEsyTcGGpQGOHPjxMIQuPVXSJjtQ22AADKx/O3FwO3rGUv7i6cp/oycAEG5U8KeDb9HTpaMlT0QbcgFKRGwLr1ZqScI0CH72CuJQBgBKz6HYr3wA5Rxr+M/U36upiLIiAn+718oECnPj+M1rKLaOGzRoz4QQBD9+GnF0LwC2K+5B65t2hmf9mL70A4zNVtmk2msYtivvb/EbXkIIXtteypeHrEFK0Q6V2WOj6dbGWjM0hg35fp7bUkJR5aAihwp3DY5gepIsc5QkSZLap4YEvwAMU2dT9tzYbbkL4sr8+Y5wZ1wgpdu0/JFJVxe0hsAXyOBXq5BTrrMox8eiHG91P4kqqgJj4h1MSwzhvE7ORi/ZaQyirIjAh49XT1W0TZuBNnBsw47pLcXIWM6B7Zu5L+ZGSmxWFuWVhSu4w/MNtiEXoKZehBrdpcHrb0kHs3S2fP/j4GeVYRPs9Ojf9i88jPJinltzmO/8VpArNujh1UNv0jlYBIqC2jMVNWUSaq9h55RBIbUPJ2ZOKe4EK4P0HBrHN0d/rzMJfvt3zK1WUN528S1oQy9slteVmpexczX6grcAULoNxH7N4/UKhoign+CHj1dPNLVdchta8sRGXWt9GELw1CYPKysH+3QL1Zg9NoZoZ8fIdNJNwfu7y/nn3vLq95LuYRpPD4+id6QMaEuSJEntV0ODX21BXcGvjnGm0wokhtm4dUA4n14Yx0tpbiZ1dmKrPJc2BazOC/DEJg9Xf3ecv+woZV+p3rILPokSHo19ym+rt/Vv/4YoOlrHM07PPLKX4KK/EnjnLvJWL+Dx6F9UB74m+rOYMTQe5+1/xjbppjYf+AI4tKvuqayHsho8tbVV0MLcPDp5EKPjrAycAnsUjyX9lmItHITA3L8F/cvXCbx3N/r3n/54YqfUbhk7fqgOfGF3Ybvi3nMKfFXoJk9v9vDuCYGvn3YP4bUx0c0W+AKwpV0GlWW8+vqvEGb7+N2Vagg9gL7y0+pt28Qb6p0FpNid2KbcAZXP15d9iChp+XNLTVF4YlgUKdFWoCe3wuDRDUVU6D/OTm5v8rwG960t4qMTAl+XdnPx9rgYGfiSJEmSpHZOBr+amaYojOnk5OkRbuZeFM+dgyPoE1GTBVMcEPxrfwW3fF/AHT8U8MXBCkqDreOEVO2VipY23doI+AgueAuhnz6j6UQiGMDIWE7gn08Q/PgpzMzvKRMajyfexjG71Rx9RLjOY5ePwz50Eoq9/TSTLi+p+9/PW9Z6si8byq4qzBrhZrC78qLKEc8Tgx/GG9+35kHlHoz18wj8/X4C/34eY+cqhG71WxGmYf2cfDIL/7t3E/hkFkbGcoTZOn4HpHNnHtuPvvi96m3blN+e09CMnHKdGauKqhvb21V4MCWSe5Mjmz1LVnF3Qq3KePXkYe5a06yvLzU9Y9PXUBmgUgeNR+3cu0HHU7v2RRt1mbUR8BH8+h2EaPn3M6em8Hyam57hVvB4p0fn6c0edLP9fB6dbHWen1tXFrC1yDpvcWnwyNBIHk2NajODiCRJkiRJqj9Ze9SC3A6Vn/cM5aoeIewu0VmY4+Xbwz5Kg9bJ506Pzk5PKW/tKOWCzi6mJYYwLNaO2oK9KLRxV2Pm7EQc3Ys4th9j5afYJt102seLoqMYW7+zGqP7y6u/HlBsPN3jt+x3dgWgX6SNZ8fE42xHJ6BCCPbvMPD76n5cSHjrK3NtiBCbwotpbu5aU8iBMoOsYCiz+t/FCxcVo2Uuw9y5CgLWN0VkZ6JnZ4IrHHXg+YiCw4jsjOpjidIC9MO7UfdtwXbZzDbZ860jExUegl++DoZ1samd9zO0fqPO+vkt1d+rLtqoyzF3/ACAsW4e6sCxcqhDOyEqSjDWfWltaHZs469ulONq512FuW8LIj8bkZ2JueVbtOGXNMqxGyLCrvLyqGj+Z3Uh+T6TdccDvLKthEeGRrarnldBU/DerjI+3V9R/bXeETaeGh5Fj3B5GixJkiRJHYXs+dXK+A3BD8esJvkb8gOc/K/TOURlSmIIUxJD6BzSMoEA4TlO4KPHwV95IhnTBYIBlIgYaxLjwHGIg1sx0r9FHNj6o+ebPVN5Pu5qvi+zJrN1CdGYfX7zli81tYBfsPn7AEcPnvkOf3vp+XWyPK/BnasLOeazvgcTOzt5cngUatCPmbUWY9syxJHdZ3281tIvRzo7wtAJzn0RkbsTALXPCGxX3HNWgaLW0N+rLsEvXsPcuxEA2xX3ovUd2cIrkhpDcMn7mOnfAqCN+Sm2cY0T/AIw8w4SnPMkmAbYHNh/+VyrKevfX6pz5+rC6iDzDb1DuX1gRAuvqnEcqTB4ZouHHcU1WeqXJ4Uwc3AETq39BPgkSZIk6WzInl9Sq+LUFC7s6uKV0dF8MjmOW/qF0eWEINdRr8n7u8u5fmk+968tYslhL36jeQOYSlQ8totvqflC4REoLUAc3o2++F2Cf7kd/YtXawe+nGFoI6dh//Ufebv/b6sDX26Hwiuj3a3igraxFB4zWPa5vzrwpSgQEX3qk+zOPRS6920/f/cTdQrReGV0NFEO6+++/Kif1zNKwe5ES56I4/qnsN/8AtqIKeAKP+PxjIzlTb1kqRHpy/9ZHfhSYrpim3LHWQW+TtXf64oW6O9VF230FdX/b6z7ktZ0E0mqH7Mgt3qYAaFRNaWKjUTt1ANt7FXWhh5AX/TXVtMzrleEjefT3Ngrfz3n7KvgswMVdT+pDVhx1MdtKwuqA1+hNoUnh0Vxf0qkDHxJkiRJUisSGho6/HT7brnllqROnToNNYyGnze1v3STdiQhROPmfuHc1DeM9MIgC3O8LD/iw2+CADYWBNhYECDcVspFXV1MTQxhQJStecoVgv7T76vs3wSgJPRCS70YdcBYFLuDD3aX8cUhq/zRpSm8mBZNYjsZsS6EYPdWnZ0bdaquhUPCFdIm2XHHq2TvMTiUZVCcb1J1zdO1hw2lFU73bCzdw228lBbNPWuL8BmCedleop0qt/S3gl1qXBLqpJvQxl9D4J27wFd22mOJ0oJmWrXUUEbGcswt31gbjhBsP70XxRl6xufllOs8sdHD/jJr4IddhbuHRHBZ0pmf25zULn1QuicjDmVYJeDZ21G6J7f0sqQGMFZ8DJW9uGzn/wLFEdLor6GNugxz7ybrZ+bIHowN87GdEEhtSUNjHDw5LIqnNnkwgTczS4lxqkzq0vb6b/oNwds7S/n8oLf6a/0jbTw5PKrdnG9IkiRJUkswTJ3vc+bGrjsyP74kUGCPdMQGR3eZfnxC0tUFmtL4N6kNw2DRokXuLl26BBYsWBBx+eWXlzbkeDLzqw1QFYXhsQ4eS43iPxfFc39yRHVDcYAyXfDFIS93rCrkNysL+ff+cor9TdtQ18hYVvcDQiKxXz8Lx43PoiVPRLE7+OpQBX/fbQW+bAr8YUQUA93tY7qSr0KwelGAHRtqAl9deqpMutJJTIKGqir06G9jwmVOLrjcWf28nZt1zGbO3GtuA912/jAiqnq66Qd7yn+UVaDYHCgxZygBUjWZYdMGmIf3oC/5v8otBdu0/zmr8q61x/3c8UNhdeAr1qny+pjoVhf4qmIbUxO00Nd+2YIrkRrKPJiBuX8LAEpcEmoTlVcrqoZtym9Bsz73jFX/wTye3SSvVR8TOru4e4hV7iiA59I9bC4I1P2kVianXGfm6sJaga+f9wxh9tgYGfiSJEmSpAYwTJ130u/r8/nu13rmlmWFlQYKHLllWWGf736t5ztb7u1jmHqjv+b8+fMj+vXr57311luPz5kzJ6ahx5PBrzYm3K5yefdQ/nJ+DO9PiOXaXqFEO2r+GfeV6ry1o4xffHecJzcWszrP3yTTm0RpYd0PsNlRu/Sp3vz+qI9XM2oCtY+mRpIW7zzVM9ucvFyDZZ/7OH7YCjiqGgw9386oCx04nD/O6oqKVUnsY0XGK0oFB7NaR+lLU0qLd/L4sCiqvht/zixlyWFvrcdoyZPqPognj+DcFxDFeU2yRqnhRFkRwXmvg2F9+GnjfoHW+7RZzNZzhOCfe8p5ZH1xdc+h5Gg774yLadHG9meiJA5C6dIPsAY3mIfPvn+d1HoI00RfPqd623bBDShq050aqTFd0SZca22YBvqi/0UYjX+yWF8/7RHKL/uGARA04fcbi9lbcnZTnVvaksNebltZyO4S6/sZblN4dkQUdw6OxCHLHCVJkiSpQb7PmRu7s3Ct+1T7dhauda/MmRvb2K85Z86cmGuuuabwxhtvLFqyZEmU3+9v0Ae6DH61YT0jbPxuUAT/vjCOP4yMYlwnJ1UVdLqAFcf8PLqhmGuX5vPOzlKyyxrvBFuJqDvwqkTU/OxvLQzw7BarlAJgxqBwLura+CUlzc00BZnrg6xeFKie6BgepXDB5U56Daq7/HTgCBtVu3dtDqIH239G0+QuLu4ZUtNE+fn0EtYdrymfVQdPQO1b9yRAkZ1J4INH0TctQphNm90onRuhBwnO+zOUFwOg9htdqzfWqdTZ38vVOvp7nY6iKGhjavf+ktoeM/N7RP4hANSeqag9U5r8NbXhl6AkDgRAHD+EsebzJn/Nc3FLvzCmJVrljuW64KH1xRz1tt6bND5D8MdtJfyfLOsAACAASURBVDy7pQRvZSb1YLed9ybEMqFz2yvblCSp+QjTwMhYTuCTWfjfvZvAJ7MwMpbLc0xJOoV1R+bH17n/6IK4xnw9n8+nfPfdd1E33HBDcUxMjDls2LDyzz77LLIhx5Q54O2ATVUYn+BifIKLAr/BN7k+FuZ4OVhmnawW+E3m7Ktgzr4KUqLtTE0MYVIXJ6G2+sc+teRJ6HVkOlRN5dtXqvPYhmIClZ8h1/UO5epeYfV+3daiotRkw7IgRXk1H45J/TSGjrVjs585IB0WqdJjgMaBnQZ+L+zL1Omf2j5KQOvy0x6hFAWsoQ2GgCc3FfPqmBgGu+0oqortspmYmSutE4/SApSIWOtnKS4J45v3EMcPge7HWPYR5q612C65FTW2W0v/tTo8IQT6d/+ont6pxCVhu/T2OgPAbaW/V13UXsNQ4roj8g9h7tuMefwQanz3ll6WdJZEwIf+w7+sDUVBu+D6ZnldRVGxX3o7gQ8eg6APY9081N4jamVLtyRFUbgvOZKigMnqvAAFfpMH1xUxe2wMUY7Wdc/0QKnOrM017yMA1/cO5Tf9w7G1436akiQ1nDAN9K9mY+5ZX/O10gL0w7tR923BdtlMFLV134iTpOZUEiio82LV489v1JKNzz77LLK0tFRLTk4eAuD1elWXy2Vef/31nvoes3WdxUgNFuvUuK53GO9PiOWtsdFclhRCqK3mBHBbUZCXt5Vw1ZJ8XtrqYWthoF59lOrK0lH7jkIdPIFjXoOH1hdVlzJd0s3F7QPOPNWvtTt8wGDZf/3VgS/NDiMm2hlxgeOsAl9VBgy3o1V+pu7ZqhPwt//sL4Bf9Q3jyh5W5p/PgEfWF3Gw8sJFUTVrEuR1T+K87Q0c1z2JljwRrXNv7Dc8g3b+L6y6UkAc2U3wo8fR137RqsqGOiJz63eYVX0AnWHYr7gXxXH6jIu21t/rdBRFQRt9efW2sW5eC65GOlfGhvlQbp0/qSkXosYlNttrK1GdsE280doQJvqitxHB1tNfy6YqPDXcXd1fNLvc4LENxfhaUY/KhTle7lhVUP0+EuVQeCnNzW8HRsjAlyRJZ2RmrqwV+Kq1b896zMyVzbwiSWrdIh2xdfZBiHLGNeqJzMcffxzz+uuvH8zNzd2Wm5u77cCBA9tWrlwZWVpaWu8Ylgx+tVOKojAk2sEDKZH858J4HkuNZFhMTbDWZwgW5vi4a00Rv1xewD/3lHPcd/ZlDVVZOrZLbkPp2h8iYlG69sd2yW3YLruTUh0eWl9Evs8KEI2Od/BQSiRqc0yibCKGLti6KsD6JQGqrlGiYhUm/dRJUt9zT6J0hSr0HmI9LxiA3Vs7RgBHURTuGhzB5C5Wz7eSoOCBdUUcO0NZjaLZsJ13JfabnkPpXJkhYegYP/yb4MdPYeYdbOqlS6dg5uxEX/qBtaEo2C+bieLudMrHttX+XnVR+49BcScAYGat+f/s3Xd4HNW5+PHvmZnd1aoXS3K3bLk32ZILNsYdXLBNDyXAhRCSQAIJCbkJNwQuJCG5SX4hl5CEAEluCDUmcUwxxgUXXHDvlpts2Zabuqy22p2Z8/tjVGyQZVltV9L5PI8e+2hWM+9KW2bfec97kEVngxyR0hiytMBJfgG4wzAm3tzmMWgjpqKlpDnxFJ3BqqlCCxFhuuC5MbH0inAuOOwrDvDsjuJW6SN6JSpMm+d2lfA/u89Tc9qSFu/i1UkJjE/qGL1EFUVpfZdbvMvau6ZtAlGUdmJct+vzGtzedW5+U/ft8/m05OTkkTVfP/zhD7uuXbs25rbbbiuuuU10dLQ9ZsyYsrfffjumqccRobR62pgxY+TWrVuDHUaHdqrcZOkpH0tzKsnzXTyfXcNJUs3p6WVisgdXE6+c+izJ9zYVsa/YSQ4PjjH4zfi4Zk2zDLbSYputq/ycL6x7vvQbqjN0nAu9GY10/VWSFf/wEfA7BU0zbwvDG9F+E4RXImBLnthazNZ8J5PYO0LnhQnxxDZiWo20bawdS7HWLQSr+iKEpqOPnYc+/kaE0fGnkIYCWVqA/40fQ8V5APTJd2GMmVvvbStMm//ZfZ41Z+v6vC3o7eWRoVFNfq0JFdae1ZjLXwVAGz4V13VfDXJEyuUElv4Je/+nAOiTvoRxmf50rUWWFeH/2w+hqhwQuG77L7ReQ4ISy6WcqbD45sZCCqtXkb6+l5fHh0c1OK25tRw5H+CZHSWcLHeyXgK4p38E9/aPUNVeiqJckapXvg2lBZe+QVQCngf/t+0CUpQ2IITYJqUcc+H3du3alZ2WlnbZxJUlLV7e+VhqfU3vB8ePL/7aqOezdBH8qcK7du3qkpaWllLftvabjVCapEeEwQMDI3l7Whd+NTaWad08uKofBTbwWZ6fp3eUcOsneby4v5SjV7jKk2lLntlRXJv46hWh84sx7TvxdeKwyZrFVbWJL5cbxs10M2KCu1mJLwC3RzBgpFP9ZVtwaGf7WFWrJbg0wbPpMQyOce7/iXKLJ7YUUWFevsmo0DSMjLm47/15beNobAtr02ICbzyJffpIa4auADLgJ/Deb2sTX9rgiegZc+q97alyk29uKKpNfLk0eHxEFN8dHt3uE18A2tBJEOksAmLv/xTZ0Mm0EnT2uWN101miEtBHzw5aLCIyDmP6f1SPJIGPX0b6Kxv8mbbWLVznl2NjiahuofDhyUr+73B5m8YgpeS9ExU8tKGwNvEV59b49bhYvqL6eymK0gRXsniXoiigC52vpf0m6+YBj2X3jBpUFuVO8PeMGlR284DHskMl8XU5qvJL4bzfZsVpp0l+zRLhFxoUYzCnp5cZ3cOIcl06iSWl5Fd7zrMkx1n6MMGj8eKEeLqFh/4ToT5mQLJrQ4CcI3XT8eKTNTKmugiPbLlknmlKViz0UVUBQsD0WzxExrTfZOGVKvbbPLKx7gNNSqROuCHI99kkeXXm9vQyq2cY+iWqDKS0sXevwlz7FgSql91EoGfMRp94K8KlpsG0NCkl5sd/qk0giKQ+uG5/qt7f9aa8Kn6yo6R2mmOCR+PZ9Jh2O83xUsztS7FWvw6Anj4bY+rdQY5IqY+UksDC55A5mQAYcx5GHzIx6DGZH7yAfdjpPaONmIbr2geCGlN9dhT4+c8tRQSqr098d3gUC3q3fp++soDN/9t7nlVn6qpGMxLc/GhUNPGe9nl+oShK8JnrF2JtWnzJ7cZ1D9Yu4KUoHUVzKr/ai4Yqv9RqjwrRbo2bU8K5OSWcw+cDLM2pZPkpH+cDzofVgyUmB0tK+X1mKZOTw5jTK4z0BDe2hGWnfCzJqSS30kJC7VTKCEPwy7Gx7TbxVVJgs2WVn/KSuuTwwDSDQekGWgtfYTYMwaBRLnZvCCAlHNhuMmZax0oMNCTWrfHrcXF8c0Mh+VU22WV1ycZcn83eogCf5Vbx1OiYeq/uC6Ghp81A65tGYMVfkNm7AYm17SOsI9twXfdVtF5D2/AedXzWjo/rKme80U6D+88lvqSUvHm0glcPllHzLBoe5+KZ0TEkhLXP14WG6COmOifRlaVYu1ehj1uACG/WasxKK7CPbq9NfImuqWiDrwpyRE4fRGPG/fhPHYSK89h7VmH1H4PeNy3YoV1kdIKbJ0bG8OxOZ5GA3+4tJc6tcU3XSy9u0VwHigM8u7OE0xXO+4IGfGVgJHelhrfrHqKKogSfLDp36Y1CQ/QY1HbBKIrSJjpPeYnSKAOiXTwyNJp3pyfy36NjGJforn2QBGxYecbH45uLuWNVPl/5tIBf7jnP3qIAuT67NvElgGdGx5Aa3f76LkkpObrfZO17VbWJL48XJs5xM2SMq8UTXzX6DNKJiHL2feqoRUnB5af+dSTJXp0Fvb2X3L72XBXLT/kuuR1ARHfBddP3MWZ9DTwRzjdLcgksfI7Air8iqypaMuROyz6xD2vNm85AaLjmPYKI7nLRbSpMm2d2lPDKBYmvBb29PD8+rkMmvgCEKww9vXr6nFmFtePj4AakfIG0TKy1b9WOjSlfRojQOA0S4dEYM79SOzaXvYKsLAtiRPWb3j2Mbw2JApxWCT/Z6awa3dKklLx7rIJvbSysTXx1CdP47VVx3N0/QiW+FEVpFnk+H/vwZmcQHg3dBkBUAkTGVd/Axvzoj2o1cUXpYELjrE8JOW5dMLVbGL8cG8fb07rw1YGRdL+giivXZ3OivP7V+S6sAGtP/FWSzSv97NkYwK4OP7GHxtSbwkjs3rof2DVNMDijrhBz/9bO0/urxub8hj9AfZhz+T44Qgj0YZNx3/c/aP3rKnrt3Svxv/YE1rFdzY6zM5MluQQ++B1I5wliTL37C825a/p7re6g/b0aoqfNBLeTxLV2LlcJ1xBj7/6kdjVObcBYtB4DgxzRxfT+Y5z+cQDlxXWrqIaYW/uGc2c/Z7qj34b/2lrMsdKW+4B43m/z5LYSXswspXq2NFclunl1UgIj4ztPVbSiKK3H2rm87lzmqpvw3Pk0ngf/F/cDzyOS+wIgz2ZhfbYomGEqitLCVPJLuawkr87d/SN4Y0oC/3tVHLN6hHG5j7CNSVSEksJzFqsXVXH2eHX1moChYw0mzHIT5m2bD+w9+ulExzvHys2xyT9Tf3Kxo8qtbPj+HiwOsOqMj4B9+T6FIiIWY/63MeY94lzRAygtwFz0KwJLXwrJiopQJwM+p8G9z/ndacMmo4269qLbbMqr4uvrCzlW5nwQTvBo/HZ8HPN6tX5foFAgwiLQR810BlUVWLtWBDcgpZb0lWNu/Jcz0HSMa+4IbkCXYEy9p27xhAMbsA5tDnJE9XtwUCTX9XCmO5aZkv/cUnTZ1/DG2Ffk58F1BazPdZLnuoCHBkfy3JjYRq0ErCiKcjnS78Pas8oZeMLRhl5Tu03oBsbch6G6lYO1+T3snAPBCFNRlFagziSURhNCkBbv5om0GBI8DSeEWuIkuC1IKTm0K8C6D/1UljtJFW+kYNI8DwNGutp0KXchBEPH1E0VzdxqEkoLUrS2JG/D1XUBCc/sKOH2Vfn8+VDZZR9jQgj0geNx/8f/oA25uvb79v51+P/2g5D9UBmKpJSYy15F5p0AnF5Jxoz7ap8fUkreyCrnh1uKaxvbD49z8fLV8R2usf3l6OmzwXDus7VtKTJQdZmfUNqCtWlxbeJWH30dIjY5yBHVT4RF4Jr1YO3YXPlXZHlJECOqnyYE/zkimrFdnMd6ns/mP7cUURpoWtW3LSVvZpXzyGdFnKuuHE/2avxuQjy391PTHBVFaTn2vrVQXZmtj5yOcF/ct1CL64Yx7V5nICWBj/6I9LXtCreK0tkIITJuuOGGvjXjQCBAXFxc2rRp0/oDvPDCCwlxcXFpgwcPHlrztW3btituOqqSX0qTdA1veK2EyyUyQoGvQrJxqb86yeR8r1uKxtQbPcQnBeepkdRTIyHZOXZhrs25k+1v+mhTze156Z5fFyqssvn7kXLuWJXPk9uK2ZJXhd1AklB4o3DNeQjjxu/V9XKoKMH84AUC778Qkh8sQ4219UPsg585g4gYXPO/jahO8HTG/l4NEeEx6COmOoPK89h71wQ1HgVk8TmsncucQVgk+vgbgxvQZWh9RqClVVcQVpZirvhLSF4IMTTBM+kxDIx2zgeyyyx+tLWYKuvKYi2usvnh1mJePlhGTWHv5GQPr05KYGhs++sdqihK6JK2jbl9qTPQdPTPVbDX0IZNRhs43hmUFmAu/3NIvg4rSlszbZNFOW8nPLztnsF3bJw74uFt9wxelPN2giWbV/ji9XrtgwcPesvKygTAokWLopOTky/qAzR//vyiAwcO7K/5ysjIaLghdD1U8ktpksslKq5vZCIjWHJPWaxe5CPvtJNc0nQYOdHF2Olu3JepamtNQgiGjL2495dsxDS/jmBWzzAmJ3vq3TY52cMrk+K5obcXr+78fWxg3bkqvr+lmHvWFPCPo+Wc9186Waj3G+1UgY2YVvs9+/Bmpwps/zp1UnMJ9rFdWJ++4ww03Ul8RTnTsjpzf6+G6GOud15UAHPrh6phbpCZn74D1X8D/aqbEGERQY7o8oxr7oCYJADsrG3YmeuCHFH9wg2NX4yNre0JursowM92lmA18vV0Z4Gfr64rYHOe0/PRpcG3h0bxTHoMUS51iqooSsuyj+6AklwAtAHjEFEJ9d5OCOEsQlK93T682akYU5ROzLRNntr33dSXjj6fklV+KKIoUODOKj8U8dLR51N+vPexVNNu3vnuzJkzSxYuXBgL8NZbb8XfcssthS0S+AXUmYXSJJdLVFzXs/WWPm8O25bs3xJg41I/VdW54sgYweT5HvoOMdp0muOlJCTrdO3tPDVLiyQ5R9vHFNLm0oXgqdEx/GBENMPjXCSFaQyPc/GDEdE8nR7DgGgXjw2P5t3pXfjOsChSIuuqik5VWPzhQBm3fpLHL3aVcKC4/gUDhCcc17UP4Lr1CYhJdL7pK8Nc+hLmv3+NLC1oi7vabsiiswSW/B6qa7qM6fehdXeahHf2/l4NEVEJaEOqG5eXFmBnrg9uQJ2YfepQ7YpeIq4retqMIEfUOMIdhmv216G6w6a56u8h+/oU79H51dhY4qp7cq09V8Xv9pU2eEHBkpK/HS7ju5uKyK9yLlr0CNf5w4R4bkoJD4n3YkVROh5r20e1/9cz5jR4WxEWgWvOQ04jYMD85DXswtOtGp+ihLL3T7+bsK1oU2x927YVbYp9/8y79WeTG+mee+4pfOedd+IqKipEZmZm+IQJEy6ab/z+++/HXTjtsaZK7Eqo5JfSJJdLVOgheOJaUWqz7kM/h3fXZaV7DdCZcoOHmITQeioMyaib6nFgm4l9hdNI2itDE8zp5eXFCfH8Y3oiL06IZ04v70WPpwiXxo19wvnrNQm8cFUc07t5MKo3+21YesrHNzYU8vX1BSw5WYmvnt+d1nsY7nt/jj56FjUfLu1ju5wqsN2fqCowQPorCbz3fG1fDG3kDPSR01R/r0bSx82j5rFlbXkfaXeeKcyhQkobc80btWP9mjsResNT9kOJ1mMQ+pi5zqCqgsCyV0L2talHhMEvxsYSVl2Z++8TlbyeVX+PnAKfxfc3F/PXw+XUPCumd/Pw8tXxDIhR0xwVRWkd9rljyFNO83rRYyBa136X/Rmt5+C6qfJmFeaSP6hqbqXTWn7uw8SGtq84t6RLc/Y/fvz4ypycHM8rr7wSP3PmzC/0pfn8tMfIyMgrPilqP2eBSsipSVTM6RXaUxwBTmdb7PzUT8CZWYHugrSJLnr1D82nQHS8Rs9UnZwsi4oySfZBi35DQzPWYBFCMDLezch4N4VVFktO+njvRAW51c2SD5aY/HLPef6QWcqcnl4W9PbSK7LudyhcYRjT7kEbNN5p5l54Gvw+zBV/QRz8DNe1D4RsU+zWJqWN+dFLyIJTAIjuAzGm3UOFafPL3edrpzmC09/rkaFRnXqaY320uG5oA8dhH9qELDqLfWQLek3/EKVN2Ac/Q57NAkD0HIyWmh7kiK6cPvEW7GM7kQWnkMf3Yu9eiV7TDyzEDIpx8ZP0GH64tRhLwp8PlXOq3CKnwiK30iLJqzM0xsWy05UU+53zVbcGjw6L4vqeXlXtpShKq7Jqen0BenrDVV8X0q+6Efv4XuSZw8jcbKz1CzEm39kaISpKSCv0FzR4haqgKr/ZV8Fnz55d/PTTT/datmzZwdzc3Bb/8Bta5S6K0sIsU7J7g58tK+sSXzEJgqk3eEI28VVjcLqBqH6GHtoZwAyE5hX/UBDv0bm7fwRvTevCzzJiGJdY99pbZkoWZldwz9oCvrepiE/P+jAv6KOmdR+I6+6foo+bT80vXJ7cj/+1JzC3L+2UFTvWpsXYWducQWQcrvmPctqH6u91hfTxC2r/b216L2SrdjoiGfA7vb4AEBhTvtwukyvCcGPM/kZdD7k1byGLzwU5qksbm+jhByOja8dLT/nYWxQg12eztyjAP7IrahNffSJ1Xro6gXm91DRHRVFalywtrFu4JyYRLTWj0T8rNB3X3IegelVIa+uH2Mf3tkaYihLS4t0J9feVqZbg6eJv7jEeeuih/Mcff/z0uHHjKpu7r/qo5JfSYZUW26x9v4pjmXU9s/oN1blmvofImNB/6EdEa6QMcj7wVFVC1j5VZn05uhBcnRzGL8fG8fqUBG7vG060q+5D1bYCPz/eXsIdq/P52+EyCnzOY0MYboxJt+O66xlEYm/nxqYfa/XrBN75CXZ1BVRnYGVtw9rwT2egu3At+A6bK7yqv1cTaIl90PqOAkDmHcc+tivIEXUe1o6lUN0jSxt6NVpy38v8ROjSkvuij7/BGZhVBJb+KaST8tf18DKla/09QWuMiHPx0sQE+kWF9kUoRVE6BmvXcrCdcz599CyEdmWfA0RMEsaMr9SOA0tfQlaWtmiMihLqrk2+Pq+h7TOT5+Y39xipqamBJ598Mre+bZ/v+bV8+fIrXsEo9DMAitIEJw6brFlcxflC5wqzyw3jZroZMcGNrrefK8wDR7moaVFzZLeJ36cqRxqrZ4TBQ0OiWDg9kSdGRjMktq5SN99n89fD5XxpVT7/vb2YHQV+pJRoyX1x3fUs+sRbqfnFyzOHCbz+I8xNizt8nwe78DTmR3+sHeszv8Jb5V1Vf69muKj6a/NiVf3VBmRFCdbm95yB4ca4+rbgBtQC9HELEEkpAMjTh7C2f9TwDwRZvq/hhVok4DXaz3uxoijtlwz4sHavcgZuL/rwKU3ajz5kYt1iNuXFmCHch1FRWsOCHrcVZMSNL65vW0bc+OIF3W9r8so8FRUVOz7/vXnz5pWuWrXqCMCjjz5aUFRUtOvCnl/XXntt/c1FG6CSX0qHYgYk29b42bE2ULOyPfHJGtNu8tCtj97wD4egsHBB6jAnCWMGuKhZv9I4Hl0wq6eXP06M5+Wr47m+lxdP9SufJWH12Soe21TEfZ8W8K/sCsptDeOqG3Hd/TNE19TqG5pY6xcSeOtp7NzjwbszrUhWVWAu/g34nWVQ/aPm8tOqEbxysIyaU7sFvb08Pz6OhLD291wKFq37QETPwQDI04eRpw4GOaKOz9zwr9rHsZ4x95JL2bcnQjec6Y+6k8S31i/Ezs8JclSXludruDItt7JzrGKsKErw2fvXga8MAH3ENIS76b2Kjen3QkySs9+s7di7V7ZIjIrSHuhC59lhv8n6Rupj2f0jB5XFuRL8/SMHlX0j9bHsnwx/PksXof/5QCW/lA6jpMBm9eIqco7UnVQPTDO4eq4bb2T7faj3H2Hgqi6yObrfpLJcXWVqqoExLr4/Ipp3ZyTyrSFR9Iqoe5E+Xmbxwv5Sbv0kj1/vOU+WKwnXHU+jT7kLDOcPIHOPE3jzKcz1C5Fmg9Pe2xVp284KRkVnATjTezyPGtfV9vcyBDw+XPX3aipj3A21/zc3LQ5iJB2fnZ+DvecTZxARgz52XnADakFal57oV9/qDCwTc+lLIVuNmuRt+AT4ctsVRVFagpR2XaN7IdBHX9es/QlPOK65D9f2iDVXvxHSFyIUpaUZmsFNPe4o+H36awffnrBkz+/TXzt4U487CtpD4gtU8kvpAKSUHN1vsva9KspLnMSQxwsT57gZMsaF1s4/rLs8ggFpTvWXbcHBHR0n6RIsUS6NW/uG89rkBH4zLo7JXT3UPEx8FnxwspIH1xXyrc+K+aTrNPjyc7XVO9gW1qbFBN54Evv0keDdiRZkbfwn9rGdAGxJHMe3or/EsTIniZzg0fjfq+KY11v192oq0Wc4orrnlDy+B/vs0SBH1HFZa9+C6mkoxsTbENUNijsKPX0OovtAAGfVsZrpnSFmbs+GKyuuv8x2RVGUlmAf21V7YU8bMBYR3aXZ+9S69UefeIszsAKYS36PNJvd51tRlDagkl9Ku+avkmxe6WfPxgA1/X8Te2hMvSmMxO7tIwPdGP2GGoRV5x5OHLIoKwndZsftiRCC9C5unk2P5Z1pXbhvQARdPHUvi/uKAzy36zy3bdf4y4hHyZ3ytdrVfmTBKQJvP4O5+nVkoCpYd6HZrEObsTYtRgLvdLmWHyd8ieq+9qq/VwsRQqCPu7D31/tBjKbjso/vwc52FhUQXXqjDZsc5IhantA0XLO+BobTUN7atBj73LEgR/VFs3qGMTm5/qb3k5M9XNezYyUlFUUJTda2uv6IevrcFtuvPnZ+XUuD/JNYn77dYvtWFKX1qOSX0m4VnrNYvaiKs8edRJAQMHSswYRZbsK87bva6/N0QzBotNPrRUrI3BaaU13as8QwnfsGRPL2tC48MzqG9IS6hM/5gOTtY5Xce24QT2X8jE395mIhAIm1fSn+157APrE/eME3kZ13EvPjP1Ep3Pys+z38pctsJM5zZ34v1d+rJWn9MxDx3QGwj2zpVCuItgVp25hr3qwdG1PuuuLVvNoLEdcVY8qdzsC2nOmPIVZ1oAvBU6Nj+MGIaIbHuUgK0xge5+IHI6J5Oj0GXXSs92hFUUKPnXccedI5NxPd+qN1799i+xaahmvOQ+BxFpuzdizDOvqFft2KooSYjnlmqHRoUkoO7Qqw7kN/bf8rb6Rg0jwPA0a6EB30pLr3QJ2IaOe+nT5mUZyvqr9ag6EJpnQL4zfj4/jb5ARuSQknonpVMglsKoKn3DO4f9jPeSdpNsV6JJTkEnj3OQIr/oKsqgjuHWgkWVlG4L3nOU0k3+nzKJ9GjwLq+nt9b4Tq79WShNAurv7aoqq/WpK9bw0y/yQAWt80tD7DgxxR69JGzkBU30dZcAprwz+DHNEXGZpgTi8vL06I5x/TE3lxQjxzenlV4ktRlDZR2+sL0NNnt/j+RVQCxrUP1I7Nj19Blte7EJ6iKCFCJb+UdsVXIdm41E/mVrOmrQvdUjSm3eghPqljP5w1TTAkw6gdZ25Vvb9aW59Ig0eGRvHu9EQeHxHFgOi63/854pKvigAAIABJREFUy8Vf4q/ly/2f4hfdvsw+bwrW7k/w/+2HWMd2BTHqy5O2RWDJi2wx43gk5Ttkh3UDVH+v1qYNngDRiQDYmRuQJXlBjqhjkP5KzA3vOgOhoU++K7gBtQEhBK7rHgSP81y1ti7BPnUoyFEpiqKEBllejH1gozOISkAbMLZVjqMPHIc2fKozqDxP4OOXkVJdnFaUKyWEyLjhhhv61owDgQBxcXFp06ZN6w/wwgsvJMTFxaUNGTJkaJ8+fYZPmjRpwPLlyyOu9DgdO1ugdCi5pyxWL/KRd9p5U9F0GDnRxdjpblyeznEluXtfnZgE577mnrLJO62Wi28LXkMwr1c4L18dzx8mxjOrRxiu6ldPU+isiknnu30e4aGU7/GBMYjzi18g8NFLyMqy4AZ+Cebad3i7NIkf9/wqZbrz4Vn192p9QtMxalYflDbm1g+CG1AHYW35AMpLANBGTkNL6BHkiNqGiErAmHZP9UgSWPoS0u8LakyKoiihwNq5AqpXw9VHz0JordfCwZh2NyKuKwAyezfWjmWtdixFCTbTNnk7Z1nCvdueHnz9xu+MuHfb04PfzlmWYMnmfSb1er32wYMHvWVlZQJg0aJF0cnJyRdVesyfP78oMzNz//Hjx/f+4Ac/OHvnnXf23759+xU1EVXJLyXk2bZk/5YAG5f6qao+r4+MEUxe4KHvEKPDTnOsjxCCoWNctePMrQFkTQmc0uqEEAyNdfFEWgzvTk/kG4Mj6R5ed0J1LKw7v+t6K19OfYoXChM59OavsQ5tDmLEX1S2byPPnk3gL0nXI6uX6lb9vdqONuwaiIgBwN67FllWFOSI2jdZWlDX0NgdhjHh5uAG1Ma0IZPQUjOcQUkupmq6rChKJycDfqzdK52BKwx9xNRWPZ5whWHM/aZzVR6wPn0bO/d4qx5TUYLBtE2+t++3qb89+lbKofITEQWBEveh8hMRvz36Vsp39z6fatrN60k9c+bMkoULF8YCvPXWW/G33HJL4aVuO3/+/NK777477/e//33ilRzjkskvIcTNDX1dyUEUpakqSm3Wfejn8O66J1OvATpTbvAQE985c7eJPTS6dHPue1GerG34r7StGLfGHf0ieH1KAr8cG8vVSZ7aF9QKPYz34ybx9W4P8Z3dJss/WIS/NPh9IE6eyOZbh8Lr+nshVX+vNiYMN3pG9YpTVuCiniTKlTPXL4TqZu/6uBsQ4TFBjqhtCSEwZn4FvFEA2LtWYB/fE+SoFEVRgsc+sB4qSwHQh09BeFq/lYOW3Bd90u3OwDIxl/y+Xa8Erij1eff0JwmbivbF1rdtU9G+2H+eWZXQnP3fc889he+8805cRUWFyMzMDJ8wYUJ5Q7fPyMioOHz4cItVfs2v/noA+DPw5eqvV4GvXMlBFKUpTmdbrP53FUW5TnJHd0H6FBfpk90Yrs77QV0IwZALq7+2BZC2qv4KFk0IxiV6+NmYWN6c1oW7UyOIu+DxuSc8lZ9pE7l9dT6vrM/kbEVwVurcdLKIh3ZDtscpzU8QVfzvhHjV3ysI9JHT61aI2rUyZKfHhjr73DHs/eucQXQX9PRZwQ0oSEREDMaM+2vHgY9fQfoaPF9UFEXpkKSUF1xUEuij2+59Qc+YXbcQSeFpzDVvtNmxFaUtLDm3vsEqqyXn1ndpzv7Hjx9fmZOT43nllVfiZ86cWXK52zdl9tMlk19SyvullPcDLmColPIWKeUtwLDq7ylKq7BMye4Nfras9BOoXr09JkEw9QYPvfobDf9wJxGfpNG1t/P0LS2WnMxSvb9CQVevzlcHRfKPGYn8eFQMI8LrpqoX6VG8URLPXavy+NGmXLbkVWG3wZRVKSVvHC7lh7urKNO8AAy1c/nT1G6qv1eQCLe3LlET8GHtXB7cgNohKeVFHyyMSbcjjM77eNYHjkMbPNEZlBVirn49uAEpiqIEgTy+B1lwCgCtfwYiNqnNji2EhmvW1+sqcXd/gnV4S5sdX1FaW4G/pMEcUH5VcbNPxGbPnl389NNP97r33nsvOeWxxvbt28MHDhxYeSX7b8y8sV5SyjMXjM8Bva/kIIrSWKXFNmvfr+JYZl0yp99QnWvme4iM6ZzTHC/lwuqvA9tMLEtVf4UKlyaY0T2M303tyV8mRLLAOInXchrW2UJjfYHk+1uKuXtNPu8cLafE3zpTVytMm2d2lPDK4QpkdW+86yt28tsZ/ejiVdcwgkkfdR24PABYOz5WjcqvkJ21DZlzAADRNRVt0FVBjij4jOn/ARFxANj7P8U6si3IESmKorQts6YHJKBnzGnz44vIOIxZX6uLZ/mfkaUFbR6HorSGBHdMoKHtXTyx/uYe46GHHsp//PHHT48bN67BpNaHH34Y+frrryc+/PDD+Vey/8ZkE1YKIT4WQtwnhLgP+BBYcSUHUZTGOHHYZM3iKs4XOkkclxvGzXQzYoIbXW/f0xylbVJx4H3yFz/IuTduIH/xg1QceB9pN71iKzpOo1d/p7lmZbkk+4Cq/gpF/eIi+O51Y1g4qopHSlfQ13e6dtvpCps/Hijjtk/y+PmuEjKLW24Bg1PlJt/cUMTqs07PCUOafDvv33xv+gjc3iteGVhpYcIbiT5yhjPwlWHt/iS4AbUj0jKx1tY1djemfrlTLXxyKSIsAuO6r9aOzRV/RlacD2JEiqIobcfOz0FW9zwUyX0R3QcGJQ6932i0tGudga+MwNI/IW3Vn1dp/+YmX513me1XlIiqT2pqauDJJ5/MrW/b+++/Hzd48OChKSkpw3/+8593e/PNN4+kp6df0dVj0ZgPWkKIm4DJ1cO1UspFV3KQxhozZozcunVra+xaCWFmQLJrQ4CcI3XJm/hkjTFTXXgj23+1l7RNilc8iS979Re2haVMJXbmTxFa06ZzVpTarHi3CmmDOwxm3haGy60+BIYqafoxN/6b3fv28n7MBNZFj8QUF//tB0Yb3NAnnBndwwhrYtJ3U14VP9lRQpnpvL7HB0r48anXGDn7FvR+o5t9P5SWIcuK8P/5MWc59ohY3A/8plNP3Wssc/vHWKv/DoA2cByueY8GOaLQElj+Z+w9qwDQBozFmPeoSg4qitLhBZa9ir13NQDGnIfRh0wMWiwy4Cfw5lPIghwA9Em3Y4ybH7R4FKWGEGKblHLMhd/btWtXdlpa2mUTV5a0+O7e51Pra3o/Pm5Y8W+GP5ali+CvHL9r164uaWlpKfVta2xmYQPwCbASWN9CcSkKJQU2q/9ddVHia+Aog6vnujtM4qts59/rTXwB+LJXU3m46au9hUdp9B3svMj4fXB0X3CaqSuNIww3rmu+xOib7ue/zE95/chPuD/3Q5ICddPaD503+dWe89y6Mo8X95dyoqzxf1MpJW9klfPDLcW1ia+hFcd4Mft5RmSMVYmvECMi49CGTXEG5cXY+z8NbkDtgPSVY31Wff1NNzAm3RHcgEKQMeUuiHZ60tqHt2Af2BjkiBRFUVqXrDiPnVn9ETUyDm3guKDGI1xujLnfdFbrAqwN72KfzQpqTIrSXLrQ+X/DvpP1WOpd2YMi+5QluGL8gyL7lD2Weld2qCS+Luey5SZCiC8BvwJWAwL4nRDi+1LKd1s5NqUDk1JyLNNi36YANZXAHi9kTHWT2D30nzifZ/vLMYuPV39l135ZJTkgG56OWL5/EeGD5jX52ANHuTh+yMIy4cgek5QhBp4wdZU/lGnJfXHd9Sxdtn7IHZ8t4rbCVWyJGMwH8ZPYGjEIiaDMlLybXcG72RWkJ7i5sY+XiUkeDK3+v22FafPL3edrpzkCzC3awMPn/o1nQDr6uAVtdfeUK2CMvR7/nlUgbcwtH6ANn4rQ2t9rYFuxNv0bfM7qmPqo69q0mXF7IdxeXLO+RmDhc4DE/OT/0HoNQUTGBTs0RVGUVmHtWgmW045IH3UdQg/+AllaYi+MyXdirnoNbAtzyR9w3f1ThNsb7NAUpckMzeD2HtcW3N7j2nbZzK4xrww/AsZKKXMBhBCJOD2/VPJLaRJ/lWTHp37OHq+b/57UQ2P0FDdh3tBN2kgpsSsLMIuyL0hwOckuu7zBKdANMvP2Ubj0cbypM/H0uQbNfWX9mDxeQepwg0M7TcwAHN5lMny8amYe6oRuYIy/Aa3/GMTHL3PV2UyuKs/ktCuBJd1n8XFUOudN5/mwvcDP9gI/XcI05vXyMrtHGNsLAizJqSS30iLGrVFUZZNf5TynDGy+eeZd5pZsQiT0xJj1dTXtKUSJmCS0wROxM9dBSR72gY3oQycFO6yQJIvOYu1Y5gzCItHH3xDcgEKY1msIevosrO1LoaoCc9mrGDc9rl4HFEXpcKQZwNpV3Y7a8KCPnB7cgC6gjboWLXs39rGdyOJzmKtec1aEVBQlKBqT/NJqEl/VCmj8dElFuUjhOYutqwJUljtTsoSAIWMM+o8wQuakXNom1vnTF1Vw1VR1SX9Zo/ejhSdixPbBLDqKXdnwaq1VJ9ZRdWId6G48vSY4ibDek9Bcjbs61H+EQXamib8KjmWapA7TO8S00c5AS+iB646nsXYsxVr/Lt0DBXz1+Jvcq/+TdSPv5X33MPaXONWD+T6b/ztczv8dLr9oH7m+ukRyvBbgx0f/yFDfcfCE47rhMYQ7rE3vk3Jl9HHzneQXYG15H23IRIRQz9/PM9e9A9WLhBgTbkaEqYUbGqJf/SXsY7uQRWews3dh71mNPnJasMNSFEVpUfbBjVBRAoA27JqQem8QQmDM+hr+vz8B5SXY+z7F6jMSffCEYIemKJ1SY5JfS4UQHwNvVY9vB5a0XkhKRySl5PBukwPbTGrWWPBGCsZMcxOfFJwPeXagAqv4xBequMySk2A3ss+S0NGje2DEpmDE9sGIq/43NgXNHQlAxYH3KVn7s0vuQotIwi6vzi9bfqqy11CVvQZ0D2F9JhHWbwZhvScijEsnMFxuwYA0g32bTWwLDuwwGX2NapzdXghNw8iYi94vncDyPyNzMnFbVUzf8Qoz4rtzbNI3eL+yCytOV+K7zKKet579yEl8CYHr+kcQscltcyeUJtMSeqD1H4N9ZCuy4BR21nb0/mMu/4OdiJ1zAPvwFgBEXDe0ELqyH6qEy40x+xsE3n7GmVa75g20PsMQMWqqqKIoHYOUEmvbR9UjgZ4+K6jx1EeER+Oa9Q0C//ofAMyVf0Xr1h8RkxjkyBSl82kw+SWcUpwXgLFAzTyMl1trtUelY/JVSLav8ZN3uq46pVuKxuhJblye1q32cqYqFl6c3Co+jlmUjV1+rtH7EYa3Nqml1ya5UjCieyL0hqcYegfOperE+gZWe/wZZskJfEdX4stagVmc7Wy0qpzvHV2JMLx4+lyDN3UGnp5XIQzPF/bVd4hB1j4LX7nkxGGL/iNsomJV9Uh7IuK64rrtCezdqzA/fQv8PmThaVLee5rvpM/i69fcwtc2lXGm8tJLZq+PHMEthWvQr7kDLWVEG0avNIc+bgH2EWe1Y2vTe2ipGSFTDRtsUtqYa96sHeuT7wiJfi7tgdYtFX3cfKxNiyHgI/Dxy7hu+y9VWagoSocgT+5D5p8EQOs3Ci2uW5Ajqp+WMgI9Y46TqKuqIPDRH3F96Ueqx6eitLEGzx6llFIIsURKOQL4VxvFpHQguTkW29f4qfI5Y02H4eNdpAzWW/SDnbQtrNLTFyW3zBLnX+kvbfR+NG/CFyq4jNgUtIikJscrNJ3YmT+l8vBSKg68h1V2Dj0ymfDBC/AOmIPQdFxxfXFlfJXI9Acwi47iy1pB5dEVWCXOG7o0K/FlLcOXtQzhiiAsZTJh/Wbg6Tm+NvmmG4LBow12rguAhMxtAcbN+GKSTAltQmjoaTPQ+o3CXP4X7OxdgMTavhR31nas3o8Dlz5ZynXFog2agJ4xt81iVppP69oP0WcE8vge5LmjyBP7EH2GBzuskGAf+Ax57igAotdQtH7pQY6ofdGvugn76A5k3glkzgGsHcsw0mcHOyxFUZRms7bVrZiup88JYiSXp1/9JewT+5F5x5GnD2FtWowx4eZgh6UoIUEIkbFgwYLCxYsXHwMIBAIkJSWljRo1qnzVqlVHXnjhhYStW7dGvPbaayeac5zGXDrdLoQYK6Xc0pwDKZ2LbUsObDM5vLtu+mBkjGDMdDcx8U2/4mwHKrFKTlyc5Co+jllyAuxA43YiNPSo7hdMVexb/f/eaJ7oJsfW8CENwgfNu+yqjkIIXPGpuOJTiRzzNcyCw1QeXYEvayVW6SkAZKCcysMfUXn4I4Q7irCUKYSlzsDTYyy9Bugc2WNSViI5k21TlGcTl6iu8LdHIioB46bHsTPXYa56HarKoSSXLiUnyA3ve8mfS6IS47qvqqqhdsgYt4DA8T0AmJsW41bJL2TA7/T6AkBgTLlLPbavkNANZ/rjGz8G28L69B20lJFo8d2DHZqiKEqT2YWnsY/tBEAk9kH0GhLkiBomDBfG9d8k8PqTYPqxPluE1ns4Wo+BwQ5NURrNtC3ePf1ZwkfndiQW+EtdCe6owJzk0Xm39ZhQoDejqtzr9doHDx70lpWVicjISLlo0aLo5OTkRn64b7zGJL/GA3cLIbKBckDgFIWNbOlglI6hotRm6+oARbl1U7N6DdAZOcGF4br8hxYpJbavGLM4G6u2iisbsygbq+xso+MQRhh6TO+6KYo1ya6YXgg99PthCSFwdRmIq8tAosY+RCD/AL6sFfiOrqz9PUh/KZWHPqDy0AcITzRhfafSP+Vmdu7qA0Dm1gAT56jqr/ZKCIE+9Bq0PiMwP/kb9uEtzC7ZzP7wviCls2JEjerx3MHdES71N2+PRM/BiO4DkKcPI3MysU8fQuveuU+KrR1LodRZTVsbNgktKSW4AbVTWmJv9Im3YK37B1gBzKV/wnXHU2rKjaIo7Za1/ePa/+sZs9vFhREtvjvG1HswV/wZpCTw0R9w3/McwhMe7NAU5bJM2+Lxva+lbio6ElvzvQJ/mftQ2ZmIzwoPxf56+L1ZRjPOK2bOnFmycOHC2Pvvv7/orbfeir/lllsKN2zYENkiwVdrTPIr9DoHKiHBtiUnj1icOGhRWS7xRgiiEwSnsiwCfuc2ugvSJrro1f+LDzVpW1hlZ+sazhfV9eWSVecbHYfmjbs4uVXdl0uPTO4wfU2EELgTh+BOHELU+G8RyN2H7+gKKo+uxC7PA0BWnafywHu4eI8I4xXKZX/yTtvk5gRI6tlwXzIltImIWFzzv411aDMzl73KptIhrI/63PUHIbi6dDfX+t2AanLfHgkh0MctwPz3/wPA2vw+2o3fC3JUwSPLS7A2vecMDA/GxNuCG1A7p4+5HjtrO/LMEeTZLKwtH2CMvyHYYSmKolwxWVmKvf9TZxARgzao/ayeqI2Yipa9G/vIFjifj7niLxhzv9kukndK5/bu6c8SLkx8XWhT0ZHYf57elHB7z4kFTd3/PffcU/j00093u/3224szMzPDH3jggYI2T35JKY8LIdJxGt5LYL2UcntLBqG0P7Yt2fpJFWeOy9rvVZZLCnPrbhOT4KzmGBHhJ1BwrDq5dcHKiiUnwapq5BFF9aqKfS5KchmxfdDCYlr2zoU4IQTu5OG4k4cTddWjBM7tpjJrJb6jn2BXFiCAnuYfOag7H6B3L8tkzMBlhPefiSt5ZIdJCHZG+sBx6Fs/4Een/s6KmAw+jhlPriuWpEAxs0o2MbNkK8gBMGJKsENVmkjrOwqR2BuZdwL76A7svONoiX2CHVZQmBv/CQGnYaQ+Zi4iKj7IEbVvQtMxZn+dwN9/5Ey52fgvtL6j0JI65+NLUZT2y9r9CZjOlXZ91HXtahEUIQTGtQ/gP3sEyoqwD36G3TcNfeg1wQ5NURr00bkdDS5R+tG5HV2ak/waP358ZU5OjueVV16JnzlzZklT99OQy75SCCGeAm6jruH9X4UQC6WUP22NgJT24eShgJP4+vzUq2qx4ScZ5n6ZiiVHKS09g5M3bQTdgxHb+wsJLiOmd70rHHZ2Qmi4u47C3XUU0RO+g//sTnxHV6IdXUW0fzvnRTrlcgCn9v+d+P3fQItIxNt3BmGpM3ElDVNXmdqj8hJ0bGaVbGFWyRdbMcrSJr/nKCGgtvrrwxeB6uqv678V5Kjanp2fg71nlTOIiEUfc31wA+ogtLhuGNfcgbnqNbAtzKUv4brrWYShqoMVRWkfpGVi7VzuDHQX+sjpwQ2oCYQ3Etechwgs/DkgMVf+Da3bAERc12CHpiiXVOAvbfBkId9/vtl9hWbPnl389NNP91q2bNnB3NzcFs9qN2aHXwbSpJQ+ACHEL4CdgEp+dRJSSmTVeayKfOyKfHwlhRzcOgxIrDfxBWCWFxMoXXfJfWphsehfqOJKQY/qqiqTmkhoOp7uGXi6ZxA98buQeYDPPnO25WgPEGevxy7Po3zv25TvfRs9sith/WYQ1m8GrsQhKhHWToio+AYTXCIqoQ2jUVqDNmAcIrYrsvgs9qFN2BNvRetkJ8Tm2jediyuAcfVtCHdYkCPqOLRRMxFHtiJP7kfmn8T67F8Yk24PdliKoiiNYh/8DMqLAdCGTkJ4o4IcUdNovYaij5uHtfl9CPgILPmD04uxHVWxKZ1LgjsqUOAvu2SCq4s72t/cYzz00EP5sbGx1rhx4yo/+OCDFn9yN+bZdRoIA3zVYw9wqqUDUYLDDlRiV+Rhled/4V+rIg+7PB+zopByqw8lYiwlYgxlXAOi4WZ2fpIAgR7V7eIKrurm81pYvdOFlRYiNIPkYcPpdraKM9k2PtGH812/T2zhH5D+UgCssrOU736D8t1voEf1ICx1Bt5+MzASBqpEWAjTh0/FPH24ge1qymN7JzQNfdx8zGWvgJRYW95Hu+7BYIfVZuzs3cjs3QCIxN5oaipIixJCwzXra/hf+yH4fVhbPkDrl4HWvX+wQ1MURWmQlBJr+0e1Yz19dhCjaT59wi3Yx/chzx1FnjuKtfGf6mKEErLmJI/OO1R2JqKB7fnNPUZqamrgySefzL38LZumMcmvEmCfEGI5zty1a4HNQogXAKSUj7ZWcErTSSuAXVngJLHKc7Er8p3KrfK82qSWVZGP9JfV+/NVJHJejKWEGygR6Vj6lfXVcmuFdL1vFcJQV+uDaUiGizPHq0DCiYo59L/zesxzW5xVI7PXIAMVAFilpyjf+RrlO19Dj+mFt99MwlJnYMSlqkRYiNGGXoN2dKfTKPXz2/qPVYmCDkIbcjVs/BeUFmDvX4eccHOnqOqTto255s3asTHlLoSmqoFbmoju4qw4Vp1gNT9+CdfdP1MrxSqKEtJkzgFk7nEAtJQ0tIQeQY6oeYRu4Jr7MP7Xn4SAD2vzB2i9R6D1Hhrs0BTlC27rMaHgs8JDsfU1vR8f17/41h5XNbn3SkVFxY7Pf2/evHml8+bNKwV49NFHC4Bm93ZpTPJrUfVXjdXNPajSdFLa2JVFF1Rp5WN9LqFll+dh+4quaL8WHkpJo0SMoUSMxSdS6r2dwCYmuhRRkUWRmf7Fnl/V464ROxBGetPvqNIiomI1evfXOXHYWZHz+GGN1OFXE9b7aqRZRVXOJiqPrqDq+Lq6RFjJScp2/JWyHX/FiE0hLHWmMzUyrm+Q740CTlWQMe9b2PvXYe1dgywtQEQloA+fgjb0GpUo6CCEbmCMub62N5O1dQnGtHuCHVars/euQRbkAE7zf6338CBH1HFpwyajHd6CfWwnsugs1rp3MKbdG+ywFEVRLsnavrT2/3pG+676qiHiumLM+A/MpX8CJIGlf8R9z88R3hZd5E5Rmk0XGr8efm/WP09vSvjo3I4u+f7z7i7uaP+c5NH5t/a4qkBvB62LGrPa49/aIpDOTkqJ9Jdhlec5ia2aKq2a6YfVSS67ogCk1byDCR0tPBGfJ40SkUGRfzAlld2Rsv6pjOFRgqQeGok9dBK7a7jcEZRnbmHb+rUUicmf27cgTq4lJS25eTEqLWZQukFOloVtw6FdAXoP1HG5BcLwEJYymbCUyUjTh+/EBnxHV1J1Yj3SdGY5m8XZlG17lbJtr2LEpxLWbwbe1JkYMb2DfK86N6Hp6MOnqCmOHZw2fAp89m+oPI+1ZxX6+BsQ4dHBDqvVSH8l5oZ3nYHQ0CffGdyAOrjaFcdeewJ8ZVg7lqGljlEVB4qihCRZdBY7azsAIqEnogNdHNGGTEI7thv74EYoK8Jc/meM+Y+q2RdKyDE0ndt7TixozqqOwXTJ5JcQYg8NLNEnpRzZKhGFAGmbVB76iIqD72GV5aJHJhE+aAHegXMRWsO9rurdn+mrrs7Kr67Oyr2oSsuqTmxhVTUzcoHmjUML74IekYgenogW4fxfC0/E1JMoKEkkPzeMvNM2VZdYQFR3QWI3J9mV1FMjIkp84cU3fNBchp94kpwTG8kTc/GThJtcEuUSevauInygWg8hVIRHaqQM0Tm6z8Lvg6y9JoPTL16sQxhhePtNx9tvOnagkqoT6/BlrcR3cmPt49IszKKsMIuyrS9jJAzEW10RZkS375JzRQlVwuVBz5iNte4fYPqxti/FmPSlVjmWbUtOHrE4cdCpEvVGCHoP0undX0dobXPybW35ACqcNyZt5PR2P52lPRCRcRgz7qtdXTSw7GXc9zyH8IQHNzBFUZTPMXd8TM1HUz1jTodKDAkhMGbej//METifh31kC/ae1egjpwU7NEXpUBqq/JrXZlGEEGmbFK94El/26trv2eXnKDm3h6oT64md+VOEZtTe1q4owKrIc6qyahJaNeOKfKzy/NoG480h3FHVSawu6BFd0MITqxNcXZwEV3gSWnh8bWwAliUpPGeTe8om74BFSUFNLtP+wv5juwgn2dVDIz5JQ9MbfkMRmk7ctT8h7PBSuh94FavsHHpkMuGDF+AdMKdJSUKl9QxMc3H8kIUVgCN7TfoOMfB46/8bay5lzNbsAAAgAElEQVQv3tRr8aZei+0vp+rEOiqzVlB18jOwAwCYBYcoLThE6eY/4EocQli/mXhTZ6BHdq4V6RSltelpM52VoPyVWDuXo4+d1+KJCduWbF3l50x23XtDZbmkMNfm3EmLMdPcaK2cAJOlBVhblzgDtxdjws2tejyljj7oKuzDW7APbYLz+Zhr3sDViRZYUBQl9ElfOfa+tc4gPBpt8ITgBtQKhCcc19yHCLzzE6cX4+q/I3oOQovvHuzQFKXDuGTyS0p5vC0DCRWVhz66KPF1IV/2avL/dR8IDbsiH7uyiAaK4xpH9zhJrOrqLCex1QW9OrnlJLa6NKpxvJSS0uLqZNcpi/wzNpZZ/23DwqlNdiV21y+ZCGmI0AzCB80jfFCnzJO2Kx6voP9wg4M7TKyAM/1xxFWXXKm2luaOwNt/Ft7+s7CrSvEd/xRf1gqqcjbVTr8N5GUSyMukdNPvcCUNr64Im44ekdTad0tROjzhCUcfdS3W5vecBNiuFRjjFrToMU4esS5KfF3oTLbNySMWfQa27tLr5rp/gOUk1zv69M5QZMy4D3/OAagowd67Bqv/GPR+o4MdlqIoCgDWnlUQcGYi6GkzEcblz2HbI637QPSrbsba+E8w/Zgf/h7Xnf+NMFyX/2FFUS7rsmezQoirgN8BQwA3oAPlUsoOeWZacfC9BrebhUcatyOhXzD9sKY6KxGtduz8K9yRzSrb9VdJ8k/b5J6yyD1lU1lWfzJO0yGhq0ZSD42kHjpRcV+cyqh0bKnDDY5lmvh9kJ1pkTrMJjyq8Y0JNU8U4QPnEj5wLravBF/2WiqPrsB/amtdIix3L4HcvZzf+FtcXdOcVSP7TUcP7/ir1ClKa9HTZztNfk0/1ral6KNnteiqfCcONtxH8sSh1k1+2WePYmeudwbRieijr2u1Yyn1E94ojGsfwFz8GwDM5a+i3fsLhDcqyJEpitLZScvE2rHMGegu9LQZwQ2olenjF2Af34M8fQiZdxxr/T8wpnw52GEpSofQmLPZF4E7gIXAGOBeYGBrBhVMVlnuZW/j9NVKvGAa4sUJLS0iES0sFtEKKx7YtqQ4z6nuys2xKMqXlyw+i4oTJFVXdyV01dANlezqzFxuwcA0F3s3BbBtOLDDJH1y066caWExhA+eT/jg+di+YnzHVjuJsNPbQToVJIGzuwic3cX5Db/B3W20s2pk36no3viWvFuK0uGJ8Gj0EdOwdnwMleex965p0QRRZXnDFcwVpfVXhbUEKSXmmjdqx8Y1t3fYK/qhTk9Nxx422ZlaVF6C+cnfcF3/rWCHpShKJ2cf3gJlhQBogyciwmOCHFHrEpqOa+7D+P/+X1BVgbXtI7Q+I9BSOmy7bUVBCJGxYMGCwsWLFx8DCAQCJCUlpY0aNap81apVR1544YWE73znOykbN27cP378+EqAAQMGDPvggw8ODxo0yN/Y4zTqUq6U8ogQQpdSWsBfhRA7gCeacsdCnR6ZhF1+7pLbjaQRJN74ShtG5HzwyD3lVHflnbYxL/HndYdBYne9dmVGb4RKdikXSxmsk7XXpLLcaW7df4RNdFzzkrRaWCzhQ24kfMiNWBUF+I6twnd0Jf4zO3EysxL/me34z2zn/Ppf4+6e4UyNTJmKFtaxT2AUpaXoY+Zi7VoBtoW55QO0kdMRestUY11uN5blVBm7PS3/nmIf2Yo8dRAA0a0/2sDxLX4MpfGMqXfjP7EPSguwD37mTH8cdFWww1IUpZOSUmJt+6h2rGfMDmI0bUdEd8GYcT/mkt8DEFj6J9z3PtfhE39K6DNti3+e2pnw0dl9ifn+clcXd0RgTtdhebf2HF2gN6Pwx+v12gcPHvSWlZWJyMhIuWjRoujk5OTAhbdJTk72P/vss90+/PDDo009TmPOnCuEEG5gpxDil8AZoOVLmkJE+KAFlJzbc8ntEUNuaPUYzIAk/0zdVMbykvqvygsB8cnVUxl76sQkqKmMSsN0QzAo3WDnpwGQcGBbgHEzW276lB6eQMSwW4kYditWeR6+Y59QmbWSwLndzg2kjf/UFvyntlDy6S/x9BxLWL+ZhKVMRvNEt/hKq4rSUYioBLShk7D3roGyQuzM9ejDpzR7v/lnLMpLG678ClTB6kVVjJnmIj655Z6H0jKxPn27dmxM+bJ6Dwsy4QnHNetBAu/+AgBz5f+h9RyMiIgNcmTK/2fvvMOrOs78/5lzzr1XvSPRm0CI3iXApheDjY0dXOJNbMebOI4TZ53NejfZjR2v42ST7GaTTbJp5rdJNt7EccXGBQyYZpvehAAJid6EhCqq954yvz/OlQQGhCpXZT7Pw/Pc02ZeId05M995i0LRE5Hn85GF7jpXDBqDljQgxBbdPPT06TinDuAc+ghqKrA+eBHj7qfVe1IRMizH5ukDK1N3lp1smBSUBqq9eUeLIreVnIj7ybh7jhltWK8tWLCg4rXXXot79NFHy15++eWE5cuXl27dujWq/vr8+fMrduzYEZ2VleUbP368vzV9NEfEeih435NANTAA6LZlmMLTbids8JxrXgsbPIfw4UvavU8pJeXFDnlZJp+87+f9/6tjx7oAJw7bVwlfkTGCISN1Mhd6WfL5MG69w0faBA9xSZoaDBXNYsAwnag492+l4JRDaVHHhDTpkb2IHPMAScteJPlv3iZ62lN4kkc33iBt/Ge2U7H5+xS+dDulq79JyVtfomLLDzALs3GqCzELs6nY8gPK138H6VyneoNC0UPQp97p7noA9s53kE7bvrvlxQ471gXqI5Wv3Wdwi6y2WvLxewHyD5hI2cZCL0HsrPXIctfTWkvLROs7vF3aVbQNbeAYtAkL3YO6Kqx1/9Nuv3OFQqFoCfbey7y+JrX/GqyzY8x9GBGXAoBzIgtn/7oQW6Toybxxbn/i5cLX5ewsOxn35rn9bUry/NBDD5W+8sor8TU1NSInJydi+vTp1Zdf1zSNp5566sLzzz/fp7V9NEf8ultKWSelvCSlfF5K+U2g25b3E5pO3ILvEzv7GTwp49AiU/CkjCN29jPELfhBu3mf1NVITudb7NkUYM1f6tj8tp+c3RbFBc4VCxHDA30GaYyb4WHBfT4W3BfGuBleeg/U8XiV2KVoOZomGDm5sWpMzu72W8xeDz0qhahxD5J09//Q68E3ic58Ek9SeuMNjoX/zFbM4txrPl93chO1+Ws61EaForOjxfduCAuU5Rdw8ne2uq2qCoftH/ixgg7l/YdpjL/VICFFIzxSkJCiMWGmh0X3++gz2J0qSAmHd1lsXxvAX9e2MUPWVmFvW+ke6AbGzAfa1J6ifTFmfhYR1xsA5/g+Nw+YQqFQ3ERkRRHO0d0AiIS+aIPHhtiim4/whmPc/lW3chlgbXkZ5+KZEFul6KmsvnCoV1PX379wKKkt7WdmZtaePXvWt2LFioQFCxZUXOuexx9/vGTv3r1Rubm5rUoQ25ywx0eAn3/q3Beuca7bIDSDiBFLiRjRfhqfbUlKCh0uBhPVXyq7zsJBQHySoFc/neT+GvG9NDRNiVyK9qXPII24XoLyi26I7cXzDsn9bk5YoRHdl6jxnydq/OexKs5Qd3wDtcfXY5XkN/lc5e4V6FEpeHqNQvNG3hRbFYrOhp5xF86R7QDYO1ehpWW22Ou3tlqydU0Af5173HugxsSZXjRNMHjE1fdPneflRI7NoWCxjKKzDptW1jFlrpfE3q0bN+wdb4Hf3dDTJ96GiE1uVTuKjkF4fBiLv4z5ygsgJdaml9AGjkbEtGleq1AoFM3G3rfW3XXBrXrcEYXEugJa71T0Gfdif/wK2CbW+7/C8zffQ3hUcRjFzaU4UO25wfU2/1EuXry4/Lnnnhuwdu3aI0VFRVdpVR6PhyeffPLC9773vd6taf+64pcQ4kHgb4AhQohVl12KAUpb01lPQkpJZblsELuKLzg416kmHxYpGvJ29eqrdUhSYYXicoQQjJriYetqt3rC4d0mvfre/NBZI3YAURMfIWriI1x46Q5kbcl173WqCyl97+uAwEgYijd5LJ6UMXhTxqDHDuyxkyJFz0LrNRBt6ESc4/uQF0/jnNiPPnRis5/310m2rvFTW+UuKJL6aEyZ621yk0UIwdBRBgnJGrs3BKiulNTVwMfvB0ifZJA23mjR2CHLLmDXh26ERaFn3NXsZxU3D61vGvqUO7B3vQuBOswPXsRz77fVWKtQKDoc6a/BPrjJPQiLQht5a0jtCTX61DtwTmUjzxxGlpzF2vIynvmPhNosRQ8jyRtpljYhcCV5I5tddfF6PPHEE8VxcXF2RkZG7bvvvht9rXuefPLJkrS0tN7V1dUt3oFtyvNrK25y+yTgPy87XwkcaGlHPYFAneTieZuis26y+rqaa9+n65DYRyM56N0VFasS1StuPr36umLrxfMOFcWSgpMOfYeELqm8EdMXswnxqxGJVXoMq/QY5L4FgPBG400ZjSd5DN6Usa53mO+a46VC0eXRM+7COb4PAHvHKrQhE5r1DjEDku0f+Kkqd4Wv2CRBxgIvutG8909cksbsu31kfWxy7oQdLJphUVLgMGmOl7Dw5rVjffQK9btBxozliDDlydlZ0acvxzm+H1lyFnnmMM7+9egTF4XaLIVC0c2xD26GgOuerI+f3+O9nITQ8Cz+CoGX/gXqqnCy1mEPHoueOinUpil6EEt6j76Yd7ToupO223uPLm5rH6mpqeYzzzxT1NQ9YWFh8stf/nLRs88+2+IKGKI5uX6EECnA1ODhTillkwa1lilTpsjdu3d3RNMdguNIyoqcBrGrvPj6/5cxCaJB7EpI0dB1JXYpQk/ZRYctq9xiGZGxgnmf8YUszLYm9x0qtvzgutcjxj6I5okgUHQQs+gQMlDVRGsCI35wUAwbgyd5DEb8EOWxoOg2BF77N+SZwwB47vsO2oCRTd5v25LtawMUn3eTSkbFCm69w4evmYLV5UgpOXXEJnu72eDR7AuHyXO89OrbtIDunM3FfPX7AIj4Pnge/iFCb04GBkWocIpOYv7lOVewNLx4Hvo3tPhWRRsoFArFDZGOTeD3/wCXikHT8X7pvxBR8aE2q1Ng5+/CeieYeSgsCu/DP1T/N4oWIYTYI6Wccvm5rKysk+PHj7+hcGVLh3/IejP1WknvM+IHl//n+M8c0zvBWisrKytp/Pjxg6917YYzTiHEfcBPgE2AAH4phPhHKeXr7WlkZ8JxJGeO2pw+YlNbLQmPFAwcoTNwmE5NlWwQu4oLnIZkwZ/GF4abt6ufRq9+OmERSuxSdD7ie2n0Haxx/qRDdYXkTL7NoBGhWYiGp92O//Qn1J3cdNW1sMFziMl8sqHghJQOVvkpzMJsVwwrPIhVdgKoF6AlVtkJrLIT1B55BwDhicSTPMr1DEsegzd5NFpY7M354RSKdsbIuAszKH5ZO1fhbUL8chzJnk2Nwld4pGDGYm+rhC9wwyAHpxvEB8Mgqyok/lrYujrAiIkGIyYYiGuI6FI6WJv/3HCsz/4bJXx1AbTkwejT7sHe+jpYAaw1v8PzwLMILfQTXEXPoqn5+bXGHEXXxDm6xxW+AC19uhJ3LkMfPhVn3DycAxugrgpzze/wLP8ntbmruCnoQuMn4+459ua5/YnvXziUVByo9iZ5IwO39x5dvLz/xJLOIHzdiObMOp8BptZ7ewkhegHrgW4pfjmOZPfGAAUnG0su1lZLSoscsreZ2Na1n9M0SEjRGnJ3xSSoUEZF1yB9soeCU36khNx9Fv1T9WaHQbUn9ZVWa/PXUJO7CruqED0qhYj0uwgfvuSKSqtCaHjih+CJH0JEupsvyAlUYRYdIlB4ELPoIIGiQ0j/pYZnpFlN4NwuAud2NZzTYwc2eIZ5U8a63mGaWowrOj9i4GhEylBk4XHkqWycC8fQeqdedZ+UkqxPzIZ3mjcMpi/2Eh7V9glKbILG7GU+sraanD3quoAd2WdRcsFh0mwv4ZFXjiNOzlZk4QnX/gGj0IZMaLMNipuDnnEnzrG97t9bQT727vcwMu4MtVmKHkRT8/PCM/YNcxcqug723tUNn/VJS0JoSefEmP05zLO5yNLzyNMHsfesxphyR6jNUvQQDE3n/gGTS+4fMLk5uWo6Hc1Z5WmfCnMsATq/rNdKzhy1r3ixXs6nha+o2MZE9Ym9NQyPeukquh7RcRoDhuuczrOpq5acyLEYNrbJYh4dRlsqrWreKHz9M/H1zwRcLxO74gyBwuygKJaNVXYcZOP32644TW3FaWrz3nf7N8LxJI+6IlxSD1c7jorOhxACPfMurFX/BYC98x20u75xxT1SSg7vsjidF8yv5YHpt/mIjmu/V7jhEUya5SGpj0b2VhPbhuICh01v1TF5tpfk/kFvTdOP9fGr9dZjzP6c2iDqQghNx1j8OOb/PQO2ib3tDbQhE9B6tTjdhkLRKpqanxecdDhz1GZQmtq86uo4BUeR593q32LAKLTkQSG2qPMhPD6M27+G+fJzYFvYH7+KNmAUWsqQUJumUHR6mvOWWC2E+AB4OXj8APB+x5kUWk4fuU5JxiAeH4ye6qFXX42I6G6rASp6GOkTDc4es3FsyMuyGDTCwOPt2gtTITSMuEEYcYMgKKY5gWrMizmuZ1hQFHPqyhuekVYtgfN7CJzfQ3XwnB7TH2/ymIbKkkbCMOUdpugUaKmTEIn9kSVncY7uxik5h5bYr+F6/gGLo9nuro2mQ+ZCL3FJ7f/eEkIwKM0gvpcbBllZLgnUwbYPAgwfb5A+ycDZuwaq3ELR2uiZakHTBdES+6Hfej/25j+DbWF98Fs8Dz6vQlcVN4Ubzc9P5ynxqztg713T8FmftDiElnRutORB6DM/i73p/8Cxsd7/FZ7Pfx/hCQu1aQpFp6Y5bwkJ/A6orzH7IjCtwywKMbXVTRcAMAwRspxICkVHER6lMWSkwbGDFqYfjmZbjJwcGu+vjkTzRuLrNwVfPzfPo5QS+9LZxlDJwmy3iqRsnGTbl85Se+kstUeDEzLdhzd5FJ7k0Q35w/SIxFD8OIoejhAaesadWKt/AwS9v5Z8BYCTuRY5u63gfTBlrpekPh1bzTUmXmPWMh/Z28wGb7P8LIuScwHGnfmIMADDh3HLfR1qh6Lj0CfdhnN0D/JcLrLoFPb2tzBuuTfUZil6ADVV1/b6qudSqYO/TuIL69obdz0ZeakYJ28nACKuN9pQFRrfFPrERTgnDyBPHkCWXcDa+H94Fn0p1GYpFJ2a5qg4C6WU3wLerD8hhHge+FaHWRVCwiNFkwJYeJR6qSq6J8PHG5w6YmGZcOygxZBRBmGtTIjdVRBCYMQOwIgdAGluXgnHrL3MO+wgZlE2Tm1Z40O2n0DBPgIF+xq9w6L7XBEq6UlMQ+jdTzxUdD60EdNg6+tQcREndytyxmc4X5JA1ieN1VgmzvTQZ1DHCl/1GIZg4kwvSX0ssj5x82SWFmt84vsnxjm/p/fUNJW8uAsjhIbnti8TeOmfwfRj71yFljrxmvnmFIr2QkrZUFn2elgmrHu1jqGjDIaNNfD6uvf8pTti71vbkJpCn3SbSuJ+A9zx+HF3PK65hHNwE/bgcehpGaE2TaHotFxX/BJCPAF8FRgqhDhw2aVo4JOONixUDByhU1p0/d2lgWk3ZwGhUNxsfGGCYWMNcvda2Bbk7TcZN90barNuOponHF/fSfj6TgKC3mGVBVeESprFR670DqsswK4soO7YOveE7sWTNKKxsmTKGPTI5FD8OIpujtB0jKlLsdb/AaRDwZY97Cme03B9TKaHAcNvvrfygGEGcUkau9dVc+mSgalFsyfyKVIFjHKkSkzdhRFxyRizP4e1/vcgHbf64+e+j/D0vPeF4uaQs8ci4L/xfbbpepueOGyROsYgdUzXT+HQU5CBOuyDm9wDXyTa6JkhtaerICJjMRZ9GeutnwBgrft/aH1SEdEqIkHRtRBCTL7rrrtK33777RMApmmSnJw8fsKECdUbN248eubMGePhhx8efP78ea9lWaJ///7+zZs3H21pP03NiP8CrAZ+CHz7svOVUsrSlnbUVRg4TKfwzLWTavYZrDFwmBK/FN2X1DEGxw9bBOrgZK7NsDFOj89tJ4TAiOmLEdOX8GGLAJBWHWbxEdczrDCbQNFBnJrixofsAGZhNmZhdsMpLTI5KIYFwyUT0xCG72b/OIpuiDZqJmxbSVldAnsLpyODa720Ce7iL1REx2lME78jxz+GM77ZABw7BKVFfqbM9fb4saUro42di8jfhTyVjSw9j731NYzZnwu1WYpuyKkjFvlZwYpTAjcZy6dIGSiIS9Q5dtD1XrdMt/Ls8UMWqWMNho5SIlhnxzm0Bfw1AOjj5qncVS1AHzoBOXGR6znnr8F8/zd47vsXhKbesYr2x3Js3jh3KHH1hbxexYFqT5I30lzSO+3ivf3HlOht8NYMDw93jhw5El5VVSWioqLkypUrY1JSUhrCGL71rW/1mzdv3qVnn322CGDHjh3hrennurNiKWUFUAE82JqGuypCE0yZ6+XMUZvTeTa1VZLwKMHANJ2Bw3SE2q1WdGMMjyBtgoeD202kA7l7LSbNVrv5n0YYYXh7j8fbezwQDMmoLgyKYQcJFB10vcOcxtAzp7qIuuMfUnf8Q/eE5sGTlIY3eSyeFFcQ0yJTVAU8RYsRhpfqUfex58hobOEKqkNG6qRPCm1+SudEFtrp/YxmP4kRJRzUPoNlQtlFyaa3/Eyc6aXPYLWh1BURQuBZ9BiBP30b/DXYe9agpU5G658eatMU3Yiic/YVIdyT53iwLa47Px862s1deuyQhW2CGYDcPRbHD1oMG2cwZKShKrN3QqTjYNUnutd09AkLQ2tQF0Sf+VmcMznI4jPIc7nYu97ByFwWarMU3QzLsXn6wOrUnWVn4+rPlQZqvXlHiyO3lZyO+8m4JccMrfXzugULFlS89tprcY8++mjZyy+/nLB8+fLSrVu3RgFcuHDBs2jRoor6ezMzM2tb04fK3H4NNM2tXKWqxih6IoPT3d3T2irJmaM2w8Y6xCSo3aOmEEKgR/UmPKo34akLAJB2ALM4Lxgq6eYPc6oLGx9yTDeEsugQHHRPaRFJV1SW9CSlI4yrdz+lY1Gbt5qaI6uwq4rQo5KJGHEX4Wm3I9rw0lF0TaovOew8k4EVXNP1sXYxZsIkhAidcC0dG2vLyw3HA+ZNIDHOx+4NASpKJGYAdn4YYOhondFTPWi6WpB2NUR0Asa8R4IFFyTmB7/D+9C/Ibyt2oxVKK7gUpnDrg8DyKCn1+gMg/5D3Xn59ebnXp9g5GQPQ0cbHM12wx9tCwJ+OLzL4li2xfDxHgan6+iGGnM6C87xvVBRBICWlomITgixRV0PYXgxbv8a5p+fBdvE3voG2oDRaH2Hhdo0RTfijXOHEi8Xvi5nZ9nZuDfPHUq8f8C4kta2/9BDD5U+99xzfR544IHynJyciC9+8Ysl9eLX1772taIvfOELQ3/zm9/UzJkz59ITTzxRMnjwYPNGbX4ape4oFIor0HVB+iSDfVvc8SRnj0nmQhWe11KE7sUbFLHqsauLLqsseRCzOBfsQMN1p6aYupObqDu5qb4RPElpV1SW1CKTqfjw2cZ7AKe6kIrCbPynPyFuwfcRmhraewp1NZKtawL4g/tfvcwDjK35H5ysYrTpnwmZXc7BzciSswBoQyeiDRxNFDDzTh+HdpqcOOzmzDt+yKa00GHKXC+RMUpk72po6TPQ8nfjHN0FFRextryMZ8HfhtosRRenrlayfW0AK7isGZyutyiE2xcmGD3VQ+oYg6NZJidybRwb/HVwcIdJfrZJ2ngPg0bo6Ep4Dzn2njUNn/VJi0NoSddGS+qPMedzWB/+EaSDufrXeD//fYQvItSmKboJqy/k9Wrq+vsX8pLaIn5lZmbWnj171rdixYqEBQsWVFx+bfny5ZduvfXW7JUrV8auWbMmdvLkyaOys7MP9e3b12pJH2qmqVAormJAqk50nDshvHDaobTwBmWWFM1Cj0wmfOg8Yqb9HUnLXqT3Fz4k8e7fEzPj7wlLXYQe3efKB6SNeTGHmkOvU77hOS7+dTlFf1p8hfB1OXUnN1Gbv+aa1xTdj4Bfsm2Nn5pK1zUioZdkgvlHNGzsvR8gA63yCG8z0l+DtfV190Bo6LMasyfoumDcdC9T53sxgo5p5cVuGOT5E2qc6WoIITAWPArhMQA4BzbgnDxwg6cUiutjWZIda/3UVrnjWnI/jbHTPa1KCRAWLhgzzcuC+8IYMkqnPgWSvwayt5msf83PyVwLx75+lXdFx+IUnkCeywVA9BuB1ntoiC3q2mjj5qOlugWbqCjC2vCn0Bqk6FYUB6qbLGVfHKhuc8jB4sWLy5977rkBDz/88FU55lNSUuyvfOUrpW+99daJcePGVa9duzaqpe0r8UuhUFyF0AQjpzSOb4d3W0ipJoftjdA9eJNHETnmAeLnf4/kB1eS/Pn3iF/0YyLHP4S3z0TQr/S6k2Z1k23W5K7qSJMVnQTLdD0jLpW538uYBMG028Lxjp/l3uCvxj6wISS22bvehZpLAGjj56Ml9L3qnr6Ddebc7SMuyV3QWibs2hAg65MAtqXGmq6EiIjBWNjo7WV+sAJZ1/Q4pVBcCyklezcFKC8OjmvxginzvG2uDhse6YruC+7zMThdpz4nc121JOsTkw9f93Mqz8Jx1Nhzs7H3rG74rLy+2o4QAmPRYxDpRqY5OR9j53wSYqsU3YUkb2STYYZJ3shAU9ebwxNPPFH89NNPn8/IyLhiB3fVqlXRlZWVGkBZWZl26tQp35AhQ1rcnxK/FArFNek9UCO+lzvhLLngcPHc1RVQFe2PHpFI2ODZxGR+jcQ7f0PvRz8k6TN/JOaWpwkfthhE0zm97KrCJq8ruj6OLdn1YYCyIvc7GRkjmL7Yh8cn3IXnh30AACAASURBVMWD7grX9p73kVbz5gXSsajJfYfitx+j8M/LKH77MWpy30E6LfPGkpeKGxczvgiMJkIvI6M1Zi71XRHOdDLX5qN3/FRVqPGmK6EPm4I28lb3oLoMa6PyNlC0nMO7LApOud99XzhkLvK2a5XG8CiN8bd4WXCvj4FpOvXOZDVVkv0fmWx43c+ZfAupRLCbgqwsxcnb4R7EJqOlTg6tQd0EER6NZ8lXcMujgvXhH5DlRaE1StEtWNI77WJT12/vnVbc1j5SU1PNZ5555qo/2F27dkVMmDBhZFpa2qiMjIyRDz30UPHs2bNrWtq+Er8UCsU1EUIwaurl3l+m8v4KAUIz8CSlEzn6XuLm/Sue5FFN3q+Fxd4kyxShQDqSvZtNioJidFgEzFjsJSzcneSKqHi0MbPdm6srcA591Iw2LcrXP0PFlh9gFmbjVBdiFmZTseUHlK//DtJpfjoF6+NXwXY3BvXMZYjw6Cbv13TBmEwPmQu9eILO8hWlkk1v+zl7rEVpHBQhxpj7EETFA+DkfIKdvyvEFim6EidyLI5mu9953YBpi3xERHXMMiUiWmPiTC/z7vUxYJherxFQXSnZu8Vkw5vu+KPmPB2LvX8dBDdY9Im3ITS1LG0vtIFj0Kfc7h4E6jBX/7rFm1kKxae5t/+Ykoz4/uXXupYR3798ef8xrc73VVNTs+/T55YuXVq5cePGowAvvPBC4bFjxw7l5eUdzs/PP/T888+3are/w0YZIcQAIcRGIcRhIcQhIcRTHdWXQqHoGJL66CT3c4eJihKpcvJ0AiJG3NXkdav8JLUnNt4kaxQ3EyklB7aZnAt+Dz0+mL7YR0T0la9yY8od1Mf1WLveveGEtzZvdbvkkXMuHMPJ3eoexPZCn7CoWc8B9B6oM+ceHwnJrt22CXs2mez/KIClwiC7BCIsEs+iLzccW+v/gKypaOIJhcKl8KxN9rbGaJrJc7zEJXW8EBIVozFptpd5n/HRb2ijV3VVhWTPJpONb7q5CJUI1v5Is64xNN8bjj5mVmgN6obot9yHSB4MgCw4ir1tZWgNUnR5dKHxk3FLjn1j2IyTaVFJVQne8EBaVFLVN4bNOPmf428/povOL2B3pIUW8A9SylHANOBrQoimXRYUCkWn4/LcXzl7VE6MUBOedjthg+dc/wY7QPm6f+bSzt+oXb5uRs4ei5O5wV3yoGdETPzVr3ER2wtt5Az34NJFnNxtTbZbc6TpPHHNySMnpcTa/OeGY+PWBxBGk3lRryIiSuOWO7wMG9cYBnkqz2bLKj+V5SoMsiugDR6LNm6+e1B7CWvd75VwoGiSilKH3RsC1P+ZjMn00GdQ0+H97U10nMaUuV7m3uOj7+DGMbWyXLJrQ4DNb/kpOKVEsPbEOfwx+N3cgPrYuQhveIgt6n4I3cC442tguLlj7Z1v45zNDbFViq6OoencP2BcyR+n3nvk3Vseyf7j1HuP3D9gXElXEL6gA8UvKWWBlHJv8HMlkAP066j+FApFxxCXpNF3iDsRrb4kOZ2nBJVQIjSduAXfJ3b2M3hSxqFFpuBJGUfMrH8hYmxjVb3q/f9L2Zp/wKlTnhfdgaPZJvlZbkiQpkHGAm+Dl9S10KfeSX0sj71zFVJeXzyyKpv2HG9OHjnn6G7kuTwARJ/haGmZN3zmWmiaYPRUD9Nu8+INc89Vlkk2v+3ndL4Kg+wKGLMehNhkAJxjewj84Wn8K54i8NfnsQ9uRjpKyFS41Fa7hTusoNPXkJE6Q0ffXOHrcmISNKbO9zHnbh+9BzaOrxWlkp3rA2xZ5afwjBLB2oqUDvaeoEex0NAnNt9LWNEytPg+GPMedg+kxFz9G1WQRNGjuSkSnRBiMDAR2HGNa18WQuwWQuy+eLHJHGoKhSJEjJxsNCSGPbLPVNXYQozQDCJGLCVp2YukfO5tkpa9SGT6XcROf4q4eS80VIj0n91O8cq/xSzJD7HFirZwKs/i0M6g8CPckKDkfk0vELXEfmjDpwAgS8/jHN1zzfscfyXYdU23FZnc5HVpW1hbXm44NmZ/DiHalqQ6pb/OnLvDSOwdDIO0YN8Wk71bAlimGn86M8IbhrHoS40nyguhsgR5Ph9r7Qqsd3+pvFIVWKZkxzo/ddXu9zmlv8aYaZ42jx3tQWyiRuZCH7Pu8pHSv3GpVF7sinUfvRug6JwSwVqLcyILWX4BAG34VERMUogt6t5oo2ehpWW4B5UlWOuVR66i59Lh4pcQIgp4A/iGlPLSp69LKV+UUk6RUk7p1atXR5ujUChaQVSsxsA0d7FdVwPHDysPjM5K+LCFJN39/9CjXUdbu/IcJW8/Ru3RdSG2TNEazp+02f9xYy6cCbd4Gjwxb4Se0ZgfzvX+unKyGyg6SPGbDyP9V72ar0BoWpNJ7+3966DCLcyjjZiG1ndYs+y7EeGRghlLvKRNaAyDPJNvs/ltP5dKlfdQp6bi+puZztFdbsiTosciHcmeTQEqStwxKSZBMHmuF00LvfB1OfG9NKbd5mPmUi+9+jYumcqKHLatCfDJ+wGKC5SQ21IaKgID+uQlIbSkZyCEwFjwRYhOBMDJ24FzaEuIrVIoQkOHil9CCA+u8PVnKeWbHdmXQqHoWEZM9KAF19z5WRamX+0adVY8icNJuuf3+PpPA0BadZRveJZL23/Zosp9itBy8bzNno0BCH7VRk01GDTCaPqhy9BShiAGjQVAFp5Anj7ofpYOVQf+TMnbj2NXFrg3B70Fr4V5IYuytd9CWld7iMnaSuztwSS6ugfj1geabV+zfgZNMHKyh+mLvfiCKWGqKiSbV/k5dURVY+us2Ac33eD65ptjiKJTcnCnyYXTjRVrpy3y4fF2LuHrchJSdGYs8XHrHV6S+jQunUouOHzyfoBPVvspLVQiWHNwik4hzxwGgiHyfdpns0TRNCIsEs+SJ6gP47A2/gmnrCDEVikUN5+OrPYogP8BcqSUP+2ofhQKxc0hPFIwdJS78DYDkJ+tRJTOjBYWS/zi/yRywiMN56oP/JnS1d/AqbtmlWJFJ6LsosOO9QHq0yMNG2cwfFzLEsgDGJnLGj5bO97Gqaug7IN/pHL7L0G6izXf4NkkP7jyqjxykeMfQngiAfCf/oSS975+VQ45e/tb4K8BgqXqYzvGgzu5nxsGWb/wdGzY/7HJ3s0mZkAJYJ0NWVl6g+utroau6OIcP2xx/FBj4Y7MhT7CIzuv8HU5ib11brndx4wlV+ZcLD7v8NG7Abat8VN2UXmlNoW9t7F6sD55cQgt6Xlo/dPRM4JzAtOP9f6vkbaayys6B0KIycuWLRtSf2yaJvHx8ePnzp3boJC/9NJLcWlpaaOGDh06Oi0tbdRLL70U19J+mr+F3HJuAR4CsoUQ+4Pn/kVK+X4H9qlQKDqQ4eMNTh6xsAJw/JDF0FEGYRFdY9LaExGaTkzGE3iSRlCx6QWkVUvg3G6K3/wC8Yt+hCcpPdQmKq5BZbnD9g/82MFox0EjdEZNad3rWvQbgeibhjyfR+D8PspefRCnLihMaAYx075OxOj7EUIQMWIpESOWXvF8+LBFlL7/DZzaEszCbEre+QoJS36OHpWMU1aAnbU+eGM0euZddCRhEYIZi73kZVnk7rNAwtljNmUXHabO8xKb2DUqDfUERHRC0wJXRMzNM0bRabhw2iZ7e3BgEzBlrpe4pK73ve3VVyepj8bFcw45e03KL7oCfNE5h6JzflIGaKRP8nTJn60jkdXlOEeC1YdjktCGTQmtQT0Qffo9OKcPIguOIgtPYH/yOsasz4baLEUXwnIc3jiXm7i64HivkkCNJ9EbYS7pM/Tivf3T21TxMTw83Dly5Eh4VVWViIqKkitXroxJSUlpyPuxbdu28O985zv9165dm5eenh7Izc31Llq0KC0tLc2fmZlZ29x+OrLa48dSSiGlHCelnBD8p4QvhaIL4/UJho11F+G2BXn7zRs8oegMhA+dR+Ld/4MeOwAAu+oCxW8/Tk3e6hs8qbjZ1FQ6bF3tJ+B3j/sO1hg/o/VJoIUQaBl3UusppTL8XIPwpUf3I3HZCiLHPNBk257E4SQuW4Ee0x8Aq+wExW8/hll2AnvLX10XLMCY/hmEL6JVNrbo59EEIyZ6uGWJl/ruqi9Jtrzj50SOCoPsLOhj5jR9Q3khzsXTN8UWReegosRh92Vh3GOneeg9MHSVHduKEILk/jqz7vSRudBLbGLjOFp4xmHz2352rlf5CS/H3r/enTwC+sRFCK3r/v67KkLT8Sz5KvXllO3d7+KcOhhiqxRdBctx+McDH6b+In/34Pyq0sjSQJ03v6o08hf5uwc/nfVhqtXGas4LFiyoeO211+IAXn755YTly5c3uJH/+Mc/7v3Nb36zID09PQCQnp4e+Pu///sLP/zhD3u3pA+1JaFQKFpE6mijIffOyVyb6ktqYtcV8CQMJenu3+MbeIt7wvZTsel5Krb+VOUB6yT4ayVb1wSoc6MI6dVXY9IcL6INSaDtmhIqcv5Ara8Ugs34+k0nafn/4u01slltGDF9SVz2YoOnoFNdSMlbXyJw4hMAREJftHHzWm1ja0jqozP37jCS+zWGQR7YarJ7owqD7Axoo2aiDZt6/Rv8NZivfA/ntFp09QRqqyXb1/rrdQ+GjtYb0ih0dYQQ9B6oM3uZj4z5XmLiG8frglMOG1f62bUhQGV5z54rSTOAfeBD98ATdmOBXNFhiLhkjPmPNhyba36LrK0MoUWKrsIb53ITd5YWXDPUcGdpQdyb544ktqX9hx56qPSVV16Jr6mpETk5ORHTp0+vrr+Wl5cXlpmZWXP5/dOmTavOy8sLa0kfSvxSKBQtwvAI0ia4uYekhNy9SjjpKmi+aOJv+w+iJn2x4VzNwVcpfe/r2LVN5+hRdCxmQLLtAz/Vl1zhJr6XIGOBF11vvfDlP7eL4jceJnBup3tCCiLqehElh6J5o1rUlh6eQMLSX+Ht5woa0qzmUvg5Ano1+qwHQ7KD7wsXTLvNy8gpRn0OX86fsNn0lsq7E2qEpmEsfRJj0WOIvmkQnYjom4Y+7wuIIRPcmwJ1mG/+B7aq/NitMQOSHWv9DaJ+74EaYzJanr+wsyOEoM9gnTn3+Jgyz0tUXOPYff6EzYY3/OzZFKCqomeOTU7OJxAUWPQxs2+Kp7Di+ugjb0EbGdwMrS7HWrtCeU4rbsjqguNNJnZdXXAsqS3tZ2Zm1p49e9a3YsWKhAULFlTc+ImWo8QvhULRYgaP0ImIdid2Z4/ZVCi3/i6DEBrRUx4jftG/Izzu5DNQsI/iN79AoOhwiK3rmdiWZMfaABUl7sQzOk4w7TYfhqd1wpd0LCp3v0jpe3+HU+vmXdJjBxLrmUCYFYvM29mqKk+aN5KExT/FlxQUL4SkKvwCfvN8q+xsD4QQpI33cMvtXsKCSbNrKiUfvevn2EEVBhlKhKajj5mN97PfxffYz/F+9rsYExbgWfb3aGPnujc5Ntaa32LtXKV+V90Qx5Hs2RigotT93cYmCia30Zu1syOEoN8QnXn3+Jg8x0NkTOPPevaYK4Lt3RLoUV7zUkrsvcE0C0KgT7wttAYpADDmPQLBIjXOsb04BzaE2CJFZ6ckUNPkzkVxoMbb1j4WL15c/txzzw14+OGHr9iVHz58eN2OHTuuUM137NgRkZaWdnUp8iZQ4pdCoWgxmi5In9QYspCzW+X+6mqEDZ5F0j1/QI8bBIBTXUTJO1+hJvedEFvWs3Acya4NAUoK3YVQRJRg+mIfXl/rFod2dRGl732dqr2/pz65Tvjw20n6zB/xZdQntZXYO99trcFEFHvwBWIb2qrY/AJVWX9uXXvtRGJvnbl3+0gZ4E5rpAMHd5js/DBAwK9Elc6E0HSMBX+Lfst9Defsj1/F+vCPyGAOOUXXR0rJwe0mhWfdsS0sUpC5sPWifldDaIL+qQbzlvuYOMvTsGEoJZzJt/nwdT/7Pw5QU9X9RTB58gCy1N0k0VKnIOKSQ2yRAkD4IvAs+RoEk5Rbm/4Pp+RciK1SdGYSvRFNLviSvBGBtvbxxBNPFD/99NPnMzIyrkhi/61vfevCz372sz5HjhzxAhw5csT705/+tM8//dM/XWhJ+0r8UigUraL/UL0ht0XhGYeSQrVo6WoYcYPcPGCDZ7sn7AAVW35Axcf/jrSVoNnRSCnZt8Wk8Iy7+PGFw/QlXsIjW7c4rDu91Q1zLNgHgDDCiJ3zLHFzv4vmiXBDHKLddAxOzsfIS8Ut7sPesxpRVUZEIImIuMZKXZU7fsml7b9AytAt5LxhgsyFXkZnNIZBXjjlsOktP6VF3X+B2ZUQQmBkLsNY/DgEQ2adAx9irfovpNmiTVxFJ+X4IZsTOe68QPfAtEWtH9u6MpomGDjcYP69Pibc6mn4P5ASTh2xWf+an6ytAWqru69Ib+1d0/BZn7w4hJYoPo3Wdxj6jOXugW1ivfcrpNVm/ULRTVnSZ+jFpq+ntnxi+SlSU1PNZ555pujT52fMmFH7ve997+ydd945bMiQIaPvvPPOYS+88MLZGTNmNLvSIyjxS6FQtBKhCUZOafR+PbxLhRh1RTRvJPELf0jUlMepz4hec/hNSt79KnZNm99hiusgpSR7u8nZY8FqiV6YvthHVEzLX8vSsbi0478pW/NNnLpyt734VBLv+QMRaXc03Cd0A2NK8Nixsfe0rACzrC7H3uV6BgpPGDG3v0DsrO807BpXH/gLFZteCGkBBSEEw8Z6uHWpj/Ao9++5tkry8bt+jmabaozqZOijZuK55+mGymPO8X2Yr/0QWdMhqT4UN4mCUzYHd7gbKELA1HleYhN69pJD0wSDRhjMv8/HuBkewoLBO9KBkzk261+rI3t7gLqa7jVGOcVnkKeyARApQ90cgIpOhT71TkQ/t6CNLD6N/dErIbZI0Vm5t396SUZCn/JrXctI6FO+vP+Ikta2XVNTs+/T55YuXVq5cePGo/XHjzzySHleXt7hEydOHMrLyzv8yCOPXNOWpujZbyKFQtEmUgZoJCS7w0hpoUPRWeVd0RURQiN60qPEL/5PRDARulmY7eYBK8wOsXXdkyP7LE4cDnpF6K5XRGsWh1ZlASWrvkJ11v81nItIv5uke/4HT/yQq+7XxsyBiBgA7OxNLRIZrE9eB9Pv2jxlKSIqnoj0O4lf+CPQfQDU5q+m7IN/xDFbtBHX7iQka8y520fvQcEwSAmHdlrsWBfAX9e9FpddHW3QWDwPPAuR8QDIC8cIvPw8sqxFkQyKTkJ5scOeTY2eI2One0jpf/MLYnRWdF0wZKTBgvvCGDPN01A927Fdb7n1r9ZxaKeJv7Z7jFP2p7y+hOh53n+dHaFpeG5/AoJFCOx9H2Af3x9iqxSdEV1o/Me4+ceeGj71ZFpUQlWCNyyQFpVQ9dTwqSd/Mn7+MV10fmmp81uoUCg6LUIIRk1tzP11eLfyrOjKhA2cQdI9f8CITwXAqSmm5J0nqD68Uv1e25HjhyyO7HO9o4SAqfO9JKa0fHFYd3IzxW88jFl00G3LE0HcvBeInfVthHHtys/C40WfFAw7sQJXLEyawrl4BufQZvcgKh59ypKGa2GDZ5F4x88R3mgA/Ge2Ufrekzh1ofXe8foEGfO9jJnmqXdOo/CMGwZZckGFaXcmtF6D8D74HCKxn3uioojAX5/HKTja9IOKTkVNlcP2tX7soPNn6hiDISONph/qoeiGIHW0wYL7wxidYdQ7P2LbcDTbYt2rdRzebXbpnIWypgInZ6t7EJWANjwjtAYprouITsRY+KWGY2vti8hq5YGruBpD07h/wMiSP2QsPfLOrfdn/yFj6ZH7B4ws6QrCFyjxS6FQtJHE3jrJ/d2h5FKp5NxxtajsyhixA0i8ewVhQ+e7JxyLSx//mIqPfoi0VR6ItnLmqEX29sZ8apNme0gZ0DLhS9oBKrb+jLK130IG3NLxRtIIkj7zv4QPW3jD5/XxCxp3ePevR9ZVN92flFhb/uy6TwHGLfchPFeKa97eE0i867doEW7lKLPoEMWrvoxdFVrvHSHcBebMpb6GhNN11ZJP3g+Ql6XE+s6EiEnC88B3G8JvqK3EfO3fsI/tCa1himZhBtyqtf6g02efQRqjM9pX+JKOjX1wM4G/Po9/xVME/vo89sHNSKfrep0bhhuqvfD+MEZOMfC4TrTYFuRnWax7pY7cvSZmFxTB7KwNEMwfqk9chNCVENqZ0dMy0MYEc8DWXML84HchzeOpUHQESvxSKBRtZtRlub9y91g4TtebpCka0TwRxM3/PtGZTzbkc6rNXUXJO09gV12Vg1LRTC6cttm3pVH4GjfDQ//Uli0GrIozFL/9GDUHG3NyRIy+j6RlKzBiBzSrDeGLQJ8QFMkCtdhZ65u83zl5AHkq6F2WPAht1K3XvM+TkErishfRY90Konb5KYrffgyz9Hiz7OpI4nu5YZB9h7hCo5SQs9ti2weBbhNe1B0QYZF4ln8LbcQ094QVwFr1Xzf8G1WEFseR7N4Q4FKZ+12KSxJMmuNt1xA36dhY7/431toVyPP5UFmCPJ+PtXYF1ru/7PKVQg2PIG28K4KlTzIwvO55y3TD5Ne9WseRfSZmoGuMV9IKYGetcw8MH/rYuaE1SNEsjDkPIeJ7A26VTnvf2hBbpFC0L0r8UigUbSY2UaPfUHdRWV0pOXWka09CFa7HTNT4z5Ow5GcIn5sjyiw6RPHKR/AXXJWTUnEDigtsdm0I1DtPkT6p5eFAtcfWU/zmI1jFRwAQ3mjiF/6I2Fv+AaF7W9SWPmkxGK6Lgb13DTKYy+vTSMfG3vKXhmNj1ucQTbi2G9F9SFr2Ozy9RgHgVF+kZNXjBC5ktci+jsDjFUyZ62HcDE99gUEunnPY+FYdxQVqzOosCMODcftX0Sff7p6QEuvDP2J99IryQuiESCnJ3mZSdM793YRHCjIX+jCM9s3t5Bz+GOformtfO7oL5/DH7dpfqPB4BSMmuiJY2gQDI7i3aAYgd68rguVnmVhm5xbBnNxtUHMJAG30LERYZIgtUjQH4Q3DuP1rDVV47Y/+inPxVIitUijaDyV+KRSKdiF9skH9Ju+RfSaW1bknZorm4eufSdI9f8RIHA6AU1tG6btPUn3wVRUy1kzKix12rAtQ75iQOlonbULzhS9p1VHx0Y8p//AZpFkDgCd5NEnL/5ewIXNaZZMIj0YfF9yJr63Ezt54zfuc7E3IknMAaKmT0AaOumHbWlgcCUt/hW+A670jA5WUvPd31J36qFW2tidCuMmmZ93pIzLGHbD8NfDJ6gC5e02k8lrtFAihYcz+G/Q5D1Ffhdbe9Q7W6t8i7dBVE1VczbGDFidzg1VrPW7xjrCI9k9qbl1njKrHPri53fsMJV6fYORkVwQbPs6gPmLQ9MPh3a4IdjTbxO6Ecy0p5WX5JAX6pNtCao+iZWgpQ9Bvvd89sC2s93513Q0yhaKrocQvhULRLkTFaAwa4e4U+WvdpN6K7oER05ekZSsIGxacwEqbS1t/SsWmF5BWXWiN6+RUVThs+8CPFYx2HDBcZ3Smp9nhQFb5SYrf+iI1OSsbzkWO+xyJd/0OI7pvm2zTJy9p3N3d/d5VooL012BtfcM90HT0mZ9tdtuaJ5z4235C+LBgcn3bT9nab1Nz5N022dxexCZqzF7mo39q0AVMuqFFW9cEqKvpfIvJnoox6TaMO/8OdNf9xcndivnmvyP9NSG2TAFw/qTNoZ1XFu+IaUXV2hshay7BxdNN31NZ0u79dga8YYJRU10RLHWM0eC1GqhzK9iue7WO44esTiWCydOHkMVnANBSJ6IFw+gUXQd98hLEwDEAyNLzWJv/coMnFIq2IYSYvGzZsoYy5aZpEh8fP37u3LnDfv7znyemp6ePSk9PH+XxeCalpaWNSk9PH/XVr361X0v7UeKXQqFoN9ImeNCDE7OjB6wuXaVIcSXCCCNu7r8SM/0bINxfcm3++xSvehyrsiDE1nVOaqslW1cHCAT1wd4DNSbc2nzhqybvfYrf/AJW6TEAhC+W+MU/JWba1xFa2xMHi+hEtNGz3IOqsqvChuyd70CtG7aij5uPltAysU1oBrFzv0vk2AfdE9KmYvP3qdr/p07hNejxCibN9jDh1sZxq7jAYdPKOorOqTDIzoI+fCqee/8ZwqIAkGcOY77yQrcVO7oKZRcd9m5qLIIyboaH5H4tr1p7I+xjewj86dtg3aDgSlRCu/fdmfCFC8ZkuiLY0FE6WnAF56+F7O0m61/3cyLHwrEljiM5lWfx0Tt+1v61jo/e8XMqz7ppnq323tUNnxuqCyu6FEJoeBY/3jDuOgc+xD66O8RWKToDluPwyum8xC/sWJd+50fvjP3CjnXpr5zOS7TbmJYgPDzcOXLkSHhVVZUAWLlyZUxKSooJ8NRTT5Xk5uYezs3NPZycnGxu3rw5Lzc39/Cvf/3rcy3tR4lfCoWi3QiPFAwZ7S7KzYArgCm6D0IIIsd+loQ7foEWFgeAVXyEkpWP4j+nJkWX46+TbF3jp7baXWwk9dGYMteLpt1Y+HLMWso3vUDFpu81eNZ5e0+g1/KXCBs4o13tNKbcQX28sr3rnYaqafJScWPYii8Cffo9rWpfCI2Y6U+5xROCVO78NZXbft4p8jcJIRg0wmDWXT6i4oJhkHWwbU2AnN2mKt7RSdD6peH57Hchxq0mKovPEHj5eZygd4ni5lJT6bBjrR87qBEPG2cwOL2dKzv6azA/+B3W2z9ryB3VFAK6fNL75hAWIRg73cuC+8MYnK7X16ShrlpyYKvJ+tfr2LLKz/6PTEqLHGqrJaVFDvs/Mtm1MdDhY5pTeh7nhJvjUSQPQvQf2aH9KToOERWPcdtjDcfW6t/g//Oz3abSqqLlWI7DP2Z9nPqL/KzB+VXlkaWBOm9+VXnkL/KzBj+91BW5gwAAIABJREFU/+NUq41/DwsWLKh47bXX4gBefvnlhOXLl5e2i+GXocQvhULRrgwfZ+AJ5t4+fshSIUTdEF/fySR95o94ktIBcOrKKX3/76g68JdO4dETasyAZPsHfqrK3f+L2CRBxgIvejMSQJulRyle+QVq894LnhFETXyUhKX/jR6V3O62ivjeaGnB3FzlhTj5OwGwPn61sUR95t2I8Og29RM1/vPEznm2wWuw+uBfKd/wr0jbvMGTN4eYBI3Zd/kYMLzRcyUvy2Lr+4EGAVMRWrSEvngffA6RPNg9UVWK+coLOKcPh9Sunobpl2xfG8Af9GjtO1hj1JT2Fb6c0wcJ/OmfcQ415gnUxsxFDJ103WdkQb6bm6iH5IQLjxSMv8XLgnt9DErTG3Ku1lZBRcm1x6yCkw5njnasQNiY6wv0SUvateKn4uajp05GGzffPTD9UHii21VaVTSfN84eTdxZWhh3rWs7Swvj3jx7LLEt7T/00EOlr7zySnxNTY3IycmJmD59enVb2rsWSvxSKBTtitcnGDbOnQjbtpv8XtH90KN6k3jXbwlPu8M9IR0qt/+C8g3P9eg8YLYl2bk+QHmxu/iIihVMX+TD4216ASClpCbnLYpXfhG73K2spIUnkHD7z4me+ni7hDleDz3jzobP1gcv4v/tV3Fyt7onYpPRJyxsl34i0u4g/rZ/B92tMll3bC2la/4BJ9Duc5tWYXgEk2Z5mTjL05BcuqTQDYMsPKMm950BERmH5/5nEIPHuSf8NZhv/hg7Z2tI7eopOI5k14YAlUFhP76XYNJsb7sJHNKsw/zwfzFf/xHUh7VGxmHc8494Fn0Rz11PYSx6DNE3DaITEX3T0KcuBW+Ya1/+TqxVP0OaNwiR7EZERGtMmOll/r1XivfX43Rex41lsrayMXw+Mg5txLQO60tx8xC9Bl73WneqtKq4MasLTvVq8vqFk0ltaT8zM7P27NmzvhUrViQsWLCgoi1tXQ8lfikUinZn6GgDX7j7+dQRm6pLyi26OyKMMGJnP0PMLU83ePTUHVtL8VtfwrrU4jD8Lo/jSPZsClBc4P69h0cKZiz24gtvemHoBKop3/BdKj76EdhuRSVvvykkLX8JX/+MDrdbJPaDiOBGnhW4IsRIhEfTkFymHQgbeAuJS/8b4YsBIHBuJ6XvPYldW9ZufbSVgcMNZi/zER3v/t4Cfti+NsChnSoMsjMgvGF4ln0Tbcxs94RjY63+Ndaud5XnaQcipSTrE5OL593xLSJKkLnQ1yyP1ubgnM/HfOk7OFnrGs5p6TPwPvwj9CHjARCajj5mNt7PfhffYz/H+9nvYsz87BU54ZwTWZhv/QQZ6FmbMJExGpNmeRvmXtejsszBX9sx3xP7wIaG3Gz6hIUIveM2bRQ3DyenaXGru1VaVVyfkkCdp6nrxf46b1v7WLx4cflzzz034OGHH273kEdQ4pdCoegADEMwYqI7PkoJuXt6RhhCT0QIQeToe0lc+iu0cDfhsFV6lOKVj+I/uyPE1t086heGBafchaE3DKYv9hIe1fRr1izOpfjNR6g7FlzwCY2oKY+TsOTn6BFt8h5vNs7hj6Gm/JrX5IVj7b6r600ZS+Jdv0OLTAHAvJhDyaovY1Web9d+2kJ0nBsGWV/BFuBotsXH7wWouuSENJm0AoRuYCz8Evr05Q3n7I/+irXhTyoHTQdx9IDV4DVkeGHabTcW9puDtEysj17BfOV7yPJC92RYFMbSv8Nz+1cR4VE3bEPrnYrnvu9ARKzb5pnDmG/8GFnXObxKbyaR0Td45wTgg5fr2LbGz+l8CzPQPuOWtC3s/cH3mOFFHzevXdpVhB5Z2bQGoYqP9BwSvWFNhvMk+cLa7Hb7xBNPFD/99NPnMzIyatva1rVQ4pdCoegQBo3QiYx2J8bnjttUlKgFSXfG22eCmwcseTQA0n+J0tV/32kq+3UkUkoO77psYeiB6bf5iI67/itWSkn1wVcpfusx7EtnAdAie5Gw9FdET3oUobV/1bTrYR/cdIPr7b+r64kfQtKyFzHi3arWdsUZSt7+MmZJfrv31Vp0QzDhVi+T53jQg3udZUUOG94IXTJpRSNCCIzp92Aseoz6rN9O1jqsd37eo8LebgbnTtgc3u1uYgkBGfO9TY5vzcUpOoX5l+9i73rH3SkDtKET8T7yI/S0lnm9ar0G4HngmYaqj7IgH/O1f0M2I1l+d2LgiBu/O6SEonMO+7aYrPlLHbs2BCg4aWPbrR+/nCPbodrdRNFG3drmPJGKzoOIvkEl1W5eaVXRyJI+gy42eb334OK29pGammo+88wzRW1t53oo8UuhUHQImiZIn9zo8p6zW+X+6u7okckk3vkbItLvdk9Ih8qdv6Z8/XdwzJrQGteB5B+wOJrtLgw1HTIXeolLuv7r1fFfomzdt7m09afguN8L34AZ9Fr+Er4+E2+KzZcTql1dPSqFxDt/iydlLABOTTEl7zyBv2Bfh/TXWvqnGsxZ5iM2wRXzr1ek8mYkk1ZcjT5mNp57ngaPm0vOObYH8/UfImsrQ2xZ96C00Gbv5kYxcfytHnr1bZs4Lx0ba8fbmH/5LrK+Yqc3HOO2L2Ms+yYi8pr5lG+IFt8H7wPPQqxbHERePIX56vdvOMZ1JwYO0+kz+Nrvn+T+gtEZBnFJjR57jg3nT9js/DDAmr/Use+jABfP2y3yZJVSYu9d3XCsT1rc+h9A0enQx8xp8rqQTo8pNNHTuXfAsJKMhJRrhgpkJKSULx+Q2uoJY01NzVWTv6VLl1Zu3Ljx6OXnzp07l92nT59W/8Ep8UuhUHQY/YbqxAQXjIVnHUouqIVhd0foXmJnfZvYmd+GYJL2uhMbKHnrS1gVp0NsXftzMtci5zKPiClzvST1uf7CMFB4kOI3HsZ/MuhNJXSip32d+MU/QQtr3YKvrdxoV1dEd1z4pRYWS+Idv8Q38BYAZKCK0vefou5k58ohEhWrMfNO3w3z6XRkMmnF9dEGj8Nz/zONYW8F+ZgvP48s77DN4x5B9SWHHesD1BdzSxtvMCitbXmcnNLzmH/9HvYnr1HfsBgwCu/DP0QfPavNyfNFbC+8Dzzr5jIEZOl5Aq9+H1nRpMNCt0FogilzvUyY6SEhRSM8UpCQojFhpodpC30MG+th9rIw5t/rY8REg8jYxv9vK+COYVtXB/jglToObg9QdtG5ofe2PJuDLAoWahkyHi2hb4f+jIqbizZqJtqwqde9Li8cw1z5H0h/993kVLjoQuM/xt967KnhE06mRcdVJXjDAmnRcVVPDZ9w8icTbj2mi84vLYnOFI4yZcoUuXv37lCboVAo2pHCMzbb17q7xgkpGrfe0X6VoRSdm0Dh/2fvvMOjOM+9fU/bVe8gJKoQiN47phcbbDDudnISnzhxEidfcmI7sWPHiVvcYidOO6lOc5LjJC64gDEGY8D0juhNoqmi3la7O+X9/hhphVChSdqVmPu6uNh9pj3anZ153988ZT9lq3+A5bEnHZIrirg5zxBWJ3R0dnKzDXaubYhoHDNDo8/A5ieGQljU7PsXVdt/C8Ke8ClRPYib+xyu5OEd4m9LmAfWY6x6rcXl6vVfRakvLt5OCMug4rMXqT32oW2QZGKnPUrEkFva9biXy6p/e6mtaXncFB4pcf09YR3okcP5iIoi9KUvI8rybUNEDNot30XukR5cxzohfp9gwzIf1RX2+d6zv8K4WdoV37+FsDD3rMLc8B8w666bqgt1+j3Io+chtfGkSdRWob/zUkCUISoB7Y7HHGHmAoQQVJQIcrJMcrMNvM3oF5ExEr3SFXr2V5pNd9XffxUrazcA2u2PIfcN7j3Noe0Rlol1aCPmgfWIqhKk6ETkXoMx962Butp6Urc+aLc+ghQVH2RvHVpDkqRdQojx59syMzNPjRo16qpTFkOFzMzMpFGjRvVrbpkjfjk4OLQrQgg2fuintNDOFZo030WPPh1Xz8ghuJieEso++QF6QWadRSJq/FeJGvOlNp/sdCTncky2rvYHUuCGT9JIH9688GV5yylf+yy+s5sDNne/mcTNfAK5ruthMBGWhbH811gndjRZJg+YgLro20ht2PGxRT+EoGr7b6nJ/EfAFjX+a0SNuS9kBPMNy3yUnmu5fmFCssz0Re4O9MjhQkRtNfr7ryLyjtkG1Y266Fso/Ts+pbizYpmCLR83dK5N6C4zdaHrijs7iooi9I//iMg5HLBJKQNQF3wdOT6lTXxu9rjeGvR3f4rIr6slGBFjizPd+rTbMTszwhIUF1jkZpvknTRprnRebGK9EKYSHilhlRWg//URQCAl9Ub74gshc712aH+s0jz0pS9DZZ1uEp2IdtujyHWRlw6hhyN+OeKXg4NDO1NSYLLxQ3sUFRMvMetWtzM4uoYQpk7lll/iOfR2wObuO4O42U8huyKD6NmVUVposnmln/oSFxmjVYaMa777sy9/D+WfPolVU5dyI2vETP4fIobdEVK/geae6irDZyIPnd4hwtf5VO/7F1Vbfxl4HzH0DmKmPtShTQBa4vQxg70bWq5fOHyySvqwVjuBO3QAwvBjfPQ7rON1gq4koc69z+lAdwkIIdizQefscTtCNTJaqkv5vfzrlRAC68B6jPX/BL/XNsoKytTbUcbf1CG/aeH32mLo2UO2wR2JdvujTjTgRTBNwbkci9wsk4IzJmYzGd1JKTI9/NvpfvIfuISnQ6KEHUIPUV1mi8xFdVGW7kg74rZnRnAdc2gWR/xyxC8HB4cOYOsqH4Vn7afIY2dq9B5wdXVDHDofnqPLqdj4Mpi2EKrE9iXhhp+gxvULrmOXQWWpxcYPfYEn4mlDFEZMaZoKJCyT6r2vU73rT4EK6UpML+LnPYeWNLij3e501B5fSfm6HwdSRMP6zyVu9lNIiiuofglLsGOtn/xTzUd/RcdJXHfjlQkFDm2LEBbm+jcwd68M2JRJS1CmhpbwHGoc3atzZJet7GsumL649c61LSGqyzBW/xnr5N6ATerWB3XBAx0eeSUMP8ayXzX44gpDu+V7yL2ca/GloPsFBWdMcrJMinItLpw6SsKgmzhC71kj6JHmRr3CCEGHzovwedCX/Qpx5oBtUDTUG7+JMrDlWmEOwcERvxzxy8HBoQOoKLVY964PgIhoibm3u5EVZ4B0reEvOkzZqsewagoBkLQI4mY/RVi/0H9aXFNpsWG5D1+t/b6lGjimp4TytU/hz224n4Wlzyd2+mOdMtItWPjObqVs9eMIw/7AXanjib/+J0H/DC1LcPaEyZljJrXVAnc41NaIwHkRFSdx3UI3YRHO9S0UMHZ9hLn+/wLv5aHTUed/BUlxHsBcSE6Wwa51dmSjJMPUBa038GgJ8+hWjDV/A2+1bZAklIk3o0y+NWifuzANjI9+i3Vsu21QXWg3P4jcb2RQ/Oms+GoFeSdNcrLNQDmL81FUSOmr0CtdoVtPGVl2roPXCsI0MFa9hnV4U51FQp1zL8ro+UH1y6ExjvjliF8ODg4dxK51fnKy7EiOEVM0+g91Jh/XImZtKeWf/BB//u6ALWrsl4kad3/I1gHzegQblvvwVNn3zOReMhPnu5oM7H052ylf+zRWbaltUNzEXvcw4YNudqJNrgD/uYOUfvQwwlcBgJo0iIQFr6JEtF8HyivBWyvYvMJHVbl9fkTG2BFg4ZHOdx4KmEe3Yqz8PfW5ylLf4WiL/gfJHRFkz0KHkgK7y59Vp2eMnaHRu4UGHi0haqswPn0d6+jWgE2K72FHe6UMaEt3rwhhmRir/oR1aINtUFTUm76FMmB86xs6NEGYBuV/fpYCPYM8bTLVStMaTy43pKbZQlhCsuzcA68BhLAwN76JuWN5wKZMXIxy3V3O9x8ihKr4JUnSuPvvv7/wtddeywF48sknk6urq5VXX3017+GHH0795z//mZSQkGDUr79x48ajSUlJzbbYbk38Cs1ZhoODQ5dk8FiV+nvfsb06hh464rtDx6GEJ5Bw06+IHHFPwFa9+y+Urfwelq8qiJ41j98n2LyyQfhKSJYZP7ex8CUsg6odf6B0xXcCwpca14+kW/9MxOAlzqDvCnF1H0bSkj+iRPUAwCg+SskHX8eozA2yZ40JC7fFrpgE+3uuqRRs/NCHp6rl4vgOHYcyaDLa7Y9BndglTh9Af/N5RHVZkD0LDaorLbZ/0iB8DRqjXrbwZWbvwf/3xxoJX8qY69G+8HxICF8Akqyg3vBV5FF1kSimgbHsV5iHN7e+oUMTrOPbiajOpr9vJTP6rWX2rW4GjlKJiGq41/l9cOqIXfN19X98HNyhU1FqEUqBFw6XhmUJTh8z2LDMx6p/e9mwzMfpYwbCavxdSpKMOv0e1Nn3Ava5YG5fhvHxHxCm0cyeHTobhmXx5pnsxPu2rR9882erRty3bf3gN89kJ5ri6sY7LpdLrFixIj4/P7/Zm88DDzxQeOTIkUP1/1oSvi6GI345ODh0GJExMn0H2ykUvlrIPujcCK9VJFklZsqDxM1+GhS7O57v7GaK370PvTQruM6dh6ELtq7yU1VmD/BiEiQmz3c1qmliVp+jdPm3qN7zV8BeLzzjJhJv/StaQmhM+jozalxfEpf8ETXeLlBtVuZQ8v5X0YuPBdmzxrjrBLDYJPvc8FQJNq7wU1PpCGChgNxrMNo9T0G0HTUoik7j/9fTWCWhJaR2NH6vYOvHfvx2VQJ6pSsMGnPpwpfwedBXvYbx3s+gxo7QJDoR7Y4foM6+F0kLre6nkiTbqVjjF9kGYWF89DvMfWuD61gnQgiBueujwHtl7EJiEmSGjteYd5eb6YtcpA1VcIU1bFNbIzixz2Dduz7WLvVxbK9OjfNwoFNgWYKda/3s3aBTes6itkZQes5i7wadHWv9WFZTMVMZcz3qom+DYjeAsQ5tRH/vZwh/bUe736FcqkjYWTEsi0f3bk//1bGD/Y5XVUaW+n2u41WVkb86drDfI3u2pxvWlf+mFUUR9957b9ELL7yQ3IYuN8FJe3RwcOhQvB7BJ295MQ1QXTD/rjBcbicq5lpGLz5G2ervY1blAyCp4cTO+hHh/YPbmc0yBdtW+zmXa9/MI6Mlpi1qXMvJe2Yz5WufCaTlSWo4MdMeISLjxqD43JWxfJWUfvwIekEmYNeLi7/hFdyp44LsWWN0n2DLxz7KiuzxVVikxHULXUTFOs8bQ4Gmncki0JY8fE0WPzdNwZaVfkoK7GtcYrLMlIUulEusx2mdOYS+6o9Q2ZAtIw+biTrrv0I+pVQIgbntfczNDV2IlVlfQB27IIhedQ6s3KPo//kxAFLfEbhu/37z61mC4jyLnCyTvNMmZjONcuO7y/RKV0hNUwhzGoWEHH6f4Pg+nRP7Wg6yiUmQiIiWkCWQZAlJpu41SLXliOzdSKYXSVjIkVGoQ6YgucOQZZAkkOu3qXvf8LoFuyzVbVd3jEavpcBr+bxlSLR7BH69SNhcQ5yUfjLjZzctlREMribt8c0z2Ym/OnawX0vLv5Mx7NSdffqXXIlfERERY3JycjJHjBgxbN++fYd++ctfJrWU9hgbG2ts27atxSegTs0vBweHkOLQTp3jmXbU14ARKsMmakH2yCHYWN4Kytb8EH/ujoAtctQXiZ7wAJJ8+QWXrxZhCXat08k9WddtMAKmLXITGS3XLTeo2v47avY1FNJWEwYQP++5TtW9srMhDC9la57Ed/oz2yBrxM15JuhC6YXofjtisL4gtDsCrlt4ZV3zHNoe4a+1O5Od3m8bFBV1wQMogyYH17EORAjB7vV6oA5nZIzEjMVuXGEXn5wJ3Y+58T+Yez5uMEbEos7/Ckr62PZyuV24sCGCct2dKBOdGo2toX/wS6wT9r1au/UR5LRRF93GNAQFZy1ysgzOnbW4MEBEkiAp1RbCUvoqaC7n8+8ohBB4PVBdYVFVLqgqs6iusP/3eYPtXdvRSCQ7X6CTpfNeX2BvIsidJ8A1WheqK2yxtyVGT9fomxH8WsdXI37dt2394ONVlS12HcqIjq3+y6QZR6/Er4iIiDEej2fPgw8+mKppmggPD7fOF7+ioqLMZ599tvBS9tWa+BX8b8DBweGaY+AIlVOHDXQ/ZB8y6D9MdQpDX+PIYbEkLPw5VTt+T03mPwGoyfwHeskx4uc8ixwW22G+CCHYt6VB+NLcMGVBg/BlVOVRvuZH6OcOBraJGHIrMVO+g6SGNbtPh7ZBUsOIn/8CFRtfpvbIB2DplH/yBNa0R4gceluw3QuguSSm3OBi22o/xfkWPg9s+tDH1IVuYhIcASzYSK5wtFu+i/HJn7EObrBrP334v4jqUtRx10bU5tE9RkD4crlh8g2uSxK+rPwTGCv/gCjLD9jkjEmoc7+EFB7dXu62G+q4hUiaG+MTO23d3PQW+GtRpt3tCGDNICrOYWXZgQpSYk+kS+yWqagSPdMUeqYp+H2C/FN2x8h6sUAIKMq1KMq1yFR0evSW6ZmuktxLRlGd76EtEELgqRZUlwuqyhuErqoKgeEPtnftjxBgmkCTILaWAoHaNkDozDEzJMSvq6HE52s1WqHY53Vd7TEef/zxwrFjxw6955572qUAf+f+BhwcHDolmlti4CiVQzsMLBOO7tEZPe2qr5cOnRxJVomZ9C20pMFUrH8OYXjx52yj+N37iL/+J2iJAzvEj8O7DE4dsUdHigqTr3cTE28LFt6T6yhf/zzCbxfml7QIYmc8Tni608q7o5Bkldjpj6OEJwbqrFVufBnLU1LXMTQ0JkqqJjHpehfbV/spyrOfoG9aYQtgsYmOABZsJEVFvf5rmFGJmNveA8Bc/wZUlqDM/C8kuet+R2dPGBzdY0dfyzJMnOciKqb1v1eYBubWdzG3f2DPIgHckahzv4QyeEo7e9y+KCPngObGWPkHEBbmjuUIvw91zhdDtgNxsDD3rAp8/8qYBVd0vXW5JfoOUuk7SKW2RpB30iQny6C82N6vZULeKYu8U35UF6T2sztGJvWQkUIgbSzUsSxBTaWwxa1yKyB2VZcLW/y5BCQZomIkouNlSgtNvJ6W143vLjHtJjfCAsuyT4/Aa0sghP3a8nnxr/0/ROFpLGSE7EaechtSj4wLthP2/3XvG143Y6/brn6b+mM1bCcu2Ecz+7vQZyEa9nH+/q5SC6utDp1suysl0e3WS/2+FidsSe6wq5ZRk5OTzcWLF5e98cYbSZ/73OeuKIWyNRzxy8HBISikDVXJPmjg9dhPQwaMsJyaOA4AhKfPQ43vR9mqxzArczCr8ih+737iZv6A8AE3tOuxT+xvSMmV6iaFCd1lhOmncuuv8Rx8K7CuljSYuHnPocb0alefHJoiSRLRE76OHB5P5eafA4Lq3X/Gqi0l5rrvBSVVtjlUVWLSfBfb1/g5l2Ph99kC2JQFbuK7Ode7YCNJEup1dyBFJ2Ks+astfOz52I4AW/ANJK3rPZQpzjfZs6Gh+NKYGRqJPVr/vVhFZzFW/r6hThog9xuFev39SFHx7eZrR6IMuQ5UF8aK34BpYGWuxjC8qPO/2qWF0MtB+DyY+9fZb8KjkYdcd9X7DI+USB+ukj5cpbrCIjfb5GyWSU2FLRQYfnuMeOaYiTscevZX6JWuEpckhcyDjmBhGsJOT6yL4qqu/7/SFnUuBUWFqFiJ6DiZ6Dj7/6g4icgYKVCf6vQxg70bminYVkffQaq9rgxNryTnf0cRiDu+hPHxH7GObrEjsDa8YAvoI+de+h8eJIQQF4hkjQWz7av9VJS2LHCFR3X+83VhSu+i41UHW0x7XJjSq02itZ544omC119/vdv5tt///vfJb775ZmL9+/fff//EoEGDLltsc2p+OTg4BI1TRwwyN9k31J5pCuPndL2JhsOVY/kqKf/0KXxntwRskSM+R/Sk/4ckt/2zm0YDPAkmzHaRmqZgVJylbM0PMYobyhhEDr+H6EnfRFKcczbY1GatpnztM2DZomVYv1nEzXkGSQ2dLnOmKdj5qZ+CM/aMRNXsVNqE7s6kOlQws/dgLP9fMOy2h1JqBtqShzplKl9LVJVbbFjmQ6+bLgwepzJodMtZLMKyMHcux9z8jh2OA6CFoc76L+Ths7qk+GCd2of+wS+ozwOTMyahLvwGkuLECxi7VtjRkYAy6RbU6+5ol+MIIagoEeRkmeRmG81GHUVGS/RMtyPCunotRd0vAjW4zo/mqqm69Dm85iIgbNWLXNFxEuFRFxcRhSXY0Uoh9wmzXZcVkSeEhfnZvzF3rQjYlElLUKbe0amvKRcTCbtCzS9TWDyyZ3v69tKiuAuXTUzoVv7KmIlZSghEyzoF7x0cHEISyxJ8+o6Pmkr7OjRziZu4pOBfNB1CB2GZVO96jeo9fwvYXKnjiJv7HEp420Uc5J0y2fGpP1DiYfQ0zU7JOLGaig0vInR79C25oomb9SPC+s1os2M7XD2+nO2UrX4s8D25UsYQf8MryK6oIHvWgGUKdq5rmEAoGky53nXRqBuHjsMqyEZ/76fgqQRAik9Bu+0RpNjuQfbs6vF5BRs+8AUmzL0HKoyZrrU42bTKCuzaXvnHAzap12C0G77WJT6P1rByjqC/+1PQ7Wrfcv8xqIu+jaReuw87hGXi/8t37c6eiorr/l8gRTaZ/7bDcQUlhXUdI0+aAeH2fGITJXqlK/Ts37nrx/q8DdFbVeUWVWWCqgqBt+bS5+ru8PNFroZoLnf41XU7tCzB2RN2BF5ttSA8SqJPhkKfAcoVp6Iau1dirvs/6gde8rAZqPO+3GmF5rYWCduLqxG/AAzL4t2cU4kf5eckFfu8riR3mH9hSq/i23r3KwkF4Qsc8cvBwSGEyc022LnWflLSvafMlAWhE63hEDp4T66jfN2zAXFDiepB/PyX0LoNvup9F+WZbP3YH+g+NXSCyoChJpWbf4HnyHuB9bTkEcTNeRY1OuVUusOoAAAgAElEQVSqj+nQ9uhFRyj96CEsbxkAauJAEhb+HCUiKcieNWBZdoe93Ozza8q5SEpxBLBQQZSfQ1/6MqK8wDZExKLd+j3k5LTgOnYVmIZg88qG7qNJKTJTbnAhK00nYkJYWJlrMD77dyAKDkVDmXYXytgbrpkaWFZ+FvrSl8FXA4DUeyjakoeRXNdmUxPz2DaM5b8GQB46HW3B1zveB1NwLsciN8uk4IzZbP2qxB52x8jUNAWXO/hCw4XUd1a8MFWxqtzCfxmdFcMjJaLjJaJj7bpc9WJXKP7NrWEe3Yqx8vdg1pWb6DcSbdH/dNrfWXuIhG3N1YpfnQFH/HJwcAhZhBCsf88XyJO/7kZnIujQPHrZSbsOWEVd3RnFRez07xORcdMV77OsyGLTRz7Mukj1ASNUMgbmUP7JDzHKsgLrRY76ItETvt4u6ZYObYdRcYbSFQ9iVuUBoESnknDjL1Bj+wTZswaEJdi9QSfnRJ0ApsDE+S6693Sue6GCqK1Cf+/VhqgnzY266H9Q0kYF17ErQAjBrnUNgmtUrMT0xe5mJ8mishh91Z8QZw4EbFJyf9QFX0dO7NlhPocKVtEZ9HdeaogETB2Idsv3kMJaLHnTZfH/65nA70H74vPI3foG1R/dLyg4Y5KbZXIu12pSjFySIbmXTM/+Cj36KKhaxwoPwrI7K1aVN63JZbScGdcYyU7vPD9NMaru/47+e9oT6+xh9A9+Dr66CPvkNPt3FtlxXb6vJRzxyxG/HBwcgkxhjh15AxDfzR6Yd+a8f4f2w/JXU772GXynNwRsEcPuIGbKg5ctTFWVW2xc7sNfF9zQN0NhYPfVVG16BWHUpbuExRE7+ynCenfubmbXEqanmNKPHsIosSdqclg8CQt/3iZRgm2FsAR7N+mcOWYLErICE+e6SO7tCGChgtD9GCt+g5W1yzZIMur8r6AMnxlcxy6Tw7t0ju21oypcYTBjsZvICzo7CiGwDm3AWPsP8NfaRllBmXwLysSbQ6aBRDCwSvPQ334Rqu2IUql7X7TbH+tSteAuhpV3Av3fTwN2BJzrzh8E16EL8NUK8k6Z5GSZgejG81FUSOmr0LO/QvdecqCQe1tgmXaB+erzRK6qcovqChEok3cxZNkWpaMCaYq22BUZK6E0E53ZFbGKz9qRlnW/M2K7o932KHJ8j+A61gVxxC9H/HJwcAgyQgg2rfBTUmAPWibOc5HS99odbDu0jhAW1bv/SvWu1wI2V4/RxM17HiUisZUtG/BUWWxY7gsU0k3pKxgo/wzviQ8b9pkyhrg5z6BEdu36Nl0Ry19N2ceP4M/fA4CkRRA//yXcvSYG2bMGhBDs26xz6og9Q5JkmDDHufaFEsKyMNb+AytzdcCmTLkNZfKtneIBzZljRqCzo6zAdTc2bbIgaiowPvkzVtbugE1K7IW68AHk7v060t2QRVScw//2S1BxDgApsactgHWRTpcXQ1/+a6xj2wBQb/kuSv8xQfaoZTxVdsfInGyTymY677nckJpmF8pPSJYRAjtN7ahJbY0gPFKiz6CmaWqGYQtc1RX1tbjs/2sqRZOos5ZQVBpFb9VHc0VES20qyHVWRFUJ+tJXECU5tiE8Gu2W7yGnpAfXsS6GI3454peDg0MIUFposmG5Hf2lKKC5ISJKbnYQ4uAA4D29kfJPn0Lodk0WObIb8fNfxNV9eKvb+WoFG5Y3NFpI6uYl3fMtRGV9mqNE1NgvEzX2PifNsRMjDB/lnz6F99Q62yCrxM1+ivD0+UH163yEEBzYppN9sE4Ak2B8XZdRh9BACIG580PMDf8O2ORhM1Hn3RfShZmL8ky2rPQHJubj57joecF5ZR7bjrHmr1BbZRskCWX8TShTbkdSW+4CeS0iqkrR33kJUWqnVBPbHdedP0CKCZ2agu2BqCzG/+eHQVhI8T3QvvRyp6n7VllqkZNtp0Z6qpvOd8Mi7fFmTWXTbWMTJZJSZLvLYrnAc7mdFePlC+pxSYRHXryz4rWO8Nagf/BzRM4R26C6URd9K6QF186GI3454peDg0MIYFmCVf/24qttuiyln8z42S7nyZhDE4zyM5St/j5G2UnbIGvETvseEYOXNLu+7hdsWuGjosS+98VElTOw+r9RTHv0K4cnEjfnGdw9xze7vUPnQlgmlZt+iufwu3UWiZipDxE5/K6g+nU+QggO7TA4sb+u4K8EY2dq9EoPXWHlWsQ8shlj5R+oz2UK5cLMVeUWG5b5Ap3xho5XGTiqQcwS3hqMT1/HOrK5YaPY7mgLH0BOzehgbzsPwlOJ/s5PEEV1dSejE9HueAw5vus2QTHWv4G5awUA6twvoYyaF1yHrgAhBGXn6oSwbPOyCsu3hjsComMborii4myxyx12dZ0Vr3WE4cdY+XusY9ttgySjzrsPZcTs4DrWRQhV8UuSpHH3339/4WuvvZYD8OSTTyZXV1crc+fOrXziiSd67d2790j9urqu06NHj1G7du061K9fvyZV9FoTv5yRlYODQ0hw9oTZrPAFkH/K4uwJk74ZziXLoTFqXB8Sl/yJinU/tiN8LJ2Kz15ELzpCzNSHEJIWSGnwVFsYOoFisxHaOdIrvoqCLXy5ek4kbvZTl5w66RD6SLJCzLRHkcMTqN79Z0BQuflVrNpSosZ/PSQmKJIkMXSCiizDsUwDIWDXeh3Lgj4DnWteqKAMnooUEYe+7Bfg8yBO7UN/8zm0W7+HFBkXbPcC+GoFW1f5A8JX3wyFASMbziPrZCb6qj9BTVnAJo+ahzrjHiQt9IS8UEKKiEG78wfo776CyD8BVSXo/3kO7fbHkLv1DrZ7bY7w12LuX2u/cUciD50WXIeuEEmSSEhWSEhWGD5JUJxnC2FnT5hwCTEgEVFSoJtifU2uqE7YWbGzIKku1Ju+hRn1BubulSAsjNV/RlSXdZqU866MYVksPXs28aP8vG4lPp+W6HbrC1NSi27v3btEka88KtTlcokVK1bE5+fnF6SkpBj19gULFlR/5StfcR07dsyVkZHhB3j//fdjBg4cWNuc8HUxOkfcqoODQ5fnzNHWK4PWF4Z2cLgQ2RVJ3PwXiZ7wDcAeFHkOv0vxsm+zY3U1ezfolJ6z8HoahC8ZHwO930KjEiSF6AnfIOHGXzjCVxdEkiSix3+VmGmPUH9+VO/5GxWfvYCwjNY37iAkSWLIeI3BY+tECgF7PtM5fTQ0/HOwkfsMRbv7RxCVAIA4dwr/v57Bqk+FCzKmIdi22hdI0eqWKjPyOg1JkhB+L/onf0F/95UG4SsqAe3276PN/ZIjfF0iUlgk2u3fR+o1xDZ4KtDfeh6rIDu4jrUD5oHPAg0QlFFzusQ5IssS3XspjJ3hIiy89XXdYXDTvWHMvzuMKTe4GT5Jo+8glYRkxRG+2hlJklFnfQFlxucDNnPLUlsEu9ROAg5tjmFZPLp3T/qvjh3td7yqKrLU73cdr6qK/NWxo/0e2bsn3bCaNpy4VBRFEffee2/RCy+8kHyBncWLF5e+/vrrCfW2f/3rXwl33nln6ZUcxxG/HBwcQoLamtYfv1WVWVhm6KRpO4QWkiQRNea/iV/4KpI7BoD8olQKclSaPNoVAgs3ldI45MjuJC7+DVFj/rvT1DFxuDIih95O3LznQbbTv2qPLqNs9Q8CnT1DgUFjNIaMb4jS2btR5+RhRwALJeSk3rg+9zRSUh/bUFmE/u9nsXKPBdUvIQS7P9MpK7Kvd9FxEhPm2uUCrJwj+P/xONa+TwPry0On4br3ReS+I4LlcqdFcoWj3foIctoo2+CtRn/7Bazco8F1rA0RloW552P7jaygjAqdWoltRURU6/f8yFgZVXNErmCijr8R9cZv2h07AOvAOoz3f47QQ+e+fS2x9OzZxO0lJc2GOm8vKYl7N+fsVT1BfuSRR84tXbo0oaSkpFGByi9+8YulS5cuTQCora2V1q5dG/uFL3yhrPm9tI4z0ndwcAgJwiNbH2Dofljzjo+cLINQqlXoEFqE9Z5C0q1/QU1I55x0Y531gnOrLmS+JOxuut3+D1w9Rneskw5BI7z/HBJu/AWSFgmA7/RnlKz4DpavmYrHQSJjlMawiQ0C2L7NOlkHHAEslJCiE9Du/iFSn2G2wVuN/vaLmPU1aoLA4Z0GeSftiAh3OEy+3oUq6xjr30B/83moKLJXDI9BvflBtAUPIIVFBs3fzo6kuVBvfgh54ATb4Peiv/MTrNP7g+tYG2Fl7Qp0t5QzJiFFJ1xki85Hn0GtNxbpk+E0HgkFlMFT0W57FFx2qJ51ci/6Wy8iPKFz375W+Cg/r1ury/PyrqoDSEJCgnXnnXeWvPTSS43arM+YMcPj8XjkzMxM99tvvx07evTomuTk5CsKAXTELwcHh5DgYoMQAE+VYNc6nc8+8FGU54Q9OzSPEt0TY9yf8EiDW13PRw/ksNgO8sohVHCnjiNx8e+Qw+3JnF6QSckH38CsKQqyZw0MGKExYkpDgfID23SO77vs0hYO7YjkjrCjfwZPtQ2mjrH81xi7P+5wX04fNTi+zxZIFQUmzXcTVnMK/Z8/rCtWbj8wkgeMx/XfL6IMcBp6tAWSoqLe9K2GWliGH/29n2Fm7QquY22AuXtl4LUybmEQPWk/+gxQSOnX/FQ4pZ9MnwGO+BUqyH2G2SnnkfEAiIIs9H8/gygvDLJn1xYlPl+rbYCLfT7X1R7j8ccfL3zjjTeSampqGv04b7311tK///3vCf/5z38S7rrrritKeQRH/HJwcAgRWhuEdOsp0bN/w7LyYsHmj/xs+dhHZemV55c7dC2EEJzLNdmwzMf2T0FcpKeLywqNOj0OHY+WlEHiktdQYnoBYJRlUfL+VzHKTwfZswb6D1UZdV3DOPPQDoOjex0BLJSQFBV14TdQJi6uswjMdf/AWP8GQnTMvelcrknmpobzYuwMhejj76L/62lEfS0ydwTqggdQF38HKcIR/NsSSVZQb/ga8si5tsE0MD74JeaRLcF17CqwCrIRdSmcUs/ByMlpQfaofZBkifGzXYyerpGQLBMeKZGQLDN6usaE2S4kp8N4SCF364Prc08hJaQCIMoL7ZqLXbDeXqiS6Ha3OghJcrv9V3uM5ORkc/HixWVvvPFGoyiye++9t/Ttt99O3Lx5c/TnP//58ivdvyN+OTg4hAStDUKmXO9m/Gw3M5e4SUppuGydy7FY+66P3Z/5qa12RLBrmZICk00r/GxZ6Q/UvAlwYZps3ftudHyEhkPooMb0JPHmP6AmDQLArC6g+P2v4T93MMieNdBvsMro6Q0C2JFdBkd2607qdwghSRLqtLtR534pkFJt7lqB8eFvEMZVzwNapbLMYscaf+ASN3RYDUmbn8Xc+i7UiW9S3xG47n0RZeg0p0taOyFJMurcL6GMq0u1FxbGit9i7l8XTLeumMZRXwuC6En7I8sSfTNUpi9yc/09YUxf5KZvhuoIXyGKFJOEdveTSD0zbENtJfpbz2OezAyuY9cIC1NSWw2RX5iaWtwWx3niiScKysvLGz3BHjt2rDc8PNyaOnVqVUxMzBVP+qRQGkCNHz9e7Ny5M9huODg4hDB2dI/FoR06laUN1y9ZgfRhKgNHqmhOF55rhtJzFkd26RTlNb4PJvaQSfH8nNyKMZRJM5psFy8+Y0jSUrrd8oeOctUhRLH8NZSt/j7+XHv8IanhxM9/EXfvyUH2rIGzJwx2f6YHejcMHKkyZLzqiBkhhpm1C+PD30Cd6CX1HIy25KF2qa3l9Qg+W+ajtto+Kfok5jDk9AtIZt2DedWNOvPzyCPnOOdJByGEwNz6HuaWdwI2ZdYXUcfeEESvLg9RVYr/zw+BZUJsd1z3/RRJdmIlHEILYfgxVvwO68QO2yDJqPO/gjJ8ZnAd6wRIkrRLCNEo9z0zM/PUqFGjLipcmZbFI3v3pDdX9H5iYmL5K6PHZCkhcL3IzMxMGjVqVL/mlgXfOwcHB4fLQJIkknspzFriZswMLVAo3zLh+D6D1W95yTpgYDqdIbs05cUWW1f52LDM10j4iu8uM3Whi+tudJEyYhgDrGdIs35ClNiPSxQSJfaTZv2EAdYzRA5Z3MoRHK4VZFckCQteJay/nbYkjFpKV36X2uMrL7Jlx9F7gMr4WVp9YBHH9xkc3O40/wg1lPRxaHf+AMKjARC5R+y6NJVt8jA8gGEItq1uEL6SlGwGZ/84IHxJqRm47n0BZdRcR/jqQCRJQp1yK8qMzwds5rp/YGx7P4heXR7m3tX2gApQxy5whC+HkERSXaiLvo08uq4LqbAwVr2GsfU9577YjiiyzMujx2R9Z9CgUxnR0dUJLpc/Izq6+juDBp0KFeHrYjiRXw4ODp0a0xBkHzI4lmlwfoZJRJTEkPEqPfsrzuC/C1FZanFkj07+qcaRXrFJEkPGanTvJQe+b2GZlH/yBN5T65rsJ6zfLOLmPY8kOwVtHWyEsKjc/Cqeg28HbDFTHiRyxD1B9KoxeadMdq7112e0kTZUYcRkzbnGhRiirAD/0pcD3fKIjLOL43fve/X7FoIda/zkn7ZPgigrl8lVL6HiBUVFmXoHyrgbHdEiyJj71mB88jfqwzWViYtRrrsrpH+rQvfi/+N3wFcD7ghcX/0Vkiss2G45OLSIEAJz54eYG/4dsMkj56DO+W9nfNcCVxP51VloLfKr9WrADg4ODiGOokoMHKnRN0PlWKbByUMGlgWearsz5In9BsMmanRLdW6CnZmqcoujewxysxt3+YyJlxg8TqNHH7nJpEKSFeLmPUft8ZV4jnyAWV2IEpVMxOCbCR+40BkYOTRCkmRipn4XOTyR6p12Omzlll9gekqInvjNkJi0pvZTmDjXxY41fiwLTh4ysUwYdZ0jgIUSUnwPXJ97Cv29VxEFWVBTjv7mj9EWfwe574ir2vehHUZA+HJb5Yyr/iUqXqTu/VAXPICc1Kst/gSHq0QZORdUN8bHfwAhMLcvA92HMusLSFJoCpPWwQ228AUow2c5wpdDyCNJEuqERUiRcRirXgPLxNr3KUZNOeqN/w9JcwfbRYcQw4n8agbDslhZcJrleSc55/XQPSyCRalpLEzph+IMLh0cQhpPlcXhXQY5WY1Fku69ZIZO0IhNCM1Bp0Pz1FRaHN1rcPaEGah3BBAVKzF4rEpqmhPZ59D2eA6/R8XGlwNFw8MzbiJ2xuNIcmg8MzyXY7LtE399dhK9ByqMmaY5RZpDDKF7MT78DVb2HtsgK6jX348ydPoV7e/kYZ19mw0AFOFjYvXLxIoclElLUCYtQVJC4/x0aMA8vgPjw/8NpBLKw2aizv9KyEXmCWGh//VRRHkBSDKur7yKFJN08Q0dHEIE6/R+9A9+CboXACllANot30WqS0N3sLnWI79C68obAhiWxZMHtvLi4Z3sryih0FfL/ooSXjy8kx/t34JhOR3lHBxCmYhomXGzXMxc4qZbauPOkOvqOkN6nM6QIY+n2mLvRj9r3vZx9niD8BUZLTF2hsac29z07O8U/HZoHyKG3EL8/BdBcQFQe+xDylZ9H2F4g+yZTfdeCpOvd6HUBS+ePW6y+zMdywqdB5oOIGlhqDc/iDzSrieHZWKs/APGtvcvuy5N4Ykq9m+uy+0XFqM8rxEXZ6B97mnUqbc7wleIogycgLrkYVDsrq3WwfUYH/0WYRpB9qwxVvZeW/gC5IyJjvDl0OmQ+45Au/uHEBkLgMg/YddcrE8/d3DAEb+asLLgNOuLcptdtr4ol48LTnewRw4O1w6GZbE87yQP7PyU2zYu54Gdn7I87yTmFUSoxiXJTF3oZsoNLmISGgSSs8dN1rzt4+B2Hd3nTBRDDa9HsG+LnzVv+Th91KT+qw+PlBg9TWPOHW56D3TakDu0P2H9ZpJw4y+RXFEA+M5souTDb2N5K4LsmU23VIXJN7io1zxyskx2rXMEsFBDkhXUuV9CmXZXwGZuegvjk78gLLPlDc+jbO9+dqwzEHXD9sHeN0kZlYr2X88h9+jfHm47tCFK2ii02x4BzU4jtI5uxVj2S8T5hUqDjLm7ocGHMnZBED3pWIRl4DmyjOL3v0rh/y2h+P2v4jmy7JJ/mw6hhdy9H657nkaKTwHq6i/+6xmswpNB9swhVHDSHi/ggZ2fsr+ipMXlI2MT+d34OR3okYPDtUF91GVz4vPMbj15dvhk1CtMExBCkHPC5PAug9qahmue5oKM0SppQ1UUxRFTgomvVnB8n8HJwwbnjznDIiBjtEbfDAXZ+Y4cgoBecpzSjx7C8tgZAUpcPyIyFuM9vQ6z+hxKVHciBt1MeMaNQakjV1posuVjP4bd6I+UvjLjZ7uC/nsRlkHtsY/wHP0gJD6nUMA8tDFQlwZAThuNuuhbSFrztZWEt4bqNW+zOW8eXjkBgD5sYeT1qSi9B3eY3w5tg5V/An3py+DzACD1GY625MEWv/8O8+vcafR/PmH7lDoQ1z1PBdWfjkJYBuWf/LCVpjjPhUyqu8PlIWqr7JqL+cdtgxZm11zsd3U1F7sCoZr2KEnSuPvvv7/wtddeywF48sknk6urq5VXX3017+GHH06Niooyn3322cJL2ZeT9ngZnPN6Wl1eeJHlDg4OV0Z7Rl1KkkTvgSpz73AzbKKKZmcyofvh4HbDTq07YTjtkYOA3yc4tFNn9Ztesg40CF/uMBg+SWPenWGkDVGDPpF3uHbREgeSuOSPKLF9ADDLT1G1/dfohfuxagrRC/dT8dnzlH/yBMLq+FSmhGSFqQvdqHXXtfzTFtvX+DGN4F3P6ieVFZ89HzKfUyigDJ1mRwC5wgGwTu5Ff/N5RE3TaELr9H48f3+SnbmTAsJXt7BcRv7XFEf46qTIKQPQ7noCwmMAEGcOoL/zMsIX3LmFufujwGtl7MIgetKx1B77qFnhC8B7ah21x1c2u8wh9JHCo9HueBw5fZxt0L3o7/0U89CG4DrWBTAsizdP5yR+eeuuwUvWbxnx5a27Br95OifRvMqoc5fLJVasWBGfn5/froqzI2dfQPewCAp9tS0uj3O6Rjg4tDle0+Dvpw63us7yvJPclJp2VcdRVIkBIzT6ZKgczzTIPmSLLbXVgt3rdbIOGAydoNG957UZldCR6H5B1gGDrANGIGIFwOWGASNV0oaoqJojeDmEBmp0Kok3/4GS976MWZXf7DreU+so/ei7aPEN1ylxfpeG+teiGVujly0tb2ZgWWeTgZHJSezLvQ3DCqfwrMWmt44wLOUDFKkZoaklHwI+0vzy87Zr+Nua/g1mZS560cGmx6VhUhkxaFGzy7s6cp/haHf/CH3pK1BThig8if/vj0F0AtRWQ2QckubGOnuYfRHfpFLrC0BMlJeJt6WjONfFTo3crS/a3T9Ef+tF+/vPO4b+9ototz0alMLcoroM68gW+01MEvKAcR3uQ7CoOby01eWeIx9cs9eproCkuVAXfwdj7etYmWsCNRdFdRnKhMVOzdgrwLAsHt17MH1HSVlcva3Ur7uOV2VHbi0pi3t59LCsK83SURRF3HvvvUUvvPBC8q9//evmoyHaAEf8uoBFqWmtpj2e8lSxqTiP65JSO9Arh86OYVmsLDzIsrz9nPNV0d0dzeLUESzsMQwlRFtedwR5tTW8m5PFsrxsqs5XQJqhLaMuXW6JYRM10oYoHN5tkHPCDjeqKBFsWemnW0+ZYRM0YhOv3e+mvTB0QfYhgxP7DPTzyp2oLhgwXKX/MBXN5QxIHEIPJTweKSweWhC/APy52/DnbutArxpQgcF8yhH5ZxhSHGWefuw7MY2B1hMohEah/npqDrx5TU8q5W59cH3+afSlLyNKcqG2yv4HUFWCAI6E3cU5bTQAYeGCyYvinAcCXQQ5IRXX3T/C/86LUFGEKDyJ/ubzaHc8hhQZd/EdtCFm5ieBNFxlzA1dPiXZrCnCe2o93pPrMIpaf+hqVOZ1kFcO7YUky6hzvoQZlYC56S0AzI1vIqpKUWffG3JdV0OdpWfzEs8Xvs5nR0lZ3Ls5+Yl39unZspByER555JFzI0aMGPb0008XXLmXreOIXxewMKUfm4vzW0y/8lkmj2Zu4r60oXw5bSiyoxo7XATDsnjy0DLWFR0P2Ap9VeyvzGNzSTbPDl18xbWsOiNCCHaWnePtsyfYVJzHpQbJGsJCtyy0NvysIqJlxs10MWC4xcEdOkW5dhfIolyLdbk+eg1QGDJWJSL62vl+2gvTEJw8bHB8n4H/vHm4okH6MJX04Sout3M9dQhtLM8Vj+k6hAiyGWw9xFH5Z+hSApXSWI7JL5FhPY5Cy1HtHY1Rcoyit/6LsPR5hA+YjxrTK9gudThSdCLyyLmYa//eZNlp12xOu+cDoKgw+YYwwiOd62NXQorrjuuuH6K//RKiLB9RkoP+nx+j3fF4h3VaFLofM3ON/cYVhjJ8Zocct6MxKnPxnlyH99Q69ML9l7ydqC2m9ONHiRh6K+5ek5Cu4YfVhmWxsuA0y/NOcs7roXtYBItS01iY0g8lxOfCkiShTlqCFBWPsfrPYJlYmZ9g1JSjLvwmUn0tFIeLsjK/sFury/MKk65G/EpISLDuvPPOkpdeeql7eHi4daX7aQ1H/LoARZJ4dvhkPq77gRd6PSSHRbAwpS/HqytYmpMFwF9PHuJIZSlPDptEjPOjcWiFt3J2NRK+zmdd0XFWFh5kUUrXL8BYY+iszD/NOzknOO2parQsWtUYEpPA9tKW6xiW+H18c9danh8xhe5hEW3qW2yizNQFbs7lmhzarlNRaktyOSdM8k6a9B+qMnCUI85cCaYpOH3U5NhenfMzyhUF0oaqDBip4g5zPleHzoES1R2rpuXrlJo4iPh5PwbqzulGk4IWXktNbdLFtmv0kzl/X/brpEqJLZ9a+GplqqRRZCcvY+JMH5q7+f02HK+F32Jz/rToI5R8+G2MokPN76sOo8w5OqIAACAASURBVCyL6p1ZVO/8A1q3obYQlj4PJbJ7q9t1JayjW7CQydOmkOOahleORxE+auQe9WswfnaYE4XcRZGiE+0UyLd/gig+gygvxF8ngMnxPS6+g6vEOrwRvNUAKMNnIbnbdmwVLIQQGGUn8Z5aZ0d4lRxrdj0lOhWzqvXoLt/pz/Cd/gwlOoWIwbcQPmgRSkRie7gdsjTXkKrQV8v+ihI2F+dfVUOqjkQZNgMpIhZ9+a9A92Gd2In+zotoS76LFB4VbPc6BSU+v9ba8mKf76pFkccff7xw7NixQ++55552KcDviF/NoMoyN6WmNVtfaFhMIj85shO/ZbGlpICv7PiEF0ZMZWB0x4YpO4QmprA4WVPCvopc9lXksr8il3xvZavbvJeb2aXFrzOeKt45e4IV+afwmI1rz/SPjOGO3gO5vkcfXLLCj/ZvaTbqUpUkDCE4VFnKfds/4dnhkxmX0PYTpO49FbrdIpOTVdcZslpgmXBiv8Hpo4bdGXKIiqI6Ys3FsCzBmWMmx/Y27rApK9BvsMLAkRphEc7n6NC5iBh0MxWtRA5EDr8Tta4wfjCJjYBpiyw2r/BTWyMoK1bYtj6SKQvcHSLiRw65lYpWxC81MQOj7CRYdrq7XnQIvegQVVt/jStlNGHp8wlLm40SHt/uvgYTs6qczIivUag1X2dpsLWcHn3u7mCvHDoSKSIW7c4foL/7CqIgC6pK0N/8MdrtjyMntV9EpBACc3ddQXdJQhlzfbsdqyMQQqAXH7EjvE6uw6xopkmSJOPqMZqwtFmE9ZuFHJFI+SdPNFv0Xk0YAMLCKMsGwKzKp2rH76ja+UfC0mYRMeQWXKnjrolosEtpSHW1NXk7CjltFNpdP0R/9xXwVCLyjqP/51m75l4HRVx2ZhLdLr3Ur7cocCW53f6Wll0qycnJ5uLFi8veeOONpM997nNtHm7viF+XyYKUvvSPiuWJfZvJ89aQV1vD13d+yveHjOOGHn2D7Z5DB1Nr+jlYWcD+OrHrQEUeNebl/e4PVRXw2P73WNhjGFMS03B1gbbKphBsLcnnnbMn2HZBNJciSczo1pPbew1gdFxSowiH5qIuF6WmMTIuiR/t38rx6nLKdR8P7lnP19JH8IW+g9q8YKUkSfQeoJLaT+HkYYNje+3aVPWdIbMPmgwZp9JrgOIUy2wGyxLkZJkc3WPgqWoQvSQZ+mYoZIzWnPQdh05LeMaN+M5sanayFNZvFuEDQ6dTWlSMzLSbXGxa4cdTLSgvFmz+yMfUBW5c7RxtebHPKW7e8wjdg/fUempPrMKftxOEBQj8+Xvw5++hctPPcPeaYAth/WYiu7rek/m8sOkU+sfZjQSauZ9oYa0+ZHfoIkjhUWh3PIb+3s8QOUegpgL9zefQbv8+cnL7iAri1D5EqR31JA8YjxTb+SIuhWXiL9wXELyajcqVVdw9JxKWNgt33+lNBPW4ec9Re3wlniMfYFYXokQlEzH4ZvtaLsnohfvxHH6X2uw1YPpBmHiz1+DNXoMS25uIwbcQMegm5LCuGQThM03+fab5yLl62qIhVUciJ6fhuqeu5mJ5AaI0D/+/nka79RHk7s5cvjUWpCQXHa/KjmxxeWpym0RrPfHEEwWvv/56IMXSMAzcbnebtLCWRHPdg4LE+PHjxc6dO4PtxiVRqft55uA2tpY01GO7o9cAvj1wVKcI/XS4Mop81eyvyCWzLqrrePU5zFZ+Q4muSHTLpNK4tGLDMWoY85IHszB5GENjenQ6caVS9/Nh3kmW5maRV1vTaFmc5uLmnv25pWc6yVeQtugzTX56dDcr8k8FbDO6pfLE0IlEqe03QfD7RKPOkPXEJkh2Z8heXbs47KUihCA32+TIHoOaivNELwl6D1QYNNqpnebQNRCW0eJkKRSLRddWW2xa4aemToyOiZeYutCNO7x97y+X8zmZtaV4sz+lNms1ekFm050pLty9pxCePp+wvtOQ1LB29b2jWP/vc5TXtNzhLz6qihl3dz5RwuHKELoPfdkvEaf22QZXuD0h75nR5sfyv/MS4vQBALS7n2yXY7QHwtTx5+2yBa/T67Fqy5qsI6lhuHtPsQWvPte1iXBueSvwHFuB5/C7mBVnGi+UNcL6zyZyyG1oPUZ1urH7+dSaBgcqSthTVsTe8iIOVZSii9ZLLyW7w1k6rfM1MBGeSltwLrBLGuEKQ7v5QeQ+w4PrWDsjSdIuIcT4822ZmZmnRo0adVHhyrQEj+w9kN5c0fsJifHlr4wenqXIbX/+z58/P/3+++8vvvvuuysuZf3MzMykUaNG9WtumSN+XQWmEPwl+yB/O9XQLWRkbBI/HjGZJHd4ED1zaAsuN4VRAtIikxgZ25MRsamMjO1JalgsHxYc4IUjH7e4XZIrimJ/dRN7n4gEFiYP5YYeQ+kRFtMWf1K7kVVdwTtnT/BxwWm85ytEwODoeO7oPYA53XvjVq5uYiiE4IO8k/z86J7Azbh3eBTPj5xKelTsVe37YniqLY7sNjh7vPHf1y1VZugEjbika1PYEUKQf9riyC6dqvLG95Ne6QqDxqhExV6bn42DQ6hQW2NHfVXXCdPRcbYAFoqpx2Z1IbVZn+DNWo1efKTJckmLwN13OuHp8+0i1Erni47yeQU5J0wObtdpbRgeHgnX3+OMJ68lhKFjrPgN1om6+ZDqRrvloTadkFvFZ9H//jgAUo90tM89HdKCjTC8+HK24c1ei/fMRkQzY2bJFUVY3+m24NVrUrsJ5EII/Pm78Rx6145stRqX81Dj+hEx9FbCBy5Edof22B3AYxjsryhuELsqS1t9qN8cI2IS+P2Eue3kYfsidB/Gh/+Llb3HNsgK6g1fQxlyXXAda0euRvwCuwbcuzn5iSvzCpOKfT5XktvtX5CaXHxbr9SS9hC+MjIyhqalpfmWL1+epWmXdr93xK92ZkNRHj8+uI2aunpGia4wnh8xhRFxTu5wZ+JyUxjdssqwmBRGxPZkZGwqw2NSidaa3mxNYfGjg8uaLXo/q9tAnh26iKyaYlYWHOLjwkOU6007co2N683CHsOY1S2DSDU0GiwYlsWG4jzeOXuCPeVFjZapksSc5N7c0WsAQ2MS2nxQdbiylCf2b6HQ6wEgTFZ4tINSjytKLQ7t0DmX0/hJWK90hSHjrp3oJiEEhWctjuzWqShpfB9JTbNFr5j4a+OzcHDoDHg9tgBWL1JHxkpct9Ad0mnIRvkZarM/wXtiFUb5qSbLJXcMYWmzCE+fjytlbEhG3tUjLMG5PIszRw3yz1hcJJgCgIRkmemL3O3vnENIISwT4+M/Yh3eZBsUDXXRt1HSx7bJ/vVVr2EdWA+AeuP/Qxk8pU3225ZY/hp8ZzbiPbkO39ktiGYyKOTweML6ziQsbZZdf6uDhXCztpTao8vxHH4fs+qCmliKm/D0eUQMuRWt+7CQERdrDJ3M8mL2lhexp6yIo1VlLYpdiiQxODqeaM3VKNPpQgZExfLbcbOJbMcsjPZEWCbGmr9h7V8bsCnT70EZf1PIfG9tydWKX50BR/zqAM54qvjBvs2crLEjgxRJ4jsDR3Nbr/Qu+cPpCtSnMNZHdl1KCmN9RNfI2J5kRHVHvcSBtmFZrCw8yPL8AxR6K0kOi2FRynAW9hiGcl6xTMMy2VZ6io8KDrKxJAv/BVFUblllZreBLOwxjPHxfRpt21GU+X18kJfNezlZnPM1FuoSXWHc0jOdJT37k+hu37SUcr+Ppw9uY8d5NcVur0s91jog9bgoz35qf77wI8t2B8OM0V23M6QQgqJcW/QqK2r8e+nRR2bwWM3pTObgEKL4agWbV/qorOtoGxktMfVGFxFRof2bFUJglJ6oiwhbhVmV32QdOTyBsP5zCR9wPVr34SEz9qqptDhz3OTMcRNvzeWNuUdP1+ib0fnrgDpcPkJY9oR836e2QVZQF34DZdDkq9uvpwL/aw+CqUNUAq6vvIqkhMY5ZtaW4Tu9wRa8cncEGmKcjxyZbAveabPRkkeEhOAthIU/d4cdDXZ6A4jGY3c1cSARQ24hfMACZFeL5ZLahSrdT2Z5MXvqxK7jVWW0pLurksTQmARGx3djdFw3RsQmEaGqmEK02JCqnrTIGH4y6jp6dtKuiUIIzG3vYW5+J2BTxlyPMvMLSF2snJEjfjniV5vhMQxeOryTNefOBmwLevTlkcFjCQuRG8u1SlulMHbkYLpS9/Jp0VFWFhxiX0XTG06SK4obegxhYY9h9I9s/yjDw5WlvJNzgjWFZ/FbjW+dI2OTuL33AGZ169mhNe9MIfhz9kFePy/1eHhsIj8ePpnuV1BX7HKpr3N1eKeBp7rhWqq5YOAolf5Du1ZnyOJ8kyO7DEoKG3//3XvZold8t641QHBw6Ir4vbYAVi/cR0TZAlhkJ4laFUKgFx2k9sRqvNlrsDxNx+tKVA/C0ucTnj4fNXFghwthpiHIO2Vy5phJcX7TqWZUrESfDIVe/RX2b9PJP9V0nZR+MhNmu5DaIY3EoXMghMD87A3MXR/ZBklCnX8/yvCZV7xPY8tSzC1LATu6RZ0Q3FpNZvU5vKfW4z21Dn/+HpoLiVRi+xCWNpuwtFloSYNDRthuDrOmCM/RZXgOv9+kAL+khhM24Hoih96K9v/Ze+8wN67z3v87Bb1sQdvee2OVRFKNIqlCm1SzbEtJnvvLz1eJu6XYuXZEWZRFFceKo0SW48SRk3uT3NiOJatYikVJJE01kmLnNm7n9l0sgF30OjPn/gEsFrsAthcsOZ/nwYPFNBwsMDPnfM/7fl991Yq8vyMUwMWJsNh1ccKCLrcdyUb6UpoOi13pBmzOMKI2LTPpeJUThLiCVNdlmvDW8JXoRHiaRIrn6ndgY4Yh4THWA3zTcXBH/jX6O6TLrwe79yugUiTrZjkQxS9R/FpWCCH4r4FO/KyrMRpFVKZOw3MNO9atGr4e8fFBtDpHo2LXfFIYa7RZkRTGXNRpc6BNkMK4Vgx6J3DY3IrDo60Y9sd7/VWqTbgrqwa3m6qQuYyzSiFBwLGxAfx2oAstzvFp66Q0jTuyCvG5vFJUaNa2HP3HlmE83Xoabi48S5ghkeGpum3Ykrk6RsE8T9B7mUf7xRBCganlChWFqi0s8kuZdT2AGTfzuHyeg3V4eqdUn02jeguLTNPaz7yKiIjMn1CA4OS7gWj0plxF4cbPSKHWrg8BbBIi8AiOXoS/6334rhwDCcRPajHphVCU3g5F6R1g0wtWri0kXFGzv4PDYA8PbkaXg2GB3BIGhRUMMox0dAAvCAQDXWGhzOcmUKjDwlhB2fq+b4gsD4QQ8CdfA3/q9egy9rb/AWbTHQs/FhdE8BePAl4nIJFB+mc/ASVf3UgkAOAcA2HD+t7jCI21JNyG1VVAXrwT8qKdYDOKU1rwSgQReAQGT8Hb+hoCAyfjRD2JoRrK6vsgL70dtGTxvn4TQf+U2GW3oNud3A9cStOoS9NhU7oRmzIMqNFmLtmL1xbw47HGT6JjBJai8JdVW7B/HVV/nAnfcxHc2y8BXLhDT+VWQnLPt9fkXFkJRPFLFL9WhPMTY3ii6RTskZGwhpXgB3XbsE2XtcYtuzpZzRTGtYQQgkuOIbwz2oJjY+1xgh5DUdiWWYy9WbW4UVcK2SIjDi0BH94c6sGbQ90YDwamrcuSK3F/Xin25RQjTZI6XiSDXjcebzqBrsiNnwbwlbJ6/FFB5ap1mkIBgs5GDt0t0ytDaicrQ+bS66oDZ7eGjezNM/zNMk00qjazMOSk/jkjIiKSmFCQ4NS7QYyPhc9vmRK4ca8MmvT1JYBNQvgQAkNn4O9+H/7eD0BC3rhtWF0FFGV3QFG6B4x6efpjQT/BQDeP/g4umk4aS6aJRkEFg9xiBqxk/Vz/RVIL7szb4D/6dfQ1c9MXwF5/94KOwTd/AO69lwEA9MbbIdn1/y1rG5NBCAE30R0WvK4cBzfelXA7iake8qKdkBfvBKvNXZW2rQa8exTett/B2/a7uEhVSqKConwvlDX3QpJZNuexbAF/NKrrgt2CXk/yLBY5zaAuXYfN6UZszDCgWpsB6QqMdQI8jx+1ncW7o1NVML+YX46vl28As476vLEIo90Ivf63gC/8/6V0uZDc/11QGt0at2zpiOKXKH6tGGN+Lx5vOonWiBpOAXi4pBb/o6ga9Dq9GKQCC01hBIBilS4qdK1FCuNKEOBD+MjajXdGW3B6ojdO7NOwMuw2VmFvVg3qtDlzfl5CCJocNrw60IXjlsG4423NMOKB/DLs0Oek7M3Mz3P4cft5vDPSF112qyEXj9dct6pGnL5IZcj+GZUh9Tk0atdBZUjHeNjTa7RvuuiVrqdQvUUCwzoT8URERBLDhQhOvReEbTQigMmBHXtl0Gam9jVqLgjnh7//RFgI6/8ESBD5LTHVQ1F6B+Qlu8AoFzagIQKBZVhAXweP0T4eM5wAIFMA+WUsCiqYdSsmiqQe/MX3wR37t+hr5oZ7wOx4YF73Y0IIQv9xAMQ6AICC9P//G1AZKzchH05Pbo0IXn8A7xyM34hiIM3ZFBa8im4Fo1q/6XLzgQgcAn0fw3v5DQQGT8Wtl5jqoay+D4qSXdFqlRa/b5rY1e91JT2+gmGxIV2PjekGbMowoFKTsSoeuED4+/6/fe34eXdTNM1ymy4LT9Vtg3q9GuFPjCL42vOAYyy8QJ0ByX3fBW3IT76PwMHX8Q687b8D7x4DozZCWXk3FBWfSQl/OiB1xS+KorY8/PDD5pdffnkQAA4ePGhyu93MCy+8MPztb3875+/+7u+ym5qamuvq6gIAcOjQIeOTTz6Z/8EHH1y+5ZZbps12ieLXGhIUePx9x0W8OdQTXXaTPgdP1F6/bi8Gq01sCmOTYwjNzhG4uUDS7VM9hXElsAU8eM98GYfNLeh0W+LW5yrSsddUg7uyapCjSJ+2LsDzeN/cj1cHutDptk9bp2AY7M0qwv15ZShWp37JZiB8A35zqAd/13EBXOT6lq9U47n6HShRp61qW5yRypAzI6fyShlUbWFTzmPHZQ+LdsNXpot22syw6GXKF0UvEZGrDY4jOP1+EJZIWrNUDuy4S3bVFK4Qgh74ez+Ev/t9BAY/jTOjBkVDmrMFitLbIS/eCVqW/F7ncQno7+Ax0MnDN8O8nqIAUz6NggoWpnwatJiyKLIC8C0fhqO3Iv0bZtOdYHb+yZz3ZqGvGaHf/jUAgC7dAsk9f7HsbYumIV85Dn/vBxA8Y/Eb0RLI8q4Pe3gV3gxavrr9slSBcw7B2/YmfG1vQfBPRJdbWA1aNeXoMFyPZjYTQ4Hk4x0Vw2JDugEbMwzYlG5AhSZ9VX13E/GRZQhPtXwKHx++zhYpNfjRhpuQp1yf1j/E60Do9R+DmK+EF0gVkNz9F6ALauK3FTjYj3wf/t7jcevkRTuRvucZUPTae4AvVfziBAGvD4zpDg9bDbZASKKTSUJ35egt9+ebbMwS7nsymWyzXq8PnT179nJ2djY3U/x6++230++9996J559/fgQANm/eXOVyuZh/+Zd/uSKKXynI28NX8Lft56NG4fkKNZ5rWP3B+HpgqSmM5WojJCmirq8Fne4xHB5txXvmy7AFPXHrN6blYW9WLWq0eXh3dABvDV2Bc4Y5Sb5Cjc/ll2FvdtG6FWlbHDZ8v+lk1IhTTjP4q+qtuD1r5TxfkmEZ5tF6JgS7dUZlyGoGFRslkMrXdpDkdgpov8BhsJtHrDOqJp1C1WYJsotE0UtE5GqG5whOHw1iLCLUS6ThCLBUj1JdKILfDv+V4/B1vRc2155pBU2zkOVtg6LsdsgKbwYtUYLnCEb6ePS1JzavV6VRKKxgkF/GQq4Ur5MiKw/fcRrc7/8Bk/4KdN1OsHu+NGtVutBrfwOh9xIAQPL5x0HnVy9LWwgfRGDoLPy9xxHo/WiakDMJxSogK9gBefFOyPJ3rHrFw1SFEIJhjwNnuj7BOXMPmokCY5Lk40INK8GGSFTXxnQDyjXpKZmJ0eWy47uNn8DsD+sRWlaKZxu2Y3PG6vjwLjck6Af39kvR8wcMC/aur8RVXvW2vQXHh88mPU7ard+HsnJtC0wASxO/OEHA9y50lJ6xOdNnrrtOp7X/aFNF92IFWKVSuemRRx4ZcbvdzEsvvTQ0U/wSBAFHjhxJa25uvtzS0iL72te+lu/z+Zgf//jHA6L4laJcdo7j8aaT0YuBgmHwWPV12G1KHj55tbPUFMb6tFzkXgUpjCsBJwg4O9GH34+24ENrF4ICF+nnywGiAQUFwsm4YSgA23XZ+Fx+Ga7PNF0VqbkTwQB+0HIKZ8enZh8fyCvDN8o3rFoo+CSEEAxf4dF6loPXNXXdZaVARQOLktrVrwzpdQlov8hhoJNH7K1ApaVQtZlFbrFouCwicq3A8wRnjwUx2h8WeFgpsP1OGTKNV5cANgnvscDfcxS+7vfjTLcJAC9Ti3H1n8Li3wiOmz5bz7BAbjGDgkoGmUZxckBk9eF7LoB76ycAHy70Q1duB3vXl0El8HoVbEMI/dv3AACUsQiSP356Sb9ZIeRDYPAU/FeOI9D3MUgofqKVkmkhL7wJ8qKdkOVdH03ju5YhhGDI58EFuwUXJsZwccICc2SCNhEa3odq3yBq/QOo4x2oKtkBdc29YLV5q9jqxTER9ONA4wk0OmwAwp7Ef1m5GXfnlqxxyxYH4TlwR/43hJYPosvom78AUlQOztqOkKUNvq53Qbjk36fE1AD9Pf+8Gs2dlaWIX6/0jepeau8vSrb+m5UFvZ8vzLItpl1KpXLT4ODgpfr6+trGxsbWF198UR8rfqnVav7UqVPqZ599dujVV19Nz8vLC/3Hf/yHXhS/Uhx7MIAnZwzGHyqowFdK69c8VHU1EFMY1wZLwIOfdZ3DB2OjCAjTOzwEAuSMH7tNufhCfgPK1etzZiYZPCH4RU8z/r23LbqsPk2Hp+u3wyBbfIWdxSLwBFfaeHRcCCG2loBcRaF6M4v8Vajw5fMQdFwKoa+dn1aASKmmULEp3AYxZUdE5NpD4AnOHg9ipDcigEmAbXdKobvKK7pyziH4u4/A2XkCZkcJrNRn4KXizafT0zworNMit0QCiVS8RoqsLUJ/K0Jv/i0my0zTpVvAfvYboGZE7IeO/CuExmMAEI5Yqblp4e8VcMHf/3FY8Bo4BfDxfXdakQl50a2QF++ENGdLSqR4rSWEEPR73WGhyx727LIG/Em3T5fIsDnDgA3aDFS7u2Dofgv86KW47aS510NZfS/kRbek9P84KPB4vu3cNB/ez0cmoNfbmJdwfgStnQie+TWC/afB0wHwdDA2hmBOaJUJpj9+c+UaOU+WIn79z5PNVZ0ub9LQzQqN0v2L7XXti2mXUqnc5PV6Lzz66KM5EomEKBQKYab4VVBQEGxsbFQcO3Ys7cMPP2y/6667yhcqfqXuGXOVki6V4YWNt+Cfu5vxf/vCg/Ff9XegzTmBp+u3IUO6foQdThBw2NyCt4abMBZwwSjTYH9OPfZm1YKhwhe1haYwZkqV4YgubS42pIspjEtlwOvCbwe78fvhK/DwHGKv0izFIwQ7AA/8hOC/Ry3479GLKFcbcJepFneYqqGTrf/QdIai8OXSetRodXim9TTcXAhNDhu+dPp9HKrbjk0Zq2uwSjMUSmtZFJQz6Gzk0NPMgecBv4fgwkchdDdz4cqQecsfTeD3EXReCqG3jZ9WjVKuolC5MdwmmhEHdCIi1yo0Q2HrbVKcPx7C0BUeXAg4eTiIbXdIoc++Ou/FhBCMO7PQP/EQRjxfgDBjTMaScejJezCQd6AY7wd9OgNe621QlN4BSVYDKGp9DeLWM+vBTHo1oQtqIPncXyH0+t8AAS+E7nMIvfkCJHc/CipSjZv4XBBaPgrvoEoHPSNVazZ43zgCvR+GUxqHzgICF7cNo84K+3cV74TEWHdNfg+TEEJwxeMMC10TFly0W+Iqpseik8qjKYybMgwoVGpi+n1VQO0+hMa74b38Bnyd74AE3QCA4NBpBIdOg1booKzaD0XVPWA12avwCReGlGbwePV1KFal4R+7GkEAvDLYhX6vC0/VbYNGIl3rJiZECHrA2ToRsrZHHm3g7L2IzhYnc4OhaEybUZ4BozYte1tXG1sgNKsXjjUQWvKX+thjj5k3b95c8+CDD8aJcV/84hcdBw8ezKuvr/dmZmYm/2fPgih+rQEMReGrZfWo1mbgmdYz8PEcLtgt+NLpI3imfjtq01K/jConCDjY+haOWzqjy8wBF5qcw3hl8DyKlXo0OcUUxrVAIASnbKP47WAXTtlGp62jAdxsyMUD+WXYmKZHi2sE74y24uhYG1yRCLxOtwWd7uP4h+4PcENmEe7KqsUt+lLImPXp/TXJzYYc/Mt1e3Cg6QS63Q6MBwN45MIH+EppPR4qqFj1351ESqFmqwTF1SzazofClSEJ4JwIV1/TZ9OouU6CDMPSB1ZBP0FnE4crrRz4mL6rTAGUb5CgqJJZ9ZRLERGR1ISmKWzeKQHFAINdPHgOOPVuENffLoUx9+oZ2HpdAvo7efR3JDavN+bRyM0ahcbzOwR63o+adwv+CXhbX4O39TXQKiMUpXsgL70dEn2V2H9ZQRKZSQseMxzmJgT6P0kZM+nVhs4ph+TzBxD67Y8Anwukrwmh156H5N7vgJIpwTcei6ZGMpvuSJgWGQvvNsPfexz+K8cRHL2UcDDPphdBXrwT8uKdYHWV1+zvXiAEPW5HtBrjRbsV9lByscsoU0TN6TdmGJCvUM/5v5NkliLtxu9Ae8PX4es+Am/rawhZWsPv77PBfeH/wH3h3yDL3w5lzX2Q5e9IKQGSoij8cWElCpUa/KDlU/h4Dp+Om/Hls8fwfAoY4QsBF0K2DoSsbWGhy9IO3tGPOD/IGVCMHEyQBstLwQgySAzV4Gs3w3XqhaT7KKvuXubWcl86aAAAIABJREFUrz46mSQ0HkwucOllkvjSygvEZDLx+/fvn/jlL3+pf+ihh6alUGo0GuEHP/jBYE1NTfITbQ7EtMc1ptfjxIHGE+iLlK6VUDT+onIT7s4pTtmbiZsL4DcD5/CL3hML2k9Ks6jRZEWErhzUp+VAK1n9tLOrFVcoiP8e6cVrg10Y8k33X0iXSLE/pwT35pUiS66M2zfAc/jE1o3Do604Od4TF52nYqTYZazE3qxaNKTlrms/MD/P4fm2c3h3tD+6bKchFwdqroNqDc39nRORypAD0zuauSUMqrewUGkXLoKFAgRdzRx6WjhwoanlUjlQ3sCiqJoFK4peIiIiCSACwcVPQujviJhqM8D1e6Qw5aXOwGqhTJrX93fw0eqWsai0YfP6vDIWCtXUtZEQAaHRRvi634e/51hCU29GmxeuGFl6OySZ69PXJpVZL2bSa4VgG0Lo1R8CnkjVbq0eUGiAsd5wZUiageTPXwKtjK9mytn7o4LXpLAyE1ZfCXlRWPCSZBSv4CdJXXhC0O22R6O6Lk5Y4wpGxZIlV0ajujZlGJAjVy3L2C5kbQ9Hg3W9CxKalu0FWmWEsuoeKKv2g1Gllo1Jt9uB7136GCMR72sNK8Gz9TuwJXN12in4HVMiV+TBOwfn3I+SaSHRV0Kir4o8V4LR5oKM9CD0xo8BfzgiD5m58BhDCAzGj4/D1R6fTQlhMpU9v7xe7wUAGBgYYCsqKuq/+tWvmmPTHg8dOmSO3ef666+vFD2/1iEeLoRnWs/gQ8tQdNm+7CJ8u3IzZMzqniQCIbAF3Rj1uzDqd8Lsd2I0EHn2O2EOuGb16IolNoWxIS0XFRoxhXEl6HE78OpgF94d6YNfmF7CvVKTgQfyy7DbmD/v39J40IP3zW04PNqKdrc5bn2OPA13ZdXgLlMN8pQZy/IZVhtCCF4f6saLHRfBRa6BBUoNnq3fvuYVWK0jPFpOT68MScVUhpTNozJkKEjQ08qhu4lDKKZfJpECZfUsimtY0a9GRERkTgghaDwRTpUGwlVqr9stRVbB+rqX260C+jvCFW1DM8aqDAvkFDMorGCQaZo73ZwIHILD5+Dreh/+3uPRVKRY2MzSqBDGanOX86NcFRDODyHgDD/8TpDJvwMuCIHY147oet4zNmtKEQBQUjUoVj71kChiXitASWL+jiynJQqAlYFmFZHtZZH1kW0k4e1Bsyk7KT0JsZsRfOWHIC4LgqwLAYkTAsWBJixkIS3khbdBsv9bAEWDG++C/0pY8OImuhMcjYLEVB9JabwVrCZn1T/PasAJAg6P9uHt4SsY83thlCuxL6cYe7OLQAhBp9uOixNhv65LdivcsTOJM8hRqLBpUuxKNyBLsbLWIULQA1/Xe/Befh2crWP6SoqBrPAmKKvvhSzvhpRJz54IBvB40wlcsod1Foai8BcVm3BfXumyvg/vtUVTFkPWdnDWdvDu0Tn3oxUZUZGLjQhejDor6bkvTIwg9NrzgMMCACDqDHB5evhGTkHgPaAZFRRFu6G89RHQazjBHstSxC9eIPjuhfak1R6f31TZzaSAZ7Aofq0DCCH4z752/Ly7CZO39ipNBp5t2JEwUmex+PkQzIEpYWtK3AovGwu4wM3RuZgPOqkKv9vxlZTvKKxXOEHAx9Zh/HawC+cnLNPWsRSF24z5eCC/DLXazCV9B91uCw6bW/Hu6GVYE3Tw67U52Jtdi12GynVZiKDZYcMTTScxFqm2o2AY/FX1ddizxhVYJytDXj7LwRNbGVIClG9gUVTNYKRXQH97OF1HoaJQUMkgp4hGbxuPrkZumpk+KwFK61iU1rKQyMRzUkREZP4QQtB8KoSe1rAARlHA1tukyClObQEsGCAY7ObR387BMR7f180wUCisZJFTzCx6MoDwQQQGTsHX9R78fR8lNAGXGGvDQljJbjCq1fWYXEkIISAh7wyxaqaY5Zxa7596nej/lPJQTGJRTTJdTIsT3KLbyCMCW+y6iNgmUQC0ZHmigs68BceZv0eIja/AyHBySAuuQ9B9JXHEC8VAmrMlnNJYdAsYpX7J7UllOEHAweZT+CAm+GCSTKkMfp6Hl4/3OZskX6EOe3ZFxC7jMo7XFgIhBCFLayQa7L2484vR5EBZdQ8UlfvAKNfeWickCPhx2zm8PdIbXfa5vDJ8axFG+IQQCF4LQpbpEV2C1zLnvrTSEI3kkugrITFUgVYaFnweEo8dodd/DDLWm3Qbuuw6sPu+se4jv4DwefP6wJju3WGr3hoISfUySfDOHL31/nyTLRWEL0AUv9YVZ8bNeLL5FByRqcl0iRRP1W3D1sy5TfIIIbCHfDAHIlFak9FbkdejfifsoeQlWOdCJ1XBJNMgS65Fo2MI1mD8jXWShrRc/NPmhxb9XiKJsQcDeGv4Cl4f6obZPz3UWSeV497cEtydWwL9Mlcx5ImAcxP9+P1oCz6wdCIww/RUSjO4SVeKvVm1uCGzCGwKXNzny0QwgCebT+HcxFQF1i/kl+PrZQ1rXo1G4Al623i0XwwhGFMgiGaAGUF+4eU0IMRo1wwLlNSwKKtnIZ1HxJiIiIhIIgghaDnNobs5fO2nKGDzrRLklaaWxxIhBJZhAf0dPEb6+LjrpFQO5JexKKhgoM1Y3uu7EPIi0PcxfN3vIzBwMoE5OAVp9ibIS2+HomQXaHk4ynitTdwJEUCC7uTClT8mCmuGmAWS4Ea0nNAS0PI00DItePdoXIpXLJRUDTajBITzRx4+EC4AEvIBQvJonZSBYmKizuYQ1aYJbNOj2nxHfwJ/8ErYsij2tj/z9SSMFLK8G8IRXgU3Rn+XVzuEEPyqvwP/0NU4732KlJqo0LUhw7AmFcPnQgi44Ot8B97Lb4Cb6Jm+kmIgL94JZfV94WqcaxigQAjBfw104h86L0WDPrZmGvF03XZokxjhE0LAu0fDBvQxUV2CLz4NfSaMOisSyTWVvricQiAJ+hD61VMgtuRplOwdfwam7tZle8/FslTxaz0gil/rjFGfBweaTqLdFT6ZaQBfLq3HF/LLYA26o+mHk4LW5Guz3xknSswXCcXAJA8LWyaZNvws1yBLnoYsmQZGuQbSGCPRt0ea8Fzbu0mPd6DqTuzLrl9UW0TiaXdO4NXBLhwx9yMoTI/Mq0/T4YG8MtxqzINkFcQaDxfEcUsH3hltwXn7QNz6dIkCd5iqsTerFhVq47qI/uMEAS/3tEQrsAJAQ5oeT9dvW3YhcTGEggRdjeGBJz+PsQbNAMVVDMo2SCBXpP7/X0REJPUhhODyOQ6dlyL9DArYfLME+eVrL4BFzes7efjcM/q1FGDKo1FQwSIrn16VirZCwAn/lQ/g634PweFz8el6FANZ3vWQl+yG/8pxBPo/jjtG2CNm/ibuROAgBFyzRGE5EkZhkYALc5k7LxVKogQl1YCWa0HLwg9KNvU3LZ/xWpYGWq4FGFm0D7EUzy8icGEhjPOBhHxTAlns31zk71DM68jfApdsH//6EddioCRKyApuhLx4J2T520FL1iZiabUghMAS8KHdNYE25wTaXBNod05gYhZzegCQ0ww+k1MUNqhPNyBTtn4yHAghCJkvwdv6BnxXjgH89HxvJi0fyup7oaz4LGh5XAbbqnHCOoInm09FI+zylWo8v+Em5CvU4J2D0youhqztIIHZC6kBYf/FaRFd+spV+YyBX/0AGOlKup7KqYD0wYMr3o65EMUvUfxKGdxcIJqOOOiz4+3hYfS4Y8I94AGhbAC18O9My8phkkdErUj0Vlb0tRYZUuWCTMx5IuCJlunVHifZaSjH07X7waRIfvl6JSQIOD42iFcHu9DsmO4dKKVp3G4qwOfyylCpXTvfrRG/A++NXsY7oy3oTzDzUqzSYa+pFndm1cAgW9uKLvPhQ8sQnmk5DU/kJpwpleHpuu3YmJEaqSo+D8EHb/gR8CffRqYAbr1HPs2sWURERGQ5IISg/QKH9gtTE20bb5agsGL1BbD5mNcXVDDIn2Fev9rwXhv8Pcfg634fIfP8o0wAQLXhf0Bqqovzv0qUUkhCyaPxlwtKqkkiVkVeJxG3qGWoFk0EHvYjj0+r9jjJWptJTxPXZgpkMwW2JOIauEBYZAv5ph+L88cJF0uBggSmLx0BxcqW7ZipBCEE1oAfba5xtDkn0O4KP8aDC0+1NckUeO2m9V9EQfA74O34b3gvvxGpZBgDLYG8ZBdU1fdBkrVhTSasu112fO/ihxiJfEcqEsJ3LO+iwdU+x54UmLSCSMpiJKJLVwFapln5Ricg8PIjgGsWr3eNDrI/e3H1GpQEUfwSxa9VgScCxoOeSKSWC6N+xzTvrVG/E56ZNzcCAGqAZIKKxCoThABqDKCmOp4MRUEvVSNLnhaN3sqKid4yybRQskmrki4aThBw2NyCt0eaYfY7YZJrsS+7DnuzakXhawlYAz68OdSDN4d6YAtOVzlMciXuzy3FvpxipEtTp+NCCMFl1yh+P9qCI+Y2OLnp7aZBYWtGIfZm1eAWQxkUzPL/HpeLAa8LBxpPoMcTnl1iKApfLa3HgwUVKRHF9t6v/fB5kl+3FSoKdzy4fmYnRURE1h8dF0O4fG6qH9KwQ4Li6tURwBw2AX0dHAa7EpjXM2Hz+oIKBrqsuc3rVxvePQpf9xH4ut8HZ51rYLdCUHR85JVMC0o+m5iVBkqqmncU2kpBBA6+zsPwtv0OvNsMRm2CsupuKMr3poSXzkoxJa75Y6LXAvF/cz64z/5vCEF70mNJNEXQP/TrVWz9yjEldE1EorrG5yV0UQDylRo4QoGozUwiGtJ0+Metu5a51WsHIQTBkfPwtr4eFpFnZAuxGcVQVt8LRflnVkxAIgIHzt433Yze1gkHT/DjrP1oVYQ9d2ki4EvWY7jLeSm8I0WDTS+aVnGR1ZWDlq5sUYGFEPz1UyDD8UEhk4iRX6uHKH4tkElR563hJowFXDDKNNifUz+rqOPnQ9PSEaeqI4a9t8wBF/hFGsnLKCV4QQeehN9bQlG4Ly8PO415MMm10EvVa+5NJLI0CCFodtjw28EuHBsbBD/jvNySYcTn8spwoz475b/roMDhpO0K3hltwQlbT1wBBSUjwU5DBfZm1WJTev6CIg5XCx/P4fm2c3hvdGqG7DZjHh6r3grVGldr+eitAMbHkl9LMk00bt6XOsKoiIjI1UlXUwgtp6cGT3XbJCitXRlxJGpe38HBYUtsXl9QwSK3ZPHm9asNZ++D9fUvLT5ii2aj6YFzRWHRsrToMkqiTJnKbyLLj+fy7+D86Lmknl/aWw5AVXX3GrVuaVgCPrTHpC22uybiJokTka9Uo0qTiSptBio1GajQpEPFSvD28BX88HLyceeB6q34bE7xcn6ElIH3jcPX/nY4Gsw1PH0lI4OidA+UNfdBYqgFRVGL8iYkfAjcxJWoyBWytiNk60xa8CIEGr8w7MZRbUN02T4F8EhJFRT6clBsak/s8s0fgHvv5aTrRc+v1UMUvxYAJwg42Jo4nW9zej7uy9kIS9AVZya/VCP52HREU0w6YpZcCw0rw0QwgIPNp3DBPlW94k8Kq/DnpXVgUlA8EJlOslLKu4z5+MPYIH472Il21/SZOjnN4K7sQnwurwwl6vVpQGoPenF0rB2/H23BZVd8iWGTTIO7smpxV1YNCpWZixKeVwpCCF4b7MZPOi+Ci1wnC5UaPNewA0Uq7aq2JZa+Dg4XP0ruL7JWKUgiIiLXHj0tHJpOTV2Paq9nUVa/PBME8zavL2egzVyfYo71zT9DyNyUdD2tzoJm059GhKu0aeIWxcpTLrJNZO0hAo+JIwcQ6P0gbp2saCcy1jA9dCFMCl2TPl0LE7rCIleVNjMqdCWCJwRPNJ1MWO3xVkMunq7fftWPsQgREBw8Dc/l1xHo+ziuiAWrK4ey6h4EBk7N6k0IgUdovDscyTUZ1TXePbcfHi2BRFcGia4SrD78eMNL4afdzVNG+BlGPF2f3Ag/VSCCAO7tlyB0nYlbF672+E1QKRDAkKriF0VRWx5++GHzyy+/PAgABw8eNLndbubmm292P/XUUznnz59vo2kaHMehvr6+5ic/+Unf7bffnnD2SBS/FsBcRu4LZaFG8rPBCQL+sbsJv+7viC7bmmnEU7XbUioFTmQ6s5VSZik6LjIqT6HG/Xml+Ex2ETQpfqFfCL0eGw6PtuKwuRVjAVfc+hpNFkKER6c7vjzxTkM5DtXsX5Oot2aHDd9vOglLICxwKxgWB6q3Ypcpf9XbAgBEIDjzhyBGeuOjv7KLaFx3mxRUipQaFhERufrpbeNw6ZOpAU71FhYVGxcvgHndYcErqXl9bsS8vmB1zOtXkqWYuIuIJGO9pYdaY8zoJ5/nJXQp1NForkptBio0GVAvMDqfEwS8G5mcNvu9MEUmp+/KLrrqha+Z8B4LvO1vwXv5TQge87z3o1UmCF7r3NVfGRkkuvJpFRfZjOKEnoCnbKM42HQy6sGbp1Dj+Q03onANJ5/nAxF4CK0fg2/+AMRlA6XRgam7FXTNzSkhfAFLF784geD1fpvu8PCEwRbgJDoZG7orJ8Nyf4HOxixh/CGTyTbr9frQ2bNnL2dnZ3OT4tcLL7wwvG/fvpJdu3Y5v/3tb1sPHTpkbG1tVfz617/uS3YsUfxaAF8+90s0OYfn3jCClpXPiNbSLMlIfj4cMQ/gry+fgS9S9s0kV+K5+h2oWkPjc5HkzBVWPck2XRYeyCvDDbqslEwFXC4EQnDePoDDoy34g6UDPn5+VZLWsoLoRNCPg82ncH5iSpj7Yn45vlbWsCaCnCAQDHSFjZ59bgKFOmzsXFDGiMKXyKJIFp269xocAIgsnJkRqZWbWFRuYucdmcTzBKN9PPrak5jXayLm9eVra16/3KSyibuIyEowKXRNpi8uROiq1E5GdC1O6BKZH0TgERg4Ce/l1xHoP4HFVIOlWAVYfcV0j670wgX5BvZ6nPjupY8x5AsH96hZCQ7VbcMNuqwFt0dkiqWIX5xA8L3zvaVnbO648pnX6dT2H20u6mYXOQ5RKpWbHnnkkRG328289NJLQ7HiV19fn+Smm26qfP3117vuv//+sjNnzlw2mUxJ1VZR/FoA9534OcwJolIm0bAyPFWzb0WN5OdDj9uBA40nMOBzAwhX//vLys1XbW76eoUQgj89/T663I6k2+ilcvzDltuQp0z9aojLjY8P4rilE4dHW3FmIqmADwCo1+bg51v+aJVaFg8nCPjnnmb8Z9+USfGGdD0O1W2DXqZYs3aJiCyV2aJTbzXk4lDdtpT3GhRZewa6OJz/MBQdJ5VvYFG9ZXYBLGpe380jNMMGhmGA7GIGhSlqXr9crLcoHRGR+WIL+KNG9JOm9NbZylVHyFOooyLXpEfX1ZQJsZ7gXCOwvPonwKzehBSkOZujIpdEXwVGm7cs1y9HKIDHG09GbX9oAN+q2IgH8squ2nvCSrMU8euVXqvupfaRomTrv1mV3fv5Qv0sJS+To1QqNw0ODl6qr6+vbWxsbH3xxRf1k+IXADz77LPGH/7wh7nPPfdc/7e+9a1Z30MUvxbAXJFfDWm5+KfND61ii5Lj5kJ4uuU0PrZOtffe3BI8UrERUrHDtGYQQtDtduDo2ACOmgeiMxbJuFpKKS+Vuz/5R1iDyf9XFCjcnVOPPcYqbEzPW7OKoh+MDeGZ1tPwRkKxdVI5nq7fjg3p+jVpj4jIUuAJwX/2teHn3c1Jt7maTX9FlpehHg7njocw2bU05NLgggR+b7gSbUElg6x8GsNXwqJXIvP6dAOFwnVmXi8icq0zJXRFUhdd4/MSunIVKlRpMlGpzUCVKHSlJHN5E7LGehjuTW70vlQ4QcALHRfw5lBPdNk9uSX4dsUmcWJuESxF/PqfJzqrOl3+pCU2KzRy9y92lC+qlLFSqdzk9XovPProozkSiYQoFAohVvzieR5qtXqTz+e7MNexZhO/RFfkGezPqZ9V/NqXXbeKrZkdNSvBDxt24N97L+MXPS0gAN4Y6kGHy45n67fDKFeudROvKXo9Thw1hwWvPm/y6MGZmMTvCQCQLU+bVfwiIHhzuBFvDjdCJ1Vhl7ESe4xVqNNmr+rsz63GXBSr9+BA4wlc8ThhC/rxzfPH8fWyBnwhv1yciRJJSQghsAb96HE70ON2oNvjQI/biV6PE4GZTuIzeLm7GbkKNerSdGJHU2RWcktYUDSFs8eCIASwDE2lMPo8JFyplkJcFo1UBuSVMSisYNeteb2IyLXCeMAfTVlsj0R0TfqizkauQhWN6KrSZIpC1zpBWXk3HLOIX6rqe1b0/Vmaxv+q3IxilRY/6bgIAcCbQz3o97jwbMN2pElE3+vVwhbgZs01tga4JZ/Qjz32mHnz5s01Dz744DQxjmGYZRljieLXDPZm1eKErSdhtcedhnLszapdg1Ylh6Yo/GlxDSo1GXiq5VO4uBBaneP40ukjOFS/DZszjGvdxKuaQa87LHiNDaA7QWqjnGZQrNbisnMi6TH2iREVAOYWnpWMFF4+CACwBT14ZfA8Xhk8jyy5FrsjQliF2rgq4lOBUoOXr9uNH10+i/fNA+AJwU86L6HFMY6/qt4KJSteWkXWDlcoiB6Pc4bQ5YCLm5+/3kwsQT++fv44NKwE23TZuFGfjRt0WSlfeUlkbcgpYlBYRaP3crx3F4Ap4YsCjLk0Cq8S83oRkauRSaEr1qdrPkJXjkKFqmmpixniPWOdoqj4DAL9nyT1JlSU713xNlAUhc/nl6NAqcHB5lNwcyFcsFvwZ2eO4vkNN61pFfZrCZ2MDY0HkwtcehkbXOp7mEwmfv/+/RO//OUv9Q899NCiUihnQ0x7TAAnCDhsbsHbI80w+50wybXYl12HvVm1a5ZqNR+GfG4caDwR9ZdiKApfK2vAF8VolGVlxOfBsUhKY7vLHrdeStPYrsvGblM+duizIaWZa76U8nzgiYAnWt5KKjw/Wf1ZNDmG8P5YG45bOuHi4sPpCxQZYSHMVIVi1cqnIRJC8OpgF17qvAQ+ci0tUmrwXMOOlK9II7L+CfA8ej1O9Hgc6HY7cCUieI3NY2ACAEqGRYk6DcM+N8aDgbl3iIGhKNSn6bBDn4Mb9dkoVGrE+4xIlDd/6wDsswx05RzuuFd9VZnXi4isdyaCfrRFBK72SFTXfO4nk0JXrBm9KHRdXaSSN2Gfx4XvXfo46nutYlgcqt+ObaIR/rxIZc8vr9d7AQAGBgbYioqK+q9+9avmybTHmdvMhuj5dQ3h5zn8Tdt5HB6dMg/fbczHYzVboWDEaJTFYvH7cGxsAEfMA2h1jsetZykKN+iysNuUj5v0OVDNqEAjllKeH/MVnkMCjzMTfThibsOH1k54E1SMLFXpscdYhd2mKuQp4oqSLCuNdiueaD4Z9bdQMCwer74Ot5nyVvR9Ra4NOEHAkM8TjuSKCF09HgeGvG4kia2ZhoSiUajSoESdhlJVGkrU4YdJpgBFUXNWpP1ifjlCRMAn1hGY/d6E2+QoVLhRl40d+hxszNCLvpPXMDwh+M1/2KEMyZNu45X4cc8facQoWRGRFWA+1Xsnha7JtMU25zyFLrkqGs01WX1RFLpEVhtnKIgnmk7i7MQYgLAR/jfKN4j2I/NgKeIXLxB8d5Zqj89vLupmUqDqvCh+XWMQQvDbwW78pPNiNBqlRKXFcw07kK/UrHHr1g/jAT/+MDaIo2MDaLRb4wr9MhSF6zJN2GXMxy2GHNG3YI0I8CGcHL+CI+Y2fGzrQVDg4rap1mRht7ESu42VMMlXJiJrPODHweZT0Yo0APBQQQW+Ulov+iSJzAtCCMYCvqjI1eN2otvtQJ/XiaAwt8xFAchVqMPilkqL0ojIladQz/ob5AnB95tO4ENLfNrxLYYcPFO/AwxFgRCCKx4nPrGO4IR1GM0OW0LxTcGwuD7ThBv12diuy0amLLkIIrL+4QQBnW47LkxYcNFuwSW7FXcPXIe8QGbSfQZl4/hl9gnkKlQoVaehVJ2OUnUaytRpyFGoxUkhEZFFMlv13iKlBnlKDTpdEzDPU+iaFLiqRKFLJMXgBAEvdlzEa0Pd0WX7c4rxncrNkIj97qQsRfwCAE4geH3Apnt3aEJvDXBSvYwN3pmbYb0/X2dLBeELWCPxi6KofwWwD8AYIWReLvGi+LW8NNqt+H7TSdiC4WgUNSvBEzXX4yZDzhq3LHWxBwP4wDKEo+YBXJgYixvY0QA2Zxix25SPW425osliiuHhgvjE1o0j5jacGr8CjsQPzTek5WKPsQq3GSuQKU1asGRRcIKAn3c345f9U4VONqUb8FTdNuhEAWBNmIwmfGu4CWMBF4wyDfbn1K95GrszFAxHcEU8ua64HejxOOGepy+XXiZHiSoNpeo0FEeei1QayBcR4csJAp5o+R0+sIwARI2wHSgHUG7casjG07V3JxTP7MEAPrWN4hPrCD4dH03a9hptJnbow15h5ep0cVZ2ncMJAtpcE1Gxq9FujVa/naTelY+9tg0gIKAw9X1Pvv697iKaNYMJjz/plVmqTkeZOi0ijqWJ91sRkSRwggBr0A+z34t3Rnrx1vCVBR8jW66MiFyZkaiudPGcE1kXvDbYhb/vmAr42JRuwDP125EuFX+/iViq+LUeWCvx6xYAbgD/Lopfa4c14MMTTafQ6Jj6Pf9pUTW+VFIrzqxGcIWC+DAieJ2dGItePCehADSk67HHlI+dhjwximGd4Az58aG1E0fM7Thn74v7XmlQ2JJRgD3GKtxqKINWoli29/7D2CCeaz0THRDqpHI8U78dDekr70MmMgUnCDjYmtxH7lDN/hWPyvPzXNSLq8fjjApek5MSc6FiWBSo1MhTqJCjUCFbroBRLoeMocEJPEKER0gQwBEeochrThAiy3lwRIhZziNEhLj9BrwT6HCPJW3D/6rYg/tyN87aTk5+RY/2AAAgAElEQVQQ0Oiw4oR1BJ9YR9CfpOKtXibHjboc7NBnY2umcVFincjqEhR4tDrGcdFuwQW7Bc12G/yzVAgtVGqQLpGhqLMQld7suPXtyhGYK4dA0UD3Ajzq9DI5yiIRYuEosXQUKDXiDL/IVU+A5zHq92LU74HZ78Wo3xt59mDU74Ul4Ivr48xGllwZ9uiKieoShS6R9cyZcTOeaDoZLeyTo1DhRw03okSdtsYtSz1E8WsF0x4piioC8LYofq0tnCDgp52X8MpgV3TZNl0Wnqy94ZoNX/ZwIXxsGcbRsQF8ahsFl+A8qNVmYrcpH7uM+TDIl08YEVl9xoMeHLd04oi5DZccg3EprCxF44bMIuw2VuFmfRlU7NLPiz6PCweaTqDX4wQQTpP9RtkGfD6/TIx8WSXeHmnCc23vJl3/tZJbcIuhbLpIFBWGZgpHsYJSvOAU5HnYQyFMBENwhHi4QgLcnAB/co1gBgRACARBgAoBCAIIAeCBFPi5FCgzUabSo1RtQKnKgDK1HlnyNNBJfssDXhdOWEdwwjqCC3ZLwoGZlKaxJcOIHfps7NBlI0uxvJGYIosjwPNocdpwcSIidjlss6bdlqi02JhhwKZ0AzamG5Apk+N3w434UesF1Lkr0OAugJZTwMn60KjuR7O6A9+r2YS7cxoAhKMge9wOdLkd6Hbb0eV24IrHAR8/98nDUhQKIym+ZTHpk3qpXLzOiqwLCCFwcaGIoOWJiFxejPo8MAe8GPV5MRFaWEGS2TBI5Xjj5v3LdjwRkVSh3+vCdy99jAFv2AhfybB4qm4bdujjJ2GuZUTxSxS/rhneHenDj9rOIRCZsc2Rq/Bcww6Ua1bWDDxV8PEcPrGO4Kh5AKdsIwk785WaDOw25WO3MU8ciF2ljPldOGZpxxFzG1pdo3HrpTSLHbpi7DFW4UZdCWSMJMFR5oeX4/DXl8/i6NhAdNkeUz6+V7VVNHpeQThBQJ/Xhsea3sSgP74i65IgAMAAkAKQACTyDMm09K7kuxMAHBAVuSaFLi4lRK6FoGQkKFEZUKY2oDQqjOmhkUyPjnVzIZyxmfGJbRgnrSOwhxJXwi5Vp2GHLpweWZOmE6OTVwkfz6HZYYumMbY6xhFKkDIOhH+iZer0qNjVkKYDDw693nH0eqyRZxsaHUPgBAGAKi6VFvBAI5Hh7uwGFKt0KFLpUKTUQRkz6SAQgmGfB90xgliP24FBnztu8iIRWlY6JYhpwumTxSqtGGkosuoIhMAW8EeErBhxKyJ0mf3euLTh+SKlaZjkSmTJVZFnJQ6P9GEwUgUvEQ1pOvzj1l2L/TgiIimNMxTEweZTODNuBhC+Z329rAEPFlSIEyIRRPFrjcUviqL+HMCfA0BBQcGWvr6+ZJuKLAOdLjsONJ7AsN8DAJDRDL5XtQV3ZheucctWhgDP45RtFEfNA/jEOpwwVaNMnYZdpnzsNuYjT6leg1aKrBVDPjuOjrXj6FgbOt2WuPVKRoKb9GW43ViF6zOLIFlEBTtCCF4Z6MJPuy5Fo1+KVFo8V78DhSqxAMVSEQhBv3ccbS4z2lyjaHOZ0eEywz9Z+IAAyQbgc4pNhEZY2JICJPIMCSjML82KgAOFEGiKA0vzkNICZAyBlGbA0gwkFA0JzUBCMZDQDFiKgYSmp/3NRtZJKAYsTcdsS0NKszOWRfanph+fjdlHQjPh948el8Y3L/wGza6RpJ9Dzcogp1lYg555fW6TTINStQFlKkNYEFPrUaDIAEsz4AnBZed4JD1yGF1uR8JjpEuk2KbLxg59Nm7QZUHNLl6EFpmOhwuhKUbsuuwcT5oyRQOo0GRgQ7oehSoVlIyAsaADvZ5x9Hpt6POOw80tT1RKllyLYqUOJSo9ilS6sDA2QxTz8RyuuJ3octsjwpgDXW57NNVlNigAeQp11GC/TJOGElUachSqpBGMIiJzERR4jPl908SsWHFrzO9NmF0wHzSsJCpuZUXErdjXGVJZ3IB+ruq9B6q34rM5xYtqj4jIeoATBLzUeQmvxmQ8fTa7CH9ZtVmsRA1R/Fpz8SsWMfJrdXCGgniq5VOcsk1FvTyQV4ZvlG+4KrwzQoKA0+Nhwesjy3DCGbVCpQZ7TPnYZcpHkWplqv+JrC96PTYcGWvDkbF29HvH49ZrWBluNZRjj7EKm9MLFuwVdcluxRMxBSiUDIvHa67DTmPesrT/WoAQgiG/A23OUVx2jaLNNYp21xi8fOJIIhAARA8K8VGcBB5kyny43VQFgIInJMDJCXCEOEwEOdgCQXjnkXYFhH25ClUaFKk0KJ5MwVKlI10mX1NT/fkyV3rogao7sS+7HvagF90eK7rcFnR7LOh2W9HjsSKQoMLqTCQUgyKVDmVqPUojoliZyoCQAJy0jeKEdQRnJ8wJI3IZisKGdD1u1Ie9wgrEqsULwhUKotFhjYpdHS57crGLolCsVCNbIYeSFRAQPBjyj6PPO5Gwkm4iGIoGS9Hz+l3Mh0lRrFilQ7FKHyeKEUJgDfinBDFPWBTr9Tjn5YOkYBiUqNKm+YmVqtPECs4pyFoUMPFEUhJH/R6M+uL9tsaD/nlFI86EAqCTyWGSRcQshTIicKmiIpdqEaI/TwieaDqZsNrjrYZcPF2/XYyqFbkmeGOwGy90XIjeBxrS9HiuYQcyrnEj/FQVvyiK2vLwww+bX3755UEAOHjwoMntdjMvvPDCMAD89Kc/1b344otZFEURhmHw+c9/3nbo0CFzomOJ4pdIHDwh+NeeFvyf3svRZQ1pOjxdvx162frzt+IEAecmxnDUPIAPLUMJZ4FzFapISmM+StVpYvirSEIIIeh0W3B0rA1Hxtow4nfGbZMuUWCXsRJ7jFVoSMudd9SALeDHweaTuGifur/8UUElvlxat+LG6+sNQghGA060Oaciutpco3DNEWUioRiUqQ2o0pjQ7fahyR5IWnHOKJOBpdhoJOxcyGgGxSotStRpKJl8vgr8hXgi4ImW5IUBnq7dn3RgyRMBQz47utwW9ESEsS63BcP+xBFdM0mXKCIeYgYUKDMR4Fn0ur04NW6GJYkRer5CHakemYOGdP1VMWmznDhDwbA5fUTs6nLZ4yoXT0JTgE4qgYzh4eddsIXGISTdejpymkWhUodCVSaKlDoURZ7zFOk4bG6dVVD9y4rdqNFm44rHFnlYccVjm/fvBghHGMZGiZWo9ChU6qKejSFBQF+kyESX24EeTzhKzBqYX7EJk0wR9RAri5zrBUqNeK1eI1aigAkhBOPBwDQxK9ZY3uz3ziuqMBEsRU2L0ppMS5xMUTTKFSsWhcIJAt4d7cPbw1dg9nthkiuxL6cYd2UXicKXyDXFufExPN50InoeZ8uVeH7DTde0Ef5SxS9OIHi936F7d8hlsPl5iU7OhO7M1VjuL0izMfTiry8ymWyzXq8PnT179nJ2djYXK3795je/0f7gBz/I/f3vf99VVFQU8vl81M9+9jPdd77znYRtXqtqj78CsBOAHoAZwJOEkH+ZbR9R/Fp9PrYM4+nW09ES9eupKh1PCC5OWHDUPIDjlkE4EvjIZMmV2GXMx25TPio16et6gCqy+hBC0OocxZGxNhwda0uY9mWQqbE7IoRVa7Lm/I1xgoB/6m7Cr/o7oss2pRtwqG7bNV1J1BJw4XJU6AqLXfbQ7FXgGIpGiUqPak0WqrQmVGuyUKLSQyBhw/XHm05i2OvBDfY8bJ/IR0ZIgQmJDyczBnAqfQAkyVfFUBTyFeqouFWiCkeCZCtUV+3AYTKi4u2RZpj9TpjkWuzLrlt0RIWHC+KKx4oujwU97qlosbnESyBciTVXkQGTLBOAAmN+DoNeb8LoChXD4gZdFnbos7FNl31NzuhOBAO4aLfgYkTs6nY7kkaiUABYOoSg4AGoAIAAQM3eD9SychSpdChUxohcKh1MMm1S4X+xgqqPD6LPOx4VxXo9NvR4rBjxJ/9MMzHJNNOixIqVYYFsUhSzBwPRlMlwlJgdPW5n1A91NiQUjaIYg/2SSNXJzATpZyLLy1vDjfhh23tIlsZ+oDocoRoLJwgYCyROSTT7vDAHvLMWc5gNJcNOi9TKUijDUVyKsLilk8rFdFoRkRRg0OvGdy99jL5IFWoFw+Kpuhtwoz5njVu2NixF/OIEgr86N1J6xuqLMwy/Tq+w//WW7G52kQKYUqnc9Mgjj4y43W7mpZdeGooVv7Zu3Vp58ODB4bvvvjtxKfEZrFnk10IRxa+1YcDrwoHGE+iJqUr3rfKN+Fxeacp15gRC0OSw4Yi5H8fHBjEejB9I6WXyqOBVq81Muc8gsj7hiYBG+xCOjLXhD5aOhMJMjjwNe4xV2GOqQqlKP+tv75h5AM9dPgtfJC1XL5PjmbrtqF8HwvNSGQ96wpFczqmIrrn8pGhQKFLpUKUJi1xVmizkyNMw4vej1+tEryf86PO4MOxzQwBAEwpfGtiMTc74Sj8XtCP41/zzMCoUKFGloUStjQpdhSqN6AuxAhBCMBZwTaVOui3o9ljR5x0Hn8RgfWpnGlJaDQWdBg9Hg0/QdaEA1KbpwlFhuuyrNsLXFvDjQkTsumC3RCvKJoJAQFjgCgDwR/5OvK1Bpo6IWzoURYSuQlUmMiTKRf0fl1NQ9fMh9HnH0eOxoncyWsxrw7DPvmBRrCgSJVYUSaVUsTLwhGDI50a3a0oQ63I7MOybX1RoukQWqTaZFvUUK1ZpIWPE68hc8ETARNALW9ATfgQ8sAbdsAU9GA96YA14YAu6MepzgiRNY/dDL6Nwh6kO1kAgWjXRGvDNM44xnkypLEHk1tTfGlZyVV5fRESuRlyhIJ5sPoVPY4zwv1rWgD+6Bo3wlyJ+vdJr1/30sq0o2fpvVut6HyhKty2mXUqlctPg4OCl+vr62sbGxtYXX3xRPyl+paWlbezp6WnS6XTz8iMRxS+ROfHx4ap0R8xTVenuzCrAd6u2rHl1pHD0zTiOmgdwbGwwYSpMhkSG20x52G3MR0O6XpxtE1lROIHH2Yl+HB1rxwfWzoSGz0XKTOwxVmG3qQqFysyEx+n1OPF44wn0RmajGIrCN8s34IG8sqvmZuwI+eKELnNg9okbCkCBMhNVmixUaUzIV+jAUjIM+7zo9brQFxG6xpKkxU1yi60QXxypT5r22KmzYPfmHLAKCqyCAqMEWDkFWoKr5v+/HggKHPq84+h2W9HttqDLExbGkgqiBADkAFEAUIBCYl8ck0yBHRGfsC0ZxnUrRIz5vbhgt+D8+BjOTYxhxO9Nuu2U2BURumaIXeGouvSpVEVlZjSqS8Wuv6i5SVEsmjrpDQtjCxXFJlMni5X6qECmZmXwcCFciaZOTpnsu+eRCkcDyFdqpgliZeo0ZMmni4mcIOBwJEVtzO+FMZKitncdpahxgoCgICBEeAQFAUGBhycUhDXogSXgxXjQg/GgDxNBHxycH46gHy4uADcXhJcPhb8rQiH8Y535QOSZBQVp3PV8MTAUBaNMEU1BjE1JnIzgWq/XCxERkcRwgoCfdjXilYGpiOS92YX4btWWa2rCcyni18OfDFR1OoPxMxARyrVS9y9uzG9fTLuUSuUmr9d74dFHH82RSCREoVAIovglsqIQQvBfA534WVdj1BywTJ2G5xp2IFexulUQCSHocNlxdGwAx8wDCTv7aRIpdhrysNuUj40ZhnXTSRS5uggKHD4d78URcxs+snZNVRmMoUJtjKZGZium+wx4uBD++vJZHBsbjC673VSA71VvgWKNheeF4uYCaI+punjZOTovD59cRToq1UYUKA1QM2oIhMWw3xsRuVywh+ZXTU7Bs9gazEa934QCVzrUTtmiBkkUg4gghilhLObvuHVyUSxbCWIN9ntinqcZqRMgnP6kjIhhib9zCUVjY4YeOw15uFGfA4M8db0te912HBvrw7mJMXS5XXBzyft6YbHLHxPZFQQoQEozKFBkolCVieJINFehMhP5ygxI6fV1XVkMAT6EXu94NEqsxxuOGBtagChmnIwUm1GBUsVIYQ740BMjiHW5HRjwuuZlsK9iWJRGUiaLVVr8YWxwmg/kJLcacnGobltSHytOEBAiAkKCgIDAIyQICAk8ApHn6cvDglSQhNdNClTR5bHbCDHbkKltQhGBK8BzCAh8dFuekEUZvq8k4fOCA8BDydLIVahRrs7EhvQsbEnPgekqTmEXERGZnd8N9eDH7eej1+v6NB1+2LADGdJrw3pkKeLXfUd768eDfNJqMJlSJvj67qKmxbRrUvwym83M5s2bax588EErIYR64YUXhrds2VL55JNPimmPIivDhQkLnmg6iYnIgFPDSvBk7Q3Yro9PHVpOCCHo8Thx1DyAo+YBDPrccduoWQluMeRijykfWzKMovGsSErh44M4YevBEXM7To73IJjAQ6ZWm409xirsMlbCIAuLyomE5xKVFs827EjZynZeLogO99iUGb1zFP2+iTn3M8m0KFIakSlNh4SSw88TDPn+H3tvHtzIed95f57uxn2RAG9yZjgczaE5NYeukRI5svL6khI72WxiZytVqXV8ZFOvq/xWdtdO7PXau7az2aje7OZwJW+2srWuVJJ3s1EiRbbflWzJsmZ0z8G5NDMczsGbAEiAuNHdz/tHAyBAAiA5B4fk9KcEodHd02yCjUY/3/7+vr8MV9PJup1Z66EAvR4/9zlb2Ztvpy8ZIhDzIGN36XwgQHNTEslqhbFqoUwtv3aDotkDr5vBkCZj2URNx8nL6WlGs7PWClKh1hVW/25ui0NlT6iFJ9o38TMdWyqdA1eTZDHH1XSUE7MTnJidZjiVIl4wMGXjO9ASg2pnl08TlaD58vMWX4Rud3BddBpdbfJGkWuZmUrAvuUUi65IFGt3+SsOsepsMYfQuJaZY6hKEBtKzdaNZ1guHS4PblVbJFgVpbksoe1eQhPQ79e5mpmiaBYblvd6VQe7g93sC/awL9TLnmA3Ace9Mei1sbGxODEzze8MHqvkRXe6vfyn/Y9xX2BRlNWGY607vwA+97nP9f3DP/xD6yc/+cnYs88+O/Y3f/M3oa9//es93/ve9y5t3rxZz+Vy4k/+5E8iX/ziF9dO4P3NYItfa4epXIbfHTzO2WQcsK4hPj2wh1/rv/+2lxReqxK8yuVf1XhUjZ9q7+GDHZt4KNJ5T1lTbdYvaT3Pj6OXeWnyAm/NXFuUaSSAgy2beKpjFx9o306L08vJmWm+euYNYgWrG5lP1fid3Q/xREfvXfgN5skbRS6mpufD6JOTXM3Emg8WJbQ4QnS5w/hVP4bUSBR1RrOpZQcMO4TCJq+ffl+Qfl+QrY4QvckgnmkX2TFJdrrxHggNhALm4j4YFdxhQedDGnoW9KyseoCRk+gZiZ6DO2FrUJwL3GVugea1XqvukkjmFRVRTXHa7rJmZPQCV9JRhtKl0snUNJdTUVK6rBLCGglcBj7NoN/n5XC4g12BDu7zt9PtDtX9vitnWT0/NshUfo4OV4BnevbVzbKSUhItpLiajnM1E2M4FeViaoZr6TRpXcFyqjV2YlliVw6fJtnk9XJ/MFxxI/X7IkScPvu4uA2URbGrmVhNrthodhZzmSeAcmbagG9eGOv3RtAlVWKYJYgNp5M3HbS+mliermYPal4rwuqK61E1vJoTn+rArzkJOFyENDchh5tWp4cWhxuP5sAhFJyKilNRcJSenYqKQ6mer+AQCp9790ecSTSOktkXivCdI09SNA3en5tkMDHGYHKUwcQYsSaZkgLo90XYH+qtCGJ9HrtBko3NRmc0m+Jfn3q9kpvpUVX+3Z6H+an2u3vNfadZy5lfZfHrxo0b2o4dO/Z9/vOfn3z22WfHAP7wD/8w8kd/9EddUkqEEPzqr/5q9Gtf+9pkvW3Z4pfNTVEwDf7w4kmeG71SmfdYWzdf2f0QAYcTaUri5w3iZw0KcxJnQBDeoxK+X0Us0elhJJOqlDReTi0ui3IrKkfbuvlg5yYejXTb2Qs265pEMcsr05d4afIC781eXzSUUoXgwdYtfLBjF3sCffzehROcTsx/B/2LLTv5jYG9q+J0LJg6Q6novKNrboIr6Whjl4EUgAOv6qXVEUITbrKGJJYvLHvQ6FFVtniDFZGr3xeg3xekAy+5CUiNGKRGzCXFLl+3gr9Pwd+r4O1UmHnf4MZLjbN5Nj3lILKneQmYlBIjXxLHSmKYUZ7OWq+rRTM9K5HLM7CtCKFa7jK1QenlIoeZmyXPwzW/5y2cz9cqUkqm86lKhtiZxBTnkwlieROJu255pDXYz4HI4laL3OcPs83fxn2+drb529niDfP7F/933S6GD4W38InuB7iRtUSUa5k4w6kYGUMCLpBulhK7FExanApb/X4OtrRzqLWbrb4IQduZclfIGzrXs/PdJ8uOsZWIYm1Of41LbMAXYZOnlURR53Pv/JBkk/wwBej2+GqFIaGgCutYNaWJgYkhDYqmTt4skjeL5IwCGaNA3iyyHNGq4Tqlj4hXdRJx+qyHy0eb01+ZLs9vc/kJau47Jhq9MDbMt843HiN8+f4jfKxn66L5UkomcklOJ0YZTI4xmBhjKDXd9O/X4vCwN9TD/mAv+0I97Ap04lLrZwva2NisX9J6ka+eeYM3YhOAdcr77LZ9/IstOzesAH4r4pdhSv5Nk26Pv3e4e0hdA9eMtvhlc0v809gw//n99yp3Kfs8fr659yjKj90khhbfuQxtU+j/qHPRgGkim+blqRFenrzB+3OLy6OcisIjEUvweqyte93lHdnYLIdoPsWPpi/y0uQFBpNji5Y7hMpD4X5MM8QbsfmbJ4da2/n63kduayaBbhpcScdqhK7LqWn0ep33pAI4AAdO4car+tClSrpJHtFCgpqzRtzq9wXZ4gvS6fIghEDPSdJj5srFrj5L7FLU2nOONCVXXyys6Dx1OzCK0hLI6jjKytNG9fTNV0U1RXVTP6Ns4WsXjL5aIDm8+P2+k+/T3cJyhkzx8uQ13p2Z5no6R7GRtksByILIUgmPlwA+kH6svDEdRAoou0scWKWXLsDdsPQSwKsqDPgDHGrt4Mn2zdwXaN2wF9wbiYWi2NWSMDayQlEsVWghbzY+PoIOwc92tc53QiykieVTdbMlb4YWh6ckXvlpKwtZLj8Rp9ea5/QRdvruSlnwQgwp+crgcV6dHl207In2Xr6x79Fl53il9QLnk+MVQexMYoy00dgmrAmFnYFO9oV62FcSxNpcq5uFa2Njc2cwpORPLp/mr69frMz7cJcVhL8RzRe3In4B6KbkueuJyPdH59piOcMZcauFD/cGop/YHIqtBeELbPHL5jZwITnD7wweY6IUPP/Ts1v45ZHGXdTKjorpfJYfTY7w0uT1SgllNZoQPBzp4oMdm3i8vQefZt9Zs7l3mMgl+eHU+7w0dYELc4uduw4CSBnGKJ2m210e/sO+R9kVaF122VUZQ5pcy8QrXRfPz01wKTVVm0smwfIaWCIX0oEqXCg40eXyv9DaXG76a5xcluDV4nDVdjm7zWJXPdaDo0kaCx1kpdLLOqJZ2W3GKlZMLccht54xSw1Wfjh1ndemR7meqV8iVS5BBBXBYhFaogOiqdjV5nRzqLWDQ+EODra00+uxyxY3EnlD50Z2pqZ0cjgTYzQ7U989K32oZjsPzfZydGYzrUUPM44sx1qv82bLCKYSBdG4ZK8emlCIlESrhi4tp5+w04u2zmIkdNPkB6XOmJO5DJ2lzpgfvsXOmKaUDKejJWeYVSo5Us4RbEC3O8i+UG9FEBvwtdk5tDY265jnx4b5zxfeRS+dq/cEw3xr/2NEXBvLeX2r4td6wBa/bG4Ls4U8/+7sG7wXm+bfXH6cvnyo4bqmajLhn2NKZkirRbJKkYxaJKsWyWk6vSEf+zsiHOpsJ+RzorrsAGibe5sbmRlemrrAS1MXGE5XlctLB8h2BJYwrApBv09wOT28KND3A+3b+fruZ1CE4EZ2piJ0XZib4P25yXm3gARQqRa5wFHKRFrexbvAKsfp9wbZ4guwteTi6vcF8TcQsfWcJD1aErtG74zYdS8gpcQogFFdermwDDMjrdyyknBmNq6sWhJPu2DnpzbWxV8zovksx2MTHIuO8VZsklydxhULb/w0osfj42BLOw+0tnOwpZ1uT8OcWJsNTMHUuZ6ZqZROWtliMUZSM/zL689wMLlp0b85EbzBX2x+HlOxzpNe1WEJWtUurVK5Ydjpo630Oujw3PZs1nuReCHNmcR4JTfswtxE3SY2ZcpB+vtDvewN9rA31INfc63iHtvcDCvJcLTZ+JwsBeHPloPwXR6+feBxdmygIHxb/LLFL5slkKYkMyVJjRjMjZjMjupo+u3/QhAaqC7QXALVZZXiqO7S84J5WmWe9WyHQdtsJIZS07xccoSNZGetXC0ZQTA/cJbkSlO1ZVebfa1E82kyRqEkcmksFLksoWt5n2FVCDZ5/JUSxbKTa7PXj3uJ0mRb7Fo7mHo9F5nlLps+obNUFZW/T6Ftv0ZoQEHcQ3+XvGFwcnaa16PjvB4dq7ifGyGQPN0zUBG8Ot3eVdpTm/XIs//0E568fLihi/77297iV5/cT2SNlB7eyxRMnYtzUysK0t/qa7OC9EM97Av20GsH6a8pdNPkq+eer5vhWL6ZaLv57j3Gsmn+9amfMFwKwncrKl/d8/Cymk+tBzHVFr9s8ctmAdViV2rEJD1mrtg1oGNiComzScv224qgSiQDzS1qxLGFQpq2YN6dLn9aD6VXNmsPKSXvpyZ5afICL02+z1QekK0NHSeWIJajInbhWJY7BawOXVt8AbZ4gyUXl+Xm6vX4l33xtxKxS9HA12OF0/v7FDy22HXXuPS3edLjy6uj1LwQ2aMR2aviDK6NC7nVQkrJh179e9JGY/dHUNP43hOfWMW9slnPvPnfZ3DNNnZV5tuyPPyr4VXcI5vlItjsXXwAACAASURBVKVkPJcoiWHLD9LfF+plf6lUcmegE5edb3vXeGF8kG9e+EHD5V/e9SGe7t63intks1ZI60X+/dk3eT06Xpn3mW17+bUtuxoK2OtFTL3XxS/7jGuDNCSZ6eWLXe6I4FwhxsBcuOHdyr/fdJYvfHQvbZobIw9G3irBMfKg52XVvNJz1Ty9NM9snD1a55fA2lauuovR8lEcjUSy0nx3PSHNWi605q6zeqHbxZQkPW6SHDY2XJi0ze1DCMGuQBe7Al385rYnOJMY47fe+wGGDNRfHzfUySKqxq85LPeWN1Dj5Opye1dcKmOLXRuD8B61qfjlDAkKCetvq2dg8m2dyXd0gv0Kbfs0AluUe+IcJoRgq7+FM4nGXby3+BrHAdjYgHVNkBw2iQ7qTYUvAPesh8KciTNw9wdMNrUIIejxtNDjaeFDXbsBSOt5ziUnrNywOkH6s8Usr0Uv81r0MlAbpL8/1Mu+YC8Rl10afTswpSSl50kWsySKORJ6lkQxS7KYI1G0pn849X7TbbwwfsYWv+5RfJqDb+1/jO9cHuSvrlvHyZ8NnWE4leRL9x+pG4T//cmzdYUvgFemL/H9ybP28bQGsMWvOkhTYpyexDg5gUzmEUEX6gNdqPs7N8QF/s2IXf4+BX+vir9XQfMK/vDt93noTD8Hk9016woEJ4LjzGxK0VEq91A0cPhW/r5Js5Rrk6sSyyoC2eJ51evpeVYUCG0WwSxKiilYqXAmVFCd9Us0NbcgN2PW7TYHkBgyiZ83NnSYtM3tQRGC/S29uBQfmWU0WAw7XVUurvkOixHnzbeit8WujUn4fpXksNG0K2YuJokO6sxcMKzvCwnJYZPkcAFnUBDZqxLeo+Hwbuy/8TM9W5uKX8/0bF3FvbFZTxTTkthZndigQTG1vOsMqcP5/56nbb9K5xEH2gb/fK13fJqLB8NbeDC8BbAazVxNx2pKJauD9HVpcjY5ztnkOH99410Aetwh9pbFsFAPA762NVMudbcomDqJYq4kZM2LWdVCVmVat9ZLFnPL7rzaiCupaa6ko2z1Ruxy1XsQVQj+1fb99PuC/KcL76BLyf+evM5oNsW39h+lzeWpWf+50VNNt2eLqc0RQhz+9Kc/Pfnnf/7nIwBf/epXO1OplPrss8+OffGLX+z57ne/2xYOh/VsNqvs3Lkz+61vfWv08OHDuaW2uxB7xL0AaUqK/+s85oV5559M5tFHkpiX4zh+4f51J4BJo6qMcXQFYldfSezyLP59P9a7ld9LvNuwQ9GXeo/U2fLKEIpAc1sC0kqRUmLq1HWWGbmy+6w0r46QtpIyT2lQydEpzVnRvo6+UmT2ooHmFTh8As2LNe0RaF6B5rPeh/V23NncGTThBBoHNHlVlb977GmCjlvPh9FzktTofDfGXNQWuzYiQhH0f9TZtDTb0y7Y9KSTnsclMxcMooN65XgoJCXjx3Qm3tAJ3afStl/F16NsyMHCR7r7ORYd59Xp0UXLnmjv5cPd/au/UzZrFimtc2jstMHskLHoppwjICjONb9mkAZMnzCInTFoP6TRcVBDdW28z9ZGRBUK2/ztbPO38/HeA4AVpD+YsFxhg8nFQfpjuQRjuQT/3+R5wArS3xPssXLDQr3sCXav2yB9WXJjlQWqipBVzFqv9dwid1ZSz5E1bqFjyy2QMgr8i7f+kh53iKORAR5v28bBlk041lmXVJtb42M9/Wzy+vnS6WPMFvOcS8b5jbdf5lv7j+JQDI7FrnA8Nsy5uYmm25nMJVdpj+8suin5+2uZyA9Gc+3xvOkIu5Tih3rd07+wxRtTb2Gs6nQ65Ysvvtg6Pj4+0d3dvWig87nPfW7y61//+iTAn//5n7d+6EMf2nn69OmzPT09S6TW1mKLXwswTk/WCF/VmBeiGKcn0R7oWuW9Whl3QuxaSGUAIEZ4o3WkZtlaGAAIIVAdoDqAwMo/iKYhMReVaC7TgZZnRfqXqcPc9SVsagI0T0kU85ZEMa/AURLKauZ7bKFsI7PZF2rqPNnmb7lp4eumxK5SQL2nwxa71jNCEVaW1xIuVNUpaNuvEdmnkpkwiZ42mL1kIA2QJsxeNJi9aOAOCyL7NML3qxtqoK4Kwdf3PsIPJq7xwtgwk7kMnW4vT/ds5cPd/agbUPCzWTlG3sr5jA7q5OO151GhQutOlbZ9Gp4OsSgWoUxwq8DfqzL5jo6Rsxzqk2/qRE/rdB5x0LZftbtkr0PCTh9PtG/nifbtwHyQ/unEKGeSY5xOjBIvzDfWyBhF3p65xtsz1wArSH/A18a+cpB+qJded6jmZsNqhG4XTaPWdaUvELLquLPm9BzGHcya9qlOQg4PQYebkMNjTWvlaTfB0ryQw01I83AsdoU/uPTyktsdyyX4n6Mn+J+jJ/CqTh4Kb+HxyDYejQzQ6rSbmtwL7G9p4/958IP8dikIfyqf5V++/RJSREE0b4RTptMdvMN7eefRTcmX3pnd9na0UGl/Gc+bzsvJlO+t6ULLt460DGk3OQZVVVX+2q/92vQ3v/nNzv/6X//r4juMVfzGb/zGzIsvvhj6i7/4i/BXvvKVqZX8HFv8WoBxsrlqa5ycWHPi14rFrjZRcmcsX+xayEYfACiqQCkJSytFSiuvrFx+ef37BXLxJl3uFJCS5oKZtLJ29Iwkt5SyJrAccxUnmS2UbSRuZ9mVLXbZ3CxCCHzdKr5uld6flsTP60RPG5VssFxcMvpqkfHXi7SUBvrezo1RuqMpCh/r2crH7BJHmwVkpkxi5fLgBfeiXS0lQXi3WuNoX8p1GdmrMXVCZ/o9HbMIRhbGXisyfUKn62Fre/b3+PrFqWjsDfWwN9QD1AbplwWxoVS0UsIngaF0lKF0lOfGrDKrVoe3JIT1sDvQw1+PvM1r0aHKz5jMzzGYHONY7Mqi0G0pJRmjUOvC0ucFq1p3VlnQypK5g24sVSgVgSpYFqvKopbmWSBwuSsil7ZCR9bHew/w7uz1ujlNj0UG+GDHTo7FhnkjPkxKzwOQMQq8Mn2JV6YvIYA9wR4eb9vGY5EBBnxtG9LxfC8jpeR6dobjJXfX9ewoklYEXkAgZDuSWQRJer2hmrLmhTzdvXf1dvwO8ffXMpFq4auat6OFlueuZSP/bKu38SBlCX77t397at++fXu+9rWvNRdkgIMHD2YuXLjQPDizDrb4tQCZzDdfPjZH8dWrqDsiiC7/XTnJWWKXSWrEeqTHlyF2VWd23YTYVQ97AFAfIeazv5xA+yGNGy81/gP1PekgvFvFyEIxI9EzsvKsZ6iaLs9naaGsVIaZiy19h63sKKt1lWFN+6rm20LZmuBWyq5uRezydigIW+yyqYPmEXQcctB+UCN13QryTlwxQVrO1vhZa2Dv7bQG/607VBSHfSzZbAxMXTJ7ySB6WiczseCcKiA0oNC2X8O/qX4p8FKuS9Ul6H7EQft+jcm3i0QHLadlMSW58XKRqfd0uh91ELpvY5Ya32ssFaR/OjHG2WRtkP5MMcOPo5f5cSlIvxGvTF/i0+9+F4/qLJUZWsKWIVcQkrtCvKqzSqBaIGTVcWeFHB68qnNVjmVVKHx99zN8f/IsL4yfYTKXpNMd5OnuvRWX3Ie79qCbBqcTo/wkNsSx6BWuZ2cA61L8THKMM8kxvnPlNbrcQR6LDPBYZBuHWjfhVOxh9nokbxR5b/YGx2PDHItdYSyXqF1BTCNlCwKrwY2QLTzRvpvf3f0Q/+HCiw27PX6ka89q7P4d5Qejufbmy7NttyJ+hcNh85d+6Zdi3/72tzs8Hk/TE5O8SRep/alcgAi6mgtgpsR47TrGa9ch4ES9L4yyI4LS34Jw3Jka8LUidtncHEuFSYfvVxFiPutrKaS0csuKGYmeLotiLBDIStNZlgz+r+SVLUMoUz1UBDKHtyqfrKYU05p/M0KZNGXTO+A2luvy3+9+mJ+8OU3+fYEn5yTrLuDaKfmpPR01rks9WxK7Rm2xy+bOI4QgsEUlsEWlkJLEz+jEzuqlRiKQmZRkJouMvVak9X7LDeYObww3mM29R37WJDpoED9nlSVW4/BBZK9GeK+G03+bbjh6Bb1POGk/aDLxpk78vAES8jNWR2lPh6D7qIPAZlsE22gsFaR/OjHGaBPHSTUXUyuqEKqgCrFAvPJUubOqhKzydGn+Ws/H0hSFp7v3NQ0i1xSVQ62bOdS6mf/zvp/heibOT6JDHItd4VRipFLKOZFL8nejJ/m70ZN4VAcPtfbzWNsARyMDhJ12F8+1zGh2ljdKYte7szcoLLTulrg/0MWjka0cjQxwNZXjP114j6I0eXV6jKkTr/If9j7F0chAQzF1vRPPm45my2N585YDh7/0pS9NHjp0aPev/Mqv1M+hKnHy5Env4cOHl1dzWoUtfi1AfaALfaRJIJ0iwCwNIOcKGCcmME5MgKagbG1B2R5B3R5GBG4+jNI0JNnJkthVLmNsEuVWEbv6VPw9tti11hCKYMuHHcz9YBzOT6IUCphOJ9zfSeBD3SsWdYSwXFiaR0Ck+bo1QllmgVCWLgll2fn5SwllRhaMlQplnqqyS99Ch5nA4QGhCqQpF2WfFFOS9LhJctig/6NOWwDDEghHvq/TOhSqzAsV3fAOXIsWiOzWSI2ZS4tdjuqAehVvh7DFLpvbhtMv6HrEQedDGolhk9hpvZJtaOQhetIgetLA36cQ2acS2qbaZbQ2ax5pSpLDJtGq47ka/ybL5RXaeuduHjiDCpt/1knHYZPx40USl639yE5JrjxXwN+n0H3Uga97/Q+0bOrTLEj/G+dfXLIk0aM6qtxWlkjVUpn2ENIWu7N8q+TGWg9s9ob51OYwn9r8IMlijjfjV3k9NsTx2DBzuqWEZ40ir0Yv8WrUKo/cHezmscg2Hm/bxja7PPKuUzB1Ts2Ocix2hTfiw1zLxOuuF9BcPBTu52hkgIfD/TUi5u4gbPYF+benXmemmOd8cobPvvNDnu7ZCmYnwgyA6QXpx0rrW/+EXUox3kTgiriUQqNly6Wzs9N45plnZv7qr/6q7ZOf/GRdF9lf/uVftrz22muhP/7jPx6pt7wZ4mYtY3eCI0eOyHfeeeeu7kO9bo9llF1taB/bjrw6i3Epjnk5Dpn6XzCi24+6PYKyI4Lo9DU9ydli18ZmqWNqrXQQLQtlyym71DOS2+mSV91WCLCebrxOcMByIwGV7xBRNV0zX9S+BlH+r/761fMXbqPOv6m7fp151naqXzTYxgq2nbxmMP2ewUqxxS6bu01+1iR2xiB2drFTRvNilX7tVXEG7UG7zdqimJbEzujEzhgUU7XXzaoLwrtVIvs03K2rf+xmJk3GjxUXiXHBAYXuRx142uzP073EZ9/9KwaTYw2X7w328GeHP7WKe3TvoJsmg8lRXo8O8ZPYFa43EFQ6XQEea9vG4xGre6RLtb0oq8FkLsnx+DDHY8O8M3OtYRfR7f52Hg0P8GhkK3uCPTUZefWYyKb5N6df53Iq0XCdJ9p7+freR5bc1moghHhXSnmket6pU6euHjhwoKnTCuD/HU5H/vh8qr/R8t+6P3D1ZssevV7vwUwmcwLgxo0b2o4dO/Z9/vOfn3z22WfHvvjFL/Z897vfbQuHw3o2m1V27NiR/fa3vz16+PDhXL1tnTp1qu3AgQN199MWv+ogTYlxehLj5AQymUcEXagPdKHu76wRKaQpkaNJSwi7FENON3DeBZwVIUzpb0EKYYtd9xD6yQn0Fy42XK49vWPNNVFYCimtrpY1Qll6dYQym+Vhi102axVTl8xeNoidNkiPLzg5CAj2K7Tt0whsUdbEjQGbexMpJakRk9igweyQscgZvdYy7OZuGIwfKy7KHWvdpdL1iIYrdPcHXTZ3nhfGB/nmhR80XP7lXR9qWuJnc/u4kZnh9dgQr0evcDIxUjdbzaM6eLB1C4+3bePR8AARl10eebvQTYPB5BjHY8Mcj11hKF1f2/GqDh5s7efRyFYeCW+lwx1Y8c/K6Dr/6t0fcTHVuPz4y/cfWRM52bcifhmm5N8u6PZY5sE25+y3j7QMqWvgus0Wv1YJcyaLWRLCzGuJ+fLI6nWEQloLklJbSKktGMri0llP+3w3Rl+vUtMVyGZ9INMFzJEk5ugcxjtjUGji1OkN4P71g6u3c6tMtVC2UBSrBPynJdlp2TzI32ZZKE7Y9nGXLXbZrAuy0yaxMzrxCwbmArO8MyiI7FUJ79Zw+Oxj2WZ10POSmfNWgH1+pvZLSWjQukOlbf/a7F4qpSR5xSqHrG54IxSI7FXpfMhhf5Y2OIY0+crZ5xuGbn9jzzMbIntovTFXKY+8wvHYFZJ6XcMKuwNdPNa2jcci29jub7fLI1dILJ/mjbgldr01c63SpXMh/d4wj0YGeDQywIFQ723Jpvvs2y9zJlnf7QewPxThT488ecs/51a5FfELQDclz13LRn4wmm2L5U1nxKUUPtTriX5iiye2FoQvsMWvVcc0JJkbBfKnZ+BaHFdyFk0utnZJIKf4yIVaEVtb8ewI4OtTbbFrnSFNiZxKW2LXSBI5kkTO1v9Sa4Syux11exjlvjDC0zRLcMNy6W/zi10gVbgjgk1PlcrMZel/cn6yhoXz5YL5NJgva5fVm1eZLJ87V7rtmm00Wb/BNqIndQpzjc/bvm6F7f/85jMHbWzuBkZBMvO+QWxQt4TwKoQCoftU2vZZN4TswYDNnSAzZWV5zb5vLHLju1oEkf0a4fvXxzWaNK3P08QbOoVklQimQfsDGh2HtXXxe9jcHLppNu1gaDPP3Wi0pJsmZ5JjJVfYEFcblEd2uAJW98i2bRxu2WyXR9bBkCbnkxMcj13heHyYC3OTdddzKRqHWzfzaGQrj4a30uNZZFy6ZX7hJy8wmc82XN7p8vC/Hn/6tv/clXKr4td6wBa/7jCmIclMWCWM5W6MNVqXlHiMFH5jFr8+i8tsIIwEXag7IijbwyhbWhCa/QW1FpGZIubovNBljs1B8TbV9QlQNoesEtkdEZRWz+3Z7jogdlbnxkuNQ1o3PeVo2Ar+XsJ+n2w2MlJKMhOS6KDO7EUDucA06woL2vZptN6vornswbvNrWHqktmLlssrM7ngelhYHZnb9mv4+9an6GoaktgZg8m3iuhVyRyqCzoOa7Q/oK2Jkk0bm7tBvUZLZULblFVrtDSSneX16BCvx4Y4MVu/PNKtaBwJb+HxyDaORgZoc/nv+H6tVRLFLG/Gr3IsdoU341dJFOsLTj3uEEcjVrfNgy19uNQ7ay743Ds/ZDDROO5qozi/1gO2+LVClroLYOqSzGQTsWsBnvb5zC5fj4KSyVmlkRdjmDeSdcsjcaooA60o28Oo94URvlvuHGpzE0hTIqfTlRJGOZJExhur+gD4HCh9QevRG8SYTmN873Lj9b2Oxo0T2r0oOyKoOyKInsC6vPheLmvlImStY79PNvcKek4SP6cTGzTIz9Z+TyoatOxUadu3NsvPbNY2+RmT6KBB/JyOsaAqxuGHyF6NyB4Nh39jnEuNoiR6QmfyXb2mvFjzQtdDDsJ77W6rNvce0TNFRl5uPIC7GzcTU3qet+JX+Ul0iOPx4YbCzq5AJ49HtvFY2zZ2+Ds29PjAlJJLqSmOxa5wPDbMueQ4Zp2cFIdQeaClj6MRK6x+k6d1Vd+XF8aG+db5xjrGRsj8Wi/Y4tcKaDawdIUFDq8gPbEysauZtVzmdMyhOMbFGObQDOTqb1j0Ba2yuO0RRLt3Q5/k7iYyW8QcnbNcXaOW4NU0r0uA6PRXxC7RG0C0uGv+Pkt2EP3ELohnMS/GMC7FkSPJ+j/L77SOgVLjBOG49fr0tcbdsJ+vR+z3yeZeQkpJ6oZJdFC3vpsXXLZ4OgRt+9dO8LjN2kSaksQVk9igvqgzIkBgs0Jkn0ZoYOM2WtBzkql3dKZP6TXXsc6QoOsR6zO0UX93GxtTt/Jl0+MG6TGT5LDZtCHT3Y6RMKTJ2cQ4P4lZrrDhdH1XUbvLz2ORbTwWGeBI6+Y77nBaDcoi4PHYMG/Eh4kV6reD73QFOBoZ4JHIVg63bMar3T2ziCElXxk8zqvTo4uWPdHeyzf2PYq6Bsbvtvhli181lEuKJBLB8g5QT4fA36vi71OWFLuaIU2JvJGwukdejDV0GIkWt1UauT2CsiWEUO273jeDlBIZzcyXL47OIaMNOnaW8TpQegPzYld3AOFcWoRabgdRAJkqYFyKWc0TrsyAXuebWVMsZ+COCOp22xloY2Nzb1BMSWJndWJnDIqpBW4wJ4R3W24wd9j+XrSxmD9mdIqp2mWqC8K7Ndr2qbha751jppiSTLxVJHa2toulOyLoPuoguHV9lnna2FSjZyTpCZP0mFWlk5k0F5XSN0Mo0PczDlq2q6hroMx+NDvL67ErvB4d4sTsDfQ6yp1L0XiwdQtH2wZ4LLKN9nVSHiml5Eo6anVmjF/hdGIUo45GoQqFA6FeK7srMsBWb2RNnat00+QHE9d4YWyYyVyGTreXp3u28uHu/jUhfIEtftni1wIu/m2OzHjz96RG7OpV7ljuiBnLYF6yXGHyRqJ+JzyXVR6pbo9YYene9a/23ylkXq+ULprlrK4GTjvAcnV1+FB6S0JXXxDR6l7Vk6wsGpjDsyVXWAzSDcoj+4JWXtyOCCLiWVNfBDY2Nja3G2lKksOWG2zu2uIBgL9PIbJPJbTNLue6F5FSkhqxAuwTV8wagQfA22kF2LfuUFG0e/f4yM+aTLyhM/N+rSLg7VboOarh79t4DnObjYmUknxckh6fF7sWlssvRKgsSwxTNAhtV4nssSp61sI1dlrPV3KvjsWuMNukPPJoZIDH27ax09+5Jva9TEYv8M7M9Up3xsn8XN31Ik5fKah+gAfDW/BrdlOnW2Gtil9DQ0OOz3zmM5svX77sMU2Tp556KvGnf/qnIy+99JL/D/7gDzp/9KMfVTKEfvEXf7H/6aefTvz6r//6TL1tNRO/7FTkBSQTeTQau2h0T5Gdnwyuyr4oES9KxIv2SJ9Vjjc0UyqPjEO+dLbOG5jno5jno5ZY0xe0hLB7XASRUiLj2XlX10gSOb2Eq8utlXK6Aoi+IEpPAOG6ux8R4VBRS5lfmimRY3PWMXAxVuNSkyNJ9JEk/HAYEfbM54T1Be0Shg3ISpyENjYbEaEIQtsscSufMIkNGsTO6Ril6//UiJXJqXmLRPZohPequIL3jrPnXkXPWSXhsUGd/MyCrqEatNo5cTW4WhS2fNhJx2GT8eNFksOWSpgZN7n8dwUCWxS6jzrwdtjvl83awiha+cvpMZPMuCV2Lczvq0YolnnB163i67YqdZJXjaYNhMqYOsycN5g5b+AMCSK7VVp3azjvYiagT3PxZMdOnuzYiSFNziXHeT16hZ/EhriSntcwLsxNcmFukv929ThtTn9FCDvSuhn3KpdHSim5np2xOjPGhjk5O0KxjvqoINgT7ObRUnbXdn8Hyj06nl2L6KbkhatG5OUbens8Lx1hlyh+cJM2/Uy/GlNvcgximiYf//jH7/v0pz899YUvfGFI13U+9alPbfnCF77Q+8wzzyRu5/7b4tcCprVZuulouPyaMsH//c5f0urw0+r0Wc8OX2naVzPfqzpvm/gkPA7UvR2oezuQhol5I1kJzZczpe6REuSNJPqNkgjS6rZKI7eHUTZv7PJIWTAwR5PIUl6XOZqEbBNXF6Uw+b4gouzsWuNioVCEJcr1BeHJrZjlnLAFzkAZz2K8MYLxxgh4NJT7wqg721AGWpdVommztqmXISeTefSRJOblOI5fuN8WwGzuKVwhhZ7HFboe0UhcNogOWnkuAHoGJt/WmXxbJ9ivENmvEdyycTOd7lUyk5bLa+aisSiT1dVa6hC62+4Q2ghPu8LAz7lIjRmMH9NJj1qfn7lrJnPX8rRsV+l6VMN9D5WG2qwtCnOlrK6Ssys7LetXxJRQ3eDrUSyhq1vB26kscnmG71dJDhsNGwj1PK4xc8Ekds6gOGf9sEJCMn5cZ/wNneAWhfBujeCAclcdxqpQ2BfqZV+ol89t+ynGswlejw3xk+gVTszeqAhM0UKKfxw/zT+On8apaBxp3VzpHtnhDtyRfcsbRd6bvcHx2DDHYlcYy9XXMVocHh4Ob+XRyFYeDvcTctw73e7XE7op+dpbhW3vTZst5XkzeekcOlv0vTNltHztIeeQdhPXV88//3zA5XKZX/jCF2IAmqbxne9858bAwMD+J598sr4l8Caxxa8FvBU5zc8nn1qU+VV+/Xr4JEPpSWByyW05Fa0kiPlodfprxLEWh49w1fwWpw+XsjwFXqgKan8Lan8L8qkBZCxbKYuTI8l5EWQmh/HWKMZbo1Z55LawFZh+XxjhWb/lkVJK5EyulNNVcnVNpZt+CeJS58sXewMovUGEe30f/krYg/JIn+UMzBQxL8etrLChmfmQ/qyOOTiFOTgFqkDpb5l3hQVs2/B6RH9vvG7zBADzQhT92A20R/oQmj1Isbm3UDRB6y6N1l0a2agVbB6/YFS62yWvmiSvFnAEBG17VcJ7NBw+WwxZr5hFycxFy+WVmVxwAaBAaEChbb+Gv29tlCmtB/w9Kvf9osLcNZPxY0VLYABmLxnMXjYI71bpetiBM2C/nzZ3DmlKslFZKV9Mj5sV8akRrrCoCF2+HgVXi1jycy8UQf9HnU0bCHU9otL5sEbqhknsrEFiyLBKJeX8d4rqgfBO6zvF03b3r726PSH+Wd8h/lnfIdJ6gbdnrO6R1eWRBVOvlEwC7PB38HibJYTtCnTdktNqLDtbEbvenb1BwaxvRiiXZD4aHmBXsBNV3P33zqY5L1w1ItXCVzXvTZst/3TViPz8gFa/M0MTBgcHPQcOHKgp0QqHw2Z3d3fh0qVLrnfeece/a9eu3eVl4+PjzqeffvqmHGHre/R/BxjrG+dE/DwHE/fXcyp9rAAAIABJREFUzBcIToTOc7LtAu2OILPFdF2rZjUFU2cyn2Ayv7y/jU910VISxMIVN9m8OFaeDjv9BB0eNKEihEC0eVHavGhHNzUWQfIG5rlpzHPTVnnkptB858CI96beq9VCFg3kWNnRZT2TaW5TFhFPJadL6Qsi2jZ2h0zhdaDu70Td34nUTcxrsxVXGHOlkZ8hMYdmMIdm0L93GdHtn88J6/Bt6PdnPSINExnPIqfSmFNpZPmRaOLrB4xXrmK8chWCLpRWN6LVY2XVVT+vc+HX5vYjTZ2pqy8yeeV58plJXN5OOgeeoaP/Ywhl/TlGPW0KfT/jpPsxycz7lkBSHsgX56w79xNv6oS2qUT2q/h7bYFkvZCbKQmb54xFZU4OvyCyVyWy1xY2bxYhBMF+lcAWhdlLBhPHdSs7SUL8rMHMBYO2/RqdD2poHvs9trl19LyslC6mx6xgerPJZb7QwNup4O9R8JYEr5ttNiYUQWSPRmRP4+siIQSBzSqBzSp6zvpOiZ/TyU5Z3ylGFqZPGkyfNPB2CsK7NVp2rg2nqU9z8oH2HXygfQemlJxLWt0jj0WvcDk9XVnvYmqKi6kp/tvV40ScPo5GrMD8B8Ob8ahOdNPk+5NneX5skKn8HB2uAM/07OMjXXswpeTU7AjH4lY547VMvO6++DUXD4f7eTS8lUciWwk7fav1NtjcJl6+obc3W/7SiN52M+LXUhw5ciS1MPPrZrdlj4AW8HT3Ib6d/F88HN/P0fgDhAtB4s4kx8IneSN8mi/v+ARPdx1GSknayDNTSBEvppkpppgppJktppkpppkppGqeE8UMZlNrEqSNPGkjz2iu/kmjGoEg5PBYYlml1LI03eajtdtH6wd66JwSBK/mUIeSMFtVHnk9gX49AS+XMqLK3SM3h5ZdDqJLg+9NnOD5iXeZyifocIV4puswH+06dNPqvZQSmcjPh9KPJpETqeauLqdq5XOVhC6lN7CunW23itAU1G1h1G1htA/fh5xIzeeETc63CpbjKfTxFLx6DUKuihC20Utk1xpSSkjmKwKXOZVGTmesTDfzFhqSJPOYyTxcqyO+ezRLBGtxVwSxslBG4PaVa9usD6Sp8/6x3yE28kplXiEzyVz0NDNjr7Pz6H9EKOvzckF1WiVvkb0qmUlJ9LTO7EXrzr00S46WSwaucKk07v61MWCxqUWaksQVq7QxdWNxiVJgs1XSGtpql7TeLoQQtO7QaNmmEj9vMPFmkWLKCgifPqETO6vTcVCj/ZCG6rTfc5vlIaWkkKgNps/Fml/rOHzg61Erzi5Pu0DcpTJDzS1oP6DRfkAjM20SP6czc8HAKA2xMpOSzGSR0R8XadmuEt6trhn3qSIEe0M97A318LmBn2I8l+BY9Aqvx4Z4d2a+PDJWSPP8+CDPjw/iVFQOtWwmVkhxKTUvlk3m5xhMjvFnV35C2iiQNeqrlff52iudGfcGe9AUe3yxnonnZdMBdjwnGwenN2Hv3r3Z5557rrVmW/G4Mj4+7ty+fXv+5ZdfvpnN1mV9Xs3eQT7adYhj8Yu8Ik5xPHKqZtkH2vbwkc6DgHVR4Nfc+DU3m2hbcruGNEkWsxWRbKZoiWLxQqpKMJsX0VLls2gDJJLZYobZYoarTDddFy+o+xT2Fdr4qZkuDk23sGXGXSnrlPEsxpujGG+OYrpVxEALzp3tKNvCDR0iujT4yrm/4ZXo2cq8yXyCweR1jsUv8o3dv4wmlnYLSN1EjpdcXSVnF6lC038jwh6rdLHs6mr32Re7DRBCILoDKN0BeKIfmchVhDDzWmJeXEnkMd4ew3h7bL5Edmek6TFgs3JktoicziwQutLzDSyWIuSy1m3WpdTnQOnyW6XBs7n6AlpWR2bnkGN1yug1pUYUq3kOue1yyg3I1NUXa4SvamIjrzB19Xt0Djyzujt1mxFC4OsS+Lqc9P60JH6uFIpe6gaWj0tGXy0y9nqR1h0qbfvtUPS1QDEliZ3RiZ3RKaZrl6luCO/WaNur4rKzqO4YQhVE9mq07lKJntKZfEfHyIFZgIk3daZP63Q+6KBt373dOdOmPqYuyU7Nly+mx0z0+o0JLQR42kRNXpcjsHQJ493A267gfcJJz2OSxBWD+Dmj0n1YGjBzwXJKOoOC8G5LCHMG1s65qtsd4hf7DvKLfQfJ6AXenrnG67EhXo9eYaZoVaAVTIM34sMNtxEt1J6YvaqDI61brLD68NY7liVmc3cIu0RxJt9Y4Aq7RfNBfAN+7ud+bu53f/d3lT/6oz+K/NZv/VZM13V+8zd/c9Mv/dIvRX0+3+I7XreAPapdgCoUvrH7l/n+5EmeH3+Xyfwsna4Wnuk+zEc6D960o0kViuXOcvpgGS7PgqlbolihJIxVi2YL5sWLqYb11GUMTE46pzjZOQWdECo4eGSmnUdj7Tw424bXsA4FJWfAuRjFczF0YTIUznC5u8D4JonS6q2UYF6cG6sRvqp5JXqW70+e5Omuw4uWyUSupnxRTqSau1sciuXq6q1ydfluSlS2AUTIjfZgLzzYi8zpmEPxUgfRmXlBpbpEVhEom0OWI2xHBKXFfXd/gXWC1E1kNGMJXNPzQlelBHUpPBqi3YfS4bMaM3T4rNJUl4Z+cgL9hYsN/6n2M1vRHuiy9sMsucpmshUxTJanZ7L1RbfyvkcbdEe1yyk3HOOX/q7p8skr/7juxa9qNLeg45BG+0GV1A2T6KBO4ooJJkgd4uesQYynw3KDtexUUR1rb+C1UZFSzv9dhsxFzm9vl6Btv0bLdltsWU0UTdBx2EFkr8bUezrTJ3TMolXyNfbjItPv6XQ9olWykmzuTYqZeVdXZtwkM2XSLCVGcTKf1dWt4O1S1p2TUNEsl2TrDo3CnDmfIZYsheQnJRNv6Ey8oRPYohDerRIaWFvnL6/m5In27TzRvh1TSs4nJywhLDZU4/iqh0vR+ETvAY6GB9jf0otznTrFbZbmg5u06aGzxYZKxlN9Wv1Q4iVQFIXnnnvu8mc+85ktv//7v99tmiZPPvlk4r/8l/8y+vLLL/tvfo8XI6S8hbKa28yRI0fkO++8c7d3Y91ln0gpyZqFStllvFxyWVV2OVtTipnGYF5EdZiCA4kwj8baORrvoCtfv8PGNU+K45FpjoWnOBu0Sqk+NNnDRyd7ac+7mXbleLFzlB90jtLhbuHzm3+WzUkPHVEF30QBOTq35OBftLhryxc7/fZF1CpQ6SB6MYb5frRhrpTo8M0H5nf71+SduNWk0nyhSuCSU2lkPNu8VLeMKiznYpXApXT4wN+49LBet8cyyq62ZXd7lFJaDrAqMUzO5CyhbDa3fKGumnI5ZZUoppSem/1ONquHlJJcaoTk9AkSUydITp8gnx5v+m9UZ4iHfv4FFHXj3ngopssOI4NiqvbDqzitrmBt+zTcEQVpyqYByTYW0pQYpycxTk4gk3lE0IX6QBfq/s6675Oes97X2Ol5R14ZRYOWnSVHXsfacU7cyxQzksm3i8QGjRpxw9Uq6H7UQei+tVHqZXPnkFKSi8kaV1ch0fzixxkSlVB6X7eCOyw25HlTSklqxCR+ziqtXygAqm5o3akS2aPhaV/b57Sfe/1PFzm8qul0Bfj7o59dxT2yuRWEEO9KKY9Uzzt16tTVAwcOLClcGabk3y3o9ljmULsy++8fcg6pa+DzfOrUqbYDBw7011tmi18LqJd9UibS94F1nX1SxpQmc3quIo5V55TFC2kc0TybRhV2TXjZmvCisPggTmoFsopBZ2GxUHbDnSbpKLI9FcApG4uFhgrpDg3Z48e9OUJgcxuK3YHwriOltErzSoH5dUvjAAJO1O0lR1h/y4Yvh5PpwnweV3XJYnF5blzR6rbcWyWBS3T4LIHoJr4kirrJ4GvDuM9OE8zqJD0auT3t7P/prWi3Ka9NFo2SUyy3SCBrWE7ZDE2x3oOWOq6xFredM3eHkFKSTQ5XhK7k9EkK2Tp3caVCZO4wbcmHcOohClqCaPAtYoF3QEg0Z4iOrR+jc9vH8Qa3rP4vskpIU5K8amVLlctXqvH1CswilaDjakLbFPo/6tyQA7mVshKRPjNhubxmLhrIBSZ2V6vl8rKz2NYuhaTJxJs68fNGzU0fT4eg+6iDwGZbBNsoGAVJZtKsyesym9wnEyp4OpQaZ9e92IhCz0tmLxrEz9bpTIv1WQnv1mjdqd50cP+d5LPv/hWDybGGy/eHevnOoU+u4h7Z3Aq3In4B6Kbkn64akZdG9LZ4TjrDblF4qk+LPt2vxtaC8AW2+LUiJq/8I5ff+o8NlwfbH8DXsh1FdZUezqppd5159R9C0dbFxYBMFSheilK4OI0ynETRb/54mXBlORuc5VxglrPBWYZ8c+jK/PacikanK0SHK0SXq8V6dofodLVY890hvKotjq02ci6PcSluucKGZ8Cocww4FCsnrNQ4QXjXb8MBWTRqcrnKpYukm3cYreBzzItb5dLFNi/CeXtco7op+dqp6/x4Krlo2U93BPnagc1od/jLR5oSmczXiGFLllM2Q1Aqp6xTStnqRrjW9w2H1USaBunEZZJTJ0iUxC49P9twfYerFaeni87zD9Ka3rdo+YxvkCtd3wUxLwQF2w/Rdd/HifT9zIZ2g+UTJrFBg9g5HaNZRk0VHUdUWrZrKKrVkUxRhfWsWQPB9fC9fzsol2dLqLl9Vn6tfmQ7SXc70dP6YiFRgRa7C+e6Ixc3GT9WtEpVq/D3KXQfdeDrtm9wrDcKyaqsrnHT6pjbZBigeah0X/T1KHg7lDVV2rcWyEatkPz4BWPR94pQsToQ71Hxb1o7574Xxgf55oUfNFz+5V0f4unuxdcPNmuTWxW/1gO2+LUCTr/0G8xFT9/5HyQUFKVKJNOqxDFlwesFgppaFtCqppcjxgnFcUsnUqmbmFdnMS/FKJ4YR2lieJFIkh0qY206Qy1pTvvjDIk4E/kEmYW9yVdAQPPQVRLIOt2WKFYWxzrdIdqdQbQ1WJq6UZAFA3N4xnKFXYpDpo4gJED0Ba3ukTvbUML1y2jvNtKUyHi2xsUlp9LImebNJio4lHlxqzqb6w5n0v3TSJzfOzsKDYaV/3ZvLx/tDd/RfWhGvXJKs8o1tlRDi7p4HTWuserMsaXKKVdaerXeME2d9MyFKmfXKYxiquH6Tk8HoY5DBNseIBg5iNvXh3FyHON/DyORlUYoQOX1zL5hrun/A6NY6wKdd4P9PN5g/536Fe86pi5JDBlETxukx24td1Wo1sMSw0RFFFM0Kzem0bLy68XLqv9N6bVGSXwTKFXLbsfxLnUTUgVkuoBMF5GpAlRNy3TBWj6bazpINoRKQmujoLgoKi6KwgVBN+H9DiJ7tHvSHbJRyEyYjB0rLurKGRxQ6H7UgafNFsHWItKQZKO1XRgXloAvxB0RNa4uZ8vaDKZfi5iGJHnFEsKS1xZnGzoCVkh+ZLeKM3h3PzOGNPnK2ed5ZfrSomUfaN/ON/Y8c9OZ2Darjy1+2eJXDW//489RyEze1X24c4g6Ipm7gXBWEuCUqvW0efHN+z+daPnGLizDY+L7vz5Qd1lKzzGRm2UyP8tkPsFkLsFUPsFEfpapfILJfAJD3twAQ0EQcQaqhLHSo0ooa3F47S/n24A0JXI0WekeKWP1rREi4pnPCesNrrrgIKWEuUJN8Lyczlgli/VcbAsRICJeq1yx3VspXRQt7lU/juaKBp89fomRbGMXmkMIDoR9bPI62exzsan06HQ7UNbAcS+LxqISyttSTlnHNUbAif4P799yPlrD30WW7oIbpnUsmbIyLaumy/OlUZpnSmt+abrp/OrtGCbSMChmZihmZ9CzSYx8CmEKBApCaghZekZBSBUFF6pwIYQDRWpglvZ3JW+zQ0F0+ygQJ50bJlu8jq6m0dUMupJGV9O42/tp2/F/EN76BKq2cRtjnPmzbPNOZWsYobBIGBMaKIqJho5GEdUsopk6ilFE1YuoegGlWLQehSJCX6Grc6UEnFZX2ZLYrbTMi94E7NzA9cTcDYPx14uLyrxad6l0PaLhCtmD5TvFcnIJ9ZwkU+XqykyYNOudpWjg7apydXUpa7JEbz1SSElmzuvEzhp1M9P8mxQie1RC2+5eSL5umnx/8iwvjJ9hMpek0x3k6e69fKRrjy18rTNs8csWv2pYyvnlC9/PrqP/EdPI1zwMI480CpVp08hj6nlMs2o9vfRsFmpfG6X19Nptrmx0srrsHPlX+HP9DZenvTcoPOPEE9iCJ7AFp7dj2RetpjSJF1JMlgWxXIKJfKIkjM0ymUsQb+JsWIpyeWW1Y6z6tV1eeXOYsaqcsJFk/cPX67BKI3dEULa23rZSwDIyr9cIXJVcrmzzbqgVAs754Pn2ksjV5r2reWZTuSKvTyV5bSrJiXhqWXpdPZyKoM/rYpOvJIp5XRVxLOBYG27JReWUC54p3N6Bt+gJIIKuWtGqWoRaxnybWkyhI50mit+H6vdarj2Po/SsWSXR5Xnl10513Ygal/42T3q88c0ZR0AQvl9FGpZjzHqunV64TBrSetZpOvhcEVKiySKqLKLJIprULWGr9Loy3yyicvs+VyYKunCgyiIqt7U7udUgJFQWw0rPVeKY3W127SGlJHHFZOJYkVx8/nwpFIjsVel8yGG7/G4z0pRcfbGwqPwUwNMu8HQoZMbNmr9HPRx+UQml93UreNoEQrX/VncSKSXpMZPYWYPEJWPR94HqskLyw3s0PO22y87m5rDFL1v8qmGpzK/7HvrdVWn5LqVEmvoCkS2HWRLYah+F0rImQpyRRy54Pf9vqwS3ZTquwskH2Tr1zxuWyQx3/A3x4PzfUlHdeAKb8QQ3VwQxT3Az7sBmNEfDjqkNyZtFpvNJJnOWU8xykc3WvM4YN1FeVaJcXtnpblmUQdbhWnl5pS4Nvjdxgucn3mUqn6DDFeKZrsN8tOvQhrxjItMFzMtxKytsKF4/FF5TULa2oGwvucL8zmWXqEnDRMayNR0Wzak0JJdZUutSa0oWlVLZovDc/awyKSXDqTyvTcT58WScS+mVnaMVWQShYrL846rFqbLZO+8S2+RzsdnrpMfrxKGsjeNTSgmZYm1nytlbLKfcIEhhWsKAqoKmgiKsBgKKAFWAqljP9eYrAvPqbP0S5jLlAc+dEvsUYQliJYFsoTgmvA7wlJ/vrmAWO6tz46XG79Wmp6yyvZtFSgkmmEZZDJPz00VZKi0sWuWFmYL1d8sUIFdEyRUR+QKiUEQU9Tqtam4OS9DSMIQDXXGgC4c1LRzWfKU87UAK63sxVJymO3e1YebXVGAzfb/SZjk/y4+Z+Wn0mxDO3NoCQaxqOuTe8E1Z1jLSlMy8bzB+XKc4N38eUTRoP6jRflizGxrcIqYuK11rp95Zee6mp72qhLFHwRmwPy93EyMvmb1kEDtnkKlzw8XdJojsKYXke+zPjs3yscUvW/yqQZoG7x/7cpNuj99EbNBMqYrgZubrONMKNa9fOvOf2Xb1afbFFwccDoYHeb/rf7C1sLxjy+FumxfFglsskSywBbev+6bfayklKSNXEsPmyysr0yUn2Z0or7QyyebLK3Vp8JVzf8Mr0bOLtvOBtj18Y/cvo4mNeUxBVVZcyRXWSKQQPQEoGMhoZvGy3gDK9sh8Llcsu7zyOEVYzq2qDotKuxeCrjVxx0xKiZ6fZS5xlVNTExyfMXg318q0DNZdv924zoxmoMutDYVnp/IaH828hGL6KdJCVoSZVTqIql1E1W5Swr/s/VMFdHkWOsWcbPK5iDjXVtOOReWUM1mMkxPLF2wENSJRWRgSC8SjZvNFHbFpqfm6zJJNXSWdvEJm7hKZ9HUkOlIY1gNjfloBb8tWAh17CXTsJ9CxH80dvOW/QzmcvBHa0ztQD3RaInamiMwWkZmile1WmtZn4+Si19GTs6hFN5rpRTN8KPIOCcplwayBm6ziNrvNgpk0JVf/KQ/vTxEqRHHIAkXhJOFsg50d9H/MtaJS2oqo2yw/qyJ2FW+fIVwV4HMi/E6Ez4HwO63XXgfS4wC3E9PlRLo1pFCRhsA0pCXCLXKulV7rZdFOMvO+Tmd8iIA+s+hHz2mtzG7dzvZfrl8eK6WEdHG+JLpKIDNncjCXv7n3IeCczw1cIJItlR1oc3swdUnsjMHkW8Wa8mHVBR1HNNoPaCgO++9QRkqJUQA9bQlbxbREz0iK6dp5xbRs2nVxIYqTisjl61bwdiqoTvt9X6vkYiaxcwYz5/VFZfdChdCASniPSmCTsiGyTG3uLGtV/BoaGnJ85v9n782D5LjuO8/Py6uy7qPvbhwNgCAJgAQIUqIOihR1S5RoUbblGUsKh2csK7y2x9qN9XjtkdaHDs/aY03sxtpjybZ2NBsOz44PmRQlygdliqIOSiLESyBE4mhcfXdX133k8d7+kVXV1V1Vje5GAwSo/kZkvMx8WVnZ1VlZ+T75/f1+H/nIrlOnToWllLz1rW/N/+mf/unFRx99NPaZz3xm6LHHHjsF8Gu/9mujTz/9dPSf/umfToXD4a53A9vwa4NyPZe/ff6b/OOcQ1ZFyIgK7xi0eP/huzH0Hz9bvS89lmozLFQnWaxOslib4tsX/pa6X+f2+dt51dydpOsplkI5nhr8HscGjpExUvyb8X+HqCxQLZ6jWjhPtXgOz+msUNdLQjOxYzvagNiuxvxuzFDy8v+uRnjl3KrwytlG7rGZWo4lt7zp/TfDK3WhcbYy33O7j930k7xn+I5Nv8/1JKUUarq0nCdsbvOf72qJlL0y8fxgFJEJB06Xl1lK+tTK01QLZ6kWz1IpnCOfv8BzFZsfihs5YR6hrHUBXsrHFNN4+hSOMQ2iCkqgu69Hkzs7NpfaBXzz2yBWXtct6ZGUdRJ+nZgPpoyCSuCRpCoylLRhlrR+XNZ/fYsaGjubbrFIAMR2RUPsiIQIXyMOi/oXnglCcHtpNE7o544ErqmrNPB1qgtBFcZGgvpK/kzPbYVmEs8cJDF4O4mB20j0H0Y3I1t+TEoq3C+e2JLcaNKvs3DhMWZPP0hh/mmENDH8aDDJKPHoAVLJVxMN7UHUCSDaKqC2KdfPerQamK1yk7WHZ7bA2SpgpqTC/bsXkC8udu7+pj7MnzoYgNSqFySFLzkByFmdIL4BtSg7Wwe0NAENkCWiAdSiOR9buUzoyjrnFo97XPhnh6S3QNJdwJQOrmaRN/vJG/3sfJu1aYec8iUqX1+GY/n6Cki27jD3duliZQhlalVY5XZI5ZbKdxTzz3jMHfNWQBsjCsN3mvQd0ruG2L1SXPRKKbwKDZDVgFplhVtpztNar7Y4zZ4RhkO/ePVzlm7r8qV8ReGsZPG4R+FslyT5sSBJfuagvp1Tb1s9dbnwy5eKb572+5465w0UaspM2MJ91W5j/g379EV9k/BVSsmRI0cOfPjDH5776Ec/uuh5Hh/4wAd2p9Np//7778834ddv/MZvjDz++OPxr33taydjsVjPu6dt+LUBeVLxu8+e5xtznQOmewYT/O6RXRivMKqulKLs5lisTrFYnWShFrTBNMVSbRa1ydwdGXuEXYmD7EocYFf8AEOhEaguUi2co1o832jPUStdRG0g2YlhJZehWAOIheO7sGM70PStcxrUpctcvdAAY7kVece2IrwSIKxZvDZzI8N2ipGGk2zYTjEcShM3Xtk3KHKpijyZRb60GIRerUdho63CYlvIYujlH5z4XrVxXp+lUjgbnN+Nc11Jh5KI8rR1Bz+0bmdSvxFfdFaGVLgobQqpT6K0aRBdQqyUQPjjaP5ehIqgRAWpn0HpZzvA13olpCIqTcJ+GFPFEDKOJ9LURD8V4hva14BtsqsNiDUh2VDYRL+K5/N6HE3GbcNX9Bhq5WkKc08HwGv+aWrFCz231fQQ8f7DJAZuIzl4O7HMwauWPP5KVMWsFM4ye/oh5ia+3PHgw7ASDIy/i+F9DxBJ7l15LK4fALGKi6p6nW6ziguN5asJzAibgTt1Zo2ck7YR5KbbaOGGXhKsdGhFrQbAWjUfs4Kwv2vk92KtvEPJfRrj91lXzKGg6l5HGGU7KNvUuRI2OoFYE5QlQ9fEQ5brUV5NMfeUx/wz3grIYyUFw68NQrqa5/T14KKXfndnVifkYkugt9DBiAjMKJhRgRERFCbWrtIYHdHY/zPbeW2vd7llRfaER/a4Tz3XJUn+Do3MIZ3UPn3bTbmtFboc+OVLxV98y9n34pxMre67aVDLffgu6/RmANhDDz0U/+QnPzn61FNPvdhcl81mtb179x7+3Oc+N/HZz3524J577ik+/PDD6ccee+ylZDK55g/5NvzagL5yMcsfHJ/s2f+/HRrl3Tv6ruIRbY1cv062Ns1CdZJsdaoDcNX9zlCzK6XByG52NmDYrsQBdsRvwhRG4Ixpc4k1W7fW+YS9p4SOHR1pg2LL4ZSm3bflA4P1hFdO1zrDPtariB5qgLAUw3aS4VC6bTlFnxVDu46edq6l2v/1JBTXAIkRk9BH7gicDS/jAE8phVtfClxchcDFVW2ArnplGgks6TaLeoQFI8xFfYSLxkGW2I/LEKJLLi5FFalfRGmTKG0OxPI1PWVG2GH3sSMcTPO1HA/NHgOloP1zaCx/aMcbuCk+xny9wLxTCNq2eXczj5GVDiqOUHEMGcWUMQRJfJXEpxPg9ZKlCcYi1opk+7sazrGEtfXwcisdTet6P6WoFS+0QFdh7mnqlZme2+tGhMTAkYaz6yix9M1bCu+vFUm/zuKFrzNz+kEK8z/o6E/0H2Fo3wP07XzzpmFfC5g14dhawKwB1K4YMLuUBAFQa0CtDrdWu1Mr8vJe7y5H66k4d9WPSakglLQNjsk2OLbmb1AvCSAeCqpTdknEf6nfrCsBnq83uSXFzPdcFo/7tD9rtfsEI683SezR+PLMMX7/pb/vuY8r6aL3XbUlI+3yAAAgAElEQVQSZjWdWZWV6/3a1ryfZjZgVlRgRgVmhOX5tvV6iI5z60rnJdzWtSWlFOVpSfa4T+6kj1z1r9esIEl+30GD8NB2kvxtXR78evyk1/fQc+54r/4Hjphn77nB2MDAPdCnPvWpwYmJidDnP//5FU+IDxw4cPCDH/zgwh/+4R+OptNp7+mnn34hk8lc8uZtLfi1ffVbpa9Mrg0q/uD4FH/y4gwRQydqaER0jYihEzE0oobeWG7MGxoRvdnX2E5f7rO0rbsIKaUoOIstoLXQcHFla1MsVCfJ13uH3fWSLgwy9gh94TH6wmP0h0fJhEfpD49xJvcsf/fSZ3q+9vDAvSgUFwonyNXnVvTNVc4xVznHsZl/AECgMRzb24Jhu0aPMh77aQwtGFR7bolq8ULLJVYtnKdWDNw0QVXM9g/Cp1a6SK10kaXpb6/8e8zoMgxrg2N2fNemB1xCCOJGmHgszA2x7g6SX/zBZ/nhWm4PBLLHI8CKX+dMeZYz5dmu/YbQ25xiARBrnx8MJbG06+NrLpI2ao2Bh8iEg4HiVZKSXiNU8RyVwkTDxXWWavEcdafIkm6zYERY0MMsGhEWQoMsRMfJamF8Mmj+DjQ5hlDp5b+hff8ij9QmUfpFUpbDzkgfO8Oj7Ajf0gJdY+EMcSO84rh8Jcl7Fb6+eGLlAQvBvX0H+aW97+gZ/qGUIu9VOoDYfL3AXD3HXDXLglOksPruSfggcihyuDq0ehVACKESIAM4JlSi0cZgFehzZJDMf6LUWZggaeotIBbAscA5NnYZSfeFJjB/8sAVG1gqJankJyjMP02+Eca4Fqw3rASJgaMkBo+SHDhKNLX/FZtDsl2aHmJg/B0MjL+jzQ32FTwnD0Bh4VkKC89y5gf/mcE972J43/s63GCXkjB1SOqIDUTEdwCzVW6y1ro2oHZJYKYJtN3JAGC1Qa12wEXE/LGAGkILEjJfSwNtIUQAquIh2Nl5sihPovKrHGNtoIxaF4e6Agp1VKGOfz7f2W9oPRPxkwjhfeXkCkCvCnW8iwXkqeyWA/prUUop3LCD/royxo1VqsdCmGeDQki1RcXEww5zyQUeGnwWLSJ4TfYwd2VvI+0kWLIKfCvzDE9mnuO/X/gWd/cdILnO0HClFH6dZTfWKmdWeyjiRvJprSXdZiXAijTn29ZHxGXl38oc0ClM+D1dl5kDr/zfnB8nCSGIjerERnXG3hgkyc++4FOeCv7/0oHF530Wn/ex+wSZgwaZm3WMyCv7urKtK6OnznkDa/V//5zXvxn4dSnt2rWrXigU9C996UuJn//5n19nqFB3XTt3JNeI5mprVLxqqORJSlvwxFgXtAGzbpBseX1E17GEiy9zOP4idXeWijNN0blAsXaWXH0SV66z0l2b4laGPnu0AbhGG5BrjEx4lFRoAK2HhXw0dgMvZn/A43MOi/JuHNJYLNGnPcEbBy3+za2fbr02X1/gQvFHnC+80JhOUHaXz1uFZLp0iunSKb47/XDjszEYje0PYFjiADvjBxje9Vb0NpCjlMSpzK1yi52jWrzQcFusBEq+W6aUPUEpuwoaAFZkqFWBsh2OhSJDiMt0Vv3EyKvWhF+/ddP7uLf/EDO1HDP1XNC2zc/Wcyw4xa6v9ZTPZC3LZC3btV8g6LNiHWBsqNGO2CmiVyms6lLSjwziXSxAj/pg+pHBK/K+vldthSdWChOt86hYvMCiMFgwwg0XVwC6FpK3sKTbyPbzQgmEHEDIHWjOGCbdKpgqImaJnbEah9Mmh1JpdoT3Mmb3ETXWH4KgC41PHvpZ/mH2GR6ePsZsPcdQKMX9I3fwrqGja+Y9EUKQMqOkzCj7YyM9t6tLl4V6sQXGZsqTzJSmmK1mmXeKZH2HJQS+0IA6SsyDNr/yG6cEqFgDhMVXAjLCHe+Zd32ez1V4PrfShaoJGAlbK4BYM5SyL3TpMC9H+XzGnOLxXVXqnknIKPNGc4pfZwCLjQ0ClPQp50625ex6pgVwusm0+0gMHCU5eJTEwFEiyT2XfT253hVJjLPn6EfZffiXWLzYcIPNBW4w3y0y/dJfM/3SXxPvP8zwvvddlhvsUtoMMKv9P0/DVPfrMQSFO6wPHt6Co9vWyyFhaIi+CPR1Byiq5nVNxK+Waqh8rXuBDU+iFipdi7msJfmjBdx/Po1xYABCOoQMRLO9hoGYUoqyX2fJLZNzyuTcMktuiSW30rYctM15pz3tRQrGbhrkvdNv4tbCfgAG8/38av4DFIwSCW+5aEvGTbKvvJNbCzfwF+Nf5J3f/jQDZoJD5i726zvYxRAjMkPKj6Mqoi1BfJBva0vyaQk6nVmRVS6tRr/WJY/ZVktogvH7rGvOdbmtKy/dWn7gUFsK3GDZEx5e49JTW1RMPeEy/S2XxF6NvoMG8d3bSfK3tX4VamtXMSpU1aZcCrfcckv1wQcfTLevy2az2vT0tLV///76wMCA+1d/9Vdn3v72t9/U19fn33///b1vxC6h7bDHVfrl757mh7neNygxQ2N3zKbi+VQ8GUy+f8UqwK9XAhedGho1dKpBK2oYwiGq68RMk4Rlk7ai9NkJ+sNphsJ9JK1wh4ttPTnNPKn4nWfP8cRc57l3z2Cc3z2yu+d+lFIs1Wc5X3iBC4UTnC+c4ELxBFVvjTwqgKmF2BG/qQXDdiUOMhDZ2TXsz/dq1EoXVkGxYN7fQBJ7TQ9hx3cuA7G2HGOGtb6qeZ7v8rF/+SO+YXX+ffc4MT795l/HuESokyM9ZhtJ+GdqS8w08o4tA7I83ibv4uKG3YJjQ6sg2YidJm1Gr4pN2n32u3hfOYuQnVBGadOY79mLcfjVm9p3EKqYpZo/S6V4rhWyWCicZ8opsKiHG3ArCFVc0CPkdBu11t+tDIQcRvN3IOQookv4nyHgYMrizcNp7h1Kkwm9ckLalFIsVua4uPQSU4VzTJemAueYWyIrPfKaRV4PUdG6/A4qE6HioBKIlmMsHoRWbuCZTEiDkYjBeNRmTyyywjkWNjTqvse//taTLFY76UZfOM//d9drCa1RxERKj1L2RCOE8QcUFp5b8/oRigyTaICu5OBR7NjO7RCDdahSOMfs6QdXuMGa0s04g+PvYmjfA0RT+16mI1zWtZBHblvXppRSUHRacEyuco9tKqSyl0wtyPEWMoLiBT1aQkaQrN/Sg7a9z9DWdX2SSlL0aitgVTvEWr2cdyubC6/von2lnTww/SZuKO/quU2z0vGimcdQGnEvitYlvcBGJfR2l1ZjPrIccth0bhlhrjl4oKTH3NlHmD3zMPXKLKHIEEN772dw/N0/Fm7jbS1LySBJfvYFj/yEZHUKZzMK6QMGfQd1Qune35tXSrGJK61rMdx/tS4n7PEzj9Zunsyrbk/4ARhLidL/+hb7xV79vSSl5PDhwwd+6Zd+ae5Xf/VXFz3P40Mf+tDueDzuv/e9720lvH/88ccj73//+2948MEHT77+9a+v9trfds6vDehSOb9+85Yx7hvLrFinlKIuFRXPp+xJKr5swbFyE5L5wXzBqbFUL5N3qxSdOmXPp+pDXWp4ysTHZnWo0NWWpYnuIZwNB1rU0LhYqTfAV3eXzi/cMMibh1NYmsDUBKamtea1LjdbUkkWqhdXwLALxRdx/J7nNQC2HmVn4uYWDNuVOEDGHul5Q6eUwq1lVwGx842k+1Ns5DGgaWcCKBbbiR3dQTgySjg8SsjqR0gFvgeeh3fyeY5P/DlfGHwVx83X4RLDpMQh9zv827nvc2Dog+hj40HOJiWDG+jmJGXwmTbn2/sa26NUULlS1ZlWNeaoM0OdWeEst8KhKjbnVrQUDHo6Q77OsKcz5GkMuRrDnsaQKxhwBYZi+bi7HTO9jr/tb0DyV+MnCLm7OiqI1s3zfGDp9YTe9F5EMoNIZRBml2Tx0qNWnmq4uALAlSuc40J5ljnUCri1aETIa6G1Adcqacomqe1Hk2OUnARSdX5X44bO6wbivGEwwZ39MSLGj9+NpvRdaqWLweefn2C6eI6Z0jRztSw5BHktREEPkddD5LUQed0OXGQKINIAYolWnjEhE8F61v+/Chs+Ao+KF2oNjppqLr9rp8dvHTzadtx1iovHyc/9gML8MxQXnkeukcTFju8MQFcjlNGO9nbTbevSkr7D4sWvM3v6QfJzxzr6AzfYA/TtfMtVKwSwWlc7j9z1LCU9Cqe/Sv7kl/DKcxjRQZL7f4LEvvt+LAfgrZDKtkT8/lNTL1vuOaWBb2l4FtRNRdXwqeo+RcOloDnktBpZUWNRVCjpLmXDo6x7lAyPiu5RbrRqE6e7hiBpRkg3nMgpK2gzbcvNvqQRRZsKMfEVB80TQQVRZwFTObjCIm8FFURZ5295RauRN0sUzBJFs4wWUdgxnWTCZjAVY1dfhr5UFN3qzKd1PUhJjxe//TEWL369o69vx73c9PpPI66TdBjb2lq5ZcXSix6Lx33q2c7xf3RMo++gTnK/jt6WJP96KDZxLejlLPSyEV2LOb8ATp06ZX7kIx/Zffr0aVtKyZvf/Ob8Zz/72Ytf+9rXYk34BfDFL34x8Su/8iu7H3300ZcOHTrUNextG35tQL5S/PYzvR1Nv3fb7jWrlfnSY6k2w0IzmXxtekVi+YrXWUWyXUqBxEISxsdGYqNpKaLWKLYxjGX0Y+hpNC0JIoZPmJpPANt8SdmTVNsg3LUoXYClaQ0oFkyWpmEKsWKdqQmkrOL4BepejqqXpeougHIQeAjhouEF83houAg8wprJoNXHkDnAiDnImDFIWkQwpYfp+43WC1rPxfQ98D2kV6PuZqm589T8LFWZpaaWqKk8nlh/SKlQgpAXxvYihLwwdeHzx0Pv5bjVmYj1kHOM37rwdYYqV9YpoICSDjMWzIZg1hLMhmDGEsw11i1tshqMphR9LgzVYdhRDNVhyIGhtvlwj1NRoqgYLnmzzlOZGb45OMkCI8zrozjYWNQY8KfoZ4o7F4Y5UOgn7BtYUqDZJiKiIS1JTq9wUZSZkjXm9RCLDcC1YIQp6BsbJOsIRsIZdtgZdoT7iGn9LFYTnC7qnCq4XbOzDdkmbxhM8IbBBEfS0VdcRditklIKpzq3Msy0cI5y4Sz5ej6AYW1ArNCaD5HTIlRFZjmnmGw4x1S8q+tuffKJ6GVMUcWSRSxviYgsElUlYrJIQhZIygIpmafPz9Gf2NECXYmB2wiF10x9cF3Jk5J/mL7IV6bOM1urMmSHeffoLt41uvOqVuhsqlo4z8yZhhusvjK9w8vtBttOUH5pKekx/fjHKZ37ekdfbPe9jLzxU9sDcKD2hafh4hrRG6kQxtERVN2HutfRUvNQjo+qeZst9HvZKusBFKuZEsdUeCbIkIZquM1028QKhwjZNuFohGgkQiQSCX7Dm+4049IPfX/45xWGFk8T9zpz8xaNNJPhfdj9GmZUoIUVJavCop5nSixyVk3zI/8CZ5nF1S5dWTxtRtkbHWJfaxpmT3SQiH7tV0mcPfMlTn3v0z37b7jz4wztvf8qHtG2rjUppajMKLIveCy95HfktNMsSO3X6TtkEBkWPDz9FH/w0kM98+39h5vfd8WKTVwtKV8hPRpTMK/coIKrdJfXq+Y27vL2qrF9bVFSme19Ib5Wik1ci9Uet1rb8GsD8qXHXzz3cR6ZGyKvXo0kjEaVpPg+9w3O8gu3fpKaX15OLN+qmhi0S7VZ1GpP6SUk0EjbQ618W83cW81cXFEzuamnT1Ipag0g1nSlVRsOtOa6wKUmGw60YNuy51NtutYa/dVrFKRtlUzpYyqJqRrtqmVDeei46Dho1BHCQYgaQtTQ8TDw0JWLgdfY1sNoLJ/X9/I9+96e1fl+uvQF3lB+uuFMEQglEI02yNq1vI5mH6Jxo9u2fXt/c/sVr23uTUM05tv356CxYBksmCbzls68aTBv6sybGvOmxoIpkJscBEelIiF9osolRB1DVUAUkRQwRAUDFxCc0m5lSevM7ZWWc4zLE9SxqYsINSLURZiaiFAnjCs2dkOqIxgOJdgR7mNXZJCdkf5WkvkhK8mposMTcwW+OVfgXLk7+LwhbreA1/64fV0+Ib6W5DmlhiPzbMO11whPLV1sOTJdNAq6RaEBxwIoFmJJT5HVhiiIfmoig1KJZefYBtxil5LCRRMOuuZh6T4hXRHWFTFTkDB0kpZO2rLoC4UYCtkM2jbpUISEESZqhK7ZJ6OelPzO88d4fL6zMuUbB4b5vVvvwNhk0YHLlfQdFicfZ/bUg+TnOu8P4n23MrTvAfp3vfWqucG2wz8urfzJh5n9Vu8B+NBdHye5/z1X8YiuTR17/EkOPeH0dKd+/TU1xOGhlSGHjTDD5nzBq4ICW+pEfJ2oZxLzDCK+QdQziPnL81HPIOq3ta31JlHfwJYv0zVKF0EYp6WvCOdsz3OWP5YlVi31iDeA+cwgO3/55jXfJu9WOF2e4XR5NmhLs5ypzFLx1xeSOmZn2BcdaoCxYW6IDrEj0veyXtvdep5K/gzVwgSVwgRzE4/gu73TiMQyBzny9v96FY9wW9eiPOWTc8osVkoUTinkSZvQfGeuwzl7kW+mn2Z/aRe3Fm/s6H86eYL/uudBRiMZ0uayYzNlRklbbfNmlJQZIWVGMdbp/FWyAZgaEEq5K+FUAKi6QKv2bdwG2HK7bOMqpB9s06Pu2JYqOqKx/2defoB+OfALAgD2rTN+3/fPef2FqrISYeG8erexcNdeffFaAF+wDb82pG9Nfon/eOJH5DjQ0ZfiBDdqX8ZXG08sHzESq5LKj7aqKKZDQysSuV+L8pWiUqtTXpinvDjP752vcDbUO0twn1PmjYXzuELHFdpyq2kr1zWWnRXbLPdvJCTtelVU5nl9/V/I+PNk5AIZOU9UFbdwyL418hEUNIusbjNnhlkwbLK6zZJuU9TClDQbf5M3gJry0fECiNUDEm5UQvnYVAmpKjYVQqqCTRVbVbCorfh8DSLUxGFyHGXeu4ma6sznJlDsizkcTcNr+0LsiiUIGzHCRgzzKj8N9qXH92ce4cmph1mqzZK2h3jt6P3cOfLunkUqrle1Qii7gDHf68zPqICKMMnrIf4k/ltIhnruW+EBHhDaUki28j1cEHUUdXTNxdR8bF1i6xA1BXFTI2kaZCyDvlCIwZBN0rKJG2ESRpiYYRM3w4S0K5cv7suT5/k/Tjzbs/+3Dh7h3aO9c+5cLVUL55k98xCzE1/u4gaLMTD+Tob3vY9o6oYrdgzb4R+9pZTCLZynMn2Mhac/h6z3LgYhzCiJfe8klNqLldpLKLUX3d5A5YHrTJ70WXLLZJ0ii06JRadI1i3zdxe/za8+ewP3LHZep77RN8vvHXgGuQWXppBmrhh8tocVptsHqlqEtAoRdnVwZKfbrOE0o+ah6h7U/Y6WundVBpKr5Ws+1h07g0qaSRuRDAUVNe21C6NIJZmt5zlVCqDYmQYYO1ddwFeXfvBrCp3xyAD7osPLTrHYMANWYksruru1bOCWzgeQq5KfoFqYwK2vXaW+mxIDt5MZu5vM2N2E4zu35Bi39fKr5rssuSWyTjAF8+XWuuAaFMznu9w/DdTTvC57hNdlD5NyEx39vSD9l4e+wYn4GSxlYkkDS5qYsjGvlueD1iRCiCg2YRXCVlbjdSaGNNB9Hc3XEL5gSy5+15DMmODQL7z8RcYuF35dD9qGXxvQR7/1CY5Vj9Irl1WC04SZa1sXSEPDNqKEjThhM0bEiBE24kTMeDA41oLBcfN3sLnn1QOu5X6xYrtL9ndZL1a9SKzcdLld9eMslESVy1ApQqkA5SKqXIRKGVAIBY+m9vCjyN6eF8IjpVM8kD2JphS6UhhKoRPMt5Zb60BXstEHOmBoGpqugW4idRNlWri6iWs0WwNPN3E0I1jWjQCaaSauplERigVKLFBkUZbIyTJl6aAwkBgozLb5YFkqA12LYGhRNC2MECEkBp4ERypcqfCu0vfFUvUWCAug2FyjnSctFzG4tG1/o1KAK6CqBVNNg4q+crnZdsvxoQAPEweburBxCDdau9V6YrPhad2lo4gLjygOtqpi+UUMVUCjgEV9TZzhqzB5dSt5dZSCugXZpQKhoE5CHCcpniEpnsMQ3Z+mGprVAmFhI76itY0YYbN9XeM60dzOjGNp63eO+dLjCz/8GM/Nf72j7/DAvfz8LZ++5mH6VigIoZxvgbBKcRmKOdV5AP469m6eNt/X8zp1h/cwv7Yzg5a5hVJ0nAVXMlursVCvs+S45ByPgutTciUVH2qehiM1PGmglEnnFXqL/rY2YIaoAw6a5hLSJWFdETGa0EwnbZlkQhYpM4BkcaM52a35iG51nF9lz2WiVOR0qcjnz7xItl5vVOeMERSC9lCiBKLETYkkn3/NPVfkb92MpO+QnfwGM6f+vocb7JY2N1jn9/py9PD0U/z+iw8i/HE0fy9CRVCigtTPoPSzfOwVEP6xXimlcIuTVGeOUZk5RmXmafzK/Kb3p4f7CKX2YKX2YaX3tMCYvs7iMldbUknybrUBsoIB5WIDbi01590SWadIzu1dSElTgrfPjnDf7A4G6zZzoRqPDF3kn4ameo79wprVxVXRDrUCyJWxYqTMKGF9a39715JSCly5JiBTNQ/aIJqquahKFVWro+oS4QnEVrnQLD0AYUm7AcZCK+FYxOz6++tKj3OVhTanWADGZlaB916KGzb7osMd4ZOxNRyqSimcymwAtwpnV4Au3910cbM1FU6MkxkNQFi875Yfy3x816qUUpT8GktOA1q5wbUl2wVmLbllKv7GzRndJJTgUHEfb1y6gwO5vejqFXBOaKAZzUmgmUFRC80UK9aL9m0Mgu2MldtoBsF2ba8VhmDiS/U1wx5fKc6v60Hb8GsDevfX/py82q7UdEkpEHIAQWfBB0UZpc1v+bhQF6Jt0jDalzUNXYi2dauWNQ2Uj+uXqfsl6l6BqpvDlVUEEoGPQAKysdycFHErRSbUR8YeJG0PkQz1owsTgUAhgnzuzXkaedsUKARSwf84PUt5c5Vfu0oA/SGdEdtgJKwzEtIYCWkM2zBsKRJGM3G+D8pHKR/Xq1N0lyi4WfJOtjGfo+jmKXg5il6BolfAVe5lHpsgKkJEhU1UWEQJEcEkikkEAx2TqjTJo5FFsNiYskLnjLDWdPrpyudnd97DzsggO8J97Az30W/Fu960+tKj5pepVLJUcpNUCzNUSnPMlEo86yR5gVEu6DuRXRwaBkUS4hlS4hni4gU0cXmfyXqkCb0TmDWXzTiR1ro45wsv8MTFv+m5r5898HFeO/rjnc/Dc0tUC+d49vH/hd+P/E+URKcTKKZO8b87X+B1P/HQpt5DKkXR9Zit1ZipVZmtVllw6izVXZYcl4LrU/QkFQ9qnmhBs6sJzFSjFUJhCgNdGAgMPKnhyrZDWcf1fNC22BePcEM8zHjUJmxoSBRSBZNCIZVsWydRKPxGn98o5tHqb27f9bVtr2nbR3N7iUI1imR4Toly8QLV0kV86Tau2gTXEmFgRgYxI0MII9J6jxXH0VzXdoz+im3aj1GxWC8hndegyU63hNQukIg8x3tGji4DyAaQTBjLYDJmhLpWKb4e5JamqUwfozrzAyozx/DKsz23VShqOtT04AG+psD2g0mgsV57kBEZDNxh6QCGWak9hFJ70MzOEJ3LlVKKsl9vQaysU2xArRKLbrE10Fx0iiw5ZfwNprnYqEZCaX5xz1tWAi4zin2JCtHXqqRbwcmfw8lNUM+fxclN4OQmcEtTQfGbdikdTdpoKoSQYfqy/wrLuwL354bWAmEtKNYGyoitfHhQ8mrLYZNtTrGi17s4SruGQkn2RgbZbcXYgc+wmyddmsItBoV6ZBdHTjcJzQiKLiX2EEmME0nuIZzYQ3HhWU4/9Qc9X2fHdlArTdLt+2eEUmRG7yIzdg+poTvRr8B37MddvpLk3cpKeNUGtZbaYNaSU8ZRW/ew2xQ6GStGxoqRNmOkrSgZc3m52ZcxYyTMMLrQ8CqKZ79QQne3/qGqROJoLo7m4govaDWvsc7DES5uc15rzAuvsa5tW9HWr3loOoRDJuGQSTxkEw/ZJEORjocD6cYDg7DW+YBwM1o87nHhnx0S3gKptqIcOaufgtHPzrdZ133Or+tF2/BrA3rb1/4HVbV9sV+XFD2dAtdczN7LKRlDU/093SdD4Sofv/UQUxUnmKrBNF1xyDob/9GzhE/cKBPWlrCYQ8iLKP8cITGPxSKa2NwPacRIkAwNNKb+RjtIqrU8SMxKbTrs7oOP/XvOaL0h4T7p8Jdv+k8b2qdSiolSnW828nf9qNC9euioLrlLlHl9dY6DSxchv0jdKVLTPaqGR1V3qekeNd2nqncu13Q3WG9IaoZPTTjIlyn78GBkF7945DP0h3dctwPsrdJzj/4iiwvHeSj2Dn5ovg6XOCZFbnG/w/tKXyXdfyuH3/rnV+14pFKUXJ+865NzPLKOw1ytxly9zlLdYclxyTs+JU9S9hTVBjS7csBMAkE+NYHZ8xqlqIBw2tYDuCCcBmxz6HRL0+O4L7WNaJtbx/46bKhbewwdyyqCptI9PytfexFlnGt8LjUQnRWEBYKoHmqAMbsDjrWvb0K0RGN9zLCvalilW55rOLt+QHX6WAApesiIDBAevoPIyB141Sxnnv8vOF0O1fLhhjt+k8jwbTi5M9SXzjQgyGmcwnKOv0vJiI0sh002wVhyN1oXZ03Ndzog1qLTDrNKLQeXI7dmsKkLjYwZo8+KkbHijTZGnxUPWjPOM/kJPnf20Z77+NhNP3ldOgn9egGnAbfquYnG/Fm8cmdewV7S7TRWak8wJcfhRw7h4zt7fvcWU39HPXQGw09jeGn0Rmv4aQw1iOaGNxferouVUGwVKCMeAgHzTqHlEGuCsbPlOdx1nM+akgx4FUa8EsNeiRE3aNN+DUMPEQ6XZ/0AACAASURBVE6ME0kEcCuAXOOEY2Ndi0Yo6fPit//DGtUefx/XybM09W2yU0+Qm36ya1VjoVmkhu4gPXYPmdG7CEV6pxC4nuX6Hs998ynCP8yRqOgUIj7VW1IcecOrMfT1XWsd6bHUAbO6u7XybgW5hXHBET3UAlYrYVZ0BejKWDGiemhTkOelv65Rme59zEYMBg4by46qdueUsco5ZS47p4QGjvLIOc2chpVWbsMlp9SW67DSynVYWqMC92a1Vlh4E5I1nbZpM0qkx+fouC7T//fTDFU6j3E2YjPy745imS//g4sfd/j18uPHa0wDuuT8Gvc9I3qZP7rz3a3LVpMdLl8SVJe+lReM1etXX0569atVG6xer5SCchE/v4TKZ4OpsITK51CNmzm16oe/Yx92GJFII5JpRCIFiQwkUmBaK47pj196gXOVAHQpOkPBdoQjfGh8P56S+Eq1Jk9JfLlquUd/1z6lGv0Sr61vxbKUba8J+tr3c9UlSigV7nBVBIPKMll3kZJX4i0j/VhtdnPHrzFXmedUYYFzpQIXKzVmaz4LdZ28Z1P240g6L6KO0ll0E0AC2A28uq1XYpIjxDyWmCck5rHFEv2Wx6CtMWjHSNntgCuAW4lQP9YGqyZuVPf13cQfL030zPl1X9/aiWyb8pXih7lKALxmC0xWuyeyvTkRbiWs3xPr/CGza1US+Swqt4jKNb5PuWCZYm75i9pFCoWjNcGYH8AxS1GLhahFLWphnWpIUDMlVcOjJhxqfoWqV6TiFql6JfxNuvDmKuf59Hfej6XZjMT2MRa/kbHYfsZi+xmJ7cM2Ot09r1QN7b2f4sJzvL/0CO/nkS79P3FVj0cTgoRlkLAMdkZD0MVptVrtwCzveuTqHpPVGhOlMhcqVeZqDgXXp+opFBpB4Li2rkFe4L7R2pZXhcC3wugj0PZQqLXVtfPs7Kqr12ely5vAuam1ftmRVwsceY35ilej7NSZoYYS2QCUUWc9Jfsiemg5H1ybw2wFQGsPfW312ZiXCIn2qotUpn/QCmV0Cxd6bqvbGSIjdzSA1+2Y8Z2t6+jUS39LVRccs0f4XnSUnG6T8mvcWZ7iVbUpylRIxEawkuPEx9/S2qf0Hdz8uQCYtMDYGdxip1OlVpphrpolP/cced0KJsOmaKcphpIUzDA5obEkPSpyaxy8AkHKjHRArCbYakKuPitO3LAv+QDi1uQuXixN98wh966ho1ty3FdCSin8WhYndxYnP0E9d7YFvPzq+ivdG9EhrOR4A3SNE0qOYyX3dOSAk/s9SjNfxFpc6f4SCJy+GQY+9DFqc8coTz5JZep7+LVVubCUjuGnMMUOIrHbCJk3YKpBKClUvg7Fevdrmq9Q2Soq2/3hGZqAhEU8qrjFrrDfWKImZin5Z8h7J5myKkyZEWaMGDNmjGkjRlYPr3C6S6Exa8aYNVeG+IY1k73RYW6IDbVyiu2NDhExe/92CE1n3+s+wbHjf8lXF39EFsgA7+q7mdcc+jmEpmPZGYb2voehve9B+nXys8fITj1BdvKJVtoAJR2Wpr/D0vR3OANE0zeRGbuHzNjdRFM3viKK/Li+x/P/7VEOTUWA4Deuvw484fDsqX+i/1/dQd6vdoFZ7Xm0Sut2/a1HAkHSDC87sRpQq92Z1QRbaTN2VVygfYcMKtNuT/A88trNVzEMCZMhO8WQ3VE8sKtc6ZFbAcnKly4IcgnVpctMPbfukGZT6F0h2eiLLu+tZLp+TkOVGs9/5xh33PPadb3Htq6ctp1fq/Tf/uET/LnRO+fXz2cf5i16FjM+ihkbwYyNYjRaMzaCHs5c8R8EpRSUCqjFWeTCLGphFrUYtLjrq1iDHUH0DyH6htD6h1rzIrK+gfH1kiB5tdQKYLYSsK0Eb8vQzJOSxdos06WzzFQuMFs5z1xlCld6gIbqMemaTTI0xKn6bip++JIuOUv4jJpz9GsnsbznqftrJzFVSuCSxGGAuhrAUQPUGcBR/dQZwGPjyYPDusZo2GI0YjHSaJvLw2ET6wpWfPN8l//5m7/NMTrf4w4k/+cbPoHR40e+7ku+v1jim3MFvj1fIOd0PmnVBRzNxLh7MMFdgwkG7c3fMCjfh8JSGxDLovKLy3Bsvd/DdsUSiFQfIplBpDJ4yQS1uEUtYlLVfWp+iapX4sun/guLtd7ui0upP7yD0dgNjMb2MxYPoFjGHnlF3Miu1nqegF/L+U0KrsNEuciZUnMqcKZUpOhdYiCvADSSps1IOEa/FSFphgnrFoYwKHuSJcchW3fJuz7TVY9tu+61oWbYahOWqRYUqwVhrKK27CrD2fC/zdbMZXeZbhPTDMJuGbuWJVScwa7OE5UeUd8lIj0i0iMqXaLSw7bihAZvxczsQ4uPonQTt7aIW1vEqS7i1BZwa1mc6gKOW+YvU7fyfLizeu+t1Tk+lHseHYXQDHQzhmHG0M0owoxSM2IUjQglPUxRMylqBjmlyHk1lrw6Od8hpySlLXS2xg07AFdmJ8RqDkD7rBgpK7rlzjtP+fzD7DM8PH2M2XqOoVCK+0fu4F1DR6+J6qFKKbzKXAC5chM4+Qmc3Fnq+QlkvbDOvQjM+BhWcvcKN5eVHEe31v9ARnou5a/9C+qFIlrdRoZqiINxom95C5qxPPhWSlJffIny1JNUJp+kOvd8T0dhKL2fyNhriY68Btu+CVX0Ufka5OuoXA2Vr6HydVShHuS02KAUEsfI4xhLOOYSXqiClzBYSEaZTNqcjgjO4nCmtkTOLa9rn31WrC3BftCORwaxdfOyinIopSgv/Yjs5DfJTj1BeenFrttZ4cFWwvzk4B1oW5hTzlcSV/p4yseVPq7yWutc5eNJr9HKFcvBvI+nJG5rm2AfuH6QY86VCEciXInuKfrPedx9rjusEAj+ZM8JvjRyEUe/vPBmXWjLTiwzRrrRZqxOt9aVuMZcrpRUnH3EIX+683NI7tMYv89CXCNV/lbLkz55r9IdkrlllpxK2/oSebfaYVppSiiIeyZJ1yLpNtq25bfPjZJ2e+f0OpOucPBX3nml/tR161p1fp0+fdr8yEc+suvUqVNhKSVvfetb83/6p3968dFHH4397M/+7L6xsTGnXq+Lt73tbfk/+7M/u7jWvrbDHjegk3/zXv5j9C5esjqrPd7knODX577IWpckoYcwY8MYDRjWDsnM2AhaKLmhQaYql1CLM6iFBuhqQq76Op8yWKEAbPUPI/oGG6BrGCKxyxrs+krx2889xePznRb2Nw4M84nDr0J/BQ6mm5LKZ7Z8jgvFE5wvvMD5wgkmSyfxZCf0WFBHOMf99AKq3aThkOQkaU6Q4DT6qrxTlmYvhyDagyStIAwx1QpLHMA0MszXFJONEMqp6nJY5UzVwdngTZwABmxzJRxrA2QpS79sgOL6df7m+F/ySNvTyvv6buZnDv1cB/jKOx7fni/yzbkC318sUvM7/56IrvGagTh3DyZ4TX+cuHnlbyiUUlAtt7nFFlfAMUrrHSy0yQq1oNh3xXP8TfQbPU+n20OvJtQ3ymTpJNOl07jy0glQbT3KaOwGxuL7AyjWcIldabff1ZCSHnNnv8rsmS9Rr8wSigwxtPcnGBy/75oBX3Xf52wTcpWXIdf8Oq/zEd1gbyweTNEEe2Nx9sTipK31JVb91088y1Sl9yB70Jb8we030jzhBOBKn1OlAsfzOV4oLHGmVGiMCzu/hzHD4FAyzS2pDLcm04zaEYS2PNRoP42FWLVerCzS0nKjtb2oWeCl/fqzXNAlmK+Wppif+DLzZx9pVYpsZAdDNyIM7H4HQ3vvJ5be3/Ee7QVkfvl7pzme6/0keSRs8o7RNDnHY6kx5Ry/VTxhayUJcrvVWpBMidoqp1k7LPMui3EaShKWLmHpElFeMK88wtJbuU56nDOTPBYf7+nkva06TcavUdBCFDWLoh60Zc1EbhHwsaRPQtZJ+A4J3yHpB/Mp3yHp1Un6Dmkp6YsOkUjtI5QOqk5a6b2YsdGrdn0IrlGPMHvm4bZr1P0Mjr/7ql6jlPRxS9Mt95bTDFfMn0WukbB/hYSOldiJlQrcW8uQa1fXcNSrJd8pUZl+isrkk5Qnn+wZfimMCJGR27GHjyJiI7h+qVVVsZI7hyyUCXkZLC+N5aYJNdrmsrbZgJq4hUjauHGdbNhlKlTmlJHjuJjlB3KKgrj077iGYEe4j7BucbI4zTtmR7lvdoyBus18qMYjQ5P849Akv7LvXdzbfzAARtLHb4CjZbjUAE/Kp1rNklv6EYWllygVL+Ch8BF4QsNHwxcCqVkY0WH0yAhauB+p6QF0auzTa2+bQKr9fRrL0vfRPQhJjbBvEPZ1bF8P5qVO2NdXrLPb18nGOr/Lui0onFDTfIqGS8F0KRguBcOhYvm4IYFv6xDW0SMWZsTGjkWIRKPE4zEydpy0FSNhhK/7B4xKKrInfLLHfZyiwooLMod0Mgf0axZ8rSWlFDg+quJCxUVVPai4+BWHerGKW67iVRyouGhVH6MmsZygQMlmtRCqs+Pfv20L/4rN6XLhly8Vz5z0+45PeAPlmjKjtnAP7THmj+7XF7VNngtSSo4cOXLgwx/+8NxHP/rRRc/z+MAHPrA7nU77999/f/4zn/nM0GOPPXaqVCqJW2+99eDnPve5s29/+9t7Pi3Yhl8b0Pe+/FO8KCd5ST/MCeM2SiJBTBU44D3Djf5z3FC1GNL78Mpz685L0S5hRBowbLgFxozYKIaZxqjraPnSSshVXd9TIAxz2b3V33Bz9Q1BfGOwbSPypOQfZy7y5cnzzNaqDNlh3jO2i3eO7HxFg69e8qTLTPlMC4adL5xgunwaX0rO8JPk6ASqSU4wzJPkuJklDuDQafs1hOJgXPDaTIK7B0YZjo5g69HL+r8GiZu9ZSC2BbnGtsI15knFP04t8ZXJJeZqLoO2ybvH0rxzLI0uBFMVh2/OFfjWXIHncmW68C76QgZ3DSS4ezDB0b7oFXWrbUbKdYNw5NwiKp+FJhzLZVGFLHhrf/YSxV/uOc4PU51V1W7JDfChxbuw3nQ/ItWPSiRZ8GaZLJ1ksniSqdJJJksnydcvXZFNoDEQ2clYbD+j8f2MxW5gLLafZGjwur+Je7nkSclktbzCyXW6XGSqUl5X2mxTaOyOxhqgK9GAXXGG7Mu7sX744iL/6fhUz6ffv3FolPfs6FtzH2XP5ZmlLMey8xxbWuB0qXdlssGQze2Zfu5I9/OqTD8D9tZWZFxL0nfJTj3B7Km/Jzf7vY7+WOYgQ/seYGDX27ome/7KxSx/cLwZgtdJn3/zljHuG8t0fW9PKnKN0NXVYGx5eXl91d/aZOoCD40qgsBF5os6vnBWOMya8AxqIC7z/ZXoWRVzPeGd3aQrSVw6xP06MemQaMzHpRMsN+bj0iG0kXs01YCcjVZDoJtRDCuBGe7DjAwRio1iRocxrHjgVLOWHWu6GUU3IogNgjslPV789sfWcKd+umtep8uRkh5O4cIy3Go6ugrnUeusFic0q+HiGl8GXKk9WPEdiGs8Gb9SCjd/jvLUdylc+Aal+efwlIMvwBPga/SsstlNVmSISGJPMJl7iLADy+9DL2uBY6zNPYa3ue+UjBhUYrAYdpi0ypwylviRtsB0qMKMXaOmL5/rmhL8zokj3LPYmaPrG32z/N6BZy8rJ6mmRBuE0tsgVAM+ySakCgDW8rK+DLVWr5M6oa2q7nktydIhbCDCJiJsQLO1DUTERITNVn+rtY3rEia93FKeDCBWY6LaNt8Gt1TFRVWDdV0HEVdQrwTnly8Vf/8NZ9/ZGdkxYB0f1nLvu8c6rW/i/H3ooYfin/zkJ0efeuqplt00m81qe/fuPfy5z31u4rOf/ezAY489dgrgPe95z94HHnhg6cMf/nDPEKlt+LUBPfLPP8VStbeTzjYSvPq23yIV34utDLzyLG5pujFN4ZWmcYtTeJV5NpMQRUgdQ4YxfBtD2itb30bTbUTfQMPJNYToH0TrG4ZkasM3Xdu68nL8Gv/5+/+WmeIEN82/m9fOH6TPMVm0XJ4ceIEfDXyFwdhOPnTod0la/UzWdL4xP8fX56aYrHY+abU0jTszA9w7NMJd/cPEr1DixKonma46V8U1NhaxSJo6voLfffY835jrdEbtiliYmsbpUncnzO5oiDcMBsDr5mQY7TqFM0pJKBVXOcbaco01YLiP5AeZWb7fN03OqpFybF69OMId2WG01daOaByRyiCSfYh0HyLVRyVmMmVkmXIvMlU6yVTpFNOlM+vKMxY1k8thk43QyeHoHow1ihX8uEkpxWy9ysSqcMVzlRKOvPTgRwBjkSh7o/EVoGtHOIpxBWCurxS//cw5npjrBFZ3D8b5xG27N/xAY8mp84PsAk8tLXAsu8BUl+tZU7siUe7IDHBHuo/bM/0kzKtzLtVKk8yefojZiYdxa9kVfboRYWD8nQzte4BYejmHl68Uv/NM9+vUPYMJfu+2XVv28KfmyzYY1gBktTqL1TLZapUlx2HJkeQ9QVEaeGv60jcuXdUxqaCLGppwggIHmoMnHFxq1Gk4zlohmG2/C0qgu6/vWRXTN7/d2l5DkDKjrcTwGTNCSrdIaQYpTSOJIIFP3HcJ+zV8r4zvlvHcEr5bwndKeG4Z3y211sl1QpytVQOYmbFGKGcU3YqtCOtc7ouhW1EK888yeeL/7bnHG+78OEN7N1e9V3p13ML5toTzDTdX4cK6H94KIxxU10yOrwBdV9MZ167NuOSUUri1RSr5CSqFhosrf5ZqYQK3vnZ6ieWdBNkRLStJNLmP+PCriQ/fSSQ5jrEqT1fPXSgFZXc5jDJfa4Cx5fmgDO/GVbMUC2GHi1YJ3VW8Ote7yNLfjE5wPJFvOaPaQVZYrl5e6aiyr2FIJTXwTYFsToZAWRqYGsrUwdIRpoawDLSQjjANCt85w2C1t0O6YHmk9g4HIKXqBdCk6m0aYq5btoGwDYiYQbsKkIlwe18bULuC975KKvznZvGfmUEV6ohECP22YfTDQ1sO65RULXjVBFeq7EDV64BbTaC12e/OJWXpiIgZfN7Nz70JLpvzjf7nnn6Wm7/bOzfa8XusayLn1+XAr2Mven2PPe2O9+p/01Hz7B03GetP+tjQpz71qcGJiYnQ5z//+RWJRg8cOHDwgx/84MLXvva1xGOPPXZqfn5ev/fee2/86le/enLXrl093QLb8GsD+vt/+gkqtd6lu9tlGBHSiRtIJ24knbyRdGI/ycReDN1GVss4Uy/gzr6Iu3gWtziJW53Dl0U8rYavbyInEKCFkq0QSjM+sirv2MjLaivfVnc9efFL6A+/xK3Zgx19z2dewL//Jl67Y+XNrVKKU6UCX5+b5rHZKc5XOh2AhhC8ugHC7h4YvmoDxivlGosZGvP19b1WAIdSkVbC+l3R9YV3Xe9STh3nv38W5qe3ZodWCJHuRyQzyGSK+bjLtJVnSswz6ZxnqnSSopO95G40oTMUGV/hEBuN7ScRWtst9EpQ3nE4XSowUS4GbQN4lf31ncv9Ibvl4GpCrvFoDFu/uvVoXE/y/OMz2M+XiVcUxYigdmuUw/cOY+iXD9ymqxWOZRc41oBhWac7nBDA/niSV2X6uT3dz5F0hvAV/iyk9FiafIKZ039Pbua7Hf2xzAGG9r2v5QZzPZe/e/4J/mHOJasiZESFdw6a/PThezA2caxKKTyn0MidtYCzIo/WIm5rXRbP6R42rYA6YUpanJJIUNbilES80bYvJyiJOBURQ23hAzMBhA2IGGDrPtO1Ir6f6jkISEdf4I9uu4c+K07SjGx5bispvQCGOaU2KNYGyJzldZ5bwqsttT5f36sgfadRDfXllRAGVrgfoZtomonQlluhmWi6GRTP8R2UV0O6FZRTRjpFpFMOQnvVytBhWOaUzWXNiGLFhrHiO7CaubmS45jRYTTdantvY8udaOuVkh4vfOvjPDrv8FTobnJampRc4lX1J3jbgMXNr/8ETm2RauHsMuhqtL7bWZipq4SOHR3B0iMIr44qzqK7NXTVWeRCjwwQHX0N0bHXEBm9Ez208TyrK/4+pYLBfROOtecba8xT3+rQ6asvpSlE6P9n782jJLvOAs/fvW+LPSLXqsyqklQqlbVL1mJbtiRbGNsYDMYYmME9NO6GHo6bYWY403O6G5qZxn0MbeiBc+YMDTTuAzSGAQz22BbgBdvIyJY3LdZilSyptJRqyz1jf8td5o/3IjIiMyMrszJLKpv66tzz3eW9F68iIl/c+7vf4oLnIvw1KIXvgOf0+/DkQN3ZeKzvILyBY8/jd+qhL36V6++PdwwrbKLTzyqDYozQPVjWh2bnETNu2yJIAdgm1mRDVmfr9TZCllhjST52DPPURjYir5nEe/e1IwGYtRaiQffCBNtONsKtQZAV7k3G3Q3iiE3hFXkXUfQ3h1vu9r9XSmse+6O/47ozG63Gn5ztcNN737rtDKIXUnYDv/740+E186t2ZKDG6THR+qnvy20eLHALORf8+vVf//XZ2dnZ+MSJE8HP/MzPzP/2b//2qa2udwl+7UA+c///yOLKY+d9vrCCsi5R7RSoRUWqUZlaVCKnh8GEQaOdCOVEqJKDzoPyYpRtoZIVdFw/r9d3cuMbg/FnkMzNJjGX5OWV+MHnMJ95auSPq/yB6/FvuXzk+dZanm+3uG/+NPfNneG59kbrDEcIbhub7IOw7cb6uRCy11ZjPRHAHVNl7pqq8IbpMhPBxe1acaFEP/4N1Gc+OnJc3nYXcmwysxxb6luQca4g6evFcRHVMVpjec5UYk7nm5yWS5zRp5kLT2I49yS87I/3QVgvnti+wuU4r9DiaTfS1aoPtgZB19IIiLNeSq43FJfrSBaX6+WC1luJ1ZboL09jj220zpLXFvB/fBbh7N3Obu+Z9tDyAg+vLPLIyhKtEe6+rhBcXx3jtsxN8rrqGN4FdGUOW6eZe+4TzD13L0k4vHkp3QJTl72VTvMlHm0+zPM56ErIGzgcwm0Tb+LaO3+tDweMjjcBWb3A8AN94VI/I/NuRViQvYLEL0yRqxymMHU9xakbCQr78POT4JZoKZNak0Vr1mWrsd7EBVPR2mNLB4nl8lKOycBjInCZCDwmMz0xoIM9AK/nK0YnRI0TdJeOEa48S9R4gah5krg9hzUxBrAiBY9WsKHd0+cUK5ho3sxk8xZ8VSV26yyWH2Gp/Oh5u4deUBEyg2EuUvoI6WYgzs/6hiGddAZg3ZB2s3N6UM1f159dN3uNpbMP8psnS3zLv23DLV0fP8Q/6f4BchsxLtP/gke+fDmF6hXkey6L1cPkSoeQA26b1ijChW/RPvVV2qe/RrR4jE29OoQkN3FtGjj/wOvJTV67I8u4ULWpRwusRgvUowXq0Tz1aDGrL7AazdOMl/ETj7FojLFonFpUYzwaZywaoxaNMRaNUVR7l81ZOwbrAr6D9D2cwEf4LmTwSWRQaj2QMiKi1XiKev1R6ivfRJk6RsZoEWNkDMIgpEt1+rY0aP7s3QTF/ee8nwshSmse+29/x3WnLzys6MWY2gqa9WFZmLnohenYBc2sLMXWsCznYubamIdHb7rK66YQ4/k+3Bp2P7xA0E+Q3mMPXg1YYG0KtwretkDfbkQbxR8++svETzncsXArk1GRxaDNV6cexr9W8c9v+tWLYv67G/j1ux/v3tgOGTlxLeaI/+W78o/v9J4+/vGPlz/wgQ+c0+3xqaee8u+8885r77333qff8IY3jAzAegl+7UCefeETfO2xXxsZTPqa2vdRiF1W2s+zqs5Qd+oYee5JYU75VPUYY94sY+WrGJu8gfL+63Em9iPcjYt4k3RIWmdJWqdJWmdQmU6ap0laZzEjdn+3FoFbmBzKTjkEyorTO9rRs0bROP4p6s98EtWexy1OUz36TipHLp5A0i+HpLt1CXaljV3pYFc6mEzblTa0z23lJ2p5KOUQ5QBRyiFKAaKcg1KwVg9Sk+YX203umz/DfXNneGaT4OkSePXYBPdMz/LG6f1MBhePNeBWVmPHVjtb7rNPBi4fu2dj3LR/bGKNQd37p5hnNmZykkevx/2h/wGxDg6k7hbNzH1yse9G2XenDLcZzDgTJS1z44IzY5ozhQ5nvBVO27N0zLljFDrCY6Z0ZRpgP3OdnC0fpejtbtd8lCQq5uOPf4ZPLSyziM8kMd8/Nc6P3PT9m1rpKGM40Wn3XRWfbzc43mpyptvZ1vzTl5IriuUMblW4MqtPBrlXPFaa1TZ1DUgsNtMkluRbdcwDjdGA/ocmCG7fPI7VXogyhqebdR7K3CQfX10e6R6adxxuqo1z2/gUt49NclW5ckHcnI1RrJz+Emef7VmDpZ++Ab5SgVOb7C8ciODNXI5EbGmltVMRwsVxckhrIekijcng1gDosiClS2HyBvIzt1HYfxu5qev3zBo8NoZ6BsY2C+bfg2i9emQs0lreutTm7QttphLNgufw6akifzdRxGzzMyu7TgbDXCZzHuN+Bspyw8As9zJCMmsNqnWWaPU54tXniFZSHddf3BAzy2Z5w3owrAfIhF/CyY9T785x+dl3MtbeaBm+UnyS5/d9DNfxMSZK3eJZWwdb+EeVpPVB/04+WvznI5Mo/Gj7D7k9/vLQOdLJka9c3odb+R7kKs6elwWbDldpn/56P3C+Dje3jJZ+hcLsa8jNvhY9eZS2YwZg1vw60LVApHf2G7zh9YRDxZ9g0pnhB7/6Fmbao2HSUrDEFw5+nsgJiWRM7MTETkQsYyInJpYRiZNg1sX8c4TLeG6GifwBJvIHmMzPZvoAE/lZcu5G90+jY+rzD7N8+n6WT91P3Nncs6ZYO8rYgbsZP/BGSmNXv6xhXBKteOzLD5J/fJVKx6FR0HRvrHHzna+5KKx0hiynwo3WZLabDIwNALULZT11oSQYdC8cBlmbwa0L7eZ5kQY3xAAAIABJREFUPvKVU5/gz5/6tZHj77n2l7lj9vzc2PdSLkbLL2MMN91007Xve9/75n/+539+SSnFT/7kT15eLpf1D//wD/cD3gO8//3vn37wwQeL99577/OjrncJfu1A4ke/ygNPfIBT5Y0BoQ80p7jjzPVDiwODoel3qQdNVoNWWnJt4m24NTpOQK1yFWOVo33XyVrlCJ67cQdivei41Y8v1os31tfNM1h1Hj+kwsEtTG2EYlnbzU/2oZY1itP3/TLtE/dtuEzxsnuYvecDr5hp/IUQay00wxRqLXewqxnoWu5gVzuwTXe9XYkrB4BYCsoavuBbpsvXojqPJC2WPGg79CfEAripNs490zO8aXqG6ZcxsPRO5ee+dpwnVkd/b2+sFfjPrzvyMt7RxSuJSvjUw1/hb5bmWUAwheUdE9P8wG13ntdkzYbdIRg2WLabndJiqXsRZ/ItzlRizpQjTvt1FuXqyLTRg1ILpvsWYj1rsanCQeQuUn4nKuYX//5Pqc4d4fvnqkxFHgtBwqf21VnZd5xfuONHOBGGQwHoT3RaqG38LkrgUKHE4VKZI73g86Uys/niecV8ssZmMMpg480glcEmFuJM98bjdeOD58XDkOt8g7taLElVoYoaVTTokkEVNbpo0CWLLmp00YIrEKIXda5Xz34xhUD0ItKJtHfUsbGxPNuKeaLR5olGh+OtcCQYL7kON1bL3FytcFOtzIF8HrnJdQGkkFlfb1QOZJcccSyCsH2Ghef+mrnnP8nTLPNgmZEbZK9pwOFthpty/QpebgI/P4mfm8DLjePlxhFJhGnPkaw+T7L0DKhwg8tVessOuclrKey/jfzMreSnbkJ6F8cz/ifue5yf+dYid2+SGfP+Wp7fODpBxfdYjtWexBwuunLAasztW5RNrrMkK7jn9zyx1qaQxWR/R8as1a3FaoNVCtWaI1k9SdI4RdI8Q9I8g2otIAwIKwE5oB2c+DJqnVtGguez458gzj864q4EbmkWv3Y5XuUy3MoB/PIB3OI+cDyMTrAmLWZQ615bYUyc9Susjjf0W6P611l/jdHXHdRq0/hiPTfdrizQEUW6okBXFLN6ka5M+/ptUWDemUGL0RbfOdPmlmCZsVzARKHCZHmCqdI4tcCj5rnUfJeiK/dkwWytpauaLMw/xPzZB1hcfJSV9ku0HUNbQtuFlpNahu4iORwAebe8IZt3r6R905T8Wv+38un7Ps1lXyqM/E6duKvDkTe+hZXwLIvdkyx2T7PUPZWW8DSLnZOEepvJtgak6NX6IGwyf5CJDI5N5A9QC6YQSNqrz7By6n6WT99Pa/nYptfx81OMzd7J+IG7qU7fjnMpnMt5iTV2NCzbwlWTeA9ca105YIHlboiNtSFeVt49L7fVl1OM1TSiJVb78Hqe1XCgHs2z3D295Xz3cPUmfuH2D72Md725XIwxvwCeffZZ72d/9mcvP378eM4Yw5vf/Ob67/3e7538/Oc/XxqEX61WS1x55ZU33n///U9dffXVmwKXS/BrBxL91/8LszrPicocz1fP0HFDCirH4foMlzf2D09ASxXERJZZsZdpcWIa/IButMhK/RlWGk+nuv40zfZLnNt2VVAuHsxiiL2KsWoaUyyfm9r2D7a1FhM11kGxYeux7Wb0GRLp4hX345X2Y7QinP/myAXA1B3/htrV77roqPxWYrXBrnb61lv9kvWx08xbnoMYK2AbIYRbuJwFLqIYYFsRnEe8rPUSSVjwLMs+LHmWJZ+0eFAZK3HNzD5uv+wA+6rli+rz2U0WtX9Moozh3z/+EF9c2Jiq/U1T+3n/jbftaVB0myRp0P16BsdWMihWT4Pxc44A7rHQnM23UyiWb3G60OZsvk0oz+2G6YkcM6Uj7C8dZX/xKqaLR5guHsaTBbQ1aGuHitIxcXeFqJO6lH3p9AluevI13L1qQTZAKLAumAr31wQfuO70trJ67XNdXhXkOeKXOJKrcHlQYcYv42uxNZgaBFebAK3+sfH5g6mLSdpuk0awQsPPSjCs68EKba+B3aErl7Y+TS6jyWGaXEGXjVnMeuLRoMwLVHieMi/gi9FZJy+EFDTcqCqU3RrVYIJqbj/V/Ay5wtQG0CUdH2s00fLTdM4+ROfMQ3TnHh29eSUkwfjVFGZuTYHXvpuR3t65OW1HtLWsxBGLUbiuDPfdcVLyv7+QjJoi8BcHPA7dOMtskKfqBChlaUQJrUjTjhXtWNGJNZ1E0Y01UaIRxuJYiwO41uJakNbiWotj6WsnG3N6bSyuScc9ICcEvoAA8ADPpsUhPV5ai1gPuS5krJ4txJAQ5V7AFGIY8xFTVdz9M/j7D+NXL3vF47zGxtBMdL80stLvU5pGnNBIVH+8lWia6pWJqOYJQdV3GPNdqr5LzXf6YKyWtSuuwBENsCuoZJ5GsrhmqZUtduvxIrEe6XGzLZFIqv4Etfz+dVBregh0+c7OPmOtFcf/6KNcdmZmw9iJmTMc+Wc/irNFbEJrLR3VYLEHxLqnWOqeZrF7kqXuaVbCuR3Hw+tZjU0WDjKRS6FYVZZwm2ew80/SmX8EazauYaWTo7b/dYwfuIux2Tvxc9/9cURfabHabIBlyeeeg5XNE04BMFnA/+Gr1+CW98pbzO1ElIlZjRYymDW/KdhqxsuYnWQQ3kRqwT7ef9cn9+iuz192A7+MsXxsi2yP736jf1xeBNlKL8GvHUj0W/8HmK0WZQL8KXB8kG5qei3THWOE6LfZpK2Eou4usSoXWJWL1OU8q2IRLc69CAwoUJMzaXFmqTmzVJxppPSy6w+85mA7q4uBtgW0bqOSJVS8RBIvoqIlkngBFS6SRItg98KSSaRxHhwP0Yvf0I/j4Kf92TgyPUZKDwb6heyd6w0dL+S66zkD11t37cFz0BIaCayGfbfEPuRqdHfuV5/3EGOFtNSKyPFevZBaaAmBeuRF1N9+a+QunPuO63Ffncb8spHCtkJoRdhWhG2GqW6F2GYEPZ3sfmcmciAueOSqBYJKAVHO3C1LAZTXXC+F//JY8Cmd8G8//1m+bi/bMPZacYIPfu/bcC/yFOovh/z1qRN88NgoSwD4p1dcxesmpjMgNAyIlLWYTfq1Geij1x4s6ZhZD5uMRicxOo7QcYxOInSSoFSCViq9lhBoBEaIfl0LSCTEEpJeenkBRkgsayW1rzo/kRbedbLGvzxpEHLjLrY1RR7LV1nIKXJGktOSgraUtKGgLTkt8Y3EsT7Sfud87xIRkzgxiUxdWRIZETsxiYxI+i4tqU7HY24/+ybGo6mR1wydDi2vSTUewzO7i1GmhaLp1TeAsUFA1vBXiJzuSJeuxBZocgVNrqDBYWLGRr5ewCIVXqCcFVdsMYG/QCKQlP1xKsEEVX+SIh75sEvQXsJfOUU+6lLUaeyw4WytgmD8KPn9t1KYuY389KtxgvIFuUdjLfUk7sOrpXUwazFOAddytLkVnrQwE8GhLhwKBT9+WjCuXvkJ8HetBC5ioogYLyInSv26GC/ueOFprKWtTAanBiCV2gRm9dpK00wU4csA7X0pKHsOzTgmtlv9JqxHrXshCpdWWkQTl6yIZtbfxBONft2hjRCWgluh4tUoGUk+7JJrLVFMFEVNv+RNalvqlQ9QmH0dxQN3UJi5bU+AtlIJz33p83hPtCh0c3TyIckNJY7c/ZYtwde2rm0SVsKzLHVPZVZjJzNQlgKy83HhLHk1qk6FglL47WXycUhJQ0lDzvRmAoLyxA1pnLADd5OvHL6oNnC/m0U9cgr1N8e3WMccwb3lwCt4h6MlVO01a61wflPLrVayzayvI8STAdVgila8sqXV5HeD5ReANpZvPqMnvvWCmmx3rV/Mi/j6K9zFW446SxcD+IJL8GtHEv3Wv8fqGNRV2PhqsEUQbYT/bXCfReCA3bvYNBZLy2+xGqyyGqxSz9VZDVYJvXNP0KWRVOIKtbBGLapRDavUohqe2d1CzWLRMkQ5bZTsoJw22km1cjoo2bk4g7BCmo7a5HH1OK4ay8o4rh7DU2M4ZucLB+2FmHyIyceYfIwtaExRY0sgAmcNxjkp1MPJgsBmUK975hHcLxsK4cZ4VZ3cMcw9ZUqX37Wzm4oNdDS0Vao7GtoaOmqgrkHtwefkCSg4UHRTXXCgmOmCu1b3dmdt1DpxPwuP/jFz6keYal1DNXGoe5qF0lPsdz/GzF2/RPXoD+7+//MdKB2leKGdBlr/0LNPsbjNIOvfjSItVBOHidhlPHaZiFwm4rUynumx2MGRqwh3aVSIGKyugimSTq1FWqwYbvfL7kWJZA1A9eBUFmulr3twqgeuZDwArQaPjTLIFfXjtSgn3hCnBcAVHoGTJ+cUyLlFcm6ZwC2mdaeA82jCO479BFY2EAMWctZUEKbCp2/4KLN33oi1FicWuG0Pty3x2i5e28Vtu3gdD7/t4XU8vK6L2KWvj3IVcT4iLERE+YioEBIWQqJ8SFjoEuZCwnyIcTSricNLYZ4TUYGXwiIdM2pxZ5n0uhzwmxzwG+z3m7hC96IyYa3dULdkbm3Zv+PLDxKaCwPQhIW8dSi7ZWq5/dTKh6kVZqn4k1SDSSrBJFV/krI/vu2gudZaWkptAFmDcGshClmKwm25+5bUGuC6rAsHQ8GhLsxG4O3Wv+sCigW0FGhACzEA3dM+JVIor4VY6x+oKwFmXVsLgRUCz5X4roPvSQLXIfAccr5L3nMo+C5F3yHnOuCkG5Ai00hB+HcP4zRHv29WWsR2zFMH/5/lHFEtT6uSo17KsVj0OFPwmXMlzT7kWrPMaiX6glthCaDsOZRdJ9WeQ8XbrO5SdtN2r6+X9ODeE/P8p2NzjLIOf9+RgOurXU53lpnrNljodliKI1ZjRTOBtnaIbRFlyyhKKErA3m7uSaDiOUOWZDXfpeoKitFZcvWn8VceJV//NiXTpGTaOIPvvnTJT99EcfYOCgfuIBg/el6ARxnLZ06v8DenVpgPE6ZzHu84MMbbD4ydl1v+dmXIaqxzksXw9JD12PlYjUmbAUOT6h4UG/enOThzN/sPvpnK1KuR30WhVi42mXv2k5h7X2KsfeOGsZXi4/AD+9h31TtTY4OXCUhaa2kn9QxmzY8EW+fjwjsoebeUuRhP960ya7nB+j4KbgUhBF859XH+/Kn/ONIr6j3X/BJ3HPjhXd3PXshu4dd3glyCXzuQ8Pd/Gzv3KlCHNw66zyPyDyGnDqSrp34MCJNOjte1sSaLcGrW+tmkvdl9OCH1oM5qbrWvm35zW+4ixbhINaoOQbGCKmweM+Q8xGI5W/sCsb868hhpPPxkHITBYrA97QDSYqVN22iwGmt3kInOgmPKKdRaB7dcNY60OzMRtxiUs4pyl1HuCspZWau7K1ixB1ZwVlDs3ESxcwuurqKcOu3CI7QLj104kGhB2ABHl3BMGUeXUWacFXGQrp3G00UmEsFEDMEeLFqMCNFOCy2baKeZ1p1m1l6rWzni/bSCyeUfGwkJlyY/iT9xBCeopiVXwwkqOEEtq1dxctW0HVRT+PgdJoOQ64V2i+ezzIJz4e7cK15OkYAjJI4QOEIghcDJbLkcDNJqpFVIoxA6RpoEaRNcY6gmLmOxRzUJGEt8qrFPNQkoJznKSUA1zlNOAhwEoFJII9Qm9QTQ7NUczGTgwwiLFqZflNQooVBSkUhFIpMMaiXEGdwKnYgoK7ET9Y9Vond87/zhukHjZ+5YviGtZ9o3A/3rxgaP6bWdzZ790kW6eYSb40m3y2uf+XmqaqNVV92Nefjmv+D2idcPgH5/wCJ30NI2SOvCR4Qeousjui60JXQktME2LbQMtqkh3IMld8FBVBxE2UWUXSg7LAWap22Lb+pVHoiWOC2iTePu9DJJ3jo2ye3j28sk2Q9oO2Jy+9bL3suMO8nS0mMsN56h3jlNi5i2Ax0HunvgDSIQlPwxiv5+XHcG6ezDiDESKkTk6WifphKsJJrFKCQ6h2vyeulZcR0cgFxXRJKDXajsMGnsKGkXXJaum2IxiVhIIubjiGUVk2RWoFqAEjbTg33gOg77CgVmikUOFEscLJU4VCpRyeX6UIkBwISzMc5TCgUNS1HCUqT6erHfTuvLkaK705AHm4gnRD8e2fhAoP7qsTN836OnRrqHfvHWQ3jXz2KW28iVDsFqh0I9pNoMGW9H5HZgeRVKwcnA5WTO5aWcx8mcy8lMd7cZbyfniCFAVV4HsCqeQ2lgrOK5lD2Hoit3lJgi0RHtpE5HNegkDdpJncfm/4GPnL6cut2Y7bEqHuKw/D3EDuZT1oKmgKKMoozrzOA6+5FyEivHUFRITIHQBLS1QyPZm/3EQRFYCqZD2TQomxZlnWnTpGSaVF2YGj/E9L6rmZm9mfHyuZ9Rylh+5dET/MP8xnidb5yu8Cs3X4b7CllnKJOwHJ5haSDO2OKAPh+rscBAyUjGg2n2Va7mwORrmC4fSV0rg6ksfuNoiVXCf3nqfj4/l9DWBYpOh+/d5/G+696I910I1Ky1GB2iojpJXB/QDVRcJ4nqqKH+OmH7DBjLRPNWJhuvxVc1YneVxcrXWSo/NLSOGc706ve1zDxzpDOo02N7BgN9wwHh0kXRIqJtQ1qmS8u0aeo2Td2kqZo0VB29Sy+lkjdGLTc9EmxVgyly7vYtMZe//f/xB89+kJc2WYYeCuGnr/pFxq9+167ueS/kEvy6BL+GJP7EE+iH/TQ+zLoYMZgK8qYY/53XZYF99yZo5nqItqFtUpCmVEi9/QIrzeOstI+z2nqOlc5zqG3EHfBkkVruMsaCy6gFlzEWHKLizuIIZ+D1MmDX0zbNarTWXjuu/q2/Ysl/YOQCYKJxG6Xwiu2/D73d9mIOKkUoF8HNgwhAexAJ6AJNBU2N2KHXn5UGkwvRuS46aKP9FspvoLw62mlge8FddYw1Km1nAV3ZixT0VlJs3UWx+SYcNY52l2mXv0i7dP8rZkXXknkeyR3lody1vOAdppY4TCYwHgsmEpiI4UAUczCKmEgEgSog9mCXNIVkzQ2gzE0mKHduH2lWvVT7BO3iaHe/9SK9Ak5QQ66DYmm9B88ygJZLj5PO7ly6tisdpTLA1eT5Vga69ghy7Qvy/Ohlh3FFGl7ckaIPotKSLkJcsbG/D6vW9buDIGugSGshWsF0F7CdBUx7AdOdI2nPo9rzqPYcqrOMVEUcXVsramyoLnUNR1dTy1oMW4MthdjpA+A7VKzQWKmxQmFRWJFgiTEiSaG8UGkdlR4jkvScbHytTw1cY12fUOS6r2Ki8faRf3uLtU/Q2cHf3rZEOEhRxDFTuGYCR49npYaTVHFUBRmXkXERYXf33LHS0skZFn3FS27Mgp+w5CuWfMVikGlfQSDSTJJjk9w2PsnRcnXDgl3riP/y9z9Gee4abj97D7VonNVgmQf338dq7eu8vVXEdjfPAAcgywew+64jmThMVJ6iTUw9WqARL6U6WmIlXGIlUSSUSSiRUCbOdK/ElDDsLt5TScHR2OGaxOPK2OFA1zLdNlRaCdtIYj1woWDN9W6iiJgooefqmL9/euR3ynnHjXivPjR0ma5WvNBqcbzV4LlWg+PtNAnFSnzuBEIAE36QJZ6o9JNQHC6WCXaZsa2jNIsZIFsMFUtxBsjCTMeKxTChcx6QTFrLvzu+NDIxwK8emRidGdNaxhPDoTDhYKj6+mCUsC/S7OR/3cy5NMo5OuUcUa2AGS8gJorkxoqUA7cPuPwdxpNMdERHpfAqhVgNOhnU6tV7Y4PHJWZz62ZrJcv29SyZu4gZx2eZCfklxsUDI8FXzyVpOEh8GlurGkxm9UlcufXvv7WWjjZpVtNkLdPpapb1tJ6s1XtZUeMLECuuIBRjvsNYrpAF8x+2NPt2o8tHX1jiLfMOb593mIoEC4Hl09Oaz01r/vWNF2f81J4lTx+KZcH3e4H4V8O5bSXPGRRHuFnQ/dksGP+BtQyVuVkEHj/95c9yItwYbuOy3An+4M634bsX70aqNYokbqAyYJUM6cH+xlD/ZvHVziUJks8VX8+j3t10xRh5u8LNyf28tf0A7g4+F02aCKKbJYToyLV2rx7uMlGEsKm7bMGk7sV5IyhalwIuRTyK+BRFgCtchHSRwkEIJ0t6I9cS9IheGp7sV8zaNW0N0FurG7Cadv056lLxueJNfDP3arpUyNPg1eE3eWv7MaZyB7nuXX91/v+xPZJL8OsS/BqS8EMnsGefHxkjBjUDiNS8IZCIQIK/pgkkwhcbxwKJ8NfpQIIv0mPOcxfGWkOrc4aV+tOsNJ5mtfEMy/Vn6HQ3BsNeL0I4VEuHGaseHQiwf5TAP7dbp3r0Uc4+8B8QZopS5xYcXUE7DVqFR7BygX23/xucg4ew9XpWGtBopPVGA5IEawXgg83KUN1jx65GORcxVlyLwTVWQGbtXvyt8xFrTQrEdDIMxXrZjnQMA5mO6B2XZU9aevTDVJ97N4XOazZcu1P4BvXDf0n1Ve84r3vbK2kZwTfigAfigEfigGST936/UHyPE3GnTbg8ARlLROggokz36pGzIzeN7YqWbTqlp9G2jpGpK66RXYxMtZYddkxF14lwC5uAstoaMOtDs2oG1WpbArP1kKtn0bVdyCWAmXyBw8Uyh0tlriiWONlu80cvPDPynF+87mbeMbtxIrdTsdagu8uozjxJey6DWSnQSjpzqNYiphniqMo2oRa8HGDLkBC5aYyqcjRNbosYVU23w98f+CJ5FZDTPoH1CUxAQIBvc/jWxyPAxcfFw7UejnFwtEBqgdAglEV8FwSr30qUbNAsfW0AWqeWnFZEex9iZ71YkKY08P0ax1E1HD2WFpVqqSvppHUX0nE0ixkUWwoUDT/Cc1eoeYvM+AuM51dJklOUnnkbxU2e5+3CN1ie/m0YcD11SzMU9t9GYeY2/H230HSra8Hh48ztMOy5IqbterJ78ypBgk+TwDY5EMUc6houCyWzXZ+ZsMD+boWyOndm6Z5YRwzElyoh+6CriAg2Lg6tsUR/9Q14ZpO59KumCH709m3Pe1biKANizb5+vtUkNOd+VkjgQKHYh2E9fb5ZWbeSjtJ9q7HRFmUJLTUMyaS1vGWpzdsX20zHmnnf4dOTRT43URwNvoC8Ize6DmZuhVUp2BcqJtsxtVZIsRGSW+3irHQQWyXgWS+OTBP3jOdRNYewCp1yQr3YoeU2M3iVAa3MQmvQWmsUxLoQ4ss8b7ninw6ArRR05d1XJrmPtZauNn1IVt8EmPUg2WqiqMd6T6wMpYV/922Pu5Y34s8vjWv+49UJOS/dBBNkoYL7WW7pZ8CV2ViambfXzsayt1NmY2nf4PXSyuA11urpdYbGetfrXWOTe7EYEhMS6w6R7hCrNmG8QqiaxDbqb6KDRQzU17fX6oaIK1i1NzJqJ/9o4QVuHivgCoErBa6UeELgSYkrJa6Q+FLiSgdPSvxMp22HQDp4jos30HYy2OIIByky8ILEqi4qbvStrQYtr4b6ByCXTnbn0ncucbwyXlClHS7zO8X3csPCazcA1cenvs7/HP45k1M3E+ouTd2hbTuptZaNaBPTIaGNoiM0kdzdfMmxGdDSPbCVJprp101qDfhK5I7UCP7f8rt5ItjowXJDdIz3Nu/l9T9x/ytwZ8NyCX5dgl9DEv7GI5CcGR0jRo2nVmDA2oPyXHob0oNgm4IysQ6YyS3gmkC4kiius9J4htX6M6w00myT9ebzmG2YiBZy04xVX0WtcpTx6lHGKq+iVDyQBvXPxChF9J8/hWht/HG1JUXwP/0A0nWx3Ri7vJYx0ay00/ZKG9o733mABEQMxKnu15N00VwoICoVRLWCqFQR1QpkWlSqiOAcO3u9DE8qLXagjrJYZUGZ/jF2w1hWtMUqA8qSvHgWuTg67bQ52MS/9nAKTX3Z13jZZ+pnn7+3O1C6XekoxQOLc9w3f4avLM5t6jKzP5fnnukZ7tk3y3WV2pB1hLU2TZm8PlD/YAD/ZhrUf68zaFnHYN0E48Zo2cGINopGH5gZ2UEPADPjdHbt1ircAnEwwdn8QU77+zntjnNSlHnJ5lg029t7F8BsvsAVGeQ6XExB1+XFErl1wWm1tfz7b36D4Fsh3z9XZSryWAgSPrWvTnRDjvff/JpzLuqsNehwpQ+0ks5caqXVXkC15tCNDralcZJyBh16sKGG7NcHoRak+3nnAlu7nNjnvTQJQyWX6TyikksTNFRyKeTWEXY1zUz52a9/mO859ZaRz/MvzH6WNy8FO3MJ9wNEqZJm+y1VEMUKtlRG5LPiFyHIp9uWiQZtsIlOnxvKgNLZsyHtWxvL2mpde+S42XkG2j0W6wB5gc3ZtAQaGyiMn2D9GONHGDdEy3DYulb3rGzj4U0FHWf9A8dtd4faOji6gqMy67EBMDaopd0+8Nny5UY8z8+WnmZxGtq5Kq2gwKqULJuYJROxaGIiaQgdSywNkbRE0hA5lkTYbU0ZXCGYDHL9Mu77lB1DRXcZb7SpNFoUGxH5uqbYcCm38zh2+zZADa/JQn6RhdxSX8/nF1kN6lhhKXq1NP5YFoesGkxR8SeoBFNUg1RX/Akwmv/2uf+eV73wRm5cvgbfSmJheHz8KZ6+4ou89y0fwd1FpkJjLae7nXVQrMHJTntbEYUCKTlcKnNlscKRAWux8SA473varkTa9IHYrz9xkpc6o7/jM3mPn7lq35p7obvmSng+rmvKxLTrS0QLi6jFBix3kCsR/qoh13KQO9i4arltFvJLLA58VxbyiywHK+gdmQ6m1llFr0rBq1BwK2t1r0ox01948U+Y77w48hoXSzDp3UikTR+MrcaKlThhsT7H4sppllvLrEQxTVGkKcu0ZImu3Pg8e9ucw7867o18Rv3mkYTP7vvHYT29HZGWkVZyF2AflxSRbF3kJvVUK2SvbnW/vqHY4bojDI4QuBIcIfCExHWcDOo5eFK45Vl1AAAgAElEQVTgihTo+UJmbYFnDQ4JX16Gd3z73SOB6l9c818Zc75MvMs5nm8YSgpRWFcvGAiyZUNv9WAhDdfKuv71fevam563jc/bAInwCUVAJHwiEfTrx7yr+KZ/C//rcxXeuKLIWU0oHP5hzOX/vrLBu7t/y//yrt89vzdnD+US/LoEv4Yk/I37INm5z/lmsvbWbhOS2W0ed67jhQAnC6rqZLEvXAGuQIsERUhiO0S2QahXSUQHLWO0iFBOjJIRSkZoJ9VWGITjUSzMUCrNUi4dpDw/Tu6x5shFJZUcxArCHYIFIaCSZRoMXKxjEWisirFRhOiG2FY3XfilAcQAB2yaGc4O1Nf6s+OshCybJMIF4aRjRqZPM0O6fr/YxRUDQGwAjvkSkQGywXoPoPXr3trxa/XsO7MOmnS14quL89w3f4YHFufo6o1v0HSQ403TM9wzPcMNtfFt76b3IVkGxJJPPwGbuH5caLHSYD2FcSKM00WLNjoDZjoDZj3Lso6jOBkUOOmNccqf5LQ3xWl3kmV3e0kwhLVM6RVm1TIHbZtDTsRlruVQ4FLIlddZmdX67phOUEW66aLMqITG7/49weLhDdePJp+n/L57sLqdwawMbrVTuKVX29hGCC2LVOU+1JJDgKuyzr013SEdBbT2DGwV/TWgNQC46IGucm7HWcy+9NH/jdzcAW5Y2bgL98TYMcLas9xx8J3YVgPbakBP70VCgXwxhWODoKxUgVIVUSqn9UJxaFNhp5LCepNCtj4YW4NjVmlIDGiNTczA2DCAU4+/gIguIFSXIgWTpQBRGsgqO1AXpQCKwQa4b63NYFgPksVDYGxTaGYSjI4GIFt2vo6wkUF0Hei4iNBHdH1kmENEeWRUgLiETEo7AkZ7IQZLLC2JazGOwLikz2dP4ngS13fwfQdXaISJIIkgjrBRF7ohxNu35rESwoqhWY5YKdRZyC9xyj/FS+6LLJqzOw5IvZnkrM+PHXsfNyy+dsPYE5Nf55s3f5YrLvuezALCRQo3tYSQbt8iItW98aw+YDXR63eEi8z6lZGcCiNOtENe7HR5od3h+XabpW3+Tdc8f4OV2OFSmfwuM+SNkntfWuQ/PXmGUZYn//q6GX7w0OSG85SJM4urQWurARfCTaywOkmDeItkDdIKxsIxpsIJprqTmZ5gMpygkmw/WZDBUC+0aBa7tMsxYRVUzcWOB3ilMgW/B7RSyJV3y/jOuUHoV09/kj879qsjx99z7S9zx+wPbfs+vxPFJF06Zx+m8dJXqJ98ik4jJrT7ic00mnGkrnH18nWMJ6OfX11pmS8NTH1lmrzBCDAii68HWYzLXibmtf60vTbW69PYgczNoADdi9u3/phsTMHQOb3jTe/4Da9v1+qDY6zVd+Iudy4ruV+9OtkdALPpakRmextyoC3XjTk2/Rvc6rjBY9eOExvGJKnr39C5/WusvYbTO27da4lsTFoQVnBVW/D6FWckUL1vQvFkJczioWqU1Jk2GJHGRjUiDeEg0CAUMgN5DgmOTXBQOCiESBAoHDQOGtdmdaszrbL+dW0hU+u8DOK5TmqB50uJ67hY6aKkj3ICEukTS49E+kTSpyt8Orh0cehahw6CrpV0rKBjoNvTBrp2DZitF1fDhx8pMbVJOKIFJ8//efNx/vD7/8UuvlB7Ixcr/HIc57ajR492tdbiqquu6n7kIx95oVwumyRJmJ6evvk973nP4u/8zu+c2s61LsGvHUj4m5+D8Hwski7J9kWA8LHCA+uB8UC7qT4fd8dLsjci2QSciQywSYwHcybihbjF8ahFQyi6TmrF0HUMoTQEOZfrpya4fd8U10yO4QZuuoDbBhBLHn4R/alvjQSq8nuvwT06nQKzToztxv36hr5uDJ1kkEDvqcTCUneh4UHdhaabtuseNFxoOBYhm+RYoWQXGOMs0+oM+/USwXkG6BRuDieokV95DbVTPz4yM1+rdD/anV8HtXruh+sXcINgKxlptbWTIMKbSikYttZaD7dKAcLde9gQP/pV/viZXyVIZrl94RbGoiorQZ0Hpx4h8k7zU0d/Gf/m1204z8bREAxL63Vsq5m169BqwjbcrrYUKaFYRvSBWHUdKMu0f/5u29sR9ciLqL/91uj4TG+8CnlwHFrRmkVnVu9ZdRLvwc6BIAVgA6BsAzQrZ5BsmwG6z0estdAx2KZiabHNS3N1lhbbhKsRd58tEZgL7VChQSRr1s0iYc3Ceft/i9Y6WSgBby2kgPUBN32ue6mlOJ5IiyvBA+3oLNNoRCg6hKJLlyZtW6dtVmnaFVo0soykcVqceK0uY65fuo13Hn/vyO/UX77q93lo/z/s/Vs3QpTN02WaUOwnZJqOnaLLJJrtxHm0lGSHmtNmzG0z4XUZd0NqboznuFsAvHXgTgyAuwzWHV99nD8/eWBkEPe3jH+NSlAbiI+VxsaKtxHrdTfiSj+zvqpSdCtUGWM6nGKiO0a1XaLcypFvOPh1i9zJn37gIsZTd9l+nLjxrJxjc8NYzR9885dIjpW5Y+E6JmKPJT/hq1NP4l3X5Kdv/jWkeHmh9Xqx1hIbQ2Q0oU7LYD3UmtBoonX1SKUZup2OwekavBD80JILBfkICpGkGAlKsaSSOJQTZ/NEJpckBROSzG8yhf2GNLGWthEGlSXhssR2jPHEHfmcWvYUyEYa/8lmcaCsTF1BrRjQMoNIIoNLab+89Bmdt8Q9cCrpJ0JJhEXJFJiqgTElbL+9Npb29c+Vw/29sbRth+q945LsHhJhBs6zJNL060oalEyB8L96Ft6+sjpyHfO5iSI/+L43vXJvaia7hV/GWI59W088e1xNdbvWy+dFctURd+Haq50luQvvpEKhcEun03kE4J3vfOfhW2+9tfMrv/Ircx/5yEcqH/zgB2cXFhbcF1988Qm5jdiTW8Gv7740FrsUMVHAntoCfpUCnGv2p+5aJg0Ab81AwPiB/g3HrB9bd461m51vBvq4YIv5vRZrARukk24yyNWbgKd7DS/7PRlhsaKXsN70f/ysSIMWpjrLQCks6QLEpJZnaAQGHJA5F5HzkMUACgGylEOWC8hqEVkIkNluPa5EuIKVPzpFfmn0dyqseVTeNQ2JxcYGYgNxVk8MNrZZn8Emad1mx6TjWX23aYgMafa10GwwH+7JPmAfAa/jXK4hDRQNFNkkwrHZdpTJtpY0Qpo0RpdI4YttCzDFDfH2hEjj7en7TmEeeTG1lOkXMazxUlAQCGwVQAz8DQ3qtBitMVpjjUYYjTRmW3ECfCuYSmCqb2yx2fe5lpXDA++lBARWpLbWNrO5TuPfyX6xmcWi6PVZmb2GQJocuGeQg++TUAgZYk2bUuvu7NjedziDWbK192BLCCgH61wR1wAXJT91VRSsve/apNDIGKwxkLSxS820PjRusdlx/X67w/H5ef7JqZt5eOIlPn35x1j1Q2pxjtcszXDbyVcjDhhskiC84ZhFwg8Q41MwPjXyv26tgW5ng9XYhnqnzca/pEyMgWYd26xvHS7W8zexIFuri1IFihWEe34/6c7Nl6GemUOsi88kEHB0CvfOo+d0t7axSiFYcw2M9UDZIDTb0hrYsnbsuW664A9bja23Iuu1d2gtCGmcGVuQiMBhcqzA5GEf9BhGJTz2Bye5plkaee5zhS7dN0hquFTxKJPGiEOD7Zk8KLDKYLsJhFFa4ji15lIR2O3TBGvFwO/sAOCyHmwV8jyx6W/OJlZeEgiQBOQpk9/2vWwm612Ke+23P//fMdWZoeO16LgtOl6Tttfqt7teC7Nba9IBcUWXMi9S5sXejWAtxNToMkWX6X4JmWA4YoygZYq0TJGTCWnyHUCgyLFAngXyzJFnnjzzeLR2lGn2sBwdxP25+u5+1/sQy12ztNroWljpH9NzMdyOJRZkoLgRYpZa2KV2WpZbmKU2NDaxMosU9kwde6a+8ZtXzaex5MbXEifIiWLq1i4EWltue/itXHt2bT41HTtc27qVY10ffYNlq+R8xlpiswad+nBqoB2tG1sPr9bqatNzIq0xgGcE1cShmjjUEodq4m6o78vGq4lLRfU2fy+8JMLQcg2OFX1ro3SKJr4rgJqAzKTN9tsye6p5I+auo55T44kLXHzJAf4xiN/zWxx6UFws38/MVag/p86s2mQjte9Yd5u99huW9yCB2issxlj+7gvxkdNnTK3X1w2t//UHk+LJU7r21jf7x3cDwHpy1113tR577LE8wJ/92Z+N/9zP/dzchz70oanPf/7zxbe+9a27CnZ3CX6tE+fVh1CnVkemnXbveRXuzYc2P3mXorUl0RAnqU4UJMoSZzpRkCSWJDEkCajEoJRFJbZf18qgEotWa8WaNCuFZw2esfjG4GmTamPwrMUzGs9YXGtwM+1Zg2MsrjG41uJYg2MtrrVIsYqQWy1iAlBp0O3UfFmgpMjMlEW/pH0D/VKgBsa1XDu+3z9wjhpqb96nMnPuHc1GtysxsJyVAZEoBBZHwBG/wJuJR36nHirmqTYsOc+Qcw35nCYnNDlHkRMKx+rUfclkLk0DerDfag2RSWOPRWm8MRLSdgJWC0jI7NHX7MitcdK6yVxArZO5lLprehc/OIK+vTqDi7HNp/QWOyLTKkpgu6PNjc/v3tYvD3uLwQzMoQd0zy9Wrxsz2wJI6TuY/ooPHS4Y+famrLv3eWTuu3IlBV2b7SzJNtZ7kfRdUrv8yltwLbgGHANOBixl78c+zTIorIG2wTbNAMDKoNRFIA4VXrN4Fa9ZOkT6/sv0+USAuf9LxPd/CfJ5RLmEKJWhXEaUy2m7nLVL5Q3xAoWQUCghCiWYnh35+lZraDc3BWNr7frWrpZJjF1ZhJXFrb//+eKABVkZUawgylm9VB3paqlUxJ/akP1T13Bt8wxlFdJ0cxwrz3DWnuSnVITnn2Mx7ElszcdWJMYGGKOwVmOtwhiNsWnbxDG0Y2wrhnaCaCfQVsiORrQ1omNwOhZ5Li+1Tpxae843tzxMOTGJ2yV2O8Ruh8htZ6VF5LQJ3SaR0yRxQiwGkz0DTLY5YnobJiKtL07/W65pXjfS8vLzM89x5Zn/hwUrcY2Dr3OUonEKyTiFeIxcUiNQNXxVQe4oH18MogtEIKLMGkylmzK4pM8JN6u7pAtpF0svbdaa7sF1bPaMtx6DCWfEtqyhdiflpMY9J7d2UVOyjZItlNMkcTskfkQSKOKcISlAVJIkRUEYxERBRBREJE6CsQptFcZqjNVok9a11dlY1p8dk46fxdhTaKtQxtIwJZq6RsuO0bYTtO0EMZWh+7O4dJmhy8xQv0OHvF3ow7C0LOCIUZtgFitaGOcshg6GBpbW8DWFR9GrDgGrQYDVg1bFIchVxZMX1mpUCAHVPE41D1cObxbYWKUxXpdTMGaW2tjlFJARbzJ/rHcx9S48NwzhtSvpVHxaRnPtarKplc61Z2P+8N77eOry0gC8UkPAarP4pduVnBZDAGsqg1a1xO8DrFofZjkU9QWwZJaGVmDp+IYwB2EO4gCSvEDlBSYvMUXJmcde4idOHBxpzfShK1+kdeg0bStpW0nHSto4aTEeRsjNwZhNt+M2G5MDxziZBdTa2OA1emNZn4HAavJGkTMa3ypyxhAYTWA0vjUEJl2P+L31SrYOSdcspFZX2SahGAh9IrJ5k7Ai073NxGxj0Tq4agqxxXPYoom9ecBmc8AejTHZRK4XM2VtI51sc33Nst5k88rsGkL0ovmDzOL4SomQMg1TIyVCOmmyCeGA4yAcJ+tL6zguwkkzFQrXRTgewnHBTfus42KkRGWvnOrUqkljsj0Yi8aSpLZwqUsqFmVtaulkLQpDguWqL4Rc3h49B3ihEPOXV6+gtEEnBmnSz9uzAtcIXJsWr1c3ZFriZd+btbHs2HXnukZkxzIwRv8YfzfpIbNPe21erzbXQgF60zAf23n1YAcbWxerHPu2nhgEX4Ny+oypHfu2nrj+WndpN6+RJAmf+cxnKm9729sanU5HfPnLX658+MMffnF1ddX5kz/5k/FL8GuPRdxwgLmvnWXf4sJwPzA3OcWB62ZR2q4DUwNwapO+uD82WM8AVwKJTs85v9/l3sp5E3sVwZ5sJLkOeA54rsBzwXPhex98kjF7dqRpZ90Z4zM3NUisRhmNNhptLOCkcblIoYrNfpzW+hxsBl1sFrfL9ib230Ff1579kLbwVLXI5a2II81hNwUBHC/nebRcxh4b8RkCgQnJ6ZDARORMmE0SQgIdZu1Up8ekbc9uzNc46sEsegZHI6QPYPqLq/V6DZIZ6zDv5znr5Vj2ckjrkNeSnJbkjCSnBQUtKSmBb2S2G7fuLk01La+I9HBYb0HIOWhbNtHp7wJtBcxM1k77trMeSY/pXW+zsY1tIbYT+8fQd3Mk6S+kU1erJO3r3WN2+5ve3zZe6ZUWg+Sp4i08WbqOplOirFtc13qSa9pPIXsfbreL7Xax8wujL+T7azCsB8f6sCwDZbnchoWmcByo1BCVTecKfbFxhG03U0uwdhPbrEO7gW02sO0GttWEVj0Fi6Ok28Z229iF4Wy/BkPsKBKpiF1NUvRIci5JXhL78FTnECv2X7BSsRyrDC7kLdgZ/uSvf4uxwgNrAMuaFGpZk7Z7E/vdSJCVbJNdGElOlbJSJpekOp9kfUk57VdFtsry6GofV/vko62fKUrGhG6Trtsi9JqE63Svf7H2aRYLZabUAJ3LLC9X5QpXqqe5culNlKIJytEkebWDWElC0/KXaAZLNIPFvm4Fi2iR4GRAzbESxzi4VuCY3sLS4hqLYy2O1UhrslgpJmXXGcvu1XvFHWj3FsqpJWpmSWZ8oJRa5VJItS0AOTAFsDkgh7Be9tud/jYk+hCeGW0htx1xTRHXFEHtgwjY1nQ3BpnBQScBJ0Y4CtyseBrhG4Rv0+jKgU2Ty3huf1GJ46aTnly2mHRccByaQvKc1hxXiudUzHNxzPNxTGfd5E1ToMXltLh8qH/ScziQd5jNOcwGgv05y9dO/D4PhrezylpcwoQqbQ5R5yreWHqSX7j99/YMYhlrSYwhNobYaGJjSDI3vfX9vbHBdjx03PA1YpMCpqR/7sB5GOIxTVI1xJcZqrHlUAgHu4JDIRwKBQe7sD9ig/WRowzl5ZDeX9IoK513fzvi63Mhqy6sellxLStZfcWDMHtUFLXcxCJrPcRK65XEIXcBXJ21B7ogsQUJBQdRcJAlB7fo4ZZcZNFFFJ10rOiQ9yXbmRn9pXOM+9tN7l4afvYIBPdPNLn8hogfu/WfjTw/0pqWSmgrRVMltFRCK0myuhpqt7N2M8mOU/GuIGPvTtcg/rklj6aIpiAURavIoyiSULDxWjH/P3tvHmxJdtf5fc6S671vqeXV0l2tXqqlVrdasiTQgoRagtGKNRgMM2jCGHscMTHYDgaHjQfwEoE9ExPMsHjAYxh77BiGCQS2wEYsQhICSQghtCBAraVbvVRv1dVd+3vv3pvbWfzHybzbu/fVq6pX6mLoX8Wp3zm/czJv3nx5M09+z+/3/VXkrgzFF6SmInKOY4/8IIfK5Z5dl7JNild/BK0VSgl8lOB0hpUpViVYleBkilExViZYGWFljJURRuiJFhojFAYZwCXvMe1vxfhOh9/mrM3ROE/jHab9LRlnaHyBmbI33fgy2PZb3nV8jR959PhSQPXXb73AR/ub1/UZWgj6OiLTmp7S9HQouYrItaKnI3pKk7f2rp639p5S9JQm8QrlCInHrMeXJniUb5f4YRUW30ZVS5lSBZqUsobq+rMsX0ma3VxT/4rIo4+Z5SERwGOPm8PXCn5VVSVf/vKX3wfwhje8YfuHf/iHz//qr/7q+hvf+Mbtfr/vv//7v//Sq1/96luMMU/ra4x0AF7k/JqXBx83fPSzFS/ffn7HCvhDK8dAiH31PNlP0YoWnBLEer4+Aa66ejy2tWMURJEgUhBHbZ+CRe6LD/76X3D31zZ3hKhBCFF79L41Xvk9r561e0dVb1HVlyirS5T1Japqrt72VfUlqnpzbnuYAGRzoJmfgGSLwbXQp9UKUbSO1itEehWtV9BqBaX6aNVDqR5K5UiZI2SK9wLnwmdb10Wkeqz1uLLG1TWuMtimwdUGZyyusTjrcELikZyNNzAi4p7NEfdeHrLSWLYjxdfWezy8locQuH0W6e0UINaCZr4i9RUJNSkNqWjIREMmDIk0pMqilZhaWZousn0BkO3LwUTvHBuKk5IH65JPDjf55NZlzpudD5YVoXhg/ShvWz/Gq37tHLLuLf9S0Yj477wUj6c0NWeKgufKIc9WBaergjNlwQXbtN4aLSwlaL022rU50Qb5CNhQihNKc0JKblWaEwhOCEHsfAif822mvlaHtg19ziKcC2F3dhJGOfZ4snanF9S0pnvBDNdn03IIBNJZ0QK/GuE1ysVol6BtivZX9sjweAbJBQq9RRFtUakhjR5iZImRBV7WrSdoRGQjItcWO6tjG6OJkVIHbqpuVVLIcI10tuky7m9XLq/YL2B63Ex/t52asXdj99JffvC3+T37ah7P795xnu4aPcp7ij9G33IMvz3Ab2/D8OoXkwL8KbFC4XWEWwnZH12vj++t4PMeLu/hsx4+72HjNES1z0XjWudD1GZ7+dnpPuuxzlA3FU01wpRDmrrE1BXGNBhrsNZivcP4Lnhb4YRs70NT90zf3Se7lwuF9YfYbaVEcoE8+k2UuIjkElKEosRFxFJvlm+QeEFi8ilgbKUFxqZBsj6ZWUHuA4m9wyJROzx5r0ZKPWA7vsBgDHKFMoov46+XX+86RHqB9hLlNcortNcoH6G9QrUlgG8K5WSwOxW2caHoVp9p3sn95+9b6vH80MGnONE8jHY6fJ5TSBe3dAkdZUJoe5+Bz3YFOa9PHIiy9airpuolYrpNOdVfI4THA2ejmFNZj1Npzqm0x+NZztNJhtkDL4n0DuEV33f6Nt5+ts9aE7gjP3ZkwK/d+hSvss/x5vgYtRBtkTRCUEOr2zpMaU/tOx1etOu2mJtozr9IIgfHS2YAsdvKAJCtmuufKwWqgSlv6vFCnprSetK+ml95JhEtUNUBVuP2VF3kbX90Y65nYw0/9of/lrXnT/Lu59c4UkWcTRo+fHSTy0cf459++3+MvkEJHABqZwNw1gJiVwLRBtNt0yxMrDQvwgu0V2Ee4zWR00F7HWy7tjXaawSCey8P+fYzl5bep/7g+AEeWp/MSx0ukLoTCN07gneLu0J7qj7efr49u/3NtLooPfwPX7t1B6AK8KlD2/yTe09zot8nVx1gpenpaAFQpempaArYmoBZsdz789lbF0Cs4YRiga4+7PhIQ51mn7yttJzlIe0luFzQxDVlNKTQW1z+jOWlF+RSx5BHb+1x/3/61v05nuuQ6+H8+rUPFK8syuXu4VlK/b6/lT14Lcc1zfnVybve9a6TX/jCF/ppmjqAixcv6ve///2Pffd3f/fWbvt6kfD+KuT9H6t49vyNDdfpQKWdINQsIBUtAbBmwazQp5eAVDdK6rrg1M8/zEuGZkeI2lM9zZ3/4B7i+Pq4QpwzVPXmFEh2kbK+3IJjFymr2XpjBlfe6VWIQJLEayTJAdLkAGl8INTj0E5anSYHSeJ14mhlvDLrjYHtbfzmJn/+8Uf5ePZmWPJ4fd3gC9x2NKIUMSUJJRGFjymJKJ2m9JrSKgqnqawMk7cbJJGGNBZkSatjQZrQakEW0+rJmCS68rXnvOcrm5f4xNkzfPz5Zzlb7eQCee9za/zwI8tXlj7+ikt87G7HqeE25xZsv0gkcEvW485+nzt6K9zZC5m7XpL3SdSNI8Z13lLXmxTVxXDdzpWivDBp15cCwDYn4das8QQuEI9G2JRve/z7OVwt/209n9T8wcmP0nmF+rF3aFv8dJsWaOvO93Q9gHBKJiiVoFSOkilapSiVolTW9qVImaJVgmzbSsbjuhCTSbZvqQu7FYTpth9/51nboj4/1bG4LzTOP7vN6SJn2UzkcFLSP5DPAFDOWJxxAcC2Hmc91nucEwGsas+pFSp4eN7AkKK/CiL9iIjLaDaJ2STyocRsEvstYr9F4jaJGRAJg2jJv0VLDC6FRshQF0IjlUbKCCFDBj8h42BTEUJGQasIpWKEjpGtFipG6c6WIHWCjGKESpBxAipGWokfGhhWUzxkLYH/dmcrQ0bM6z4xAnGwBwdzOJjg1iLsuqLJCox5nmbwPM3oHKa4gCkvYcrLmHoLW29jbDHOgGYFbfg/Y/JfO9d3XdnI9iDhd9rH+bW2rONYD7prj21rWL+O8AnvOn1xh8czBI/nj9x6cMnCT42gQYgA60gR2tLXpM6QWkNmDalxoVhIjSexksQqEquJbURiYmIbX2Vo6VWcExxOllhZjLMBh8zAJU4WGFlwMYIzieKZNObxNOaRPOO5JJ/Zj3KCn/7yy7l/AbfXl9cEP3L/Q1j5AszTu6j3cSibaD0HJ2FIY1sXkuSCR3fmJamXJE6QeknsJLGXJD6EOMVetmFNXciTbPcpx58lpz63y1B3dHCKmOXx0PO3+X0R0XoD6giSCJHGiF7cJnFJEOsp4mCKOJgh8uiGhphejTSm5oMPfoQPnbvIeWIOU/MdGwf5rle954YCX3sVaz1VA1XjW6ebtl17isqxXVmGlWdUO4raBzqYRmCMwBoRKDr2QYT313ifuvEyDZA50Ybid1q2YZfS4aVHTBUpA8+uUiBl0Lpdr9ZKoJUP75Dde6iURKrVbabEqM2c2Nl+5msPcuzZ23nfMyUnh88R+YZGRDzWO8b7T6QMXnKaf/n6b73m7+q9x3qHLxtc91wellMgVo0YVjCoEaOQ0Go//ipegM00Ta4xWUSTh3qVwiiuGUYF22rAptpmaC9TmW2qeouyGVA121hX49s5oUdwRhznf/rL97Bhd76jnFMpv/qGj/EPv+2f7DF+y/MAACAASURBVMORX59cD/j1wd8pX37xkl/qqXDooBh857+fPnwtxzUPfl28eFHefffdrzx9+vSXsizzAD/3cz936I//+I9XPvCBDzyx275eJLy/Ctke7T7pVRLuukXuAJ/GgNW011QHZk15VEWaq3o4et+RN7fFm8D15GzwRKktlKHPedMSQLd9bX081pmp/XR2N7H7qfEz+zCT8W1xFx7nWPQgDx/6e6wPXk/eaEaR4XL/c9xl/3fcx95Gc+trIUoRUb67XuIGKqUmSw+RpYf2dK6srYNXWQuQldVFqkX1+iJVdRlzhWxJHhc80epLbO5OKxOOV+gWHFtv9UHSZJ3tE4+QXjaUdh7tF6Tqkxy/9wnuevMP7uk7eh8mCEUVJgxBe4oKitpTVp6ihnLO3uyRY7ELyd0ehTOwV0ljyBJBGnfg2QQo68C01XiNv72xzg/cci9PVpt86sIZPnHuDGeKEQC/d2SLv3H2Fu6f85wWCL68Jvin62exFxcfkwRuyXvc2WtBrn4AupaBXN57rPPYaYesru0mzlzG+jGXurGWshpS1kOqehRKU1A3VSimxpiGxhiMtXjfce504UDH8Nw2sfkJqEXbHtdZTn77l6tn+BvnHlq6Uvnl1VdxsXrXnv92N15eSILP9kVzSYzo+Srl/HPz9/wlccC7cLPdvOIQOISwCOGRwnc0I8FJTgQfsM1C4tkbwfWOTxA5FTkVt4SotF3OUaShlwryVNBLIU8FeSImtgx6SajH0Q062VeIxPPeB1LuuWyWHUjmHnouuOUtk0Sg3p7i/QUonsAPzuI2z+GfPYcYnCNuRntg1Nrlu6sE0d9A9DYQ/Q1kfwPfO4TL1rH5Kjbt4aIcS4OxJcaUWFuGui2wtqQx9fj5UNaKqtFUTURtEhqT0tiMxvawro91K1i/ytVyKHgBH7n14DV4PMd4Ynw7t54+1eV0NNSVcq4AtLxAqXXjkllHai2pdSTjtiM1djwm2sOjTyBRLke5fOmYDeCeOVsjK0pdMtA1W9oQmQ3uGvmF9/P7Nz0/8dU7+dLa5SnOHIn2csKP0wFHThB5iF3HldNy6kyBU6oFszrepo6LqQOXpG/vfi0v0wsvnpl5iFwDfXapVwV2A+9W2ElBYPDCYqXDC4vAIjDoZfH8M4fQcqyaCkrwm8tnRl4KfJZAHkMvRvYSRD9GtnV6CSJvwbMbnLFWyYh71t5DfcGyPfKs5IJ71tS+ZcM01lPVUDZBB/BqgW1KB3uYw5o9OePsZGW9VpHKI1XgL/XK4aTBCEOzne56nypkjVkZIL1EeYn0CuklwrXZH12bkMi1PLr7+LtRBC/bMQXHdUrHYLEIPtYKlJoAZwiHl503muHk8GV87zOnOTlsqSEEJBjuG57i7z6zwb+WG/znFz+Da/kyXUsHYnFIb+nXjhXjWG08K41nrXGsNoL1xrPWCA40gvVmlrfres7mUDkuRpaLsW11aF+KLBfiiX0zcssXjzoGkLFEBF6Gg11WmB0ivODnX3qc9z0Ndw+fJ/I1jYh5tHeU998GT7m90yDcrHL3SX3uc19oloJfJ+/Se8oYuRf5lV/5lQNvetObtjvgC+B973vf5Z/4iZ84URSFmLZfjbzo+TUnv/JbZ3husM7JAdw+gMxCoeDJPjzah+PqFN+78dtTgJCbAZp2AEUzfTZ4eMyBTbMA1SzI9ddCZARxhtAZRBkiWqTnQDOdIuJWj+2z26HiXYFGY8qpcMudnmShb+Jt5ty1h/dYr3jC/ycY83Yit0ojt9D6Y9wh/g1KOOJoBa0ztMqIdN7Wg46m6lrloa3zduykrnU+HqvULD9IN1Epar8QOCun7VMg2o3kLFcygGZSO0bUXCxr1psV7tkccu/l0dQkJOfhtR5n4vMM1YgVnbCqY/oqpqcichmRCIV3YgxazQBZtvXomQK27M3BxX5NIrzn3c9/ZTIJmZLHeht8+OgrXrCVyr+KIrwZvwx1GsILUkduijD4MfHp9Jhg69ozfV02zWn7zNipPjG1v9aunW+TjxBIfq0kdhA5SWzDS3AiM5JkhSRdJckOkK4eIu0fJFpbR62uIFf6iPjKUMvHPvJ7/MWlt7HMO/Xe1c/y6te9hWEJo9IzLP2UJuhq7yD7XkSrDiiDPIFe4skTTy+25F2JDHnUEAuDGC/+mJmFm7HNLbB5C7YbPz+2fZZP9eMs7i9uQ5TLF2S8egqX/9K1fel0Ddk/MgNuTUCuYCdZ3fFcszbcr4sq/F2KyjOqYFT5KdukXdZTHpL7Jp5YlsSiIJIjNptV3BxB/LQoznMw+hIOjWuBf+cjHG3xYRFgouN2IWEvqNf1iRoDZnYGOJsppgPTLIl1pO7mmUv/uyse9JmldBu1vYU/O7xKoRSllhRKUmhJoRR1RzA+JdI7UtuQ2Ybc1mS2nqo3ZLYe13Nbo/eZS6lWmjqOaeKYJo6waYxNE1wa4/IYsgCSyTxG5RG6XXTXarL43tGdqCnve+c8v/PpEvW1M9y3/Sx9UzHQCV9duQVz7y28900x1ospYGridVW2uvPK6saUU2Oq5hs/h4ojSKIQadBFHCRzOo3EDlun1ZLohP/2977A0c1XLI04eH7tK/zUe7554bbzEhZVW6zUgmm5nY0Ni8pml3oY5zGmtc/XLRgzVf8Gvx7eu7X7outXVo5zOcrJ299MbityU9OzwWN3P8QiKFTMUEeMVMxARwxVKAOtGWjFlo4YakktZZu0ZpK8JtT9Atve+se6TWgwsbWJcoTjcH2Uk8W9S6+nr6x+kn/9He/el/NxPXI9nl+Lsj12cstxeXm/sj1er7zo+XUVcs/ww5w89z6OTTkFpRYOXIRjBej01zHPf+iFO8CbSBySJ+J3cSr5Dgq5QebOcWf1Ie6oP4JckD59+Y4aKBs8IXx336aQQs6CaHoniBZFKXGUsTIe1wN9GLGWgc4QcdDoFCOh8iWlHVHVl3d4ks3Up0LZHILfz97B4zoDPj11gBl3mXfwzvIj1M0WdbNr+PLVfvkAnHWg2QKwLNI5sc7I8xy9Ogey6RwtM7zoYWyGtSm1TahqMX7JKmtPWc0CamUd9F7EOhiWEJZQUtZI8QIeWu/z0PpO94xjzcbMKowBNtuyY4X4JhUpfaBLk2KiW8qqjq5q3De2i7GnjlLwyNOWDx+5j/tbXsKeKRm2vIRfXjnGSl/wTS+LpgjwW93+J6ZtU307bGJ6GzHeFhzWVq03SYFzRethUmBcgbUFxoyCtiOsKWhsaDdmiLUjnGvoMiTR7rOri3EGJegYtSb14FzOLmW6/2L1jzB+QiQ9L1o8yEb+Q3v++12NCB/4ayJHC1q1xc615/vbMk/qvFS6aO8xJ6KkQdH4LjtoCBdEJ+19Lw2LDWkOaQ+R9nlD8RRPWsGh4VvnFn0E53uf5K3mE8SnHmdjESikDeQWUkttBSObtiWncBlD16PwPUa+R+H7jFhh5FdoxO5h8cbC5tCzOfOeu5gIWfmK3F0kc5vk7hKZu9S2L+1ox354XWvzglcj+M6lk1sf/fnOjaRGpAcQ2UFEchDSdURyEBGvIeJ1iFYRei1wWjlL3XhGRlAUkmJbUjSKwjaM7FkKd5HCagoXMfIRhY+o9yOzzfwhe0tmS1JXkLmCzHa6nGsHnbhqkkAC+OThDb6Ufx/LANX7R3/AA+d3STCxRDqOPSN0SyStZrQZt+dtatInFY2QIfOZANNmmTZCYYXCiggjEwoZM4gTrIixZPhdvGaE9wEEm/YmGxc7Bsvmy43z/Wnz0AlwQrR10ZZ522zbCvBC4EXrzdRpKdpEeu3DQMlJW9FmrWNcRFdUe1+XHiFBSheeL9IhhQuhWiJkE1a4YPcGJS0SixQGiWHwycMcro4vzQi9mcKd7tcxPqKxEUZENDLGiGhcmnktg650xCCKMTLDyDj0T99nvCfydgyKTQNm+dg2qae2ueLfNraGuDDQer/vJhZBqdqX/lYXKqZQEYWKKXU0BtIKqfjWZx6eWSBbMRXHyy0eG13g507fx4298mZFCAIQFQmSeAJiJbEgHQNUc0BWLIg7rXen1vDeQzPCV0Oot/HVAL85gHqArwbYaoBt674eQLWNr4b4aps3+oN8uv+j3FIfmT1mBM/GZ3nz2f+T4b/6HxE6ARWFRfVWj+t6qq4ShIqIVUTcbiNUPN52ehxJhMjjdvtuXChWKrY9bHnHljVsm5otU7LZlGw1FZt1yVbTMKgbBrVh1FhGjaExBE5GdMvTqMccjsprtFdIWt22p/tjJ1gznpXGsWosfWPpW8P9W6fb8zL3t231K7bPXPP1UUrNSMWh6KCHKhnXRypmqGNKGe0prjn14b39hZRlSTnuqO57IQ5nX0VKwTu+PX7saw/bQ489bg6PRj7Oc1GfvEufv/cedeFmAL6uJC+CX3PSu3SMrFg8XTtWwIhXYcQf0jG/AIjpFzdcSE0r29LWxVQdqcd9Ym5cV4RoSaYX2nduM9m/3vm58589/blShdnJQvv0vvXMcYx+57/jT0bfx7PxA+NzNJJHuaDv59nojbw5/rekb/kvoCnxzWiiTYmvWz1tb0p8U0BTjDVmb7xOS8U7qIf4ejj+G16vKKAH9HQCUR5eJKMcodsXSn0LPj6JyVIKpRkpwf81eILH9cmFvEOP65M8Gr2CN+UO4yqMLWhMCxrY5dwWVxaPMSOMGS32cb5GUSqZeJ+1QNl6nLGRTUAzJXMQHTfMCtb3sS6nsTnGJtQmpjFRG2ojKStBUft9WMkyiNZPOXDGNLM2MdtP2w42gxDNVH/IfCiFI9IxcRQTRylJlBBHOUmckyY5adwnS1bI0lWSOEcrOQay5kGrsPB8/Q+FI+sNf/IZw7P5cZ7Nj8/09Ry88T7Nq07eyFu7Irh/B4DSO4MvLuNHF/Ejjx8VUJT40SV8ebG1t6W4DN6GlNoSmiVlWZ8Rk/peEIxe9Fts1vey7AW8F/3u7t9UaCKZEsuUSMbExEQiIkYToYh84LKJnCBynth6tHHE1qKMAVuHcBlb400d2vYGEcQLmAQ2NDNf1zsCG3a9+D7oveb19r9iZerQukWf7cF9uPP/mOaJT1zxECThqthLjr+GhEIeYCQPUMiDU/V5fZBa7r5HKxK21XG21fFdxwEoX5O5i2NQrAPIZsGy0B/7wY7LzOoHeT79To6XOye3Z1I4rB5CN68BnyJ8jvcptVihqjOKQUahMgrZlq6u0pm2kfsPZmnXjMGrCaC1GMjKbEHs6+sCCb/1/Dmeuu1zXBavn+sRrPvP8eZrAL7C1oQMlr4m8fv/W/J4EEO82AaxhRfbeLkNYhsnLFbEGAIgZkSCpdUixoi4bcdYVrBiFaNXsLrPIOlxWfTacSpkf0PzmudzjlbLH34XYsnXD4Tsu04aPA1eNhhR42SNFRVGlVhZYlRBowqMHOHajJeiewa29UXPx8nzsGbyzJxkJNYkpLJPolbJ9BpJtE4arZMlB0nSg6TpYbJ8gzTfIMoPIKIbw311+elH4GsC79YQUxmhu7u7vcNx+7u/L2TMHWzhB1vQaj/YxG+H9l5d2j1g0WOArAPMTJRj8jVMbxWTrWDiPlW8yjDKMSqlUQlGRIjSIMsKWdToKpSoronrhqSpSUxNZgKQFi/g/ZwWhadngyfNXmXRU+/k8BxvPft1Hu8dpmyBs0JFNAGhXLgfKZiAVvG8B9Yi26znVXwFuhdvaqi3AiDVgVNbAZyiHmDqtt4CVmHMEF9vt4DXoH3IXb28gyf5bO8DfLH/Nm4vbyVzKYUseTI9zYnqE7xj8y9p7woz53GvYhEMVcyWitlSKds6ZkslbLdlS7d6rj1UV/bY3iESFsbUe1g1koONolcHvVErjjWajUZzsM12ulpJ0n1IKgEBLLdZgkljTJq0JaZJEuo0oY4jCuUZCEPlKuomvPs0TUVjt2lM0ybzaeiS9SRTiSjmE5z5LlHFfF+X4EdETJKjXWUii32UNQ68IJ+73yKl4BX36gvXmtXxhZYXwa85ceUbgeXodla8i2fVu6glNGryIlZ3L2hqUjcqENIi5r0oJjsc2wHRYWh2yhNjxhtDzHhodPvtdjdjn9Lz9ulnkGgNC+3MHve0faB/ks14ZeHq97PxA3zx8J3cnZwkWQ1E6WkKSl3dzcZ7B00JpsDXBa4Z0dQjTFNQd7qpgjYVTVPSmIbGVDS2xtiGpisu8DA1ztA4G9INS0kjFEZIjAgrwV173m6uxt5lLPEE96T06OzJmzvJH4+/lYdGW/RsTe6akLLZe3LhyXCkElIJiYREeGIJifJEwoUiLUiHwWGwGG8wvgnFVRhbYWxJY0cYU3A9MGDw+Kmo6kvXvI9p0cCq1Bzs5zy+/b+i7O0kHhIXeEecgEpCJcCopzke/zjjCbuYAqpo9kx0q1RCmhwkTQ6StTqUQ6TJkRl7pPs3nMDWtSGZ0wkhXRu2OUkm6cd9w/OOxC+e2CYe6k3PxUsOrZmESVwt16Cp8cWlOeBqrt0Wyk2u9ppSCJQLf+dZEZCuIfKDi0t2AJEfhGwdG6U01NTNNk0zoG4GNGbQtofUzTaPnfoglfkWjm0+wB0DyA2MNDzRF5xZ+yMOJX/KK+77EWLdJ45XiKNV4mhlXJTa/xAr710LitX4VmMqvK3m7OXsGFvh54G0brumwpUFVAZXW3xNSPFtJN6FiaH3Gk8MJHgf40lD26ds+TezYjcW3s9X6g3OxD/JEfFLSHEZKS4hGO7t9+ZhkkRBTNUD0XXktlllCJye6QOB8JO6IaFQay0YtsZIrjOSaxRylZFaD1quUqhVKrmcgwnAipiBOsZAHbvi4UtvyO2IzA3J7YjcDhnomsvqtdwzeJ6TwzPkpmSkUx7rHefh/jFSfyupTaeArQy3Tzw70xK7qgWryjFolfqKzFdkVGTUZKImpyaTDZHyYfFKTzKkii5TqlSgUlC91v20zeaq1CSb6sJtZrWYbv/+7/N3nv4sf3L4FI/kr6LiEAkXeOnoS7z5/DnUkSNEf/O9k/jLab0s88Vex82PnxrnF41bdAxz+/XeQXUZNziDHz6LHwXthmdgLjP1rhKtILJjiOwoIj/G6e3XQPWSpeFEVX6Gtxw7h69raBpomkm9rsfZg5nZVlIrRakaKm0pVU2lK0pVUulqpl6qEid3Bw4MFQNXMXAXgvf1LnSp0kkSm5DajMRnpL5HKnokok+qVknVKoleC9yo0ToySSCKEFEcYtuiGBFHEEUQx4hoUr/1u17C6adOcWw4+3sSwHM9y4n/8C5kEsOBw0uPz3sHo+EYEGOwjZ8By0Kdsmj9TA3amdkv3QBXdNYS0Osj+quI/iocXG3ra4iVVegfR/RX8XGCdYKmtJjtCrtdY7uMdcMaRjWiqJFFjSxrdFWhqwaxh7jl3bx05j11vBTYJManUQi3zGNUL0b2Y3QvDh5KedAiiyGPEFqFUPE6gFa+GgbgahC8rDrPq3qqPm0f6xu1ILRMPDDmVa3x6jxPZF/lyfQJwuKexYsRt5rzATzxPRyOoVJsa8WWithWEVs6YltHC8Grrj1Q8Q2joYgcHKoFLykcxyvP0Qo2WnBrvdGsmIjcJKQ2vWGJPzrZigyrLz8DvRSzoihTKKWhoKH0BYUdUNSXKarzFOV5isH5hYmeoMuBziIn7zkRpMkBsnSDLD1Mnh4mSzZarujOtkGSHNjBddeFqHbJ3cdZtp0PNt8meffTmbn9xDZl7zJ1Ow9/8uVmzlt9Vo70X4RdbgZ5kfNrTr72U0Myu3/uwJYJSDYGyOZAsnGfCp4NLxAgfcPFSYvVDVYbjGpoVEOtampVU8qKStaMZEUhSkayZESFwdE4R+Mt9ia6Vm82iZ0hd22svavp2Sa0Xd2CajU5nhxPJgSp8iRSBkBNQaQ8cRu2YKUImcakx+AxYg5Uc3VbAolyY0ZLH2JXI9vNe6H4EZIFf+ZKgMh+iv4STx2tsha8mgW0kvggSXyISB8iiQ4QRQcQIp3lB7N7A58m9WXb+al97txPxznmpkj0nbsR3DuLRSnQyqGlRQuDFjXalyhfoN0QZQdou4VqNtFmE+VLtC/RlGhfoH0RbJST7dp25wW7UIRCZOsLwSyyrn6gBbfWlybAuBZ5+LEP8uhHb+MVmztDH7+y9jXuftfT3HPXf7BvnzcvAYAKkd3ehLqfqo/tDaGvrTsDvmnHt3XXgGv19D58oAnjaiLNr1ccPjy3FDTSLyxGutaDL2SlEi3IEB5xkxBVgR+/yE28qf2O+qTN1LZtXYSwMwTgwQmJFXKckdOgxu1Qb3X3QjDtJbfL9/aEDHjxEvBZACMZAPvxn2NPz3NPqhx55MgiRxZ5ssiTx5AlIZlInkCeSrJUkKUKHXXgVAtW3WQ8f/ZLD1J9+MN85LDmQ4djzsWCjdrzHedr3nXekLzn3ahXvvKFPsx9EV9t4y4+gbv4BP7SE5P61rNcaWHAecW58n/j+Ggnf/CZfMjRl/wy8avfgYhzRNyDTkdBe5UgjIG6xtdNC5B19Q4ka/BNDfVO8Mw1NaYZUdpNSrdN5QeUfkCpCiq1Eygzah+J/TwBKDMpiU1I2hf1Gd312QSB5NPHvkh6+Yd5+aVjJM5TScFDB56jWv8ZvnX1+9F3nYQsR+QZIssgzwOIdpW/D9/UMFwAjG1vTdrDrYXg41WJjgI41l9FrKxN6i1IJvprAUSbytDovYeiwY9qGFb4UT0By4YV1V+c3nd+skXiqUCMxsVP1Re1EcWe7ocOwv0a0d63JVYILJ3WIRTZR1gR4wgeeZYIKwJnoBU6jEPj2noXHm2jBJ9l2DTlS82zfGJ9dWFkBkJwoDFYFTEQ/oZm1ZXes+osK85xxHhurSVHa8nhRnKglqw3in6tyBtNYiIikyDd/izOBT7TAYgBXm7jxRAnBzi5jZUDrBqwLe7gls13LH3u/eWx3+bZ9S9SavblPMW6T5YcJs+OkGVHyNKNAG5NAV1pcgh5nfNF36FbtqV0sLYtBm9bntDO5gzezI/rxoTxX35K8LHmm5deT++85TSveuDu6zw71y/Xw/n1V0Ve5Py6Chlquyv41QjPUBsyK0nclZF0BSi79/hjh6dSnkq6Vod2PaMDWFYrTy38+KHe+m9NPMn8tH1aA35q3LR94fY7x+2Zj2ZKpFPIWhHtcZHH4alkRSkDODYuaoGtHWfl/gd6KyHQQhJJiRZqQTpgRdT2R0KM8/Vp79FYPnvhWS7v4kGSuoaDAkYIhkgacfXgay01tdRc1rt7PVxJtLPkpgXLWgBtDJ65ZgpcC3rV1vSwpEKSKkGsBImSKC1xkcZIjVUSoyRGCBoRURHT+JjKJRQuo3I5lU0p6m9mfRePprL8z5DqB5AiQhIh0IjWDdpbSVXCqAOn7GTVZsHZuq5zdDOI8HB0BLeMILFQKXg2h+dylk4uw3NaUiEJK54ZsLZz4PJEk0tF0QRQTTm09sHjLFLoWKOTQNSrdcgmpLRAa49qI6m1B1V5pAE9ahCqCe/02iNVADS894FQlEkdH+4Rrv0jOzzehzHOB6rSR07dy/2bty28pl6xeS/PPHyEO3oWrMA1O8GpAETtBKcCcOXHNlfvBKwwXI+T5U0tEkEy9ty78rPAiMkCTy1n6x2INr0YdKMXgISfu8yv4e+0zKsid6GMpePy0yHrcxxBkgjSBLJMkGeCfiZI2wyXcQxxHPTVekvfTOJecS//6MyfweUTfO9TL+VQnXMhHvGJjUf43K3P8D/fd+8N9kX4xolIVlDHX4k6PgvmeVPiLj09A4i5S0/gLz0VkG/AC8f/8dL/h9u2/yZvf26D9QYuR/CxY+d4auW3+e+f+Qz17//Jbp8eOE2ngbFWi2gOLFub6osPQZSj4h5RnJPHvbCfdv7hrR0DZL7zMmsamnJIVV6gLC+Ms2GXzSal3aSyW5QugGcVQ6orgR2CsSfans6zjVl7/p9z9/A+BvGE7vDE8BhfiX6cz7qf4cSnjhC5CO00kY2IXEQkUmTaQ2Y55BlirDNEnkM2ayPLgifa+iHE+i7JLbyDYhTAsO2J19gk3LL1ItuF08ubBnv5Am7zQsjNK9rg9Y6LjcDBZrMUn2f4LMWmKS6N8LHGao2LFE5J7KrD9RoOZascHy0/8Rcjy7NrX0YbRWQTYpsQuYTEhXpqY9Qefp2CBHwC/kDb3l0cnoG2bGvLlg6Z9ja1YzOyXI4clyLHZe24HHkut5n4Sulv0PPAEK6gNinHksiMS5Hmah4Q0nv61rNqPCvGsmo8q8ax3ng2asnhWnGwVqwaTd9oMqtIXITyEcKHt4eF2aavQUzU0MQ1TVRSxwW1HlFFQ0o9oNTbFGqLkd6kFgMsButDWSj+DG/wJzixNbuQKIBnVr/Go4f/fE9/p6h9Hx4XM6lnNsxnUwOKITAEngy0PCoPvM0qQ6gUZEolU4SIQSYIYiZP9Qi8Rjg/A1B5ayZglTETYGsf5R4Epw7mPJbPcXsJwcnRV3nZ6c8DLzz49dddXvT8mpN/8UtP8d7nFod/CAS/e6Tht44OAIF0gr6R9K1kxUhWrGDFSPpG0LeCFSPoG8GKpbXtf/poB4wUDBRs66AHGrYVDFs90LP9++HY9m3bsGGWv4BvS3gsCaBFV2I3Vb9BzzMvHSKyyMghY4eKHSryRIkniiFOQkkTSFNBmkhiJdFCEks1BrQ6oEtLgboGMGpaPvj5D/DPtkoiczuxuRPpc5wYUetTNPoJfnQ14ztf97fG42tnGZmGoW0YmoahqRmYmlFdMKyGDJuyLRVDUzM0DSNnGFrDyDmG3jPyUF7vGfYC4SNilxD7JEySfEzsYyIXE/l2Yuk1sdNor4m9RntJ7BWRk0S+TcvuA1R1LaDpXzUR3iJpkN4gqZEYpG+C/4lvQh8hOx3Bt67NHGNxwobk0MK1KaYdVngaHFY4GulR5m289sIBjiygxDubwhcOb3Eh+SrCyKVefAAAIABJREFUxygfgELpI5SPgyZMtALJaWjvED8JVBN+ouVceze7XDBumX23/fqOU9EHb6HO62fai2h2GxG0F/RNjPp35JrzhBVVKzoS60l9kc0R7vUzdUK/aMMJZDvXPvG0Z6VZfp4K7Rkdk8jGoxrQDSgDqtX7eYY9gTKgUVMAmZoDzqa0Ee1VcfNMZfZNtGIKDAvcOh0w1umk7Zu3RdHOUOcOOLbe47zD+tm6Y6dt2r5om9l+j23tX7xwmjs/dZTXX7p9x/f63IEnefjNp7n/wLEdr5Uz7DqLqzvG7ehbcjH4uZF+6f6Xt+b37ZfUd7SmP8tbfLmNLy7xtWf+gs/0T/CWc3fxtnMvmwIJv84fbTzOm7ZO8dLi4njbaS/b6b/ujt+gXzxut30AM8TbHVG3UDFihtR70kbFSBVPkX5P+rx3WFvSmCHGhIQnphnSNIOgzQhjRzS2wNiivdfPHt/06Tx+6T1859PftXR+/v/e/ps8c+AP8MiWlXe6SIRXiJYziLk6SFr2fgJHUODI9VKD0ngZ4ZXCSYVrPeQnyQLAeodrS6jv/L0477G0izbQgl37/3x69/N9/uFjB5d66fyzkxf58NHB4o3bgZkTrDWStUaxbiSrjWLNSNaa4IW0ZiSrjWTNKNab8A603+83ALXwY3BsU1u2WsDscmRb4MyxFVkutyDalg4ex1cj0sM7z/b4jrN9NirFucTyoSMDPnpkCHjuHlWsWEPfBvL3njP0bUNuG1asb7+/omcViY3RPkG5NBSbE7kM7dJ9OR9O2DF4VeoBZTRo29P1bSo9xO2zM4Dwgpdc+ve449JryJs1RtEmTxz4c548EHjR+iYjMxGpUaQm8IelVpBaHxJ+OI/ygU+XcfbsGyi+Xej1UbtQ3oFjGuGnQLJWj/uuE3y0wEO9O/hq73UM1GH69jz3DT/Py4dPoFbWSP7+j1/vN7tuedHz60WZkQ8dFrxyC26fWzURCJ7M4UOHIpSbENYNdSjP78H7VPiQFKtvoW9oQbFJu29hZa4dXWFCL2nHWzi2R4eWQs4CZfPA2TSANtDhJWNenojgrWeZeQFPLazVcKiEf3MrnNrtXt8CYGNwzO3SbkGzvVyswoWYE1eFF70rOeh7fMhSFIGMPCr2xLElTixp0pBnkl4Kqz1YzSW9VJJEAiUVcjcCz45nxHnexj38q1HES6o7uLMOXgEjmXMqPsyTyQZvOzDrnh5LRRwr1ll+Ar33NA4qC6X1QRsojKMMNBEMS8ewsowqR9E4ytrTNH7s3ettWGKUTiAdKCdQXqC9QHuIvLjpVuY9bQYrGK+Qdi/3brq+wGYXjVuyjd1lP/O2+WNAKEQLzITVQw3EeCxehLTJIVVyOw0WgaTc40C0Ojj8k1nIrCR3gtwKMiN5YDvmSMnCF4AjpeC152LOZCdQTgZuLS8X1D3KW5TzKAzaydDn2zHfwExQV5ab6VhmZXwNLAKfrgBOLbRJi1Uepz1OObz2E6AqAh2F9PaRFsRakkShpG1da4FWouV7A60EquV+0yp4Hym5ExT5+kdL+KJf+lKpXyX5pncuvh9553El2KHHjjxu5LFDsKO2PfTY0aTtr+DkIQirw9Ee58VCg8wFKgeVC2QuEDmIzEPmcanHZ+BSj01cCOd27Utpq41r685hPTjvgm08BqwLL6/P/tk6cZ0uXfgxukFubIOReKPASIRRYBTCKoTf+/VsLJgCRkUH/O5dHI5GNtSippI1destXYuaWjZUsqKWbd/UmKodA57IKyIXSuw0kVfEbmKL2kWOeFyflJcNbuE1mycWXlOvv3Q76ac0T+aXWoA/gPyT+qTtRAi9n7Y74TAipJe30mFxWOkwogXipMPid933zYKJy/4J/sEjb50BCQ/Xfe4ZHOE1l2/j518Kn16744Yeg/AiLFI5ifYK7cKilfYS5RVRI9G1RDs1ZZdEU+2uT3lH5Bq0t609QvtDKC/pd/v3cvwZqr2Gwn7U+Fmk5/fvJ7ORZZnU3vvUe3n23AOUqqGUDYVqKFVDocxCWyEbCl2P+wvVUMlFaL5n7DE+ftBfy4mexFHcSPnokQFvvJTywMXZSAAB/NHBER89sgvw1Q4slKdQluf2GLYiPaw1ggON5GAtWW8k60YFAM0EEG3VBJCoK6m78r0w9oKNWrNxFQ77lTSUqg5cd60uVUWl2sgRPaLSJaUq+N31O/i7p+7igUuTc3W01ty/nfD2cz0+fvQp3jZ6mLTpk5q2TNWV35/kJLUsZsCrMhqOAa4qGlDoAZUeUKu9hY4uEzme60lkNx/s6uO2mrS9RDrJMyvPM9KWx/vHeTR+Ld4dQcizyPg5JF/icLnCtz39TVd1LGGu2wFhTRt+Gbh8vQhcvh1Q5qfqgSB7DyIcUIGoFiye7HaSkuBhpnPQWfCgjYInrYj7iHgFkhVEsgLJKiJdRaQrCBVR/8FvYjc/yekk488yx3ntOWwca+Z5Xlp9FbXyrqs6R3/d5Ed/9EeP/cZv/MYhKaWXUvILv/ALT/7Yj/3YibNnz0ZxHLumacRb3vKW7Z/92Z89ffjw4WtGT18Ev+YkFn1++nZ4zwV4/Sb0TAC3PrcGv3sIvPQcSkXwLhAhC4oUoETr1SB2lnCf8u1zz9EF6VR4Sjzn8XRBPR7XhuyEFaTIeNLGkzaCrIGsEeOSN5LcSHqNpNco+kbtKRQzc5DVcOSKI4NU0rKta7Z0xbau2Y4qDpRHOVLGC1eWjpRw13bB6ezLmC5enxBrH1D14N7boBn5STsg8G0o2wJRHWDmJt5j0+DYvHdZsof5raDzMQdXivGteDFfYZj1WDyVaENThaOSlkoYKmmouxcJUdPIilqUFKzwLYM7+KbNnS9Lf7Z2Bz/w9CnWnv48mhjVeusE75yQolh61aYhnkwKVetJFfkQNhbAqvCD3vmdJQmS/afuXi6WNjOf8EETXkwa6dq6pZGWRlgaYaiF5VWjDVZ3uX7PSctHDj0yXqUVKPCyXaXpXirbvvGY2TrfoCwvHk3kNZkJrtyZCzpv9bRt3GchdROdXuH5vuwF4FiVcqw6caO+2k0hDo8XYuwN5QE/p52AzITfxjKpZAAsrgRe1cJQK0stbfs7b6ikpZEGIwxGWGyrQ9tg5Fy7re8YJyxGGmyX6eTKX36cuXFaBJBITaraIqNWT2zj/rm+rx8/y1t6r+aOYW9un4InekM+f+LLfNPZ2zBjTwY39vCZqeOwmcemDnNwZ79xDm88UaWJS0VcaZIqIqk0aaVJq5isjsiqmLyOyOt45qV3kXgDdstjt2D3Ka0AFANVsRWVbEYlW7pgKyqn2mXbLtiMSkaqxs/9TV6ev5QffO5NSxd+/uVdn+Mh/eji2ZWn9ZCNSVxM7Oa0j0PokYtJbUxqE/Ku7iISFyN9eBbK1jNS+iUFifRJW+b7pvaxoG8/I42W3adetXkrr9q8dZ8+5erFMg2wtWDaFNDW1d0O8Gx3UG0esJvft+u2aUG6u7eP8PpLty+cS73+0u38/cfezKn+hRYsmgWOZoGqOdDKSaKZ8WqJXSJv4gWGq5HYa+4YHbyufTg8pWwopwCx0K5DAgFVt+3AU1upqSJr6s4uK2pV4aRp/c48wk/80ZQPNuWnCh7lO55vgSJQbmih0EKjpUYLTUQ3DwTpPMp5pLEoYxHG8lurGf/4ZYL/8vEV3nYhIXOGQmo+cajiX9x1gVuqLf7e6bL9XNCt7j6/s4djYnx80o+XBwOwICyinRd7YXGyu75tAKC734V0uNRhFWwquKR8WORBIolRLkbZBGVjtI3RJiEal4zE5sQmJ7E58grPA4DEaRKnWWuuTAPyva2e//0BvHYr5bVbLwNedhVX0EQcdsYzq9IDimhApYc0cUkdVZiowsQNQkmk0CgRoYRGEeqajFj0Wae1ocJ7gQVpPNoKZOORNnhlS+NRjUcZ13pqu/H7g/SLfPOuBAuF9kq1wmdX34c3D0x67FFs8Upc8y3csf1rkK0ELgvZJT5RbYKUNnGKDl6UaB047Lp2FFb2hNYQxSEBhm4TXgS+jDb0MezLewt2FBItmFHI/tl02T+3odzCl5v4Vndt3B75Cl0FrsI3lxeekcUiIF3BWsE/P/Jfs1E+wH/0NPQsDNVRPr9+P//LkT/iRw49srdjuMnFOc+pr9pDTz9qNsqRj9JcNLfdrc/deZ+6IOW1zR4+9rGP9T7ykY+sP/jgg1/NssyfOXNGV1UlAH75l3/58QceeGBUlqX4oR/6oVvf85733P35z3/+4Ws9/hfBrzm5sy54WKf8zgb8zsbO/ntG5/jJJz81Mfj2Pz9lmPWRX1yfbi/0vfeTfU/brxDb4VE4EiwJjUipRUJDihUJlhRPivcJghThE5S/MiSSOEVSZxyusx19O93pg3zP2YzvOfu6HeMD2GEx0tG0D8hGWBpZY0RBI137YuhDkUE3gpaEvV0nkAIrBI0QGCGwCCopGKCwUobMi0hkO4Xo/kkv2yS4LWBEKB2Itpc1HIUg94J8j/GjwsN9F5d7yZ04eOeOF6xvtPiw5kIjPE07WW+EmwGoGmFopKERzdijoJE1jQgeBI0oqVWFESUog8ShpEcJiRLBJV5JgRCSCT/dJBTyy2dfyZu37uLoyHPLSEyBhJ7ncsHXe09Sxl/iul7LPHQvwQIZQh9oQx3GdYV0ktwmZFaTm4iejcmtJrdRqzWZ1fSMInOK3Coyq8itJGuLfoFdCwJvyGxxLG57AUKBkEF3HEVKiUCUr4PHkVYhIVesQ/pyqQXIsF2nhRTBm3LapgAhgp4aP64L324LCBDt27do38ZF29/FNwoE3vngGdOAsR7TQGM6m8dYwaOfNtxzYTFIL4BTBype/oBGK8ZFtd9Ta4GSHicdFYbSWUrX6VAqZym9o7Btveu3k/GVMxTOUM3ZnDU4Z6htc5U+PYvFQ/v5Jtwkr1I+eu8p/vbpd/DGixv0jWCgPX968Bz/962/j3ve8v89/9A+HOWcCCBtyyLxkNmINZOy2qSsNhmrTTrVTtt2sPdNcsXQm75N6NuEW8oFfHdzYoRjW08DYwWrTdZ6Xi5e+Hn7mVt42VY69oTqvKJip2c8oyZeVHKH11Ts1RVBvxfl+kQRwANukvO8bC71lgsnecuFk9/ow7nh0i32+tbb2QnXhv9PtBPtorBweOFJm41dF3iNcCCGSB8jfHRN4UsSQe5ichdf0310XhwNVo2wssDKEVYOJ3U1am1d31x7pj9sh5g8LSSKiIxIpURxjyjvEUd93nC55K4n/xtef+l2CkK0B8AbLoBwt/Pk0Z+mfyzCmgprSypbY12Fw07oFmSgYejqVuxxceZGigftYhLTI7Y5SQuIxdPa9Iltj8TkxDYjsXsLN7yar1ZJSRlpikhTRhFlpKmiiDKJaeKIOolp0hgbxyipUCpwAyupw5xKKpSAnmydJGSbhFcIlAje2arlitQieGoL0ToOtg4V4/ZUfdIOg7wA4x2mqkL20rKAIhRRFFCO8EWBKIYwKhDFqKWTmKaWCKVqXgfNAxxb6PH8AKbehNGTU2epBUWX/Ij2POcRogXJVOfOHoAzNZ6wtWCaQuhDCHUkjEk19Lt+hZcKIU0AtXyBtyW4EZgR3o5w9RBrRtimCPV6hKlHuHrUfhOFaxPoWBROSBwSJ0LiHIfEeckXem/hrecf4PYpmr/MwnvOwpP5A/xhdJr3XsW1djOKc54//Wh98txpt97ZqsLHmxea3vPP2PU3vjN+7FoAsNOnT0cHDx40WZZ5gOPHj+9AK9M09b/4i7/4zO233/7Kz3zmM9m3fMu37JJ7eLm8CH7Nydu3HuPhg9/M4qmt4O2XHoHhNZ3rb4gIYVGMUIyIgd4YNFs83iNwpDiSKZ3M2abrMdcThhT5MOn/RmYmu5I4pldwfVs6r49ANuoRePH/s/fmcX5V9f3/633u/dzZM5OZJJM9gZANkgwhwbCIIF8UkQBu7VetULV24+tCaZFqq7+f9FflW61f7WZbWlmsYhWsUgG/WikuIDskBkjYkpB1MpnMPvNZ7r3v3x/n3O2zzNzMTPL5JHk/87i5Z7/n8567nPM+57wPwQ++PIHyxsQFM0WYYkvjzAyUGXmM21kaHgJ6GsrPXikXFhTiQSuqAoViIZxNFSiqCkZRlTdLXfRsNK2syhpllU7j0jQb7omEm5pDTY/jA68vxpLR6LWklYSExryLr897HJyY7mJaAsVuJmQ4rrRy0Oias6fDGtwMmryMVma5mTAu8Df40zOVPS0Mhq9csPLAykzrVp7eIVX5WlmsfBQsH2pwHubkK3cAXq33cdeSHIasDLI01Vc8l7pjM48avTxa/DxavBxaEm59NHt5tLiBO4cWN4dGv/I27RO8rsoSbItdTo0/XH8aDtVfWGIfjaDto80bfQrzvr+zYtnBMxvoZxgcs8fmhZ0C37jdmLs4TbHbV344CyyvGFnFyFpAThFyBOQsQo4IeSLkFSGvFPKkN8QokAUXNjyy4cKGSxZcZODBghuExeNho8Sgb+KHEuryF+HB9k48GE6cIACdqM9fhNH6nyU6XZOGAWPhDcY6m7HLof0WtI1FC8EouAWVUShkFPobFAYBKOSgOAfigaSdOPZh+YSGgo3mfAbNbgZNhQyaCw6aPMec69DkOvrwMqjzx38+bFaYWWjEzDIzCCopKy7oOw0X9J02NTkdY5j0uwbkgxXr71ZgH460HaJoZzWCywouF9k4is2QjH/zgmNlnzbjUInBDPDiTPOXj/8dzbmSHcDx4ivZGQzTTyZPhfhanisV/D3CmbHmb8RUPrwkzQT50pRdMQ2CtowZcTkK4wpzR4DV/ZVa58DLrQoHm1rCQCs4fJgZTtpts48MGA5Yz5yHnjmvl/2bw9cmIcgDzKMyKRQyUF4rMt7EyvY0eDQWU4qVV5xdll+AWcNLKi45nmOfjf0zHoKvCmDKw88U4FMeTIVjpuBitgDUA1wHoA7M2k1ogKIWkGqCQhOIGkFoAtAAogaAzdeX68GoA8hB3naQVRn4lgPPz8D3bfi+pV9ixTNN2Yfju6jzC6jzCqjz8+asjzOG94+7M2aObDzRsQpZy8GY5SCrHHiqwj0bbHRTeX8D6Lt1GndMTYUC0GSOMlgAWsxRgYkG8Z9s34wnZ3hG+mHvxbTlopZd3M+hP3JHfR8dE39fMIreI4DeMb1AejdsAMGmEckzmYFeSoQH3zePgv6duVawj0PwDgt+TaxfVi6MAVxxGFgyWv4dtWQUeKT/bZWFfIKw8wWvI674itOzz2/b+aLXsewsu/doy33HO94x+IUvfGH+0qVL17zxjW8cfN/73nfkyiuvLFmjbds2Vq9ePbpt27Z6UX5NE+ush1GP2chiSVEMoR67sdj5OxycNxcKDgjGmDQyUHDCM8EJd6RTyECRo8PJCsuKFCjRKdk5oeSTE4tL2Guh4rSV8lW+llVSng/AbE1clJaZ4Ps2tr+yAG35TlRizBpCS3s/fNYtH2YC+wrMurPDvjEu6pMeeTV+8i3ADwyRHh/08hCtmDuWVOosnT6kj7QEHfBgNFSPlAIgBSaCnkKTAVCvR3/AYIo+McFoqm/Mrib+sa8774E/sKESW86RVBJGcfGlHXrGnl4i6qpoyWPgL1AsnLRiZ/mQVnyVa7AtGbXx4d0b4Fl9aDKKrAbPQYOnlwLVecYIv28Mux9na2V58jBqFzBqFTBq5TFmFTBi6yUTI1YBo3bexJkjlnbU0kssimf/ETMafVfvsukX0ODrHTYX1L8F7917Vlk5EQhbOrbgXO9OwFPwYaGAZhSoEXluQoH0kUejdqMReWo0/kbk0YACNcJPqTQbtRyMWg66M82pZUXsweEsMsjC4SwcHkOGjRtjyIT+MR2HMTichUo0GDm8t2MhwQVC/wsNhzBnbAnOO7IQ80Z1Yy1rAQcagcfa92Kw4b/Qle01mxDkoVAAKA+iPDiurIoprY7X6HcdihR6DLCv4CEDht7O3YcNH445Z8ofbLaAhwMXdXBRB4/q4MKBhzp4yOAgrwPx4rL3lOMtgT16JZpxGIBewBPMlAzcZgGPcVsxf+CO4o8WRrgyPT3BlN7SycrJZL5W0LQE9jbdpL/YPV1vFb0k3Bwq5o+5XeKEctUn1xwFMOlOK6MAqByAPIiyAOVAlAVhDIrGoDAGolHYGIGiUVg0AptHYFMODudgI4cM55BBHqrMSEUwQTMD/e330AgPzfDQYs7GTS3wqA0+zYCHGfCoBfsKa7Cq366oqNjXBIwe3zGG6SVQhiFQvkZKsaNRpC0b1OY1KjFsA6+0Tqysiiufqj5D5xhxsFF3tCsNZhxsTAYas6ZlHtyjfw9RRUVaaZgVi7PZh8UciyNY/uQ3/7G4AZbbAKDyLpRhnYsVQca/tOd3sLTnd8rm8algDk/PylPBrDyGTwxWwb1mFAakjFvBJwUP0dmDgseBO1Kcl1OWB7ZTTZdh2mBSyFkOcpZTdmlHR24Qs/ODFfMPZpqwt7HMMqATjaMYECg3QNCeHX8Q3+0nDDi63ZjodXLSH3RFinqmJelK/JXyTjZduXxTrAeg25iJ31WUd9XQ9CjBq8meV9xxH4g9L7uzJqP8am1t9bdt2/bCj370o5af/vSnLb/927+97LOf/ezecmmnulmjKL+K+P6MHA47g7C9Pcj47SDOgKmAgjqCYWsQ93csxrm5xycsh1A8Z8I0k5TZYotss5OMBbJM81LpddEMyxgLs41CQ4FVsCYpUHBY5qzLjSyGMZj98ND+yIYYs1F8sJlebnagCcL1blAefGaAA5VIVKbPPtjyUT/nd3D53msqdsAfmv8LHJn5HXhkm46ZDQ+2njqa8OuwknRsgdgB2NE2S3y9Ux0hA+VnoIKd63wbim2zm50Fy9fr4rUBVWO83Se92yArZHwqClfJNCZfpjiNyVcLO8cRCBYHOxSdfFRqsL358OTsLqQjB0LOdCD1QTQKpjGtBKZRsBqGq4YxZo9hxB7DkJ3FoJ3DYCaPoQxjRFkYsTIYUxmMkj6PqTpkqQ5ZcpBTdciTk7pGTIQRK4MRK9lie7b+BawYWIHzjmRQ5+qGiU9Azib8qr2A7819BWxdOF7JQLiNdIVo6OePWG8hrZeRGD9rBX/CH4SleD6YLOSoCblKo5AVa+3qDj/lwciDKWdGq4OwXOQmHc/sooWAJX3AsizQUtCG4w80AY83AkMNZ+GJJo5fBEEXVrEPG3HbJxxajUvaR9IdGT2PiUAcuHQvgUKljzLPbKAUssBsG3cmVGBptwOGDS88Z0zcNM03KWo3RI248s+e4g6MpuhsnWgUFHDEAY5MkI7Yh2IfTb6H63c5WJyrfJ/vqwPunj++citd544QWP85HlicRwZ52JxDBrnwnGF92Mgjw1kTlk+kcTgHm/chg9eQ4Twc5HCg+Y/Rnp1dUVGxu+kgFqlb4MPWbRxzf/vm2TBPH5isMEyH6+fHDxWrNhDLB7MUhaHAHD21oRKW4kpbSw/IQa/NjhS1wfOqdNuNIiUvQOBgV0AiE66fe47UX4hUYUiEEci0krRf+Y1Y008VlYQ7mxmvNg0jPueAjJuC+Qfkh/akzFyHMF3k9qHnOfhlwxRrG04qSMNeFAcvlteoNcJ4L4xXcKN4uFAc98evHf8d0Tn+m8ql200344X2M9A7ipLBjIONgEOvYy6+Fa5W4JKVDJE/GecgvsKhnJqbST+7R7uTYFlFm/l2jKc8swMlWlzJVkbhFuSbLhTr3aGrSfHMxcSBpOmGwByKS9FRMH+nAgG+igRFGdYr5xyG4xDq6wlHDs/F7PxgxeevN9OJizbY8DyG7+mZRp4LvdGLhzCMPYB9gD3WfnOg6Ew+h37z6CamEgX+UKHux9yxQ5VzI2qbxN2l8+EmTyWlznyzHFIYn0av+n3IqZIdHf8FkR3l9B2dImzbxubNm4c2b948tG7durFvfOMbJQ1P13WxY8eOxnXr1u2f9HUmm/Fk5ZeZNQABrt0PF/0l8Q/U/xYerH9/su9Ax2ACfA0tCwQQteUC72ygfXgA5/a3FiUjPNk2gO/MWgSmPz5OlWOUWH8+RhDDKMkipZjj+6hjH3XMqPP14fg+HJ/hMONtB9aio1D5XTBgu3isvTvsGFusjEFiPf1eMWnDpgj8Ok77YeJNOsT9xrKVyR+lSZZRUzDguChS6gD58pb8dRbywNYY2B6Dr0bhWyPGPsYwPDUIj4bhqkEU1CBcGkRBDcO1h1GwRuCqYRSsUb0DY9EIevEOj+N1WG0AreaI/5bi6So+FPJwUKA65OEgT3XIoy48F8hJ+PMxfwF18MiG4jloyrlozkffH4uBTB5oyrlQPAceDh297AMIADwwjYGhZxSnmnXDgN68ooxSLO5nBwrx+HQNbYJtNsaY2IhtgGLgE68Am/qisCYXeM9eYNHIQvyfM66GT35CQTWeAm8qG33VOooZlxwZwGW9/ejIF9DrZPBfHW14uL0VHiHs/AYd0/DgoEMcdZIV+4iN/YedZR3vxjrDQYfZjTrX5Ju/gG75M5szRTNVQZ4ZltFLg9nUi8OehD6C8MgNkya2rIJ0z4NNqN6xlcNceuasVmx4UPjZrN/FtXtbK76nfjprAPtnftvMXragt1i3wbChtzIJ/BYIGaMAtaOzXoRl/BmjFLLBbM4mbLqbbx458OAAlH4W53gszQGN7aioqNjaMBf31f3DtFzrRGaXrWdOVFIS/qiDsLN+nPVIJxBU/F5g11jQSb4jgneJggeLo/dFk9uG1VngQBPjYFPpoOtLjoe9ahEsFGCjAJuzsDAEm/PGr8+WcdehAItNWuRDt+X7ZvhCgcuYA+EShdnESrVEOGl3waqbDrNiACeVZ2cd0bNYK5FV2tRGQkGSGNCZIGw66jwOwfWC3zb10saB5yOLPtSjJxFMALKYjbax+cB9rnSWT0LClQNAqFB8AAAgAElEQVQUnYN2AAiROxFn8lH5lQe2WwdrnM5C3jreS16nn/pGKuTGKiu46htpUh3yLVu21CmlsHbt2hwAPPvssw0LFy7Mb9++PZzDn8vl6BOf+MSCefPm5Tdt2jRpG1TyPBcxoGbC9oDffn0x3tTTgiaXMGIzfj57CHcsfh2eRWZ079SGCfinxa+jLbsMXf0NyPh6VHtL2xi+tvj1aTfgTuzDggtlLNgo9mDB1Qe7MbcH25wtuLBZp9duT/tN+oyJs9lDhnU5mSDcpM3ED3hRGQjK8aAm+DrvaP8YOg6+q2JnaXvHD7Ap83dargBc2ChQBgXKIE8OCjBnymDMnPPkIIcM8iqDHDnImbA8ZZBXDvLImDJ0WAEOXHP2wrMTTn0OFGZx5VpCSRbEARUUcjEFW7FSDkVlFCnlgvALemdi0bBCPffBUv3a0AZbqCu0IevOxEutLr65eB9GLQ+jlo+syiKrsvCpAIv0vWEFI85hQ9qFhQwIbVBohsJcE+frcXzWcwkUxxZmMUOBoHwOZRMsWdFnM2bPevfSxIwes7Nk4Ccz84DC+EDBot0OFJwwrYkL06gofbCrJVtYPtiO8/scKHs7LHsfQHmAHXjuAlzQtwI3bN+AnTMOAka5APJA7AHkGsWCNmBiwQOUDwUfRB4UacVDcLbI14bm4cEiH8qkUfE1PsFda+Z9M4b1TFPSw5wMDzCzSWGUFXomql7IxuzDYyDPDlw4yKMeea7Xyy9RjzwakacG5MwyzRw1oYAm5NEEjzLlbeMBYd3edFgrvsqN6m7qAy4+7OBnVV7RoNUtRoFDgZHY4BwNBUeKnCC8WLlj/i7xNPCL0kVlxsMac8vxyZ1DOG8gWn89u+Bi1cgYNg4M49bTmzFU/+tjJAEFINmO4uivGoaU9dME8XE/pSgvbOhWru2Rjpfwvl0bMaswAKX6QaoA5gzqCm04iFb8rOMlZO1KO84FCzhzlS+QFgb0m1S/d7SSzfjNuyeKi8ISZ1jQuyxH6RJ54nmPssu7ywHmFYAmBziodMfcJb2Mb29Gx5+cBAri6N4K3KEhaQpakYyddQ5+PMfGhX1A5xiQ8YCCBXQ3AI/MBHbWeciQi9D0tJlhFq4mOIHgcDmcGfA42upbevnxqjFCixvdU0M2YXsD8GTDaQCdNq11toiRIR+2AjKKkSGO3ApFB4VnxwJsRXAUIWMpExa4Acci2MR6SyYu2sE1mO3jm8aiz+HMId8DXA/wzOYunms2fHEBzwNcl7E372FVvyr73SMAu2b4yC+2QssjHgEFMPLsI+8zsszI+sAoAyMeYdgn5KCiTXRir8mgOWCxXlVo+wh3Ic9w0h+4A3+d76GB82jwXdRxAfW+iwx7cHwfGd9Hhhm2T1CsYLEFZQYEglUhNB0L0YnQr85EA3ejgQ/AQhYe6jFG8zBGczGurczjhAttZiT4W3lkWg2hfWIOl45G6dhsahSliTY5Mu4gP5Jl68lJrmkrakNmF/TOw+xCZXkfcFz8x7wjcMkOhqKSNrOMsijcnTs4goGmYPA5Fhbl03WNt/WCayCRT/9eYhcOcsa8xhjqWB8OtDmNOh5FPbImPIt6zqKex2L+MePPwkFuwj5enOzwzZjb/7aKz15hxhMALktdXi2y6Ay7Z6C3UHHpxqLl9uHJlDs4OGh9/OMfXzw4OGhZlsVLly7N3XnnnbuvueaaZdddd93pjuP4+XxeXXTRRYMPPvjgK5P/BaL8KsH2PHzxuZU4LTsES+0EyEOLa+Hd+9pwTu9K3HD286i3eqJGDGCMNwdNkcAdb/wgtKdB4Fj6qAFEiDdnGPFdNqgkbURgODoRFrsulQ2Lubk0LA4h0m3Hx9lepbPwxV+/AUtGolvI8oBNvY346tbV+NO1j+Js/5ehYkpBK40UIkVVNKoXU17BK1VomZHAacN0Ghg2wBk9KsdOeGY4YG4Ak40c6pClDJgz0EY6beiOmqNnoQRuY2SG2JzhQG9WnQF5c1Gf99HslSp1hv2Z8L2Lsa2uC+GyVTJLVcksZQ38YLCvw31zHzjEyDCjkfywaxssgdXlwNjtCpbFmplSGIOPUfik51yESz+CxV1sgXy9zFaxUciwGQtlBWLdIFFQUL4eIbV8ZWaW6RlxVrikVMFiMo2fYNmpVojpZaja3TrGaKI9ICs2d5o82OoQmvxhnDawAB/bsShhoFiBEvZU9PRuCqeCB/54nlpYujo1PGTqHgFZA1EQubCdl8HWIVzWcyHQc0b1qlcj+LF3pUVGUUFaUeH7bfC5FR/eBbyj24OvGL4CPGMA3De7PLLi0OYJlK+NhCu9GQErvRNWQXnIk4+8OeeIkVUecvCRVT5y5GMsPBhZpd1ZxRiDNnJfIKrajq8MxsX9B3DegH5fxNv6zMB5A0O4uG8YP5znIf5FmazNmjQES8ImJKa7UkDsXWOWqft6ubsV82d8Zd5NQbgy+WJhPoVxVmypvMUKywebMd/bC2VHdliJXCg1hvneEP5o+wr8un0O8sa2YV7pe6OgWN8rytdxYbjeWTdv7qfwRVXuR5b98drN4ZkBuKbTEimmE8rqMjmLyytxm29EcpdcK1LMB4ozo+yvy6/AvLE6nHvQRcdYHooZPhF6Gxz0z7XBTXnk7N2xa0T1KBmRLw5PpDdx5neGswYn+G3l4+LXoSKFaRBHsesXuwMmcuv7m5iQKSxCZ24eZmWBtjHA8YC8pTuic3JAdkYPhjIHypcVvjQC62y6zNiX0OSJdlg2BkJNvCoqI1zoHKYB4s9j7LmPvbAo8buKQ5Nx4f+cTF9aBpX5nzA3S1jVB3SMRrLqbQT6CKCm0r/mVPGY4E3LJk3BfTLVgoKlquYgN5pRS/q8qWUe2rOq4mzCX7cQ/tvjMlO6yyi4j2JPAiIXFhV0nciFUi6IXBB55tADcGz8zACMEXLmWE+IzYLdIIyN9Nj0sEw4+RSZJPFUZKLEvPcDUyc6XK/ayPgEhwmOr49Le5vQ7Cmt7MK8kt80ZPn4746RUFnkFimUfKM8CjYACcLcIgVVMl1MIYW437hj+YoeE1hcgGOWlmc4r5eZx/wO5+CYZemO8eul6PkwPoMoXeSP0mobkMknaVfbH2F2z9UVlTrdrffj/d5X4MFCluqRowZzrkeWGpCD9mepATlqMOFJfyHMp/05msBoZ0UsAI3mmBrEPhzkQmVYHY/FlGWl/r0N/bgy72HpaPKhIQC7Gj1sb38cG09w5ddpZ1q93Xu9tnJG72cvUP2nrbaO2t4XAFx00UWjzz77bMm24k888cSOyZQ3HqL8KuJ9u9fgjPwBkF3aAT8jP4ybX16FR+csBRBpqEM3Yk1QKvKDE2GJJhzF0iB42XFRmVF+hGoMUwLFcwZp9dIUhla2MUV2E3TzLT6rwNh/YD3jI+FHFKbghXYgPnTwTCwZVlDqMCw1AJBW6Hh+K5YMt+NDr3fh+Vl9UKYhbLEChbNkbPis7XH4bEHBgmca08QWlGlca9WKFSpfgrIUq+iAUcQgUMaUO1M4IylY9gdU6FrF3vcTdb0S8WVaXEF824iPVt5T9p5q9Yex8dAiDDfMCvs88dG0SMlTFOZzLF0wQykIY5MuGhtOhLGxUmLyml2RYz8idubSMCqZbWHCSzombpFgivMWl5sHqSyYhkBqUHfe2Ab7M0CK0ebvRmv+aKYLUKkz3rEvl26cItIRlFpsyCHmDsJNGJWEcZn8UV6iMS2nMooKsgaQqX8IzI2I76IXdmYCWzUw9mnYKkqjjD2bIC6yfZNQjiaUE+OcYy03TpN+3PPRoUzH1Lb2QFkHAHNPEdtQ/gz43jzAW4R5oxN9BpP3eXk/or8jVc5DxeXFOtfhBhMUbTThU6QEj87REj1Q8PyaZ52iAZS41Knk3WDeF+bWtINBlCJRB/4bdjE+vmtOzKh2cmem0NB2iYSo6BzWKLhCdHC8sx504snMtDRLtM2sy9DOWuyc9j5Mdz8WhXHkJxqEsofLPn9KDeOS/ia8qW8JJoPeEISRV0Ce2CjMtL9AgduEE0J33vgjd5DOhCXyIhav/fF4N/7zj5L4PbBuxMW7d/moxyBgjQDkQbGFzmwT3rNrBl5u8PF42zhLLGPfu8SMWwQ2bSjmNn6Oq21igx4mvyrrNmlj/lBVFF6fSupSOX+FuDJlEYDOnI1L9/noKJjBMfLQ5FmYMdCGGaMzUccz0eO0lMgXQDhDonxc3F8hHRXn43HjE2nGu7Z5D1aOT1H/8PpRmjNGWvHWvVRRVn0WY3vzIIDIYljoJu0Ov7oUtVqCt3Owq7e+qt4lDogUMz5F7w4Gmec/vPtwfAjs0pnZc8kmFgA9q/KsesaCYRetWa3I8EEYqHfQU29jlzNxXYO5NxwcFHMbBZxiPRPcYtZuY3ojPuPfYr3xlxWsDkB8dUHMvEfoDlYURGlUIm/lclSK8uyiv1PWAZpHGM3uABq4H4QCGBmMURuG7VbkGhTOzDfDI9abkJBWbLlGSaXDOAzTfh8ujNts7OQh2OAp2iDKMztH682izC7S8OGTC49csHGz2fCEyQXgw1KxrWZYl50DwwUhhzptExlNejUDeyatD4vNTH8gceerWBtUSyduj0+nfYEcdA4WcProCBr8flhcgEcZjKk2vNbYhLvm1mGV/wF97yQ2WovcnGhgaH9Gr1NBMwZjt3I0fUQvirbNWduCdANb0UVxnrEFmXRHaSfzYWNSyKEhtSJOMXBGcw7Lh/NoK0T3U3+mDdubHfzYuRh/cNS1qC2UIpz3VufVnS96HXtedmdlR9mpb6T8ouX24dNWW71KHa934eQR5VcRV3QDpEbLdyzVKC7oHcCGvlYkHmhzJnMGYg38Mo3uKG16wvQ8XqqitMeyXPaRsfeAVLFCpwfsj+Ct+xbhrfuvOYqaTDdc5ogpEMp2VLko3sRRufgy+WKKHUrE5c3SmPL31MLCK3rNaMVmYGnYUc/EnkKH5vjBgHUQpGKG2MkFqSzgj4AwF1Ri263c3zn+95hk/LhxE113OmVSmUqKClJZELKlGaaT8L1W5uAK4WniS+L0dXwTxwiW/JiNPxCFBQ0mXT19rvN9KHsvUHRPQWWh1AhsGoNPynRUyz3bk3jWppOoGseA9D+MYGZMhvWZilCm4UcVf1KrQKXnz7a7wdyNSvc4J9oFycOGnpXQ6Jt4L/kscMVnR6eP4ksV1FzhmuVm7XjBspNA+UCxndhglqAEbkThHKZhtOU81KtDIBUzy0EeoPKo97O4acccHG6YlZQhKKxGUK/wa0zJuyZSoJjfR8lwxPLEn+woT5Q+0m1WvqEmumPTzNwsV0briI85XvnBsTneMN5waBEGG+vK5CzPZB4JmsTjONlHbyrXahkdX1bv2LcIA00zASBxzxTfPzyOO8wbv3AFgsXl+pnwY+6i+DLPSjB8HV8GVrIkrELeRCuWksNqIEJ7nnH+/qxWPNta8WyxhfZ8Ey7YPwPDVj3WZfxo8xboTV30GaHiSJuo0LNi44qtE3/2fMSwzVhR2AuHhmN/bxfNGINTGMIueyFs6NlldcfsW5wePesspmQLFXFmp/WEMs4v6/YoSuuSHhwpzhsv2yUfZw43Y3HuIFq9aMazxS4cbwyLc81YPrIGzzYvir4qHH1dCKwHqrg4LhiUMwMZJXHxgYJocMMudw0u2kokUSaD4Jr04dZEZqBChe7EGdHgWvJa8ThTt1g9ZucUrtzfg3ok76cOdwzv3duMV5oWH69b5ZiiFGHZWXbvZHZ1rAVE+VVEA/SWt5Ubtn2w0YepEO3QWdzojF80FhbvbFClfFGXLT5KnebMTBOWW1Ifa3RcJaFt7QNzoCmPd3bMZzuhXCiTpmh2UcmsIornKS2jBpbpl1BRWUGBHZhTHBrSSgpG8lFg6HDaaSKOv6JJKCLx/JWLm15SWRsq17m3WHe4K9xTSvVD8QwddgLfS+W/KRXe3UVxDIAoF5uVWa58BSTsm3LR2bipTFi5dLFzLb6rpwqN83wkPrU1RKQcg5kdUea+CbUDFeLjYVQAqVyFNsIYmr1uNI/E7qlxtSITqp4mkW+8d1eaXu5k61QURz5IeRXbUktzr2gL5ckKlmGim6pSfGn4hHZtx9X0lYtLf+1x4yhXedazGsWi7B4sHKsvyjte+xol7WUuite7feqwcGgkuN8pSh8onqK/bMwICsXC4nkomTa8fkIhR+XDETO3XaTAm5ErjKt4fvO+uRhoyBTdobEdR4PyYu+EKG28fY54aFSZ2CmIKPc0UIqX/3iPZNK8R+DXZ60sjG9cEvlDe1EAlg2PwqHyM3kdGsbKI314taUJxUqdYLMoFSpR9DGeYrWSO/h58ddrufuBKZr9lgEAmgabZ1zuL5OEAMwa7UNHvrusnDryw/jgnjnobZgbzjLX+dg0C2LDkubGCr8WHA1dAojlT+ZJhJXJE9Qzfs34tSm8tp4xF8YxQIFZIo7VK4wrvkY0ix4orZfja5vQ5eRUT8P44OuTXcopTCfHVPlFRG8D8FXoBbj/wsy3HsvrTQt07JUQ0QNRrmNQLsNRlD2J+kyFSgodZQ0DGC5Jf6oRfFfG+8brNHaioRFRocFW7C7p/FbOwwB8CpYCEDzAjOyb/duM2wvSEeARxewWULTNtNLluEThltOeoti20xRuD14w8QUivbTHnPVyHeDmnfvKdwzDL2n19tnTyx7MNvdllhFquzeRH6EtlQr+Su7xygjcDc/o2XCV6urXA2PrAWPYXv/FPRgLugj3LCQTHjQH43tuh+k4ltYvchfHBQrJ5JLN46bc0K0PjN+pTfpZDQKF9liCcc48Xny80KmWVbljlirPUUKAVi7bfeU7lQTAawX8ivZNpwSX/L3GU5jF3JQiTVnlXJp8Re74YIwaNaYAysNMiBSF8fuRy9yjkbvaSkBKyLPobzKFulUc9LGywLGeoXoCMe7g2HFolyaufVyvdvRUbneOAhgtSV/rJPUPR9eeK9tuJD+0qVVO8dzCe9AyNpU9GydWmEy6nEndfFOpjwdQ5Xuqze/GhoFakNXUy5yOb0wlOZ02cginjUxhl/GTjEpyWjo6ePwrI5RwzJRfRGQB+HsAbwGwF8CTRHQfM79wrK45HXiwYI8zC4d9C8NWc5F2upzWOaYxjsWH6UOlSOBOTMov00gfv2Ff7YbzsYITH/b4ebyO5nidzKL0HI3OBaN2zMGIXNGWBBStQ0/ajCAz9Ty+3YHS8Yowxz0IGmfnV4aDrU3zteLIKJm0IinmDsJNGtconwJFkxekUeXSR3n00pXavFlcFe4BVRYGYX/dDLik4JGCa47IbZWGq+I0Ch5ZJXnLlxe4rXQyiy0bsHy9jCDYxSlw2+PEWb62vVQSHstjM7BhcC4ctauiosL15mJPc2No00nbg0PRxgCc9HM8TWlcoIKbDIzxlGoxf4liroK/kpIunj/w0+j470ZyAXfuJH/ZSYTfCPazyZkC0PcT+w2AP3XDsYnLmTdl8HpO2MEM7QDFRu3jYRQpzEI7aGEcR2WH5XLSrmasLD8ebr678VkCUVx0rdNGZyJj9Vd8/gp+K15s6Y7ZaEvWI16HRDwHtjqhb1+KdG7aDFHcIhoQzEIA6WcUMPsxcty8OYX2seK2sVSQxtjGCZZwqJg/Opv0HO0ArMrYzjkVKNvlLFZclGU8WfkpBseCGR4TdXrTdIorp6nRpsFJT1LulZTxlTKnLTeuUHVrX8NZI2iZVW/gVag9Smfax/3jv88tuMemUsJRcSxnfr0BwCvM/BoAENG3AVwDoKaVX0+3AZsGULFh+2TbDPzn0p2IVB165gQlOnVeqCIJ01GZsCBvolNnZktwzOCgUbQp9rVB4/hOkIHbR7h+3w4arn6wbXLMICRTbI2/ArEOJ44Zhfehjc2HDWQVNniVWft/ds/54yoJC7Dw9NyH4RlDjtp4swdPaaOOPnlmhxMvNProKc8YfNZuD56eBANEuyACUQeF9N8l3BUR0Xa4xUaZwzijDwu3zTUKrGAZR1IRVqq2BKkoLZmZOhTrkpgKB/aIQIR3vPARbBrMV7ynnmitx/fP/LouGzEj42TcHAsnM/MoPjsoVE3EZw9ZiCbwmjoTRcbMg1lMHKyuD/Ilu1cc/AGgSuLi/oQtmgpuKlM+xfz76xuxJFtZSbi7vg1fW7wxlh9I2quJ7NfQpFU1U8DMpvPJmHA7Rq3L/T0r8K7DR0BWcgSJCGBvBn4wZwWemZ3eRkxqjHKvrGKsYhzH0kwQFysrCAvPoRKvNE4VKwqDMACbhh8FUeUZqMz1+Pm8ISB4NwTLsQmAMmoUFYQFlfTBSisJmXxAMUiZ95Nis5uVLoOUea+bvES6nOisX9IUlE/mHR+kh29eI2bnSQqUNAw/2BE22OmV9FtQv9N8894z+7yaOnnhezSI8eAR46L7r8LCbDtYjZolxnoDE/hNgN+I1xtz+PHmu8FcqliK3sfm+jHFll6SYuRIfphOCz9SYgFsGpShWiqKiW26EcSGPg5cUScxCkeiLtE1ovB4qSX1iZcZm5ox9/mL8NFXz6uoKPzHMx7GkbWPm2UxBEXGpgiF1kJAZGyNBGFkNm8BIreJi/KrIHfojqdVUFCkvxFmqxcoCtIE11WJ8sK8ZNIH4WGcyUlWIs5cTcf5CsrT7QnlKd1+8BVmf8tG6zh9xkEFHHm32d0y+I6TVgKCAN+0L/xQwRn7R36oLPRNm8k39xiYw3vNT+Qqfib0vRmVb/KEdfDMM4ZESeDIB/M8+PDD+ye432HcoY/jzwaH99Rvfmcz6sbpEOXJxrffdW9y8iFM+wEM+Gy+e7rdGDWMAED7lbkes37nMvvmNcdgPzByHYT74URhBOUzAN+H/mbrPOaPZq4JsBctE/JZ14XZ1994jm9YEW5VoH8LR9/uwOYOTPsz3k4gEC7b+UFkxpGVyxZ+ueh7+r40bR29Q3VQhkrY9CGOZm2XhCfO5lk2+fXfIJ4G5rfFy1cxW0Aq+u0l56JrlaQx1zQ1CMqMyyUMMfW0fXtChSqXm71KJY5xmK40U0kffgJKcgcD12VLjOkU9aZeXC6VTsoEcKWu8rFo4013mdNUXhrTCH6lJcdl/CVLpyvlK+Pm4vC0+Y2fJ0qXtuwy2IeA8SY78DQsVRWmzLFUfi0AsCfm3wtg0zG83rTw41UPYdWTb0Wrn5w6TQQMqEbcv+pefPjss4NQnKpm0567txcbe9sqKnS2dPRiwTvWA1B6BNs0pAFEDXdohQzF0gBk7ADEG/im8RDPG0sTNpyCdMH1grCiNIh1MhDmownqN/kPyPX+32PVU/+j4j31nVX/F//w1j+ZdPknC3fetQtL9vWDUdyI0f5fdTTi/7yrVXcmTAfE51jnJuiUsO7U++ybrbIZHvvaLoTpjPh+1N3x2RxBGYywXJ+Dcn145oPp+37YxQ/LCfMjrIfPiOoTi/dNGQDC6wOIrhV0okwZbPy6TsCvXpyNFQMbsCa7E7C7ASoAnAHcTmyrPx2/6jyC5WfsMeWZrllQ91A+HJYbuH2OlA4lcbpnF+b3AFMOEuUF6QLVQRhn/o4l1+Z4ePD3jmQST4eScoryhTqP4IqEz76wAWdmX4xuoqKb6vnGBXjb/1o2pfv2ZOAnu7+LhU9dDPabQLHljYHYXj/rcXxs3c1Vq18tcVvmL/DI4Swu7JtZoih8ZGY/2tfvxyfX/FO1q1l1/mvdHXjjc+sqthG2rtuKy1Z/sGr1qxUenfffOOdAa0U5PT+/F7+/5nPVq+A0wOzDZx/M+rscfJ9DPwffaw/MnlEaBuFRmq3f2o8Nh2dXbnfO2Y9V11ylX/UUHyAzbh2RDA/TFcUl8iPWBowG2cqGT1BerMRY/ni6eKpkeHRdKrouEuFjX3wRjV59xb/HWCaL9k9fUDH+VGLg8y+hzi1v84sIyDtNaP3UipJ8HDU4Ss8xN/sMHx48X9/fvm/udQR+Hx4zmD14xq+fEd+4Pfg+R+k5CmcwPN+Pnhef4bGr25G+LkO3fTn2DHJUThgenHX9PHbh+R7Y04pu9hjX/OwtcKyhcWY8N+GeN96PYKSSAUCR6dvF+nAqUNYW99Ei4vdz8nlK3u1hHJWJQ7k4ikeBkHymSk9F7wAQolGIMnEK2PTDtZgRk0uxnAZthemdR39ycPDgQeuSSy5ZCQCHDx/OKKW4vb3dBYAdO3Y0fOQjH+m+7bbb9gLAZz/72c7h4WHry1/+8v7JXq/qmhsi+j0AvwcAixdXfxeEd61ejL8c24Xf2LUGa4cG4Pgu8srGr1ta8e9Lt+HDZy3H6rmXVbuaVefpK36A/rtnoc1LjsIRAf2Wjca3D2P5nKurVLva4kOr5+MzuUO4dufpJffUnae9hj84c0G1q1gTZNfOwLaBuVgzfDARTgC2Nc9FYW2rmZGACQdfTmb+Kfs8/t2bh+1HVmJj7zK05X30OwpPzbPxXHsG607rxu+vvbja1aw6zIwP80/x18/MRiP1JCMJGOXZ+NqZPTi3OtWrKS7efDWeef2/0XXonEQ4Adgy52lcfKW8ywM+eNbN+Hj/e/Dk7mvwlv0XYXauET11o/jJ/Iewe+n38bdn3lvtKtYEb3r7+/DsnnvQ1bs6EU4EPDfrRbzp7e+rUs1qi/XXnYfev34RHUUTmoiAXhtYf+151anYNEKkYFGwT9vkOXTFThy5G2gvI6sjNtB0hYulHRundI2Tge43DKPxV/UVO+AD5w6jvXrVqynqL5sP/4E9FWfy1l82v2w+IkrVDjVzD6vf2Z4iv37tEZyxt72inHYvPoQPv+WGKtWudnim91GsfmRmRTntP78PJ4OhDd9j7Hve6+h+yZ2dH+GM00SFzhV2z8I1Vq9WcB4dc+fO9bZv3/4CANx4443zm5ubvVtuuaUbAOrq6s554IEHZh44cODgvHnzpmXd6LF8HvcBWBTzLzRhCZj5nwH8MwBs3OCDWEoAACAASURBVLix8pzK48T6RVfhtZ5P4x7nV/h24Uoofw58dQh25ju4uDOLsxd+vtpVrAnWn7YZ/3HZZzDriYuxrn8+HN9HXilsbduPQ+c9jHcv/f+qXcWaYcPiq/Faz6dwu9MBK/82OH4H8qoXnvNNXD67F+cs+kK1q1gTfLhrNT7dvR3b93di48DraHPH0G834KnWxXhuvosvdK2qdhVrgg+vW4U/7d6BZ+k0PNvhJOKoeSc+vE7kBOjG6TXrHNw8OhfX7+7EGWN7YCELD/V4pWER/m6JjWvWHpy4oFMAx67DOX9wMR758X+iY/tczMx2oK++F72rDuLCt10Dxz4Gy2hPUDLKwd9c8B3cNeuL+MqS38ewn0WzqsebZ12KP1l5LzLKmbiQUwDHrsP633sXHvnJtzHr5RmYmW1FX/0ADi8fxIVvfb/cU4aGuga0/9FKPPPNJ7DywEzUM5AlYMe8Pqy/9jw01MnuYAFdS6/E9y/7DDqePBdrj5yGOgZyBPy6fSd6Nj2Bdy2RdicALL70Uux57QHM7V6YCCcCDszdi8WXvr1KNas9nI1NyL3UCX5poGQmL61ohbPh2Gz0cqKx4roN6L11D2a6pTOe+2wXK67dUO0q1gTrLn0Dtr38OFYenF8ip5fm7se6S2t+AdyE+B7j1w/ml/Xt9duCsPwYO8OHC01HXvfa1l7hvKqs6ZuhYFkWX3fddT2f//znO//2b/+2RI80GShuy2I6ISIbwEsA/ge00utJAO9n5ucr5dm4cSM/9dRTx6Q+R4Pvu9h24EFs2XsfBrPdmFHfia6FV2PN/LdDTcfWsicJIqf0iKzSkfNc3LntJTy/14FfaILKjOCshXl8aO1KZJTIKUDklA6PfXzq+a9h+94F6MyeC8dvRF6Norv+SaxauA9fOOsPzYwEQRAEodaRtlQ6PLeAPb/4OexfZ1E/1ohswyjctfVY9KaLYVkn+jyk6YU9hvdcFt7TWfCAB2q1YG2oh7W+HpOZxXKyksuO4qVvPYv5uxehznOQs/LYv2QPVnxgA+qcystsTzVct4BtP38KdVsstIy0YKhpCLkuD2suPhd2jTx7RPQ0MyemyW7ZsmVXV1fX4Yny7tnqdrz6aGFppfgzLsjsWrjO7p1s3YpnfjU2Nq7fu3fvlrVr1561devWF7761a/OSrPsccuWLbO6urrK1vOYKb8AgIjeDuAr0LaHv87Mfzle+lpRfgmCIAgnBy57+FH3o7jv4C/QnetFZ10Hrp57Ea7ovFAUX4IgCIIgCMIpw1SUX0/dk101fJgrTolsnkXDG99Tv2OydSun/BodHX32hhtumJ/JZLihocGfqvLrmKogmfkBAA8cy2sIgiAIQiVssrB57kXYPPeialdFEARBEARBEE5I8iOcmSD+mNh++NSnPtV9zjnnnPne9753QgXdRMiwtyAIgiAIgiAIgiAIglAWp4kKE8Tnj8V1Ozs7vauuuqrvW9/61qypliXKL0EQBEEQBEEQBEEQBKEsnSvsnvHi566wpzwzqxJ/9md/drC/v3/KqxZrw/KaIAiCIAiCIAiCIAiCUHMsXGP1Hnnda4vv9hgwc6HqX7DGmrSxewAotuU1Ojr6bOBetGiROzY29mxprqNDlF+CIAiCIAiCIAiCIAhCWUgR1l7hvLr/ea/j4EvurPwIO04T5eeusA8vWGP1ngg7pIrySxAEQRAEQRAEQRAEQaiIsggL19m9C9fZU5rlVS3E5pcgCIIgCIIgCIIgCIJw0iLKL0EQBEEQBEEQBEEQBOGkRZRfgiAIgiAIgiAIgiAIwkmLKL8EQRAEQRAEQRAEQRCEkxYxeC8IgiAIgiAIgiAIgiAcNw4ePGhdcsklKwHg8OHDGaUUt7e3uyMjI8r3fXrmmWde6Ozs9Hp6eqyzzz77zIceemjHypUr85O9nii/BEEQBEEQBEEQBEEQhIqwx+jZ6nX0vejOLoxwJtNEhZmr7Z7ZXVYvKTrq8ubOnett3779BQC48cYb5zc3N3u33HJLNwD8+Z//eecNN9yw8O677979iU98YuF1113XMxXFFyDKL0EQBEEQBEEQBEEQBKEC7DFeuy+/bOh1vy0Ic0fZGespNA3t8tpOv9p5layjV4BV4jOf+cyhtWvXrr7lllvmPPHEE823337761MtU5RfgiAIgiAIgiAIgiAIQll6tnodccVXnKHX/bbDW72O2evt3um6Xl1dHX/hC1/Y+573vGf59773vZfr6up4qmWKwXtBEARBEARBEARBEAShLH0vurPHiz/yojtruq95//33t86ePbuwdevW+ukoT5RfgiAIgiAIgiAIgiAIQlkKI5yZIN6Zzus9+uijDT//+c9nPPLII9v/8R//sXP37t3jXj8NovwSBEEQBEEQBEEQBEEQypJposIE8VMyRh/H931cf/31S774xS/uWb58ef6jH/1o98c+9rGFUy1XlF+CIAiCIAiCIAiCIAhCWWautnvGi29fbR+ermt9+ctfnrVgwYL8O9/5zkEAuPnmmw+98sor9ffff3/zVMol5inbDZs2Nm7cyE899VS1qyEIgiAIgiAIgiAIgnDSQERPM/PGeNiWLVt2dXV1Tai4Yp/x2g+Suz0GtCxW/adf47xKavp2e5wsW7ZsmdXV1bW0XFxN7fb49NNPHyai3dWuRxGzAEybFvMkRuSUHpFVOkRO6RA5pUdklQ6RU3pEVukQOaVD5JQekVU6RE7pEVmlQ+SUjlqV05LJZiRFOP1q59XDW72OIy+6swoj7GSaKN++2j48q8vqrQXF10TUlPKLmcfdQaAaENFTxdpRoRSRU3pEVukQOaVD5JQekVU6RE7pEVmlQ+SUDpFTekRW6RA5pUdklQ6RUzpOVjmRRZi93u6dvd7urXZdJoPY/BIEQRAEQRAEQRAEQRBOWkT5JQiCIAiCIAiCIAiCIJy0iPJrYv652hU4QRA5pUdklQ6RUzpETukRWaVD5JQekVU6RE7pEDmlR2SVDpFTekRW6RA5pUPkVIPU1G6PgiAIgiAIgiAIgiAIwrEn7W6PJwrj7fYoM78EQRAEQRAEQRAEQRCE48qOHTuc5cuXnxUPu/HGG+c3NDSsX7Vq1ZnLli07q76+/pxVq1aduWrVqjNvv/32mZO9Vk3t9igIgiAIgiAIgiAIgiDUFuwxBp/xOka2ubO9Yc5YzVRoWmP3zNhg9ZKiab3WTTfdtP+WW27p3rFjh7N58+bl27dvf2GqZYrySxAEQRAEQRAEQRAEQSgLe4zue/LLsjv9tiDMG2En311oGnvNa+t8j/MqWdOrAJtuZNmjIAiCIAiCIAiCIAiCUJbBZ7yOuOIrTnan3zb0jNdxvOt0tMjML0E4hhBRK4C3AVhggvYB+L/M3F+9Wp1YENFbmPkn1a5HrUBEMwDMZuZXi8LXMfPWKlWrJiGiuQDAzAeJaDaAiwDsYObnq1uz2oaIPs/Mn652PWoZIjoNwHoALzDz9mrXp5YgosUADjFzlogIwAcBnAPgBQC3MbNbzfrVCkR0NYAfM3O22nU5ESCiNwHoZuYdRHQhgPMBvMjM91e5ajUFETVDtzsXAfAAvAR9n/lVrViNQUSrAFyDZPv8PmZ+sXq1OrEgog8x8+3VrketYO6pBQAeZ+bhWPjbmPlH1avZ9DGyzZ09XvzwNnfWjHPt3qMtVzcV0odPBZn5FYOI2onos0T0EdL8GRH9kIi+SESTNqx2MkJEbyaivyOiHxDR94joViI6o9r1qiWI6DoAzwC4BECjOd4M4GkTJ6TjX6tdgVqBiH4TwHYA9xLR80R0biz6jurUqjYhot8H8CsAjxHRHwL4IYArAXyPiH6nqpWrIYjob4qOvwVwfeCvdv1qBSL6fsx9DYCHAFwF4AdE9MFq1atGeQBR+/JW6OfucQDnQrZ+j/PvAPYS0TeI6O1EZFW7QrUKEX0F+l76BhH9BYAvAmgA8EdE9MWqVq6GMG2Eh6CVXx+FfuauBfAcEa2tZt1qCSK6GcC3ARCAJ8xBAO4moj+tZt1OMD5X7QrUCkT0cQA/APAxANtMOyHg89Wp1fTjDXNmgnhnMuV2dna6AwMDiW/gkSNHrFmzZk37YJnM/ErybwB+DWADgA8Y9/8G8BbojuU1FXOeQhDRFwDMBfBTc94J4FUA3zUzBr5bzfrVEH8GYEPxLC+jSH0cwF1VqVUNQkT3VYoCUPNTaI8jn4a+pw4Q0RugOwKfYub/gJaVEPFRAGdBd5B2AzjDzACbCeC/IUrVgHcC+BmAHyO6h94L4Omq1ag2WRJz3wzgUmbeSUSzoL+Fd1SlVrWJYuZR474MwLlm1sm/EdGWKtar1tgO4FIA7wHwxwBuJ6L/AHA3M/+sqjWrPd4CYA30+3wfgAXMPEpEtwJ4FsBN1axcDfHnAM4zspkF4JvMfDkRrQPwTwAuqG71aobfAXAWMxfigUT0ZQDPQytaBQBEVGlFAQHoPJ51qXF+F7p9PkxESwHcQ0RLmfmrOIna51YzFbyRygouq5nykym3tbXVnzNnTuG+++5rufrqq4e6u7uthx9+uPWmm246NPnalkeUX0nmM/PbzTT9vcx8iQn/BRE9V8V61RqbmXktABDRtwH8jJlvIqJ7APwCgCi/NASAy4T7OIlehNPERdAK5+GicALwhuNfnZrFYuYDAMDMTxDRmwH8kIgWofy9dipTMB3wUSJ6lZkPAgAz9xGRyCriTAB/AT1T4E+YeT8R/T/MfGeV61VrxO8Zm5l3AgAzHyYiWU6UZA8RXcrMDwHYBb38ajcRyUBGEmbmPgC3AbjNLNP+TQC3EtFCZl5U3erVFMzMHHvWgufRh6xiiUMAxox7BMAcAGDmrcZkgqDxAcyHHhiLM8/ECRGdAC4H0FcUTgAePf7VqVlUsNSRmXcR0SXQCrAlOIn6fE1r7J58d6GpUnzzGvvwZMu+8847d15//fWLP/nJTy4CgJtvvnn/WWedlZtseZUQ5VcSZWYFtABoNhrbXabBNqlpfCcpPhG1M/MR6I+HBYSdypPmAZ8G/hLAM0T0YwB7TNhi6BHMv6harWqTxwCMlhvtJqIdVahPrTJERMsCe19mBtglAL4PPctJiGAiypiR3SuDQCKqh3SWQph5CMANRLQBwDeJ6H6IfMrRRUSD0I3YOiKaZ54/B+YbKIR8BMBdRPT/AhiAXnL1HIA2ADdWs2I1RqK9ZBT0fwPgb0yHSYi4n4h+AaAewL8A+A4RPQbgYgA/r2rNaosHAPyIiH4OPaDxXUCbdcFJ1AGfBm4A8FMiehnJ9vkZ0LPGhYgfAmhm5pJJIET08PGvTs3STURnB3IyM8A2A/g6gJNmyfGMDVbv2GteWzmj9/Wnqf6WDdZR2/sK2LBhQ/bxxx9/qVzcypUr8y+//PK02OslZhkADyCi9wH4ivFeD+APoUeXzgTwOWYWWxUAiOh/AvgraCOaKwH8ITPfT9qg9FeZ+f1VrWANYZSpl6PU4H3xCIogTAgRdUErCV8uCs8A+E1m/mZ1alZ7kDa6faDMsoYFAFYz839Vp2a1ixm8uB7A+cz8gWrX50SAiNqg76dfVbsutQYRrQawAnqgdS+AJ8XodgQRXcLMD1e7HicKRHQ+9Aywx4hoGfSS7dcB3CP3VQQRvR2637Il2CyIiBSADDNP+yyKExUjkzcg2T5/kpm96tVKOFEhooUA3GCVQVHchcz8SBWqlZotW7bs6urqSjVriz3G0DNex/A2d5Y3zI7VTPnmNfbhlg1WL6na0LFv2bJlVldX19JycaL8KsIYHCVmdonIBnA2gH3BUiNBY0aRTgfwiuxcOD5E1InYx5WZu6tZn1pGZJUOkVN6RFbpEDmlQ+SUHpFVOkRO6RFZpUPkNHmIqDm+U59QGZFVOk4EOR2N8utEYDzllyx7LIKZPSLaaGzoeABeEsVXKcx8hIhOB/BmIgrkJNu9xyCiswH8I4BW6FFvArCQiPoBXM/Mz1SzfrUEEa0H8DVoWe0zwSKrIoruqWI5/SEzP1u1ytUYIqt0TCAnefYME7yj5H6KIfdUOkRO6RFZpUPkNC28AL0EUpgYkVU6RE41hCi/YhDRxQD+GkA/9I6PjwCYSUQFANcy857x8p8qiJxScweA32fmx+OBRHQegNsBdFWjUjXK7RBZpeEOVJbTHRA5xbkDIqs03AF59tIw3jvqDoic4twBuafScAdETmm5AyKrNNwBkdOEEFEl24MEoPl41qXWEVmlQ+R04iBGbZN8BcAVzHwZgHOgdwu7ENpw+b9WtWa1hcgpHU3FDRAAYObHAFTcKeMURWSVDpFTekRW6RA5pUPklB6RVTpETukRWaVD5JSOzwMINjiLH82QvnExIqt0iJxOEGTmVxKLmXuM+3UASwCAmX9CRF+pnO2UQ+SUjgfNzml3IdpNZhGA6wD8qGq1qk1EVukQOaVHZJUOkVM6RE7pEVmlQ+SUHpFVOkRO6XgGwPeZ+eniCCL6SBXqU8uIrNIhcjpBEIP3MYjo69C7Oz4E4GpoI5E3ElEjgGeYeVVVK1gjiJzSQ0RXALgGyd1k7mPmB6pXq9pEZJUOkVN6RFbpEDmlQ+SUHpFVOkRO6RFZpUPkNDFEtBLAkdhAfjyuUzYIiBBZpeNEl1O1Dd5v2rRpxSc/+cmD7373uweDsJtuumnevffe2+44Dh84cMBpbm72WlpavPb2dvfRRx99abzyZLfHlBBRBsDvwmwRDODrxgB+A4A5zLy7qhWsEUROgiAIgiAIgiAIgnBiczTKL/YY+ce9jsJz7mwe4gy1UCFztt3jnGf1kqJJXf9LX/rSrMcee6z5nnvu2RWEdXV1rbr11lv3XnHFFcPvfve7l27evHngQx/6UF/K31NR+SVrUGMwc4GZ/4GZP8rMtzGzZ8LHRKETIXJKBxG1EtGtRPQiER0hol7jvpWI2qpdv1pCZJUOkVN6RFbpEDmlQ+SUHpFVOkRO6RFZpUPklI6YnLaLnMZHZJWOU0VO7DFG/y2/LPdgYal/gJt4GI5/gJtyDxaWjn4jv4y9yU2quvbaa/seeuih1mw2SwCwY8cO59ChQ5nLL798eFp/AET5lYCImonoFiLaRkQDRNRDRI8R0QerXbdaQuSUmu8A6APwZmZuZ+YOAG+G3iXzO1WtWe0hskqHyCk9Iqt0iJzSIXJKj8gqHSKn9Iis0iFySkcgp0uK5NQHkVMxIqt0nBJyyj/udXiv+GWVed4rflv+Ca9jMuV2dnZ6XV1dI/fcc08rANx5553tV111VZ9S06+qkmWPMYjoBwD+A8B/AfhN6J1Rvg3gz6HtWn26itWrGURO6SCiHcy88mjjTkVEVukQOaVHZJUOkVM6RE7pEVmlQ+SUHpFVOkRO6RA5pUdklY4TXU5plz0O/0N2lX+AK+4cq+bRcPP19TsmU4evfe1r7Q888EDrf/7nf+5ctWrVmbfddtuuiy66aBQAZNnjsWMpM9/BzHuZ+csArmbmlwF8CMC7qly3WkLklI7dRPRJIuoMAoiok4huRrQLj6ARWaVD5JQekVU6RE7pEDmlR2SVDpFTekRW6RA5pUPklB6RVTpOCTnxEGcmiHcmW/b73//+/kceeWTGL3/5y8ZsNqsCxdd0I8qvJCNE9EYAIKKrARwBAGb2AUzOgtvJicgpHf8TQAeAnxFRHxEdAfAwgHboGXNChMgqHSKn9Iis0iFySofIKT0iq3SInNIjskqHyCkdIqf0iKzScUrIiVqoMEF8frJlt7a2+ueff/7QRz7ykaXvfOc7j0y2nImwj1XBJyh/AOBfiGg5gOcBfBgAiGg2gL+vZsVqDJFTCpi5j4huB/ATAI8xc2i0j4jeBuBHVatcjSGySofIKT0iq3SInNIhckqPyCodIqf0iKzSIXJKh8gpPSKrdJwqcsqcbffkDhQqLnvMrLdT7RhZife+971HrrvuumV33333a1MpZzxk5lcMZt7KzG9g5pnM/EZmfsmE9wAYqnL1agaRUzqI6OMAfgDgowC2EdE1sejPV6dWtYnIKh0ip/SIrNIhckqHyCk9Iqt0iJzSI7JKh8gpHSKn9Iis0nGqyMk5z+q1zlD95eKsM1S/s8nqnUr51157bT8zP71+/fpsPPzee+/dldbe10TIzK/0fA7A7dWuxAmAyCnidwFsYOZhIloK4B4iWsrMX4UsDy1GZJUOkVN6RFbpEDmlQ+SUHpFVOkRO6RFZpUPklA6RU3pEVuk4JeREitD4AefV/BNeR+FZdxYPsUMtlM+stw87m6xeUrX/U0X5FYOItlaKAtBZIe6UQ+SUGhVMe2XmXUR0CfTLcAlOohfhNCGySofIKT0iq3SInNIhckqPyCodIqf0iKzSIXJKh8gpPSKrdJwyciKLUHe+3Vt3vj2lWV7VQpY9JukEcB2Aq8ocJ+Qf+BghckpHNxGdHXjMS3EzgFkA1latVrWJyCodIqf0iKzSIXJKh8gpPSKrdIic0iOySofIKR0ip/SIrNIhcjpBIGaudh1qBiL6VwC3M/Mvy8R9i5nfX4Vq1Rwip3QQ0UIALjMfLBN3ITM/UoVq1SQiq3SInNIjskqHyCkdIqf0iKzSIXJKj8gqHSKndIic0iOySseJLqctW7bs6urqmpKx+lpiy5Yts7q6upaWixPllyAIgiAIgiAIgiAIwinGqaT8kmWPgiAIgiAIgiAIgiAIwkmLKL8EQRAEQRAEQRAEQRCE48qmTZtW3HvvvTPiYbfccsuc3/qt31p84MAB27btc/7qr/5q9nRcS5RfgiAIgiAIgiAIgiAIQkXYY7iPjnZk//7IqrFbD6/N/v2RVe6jox3sT96U1m/8xm8cufvuu9vjYffee2/7Bz7wgSN33XXXzK6urpHvfve77ZXyHw2i/BIEQRAEQTiGEJFV7ToIgiAIgiBMFvYY+W8MLCs8MLyUD7hNGPYdPuA2FR4YXpq/a2AZe5NTgF177bV9Dz30UGs2myUA2LFjh3Po0KHM5ZdfPvzd7363/Utf+tKe7u7uzKuvvpqZ6m8Q5ZcgCIIgCIKBiG4hohti/r8kok8Q0U1E9CQRbSWiz8Xiv09E/397dxsbV3Xncfx/5t4ZZ5hrPOOxcR0TMuDEdpMmpuvHjO0ozm5Xuy1FpaJJNpukK5KgNkhseYGKRB9Q3mylLUKV2i4rKtSk2UCgAVo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+ }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "sns.catplot(x='year', y='totalprod', data=df , estimator=sum , col='state' , kind=\"point\" , height=3 , col_wrap=5)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "KyTvg4zLhA24", + "outputId": "2689268e-db94-4a50-edf8-72097b751669" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 25 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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+ }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Observation for production trend at state level:\n", + "\n", + "ND shows the highest production of honey over all the states.\n", + "\n", + "---\n", + "\n", + "\n", + "CA shows the largest variation in honey production trend.\n", + "\n", + "---\n", + "\n", + "\n", + "Most prominent honey production states are TX, SD, ND, MT, FL, CA.\n", + "\n", + "---\n", + "\n", + "\n", + "MN shows an increase in honey production." + ], + "metadata": { + "id": "O8vfG1DgoV8d" + } + }, + { + "cell_type": "markdown", + "source": [ + "### **Problem Statement 7**\n", + "The effect of declining production trend had on the value of production." + ], + "metadata": { + "id": "XdmibONmrTmV" + } + }, + { + "cell_type": "code", + "source": [ + "sns.pointplot(x='year', y='totalprod', data=df, ci=None)\n", + "plt.xticks(rotation=90)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 341 + }, + "id": "SnWl29nNhM-O", + "outputId": "56aacc29-efd8-4b34-91ba-37d0e9447c9f" + }, + "execution_count": 26, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14]),\n", + " )" + ] + }, + "metadata": {}, + "execution_count": 26 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "sns.pointplot(x='year', y='prodvalue' , data=df , ci=None)\n", + "plt.xticks(rotation=90)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 341 + }, + "id": "YLqZG2rUhSHE", + "outputId": "090535e4-f4c0-4aec-f376-4174a528bdeb" + }, + "execution_count": 27, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14]),\n", + " )" + ] + }, + "metadata": {}, + "execution_count": 27 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "source": [ + "x = df2['totalprod'],\n", + "y = df2['prodvalue']\n", + "matrix = np.corrcoef(x, y)\n", + "print(matrix)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xkoiFBa689pw", + "outputId": "32c38459-98de-4ee4-9adf-b0558215cfea" + }, + "execution_count": 28, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[ 1. -0.5681636]\n", + " [-0.5681636 1. ]]\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "**Observations:**\n", + "\n", + "Although the production trend declined \n", + "over the years, but the value of production has been on an increase.\n", + "\n", + "\n", + "---\n", + "\n", + "\n", + "Despite overall honey production being lowest in the year 2012, the value of production marked that year has been the highest.\n", + "\n", + "\n", + "---\n", + "\n", + "\n", + "Though supply declined, demand added to the increase in value of production over the years." + ], + "metadata": { + "id": "mmpAVKp8hj8I" + } + }, + { + "cell_type": "markdown", + "source": [ + "# **CONCLUSION:-**\n", + "\n", + "We can conclude that the total honey production has declined over the years whereas the value of production per pound has increased.\n", + "\n", + "\n", + "---\n", + "\n", + "\n", + "The reason for the declined honey production is the decrease in the yield per colony over the years.\n", + "\n", + "\n", + "---\n", + "\n", + "\n", + "The highest honey producing state has been North Dakota.\n", + "\n", + "---\n", + "\n", + "\n", + "\n", + "Some of the major honey producing states are California, Florida, North Dakota, South Dakota and Montana." + ], + "metadata": { + "id": "6sLHqmrah5cB" + } + } + ] +} \ No newline at end of file