{ "cells": [ { "cell_type": "markdown", "metadata": { "_uuid": "20258ad910c74d2eae3c37be331e8d5288cfe635" }, "source": [ " Analyzing Denver's Crime Data\n", "\n", "### Neil Oza\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "_uuid": "a23489adc4775bfe3e3584880469f4f9b11ccf5b" }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "_uuid": "81282f2efc3b3c4397c22384bfcf559c405fc314" }, "source": [ "Introduction\n", "\n", "Hello, my name is Neil Oza. I lived in Denver up until two months ago, and I am currently honing my data science skills. For practice and fun, I decided to see what information I could gleam from Denver's publicly available crime data. I will create some visualizations to help discover trends within the data. My goal is to organize this data in a way that would help law enforcement in Denver allocate their resources more efficiently. let's get started! \n", "\n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "29f71e4762da7500fdb803a294b9d54d9233d514" }, "source": [ "Preparing the Data\n", "\n", "To start, I will import a few useful packages.\n", "
\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "_uuid": "5236b198c4d2c049a7be0488b49a1cb6fb7f1146" }, "outputs": [], "source": [ "#Start by importing some useful packages\n", "\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import statsmodels.api as sm\n", "from scipy import stats\n", "import numpy as np\n", "import folium\n", "from folium import plugins\n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "913b739c2c4d311c4742c236d713e243881dba03" }, "source": [ "Next, I'll read in our data into a pandas dataframe" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "_uuid": "a20941111f59dfc5de7b7ad830e374f908812ffb", "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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INCIDENT_IDOFFENSE_IDOFFENSE_CODEOFFENSE_CODE_EXTENSIONOFFENSE_TYPE_IDOFFENSE_CATEGORY_IDFIRST_OCCURRENCE_DATELAST_OCCURRENCE_DATEREPORTED_DATEINCIDENT_ADDRESSGEO_XGEO_YGEO_LONGEO_LATDISTRICT_IDPRECINCT_IDNEIGHBORHOOD_IDIS_CRIMEIS_TRAFFIC
02016376978201637697852130052130weapon-unlawful-discharge-ofall-other-crimes6/15/2016 11:31:00 PMNaN6/15/2016 11:31:00 PMNaN3193983.01707251.0-104.80988139.7731885521montbello10
1201860009942018600099423990023990theft-otherlarceny10/11/2017 12:30:00 PM10/11/2017 4:55:00 PM1/29/2018 5:53:00 PMNaN3201943.01711852.0-104.78143439.7856495522gateway-green-valley-ranch10
2201660039532016600395323050023050theft-items-from-vehicletheft-from-motor-vehicle3/4/2016 8:00:00 PM4/25/2016 8:00:00 AM4/26/2016 9:02:00 PM2932 S JOSEPHINE ST3152762.01667011.0-104.95738139.6634903314wellshire10
320187233320187233323990023990theft-otherlarceny1/30/2018 7:20:00 PMNaN1/30/2018 10:29:00 PM705 S COLORADO BLVD3157162.01681320.0-104.94144039.7026983312belcaro10
42017411405201741140523030023030theft-shopliftlarceny6/22/2017 8:53:00 PMNaN6/23/2017 4:09:00 PM2810 E 1ST AVE3153211.01686545.0-104.95537039.7171073311cherry-creek10
520187283720187283754990054990traf-otherall-other-crimes1/31/2018 12:44:00 AMNaN1/31/2018 1:29:00 AM2100 BLOCK E 17TH AVE3151310.01696020.0-104.96192839.7431496622city-park-west10
6201860010152018600101523040023040theft-parts-from-vehicletheft-from-motor-vehicle6/1/2017 12:15:00 PM1/26/2018 12:15:00 PM1/26/2018 12:24:00 PM995 N FEDERAL BLVD3133441.01692147.0-105.02554339.7327901122villa-park10
720187062820187062857070057070criminal-trespassingall-other-crimes1/30/2018 7:40:00 AMNaN1/30/2018 10:33:00 AME SPEER BLVD / N GRANT ST3145202.01688799.0-104.98379439.7234243311speer10
\n", "
" ], "text/plain": [ " INCIDENT_ID OFFENSE_ID ... IS_CRIME IS_TRAFFIC\n", "0 2016376978 2016376978521300 ... 1 0\n", "1 20186000994 20186000994239900 ... 1 0\n", "2 20166003953 20166003953230500 ... 1 0\n", "3 201872333 201872333239900 ... 1 0\n", "4 2017411405 2017411405230300 ... 1 0\n", "5 201872837 201872837549900 ... 1 0\n", "6 20186001015 20186001015230400 ... 1 0\n", "7 201870628 201870628570700 ... 1 0\n", "\n", "[8 rows x 19 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Next, read in the data, publicly available at https://www.denvergov.org/opendata/dataset/city-and-county-of-denver-crime\n", "denver_data=pd.read_csv('../input/crime.csv', parse_dates=True)\n", "denver_data.head(8)" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "9be51d698dcaa6a7271480c7e702e1dd026a1efd" }, "source": [ "
\n", "There are a total of 19 columns in this dataset. I reached out to the city of Denver and received clarification on several of the columns. I will briefly describe each column below. I will go slightly out of order to provide a more cohesive explanation\n", "
\n", "
\n", "OFFENSE_ID is a unique identifier for each offense. It is generated by concatanating (combining) the INCIDENT_ID, OFFENSE_CODE,and OFFENSE_CODE_EXTENSION. It provides a unique identifier for each offense, as the INCIDENT_ID is duplicated if multiple offenses are committed at once, and OFFENSE_CODE and OFFENSE_CODE_EXTENSION will repeat whenever a particular type of offense is committed\n", "\n", "INCIDENT_ID is a unique identifier for an occurence of offenses. most OFFENSE_ID's have unique INCIDENT_ID's, but when a person commits multiple offenses at once, e.g. liquor possession and heroine possession, multiple OFFENSE_ID's will be generated from the INCIDENT_ID\n", "\n", "OFFENSE_CODE is a unique identifier for a particular type of offense. things such as criminal mischief, trespassing, larceny, etc. all have different OFFENSE__CODE values to identify them\n", "\n", "OFFENSE_CODE_EXTENSION are used to describe a subset of another type crime. for example criminal_mischief- motor vehicle and criminal_mischief-other have the same OFFENSE_CODE but different extensions to differentiate them\n", "\n", "OFFENSE_TYPE_ID provides the actual name for the offense in lamens terms. each combination of OFFENSE_CODE and OFFENSE_EXTENSION reference a unique crime. contents of this column include things such as theft-shoplift, criminal-trespassing, and threats-to-injure\n", "\n", "OFFENSE_CATEGORY_ID provides a more general categorization for crimes. for example, theft-shoplift and theft-from-bldg are both forms of larceny\n", "\n", "FIRST_OCCURENCE_DATE is the first possible date/time of the offense. if the time of the offense is known, the LAST_OCCURENCE_DATE will have value NaN. if the time is not known, FIRST_OCCURENCE_DATE will note the first possible time for the offense, and LAST_OCCURENCE_DATE will be last possible time of the offense. This commonly occurs with burglaries, where the exact time of the offense may not be known, but a range of time is known\n", "\n", "LAST_OCCURENCE_DATE will be NaN if the exact time of the offense is known and will be an actual time if only a range of possible times is known. in the latter case, it will be the last possible time the offense could have occured.\n", "\n", "REPORTED_DATE is the time at which the offense was reported to the police\n", "\n", "INCIDENT_ADDRESS provides the location of the offense. not all entries have a value for this column for privacy reasons\n", "\n", "GEO_LON and GEO_LAT are the latitudes and longitudes of the location of the offense\n", "\n", "GEO_X and GEO_Y are the state plane (city of Denver standard projection) for the offense location. functionally simlar to GEO_LON and GEO_LAT\n", "\n", "DISTRICT_ID is the district in charge of handling the offense\n", "\n", "PRECINCT_ID is the precinct in charge of handling the offense\n", "\n", "NEIGHBORHOOD_ID is the neighborhood the offense occurred in\n", "\n", "IS_CRIME states whether the offense was a crime\n", "\n", "IS_TRAFFIC states whether the offense was a traffic incident\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "0332c339473817d969d424d457c1da3d9cf5fa95" }, "source": [ "
\n", "
\n", "Now that we have an overview of the data, II'll make sure it contains no errors. To start, I'll check for null values" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "_uuid": "e7e41e9f548372b9b90f7efac1930801074c7234" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 467928 entries, 0 to 467927\n", "Data columns (total 19 columns):\n", "INCIDENT_ID 467928 non-null int64\n", "OFFENSE_ID 467928 non-null int64\n", "OFFENSE_CODE 467928 non-null int64\n", "OFFENSE_CODE_EXTENSION 467928 non-null int64\n", "OFFENSE_TYPE_ID 467928 non-null object\n", "OFFENSE_CATEGORY_ID 467928 non-null object\n", "FIRST_OCCURRENCE_DATE 467928 non-null object\n", "LAST_OCCURRENCE_DATE 147953 non-null object\n", "REPORTED_DATE 467928 non-null object\n", "INCIDENT_ADDRESS 421949 non-null object\n", "GEO_X 464116 non-null float64\n", "GEO_Y 464116 non-null float64\n", "GEO_LON 464116 non-null float64\n", "GEO_LAT 464116 non-null float64\n", "DISTRICT_ID 467928 non-null int64\n", "PRECINCT_ID 467928 non-null int64\n", "NEIGHBORHOOD_ID 467928 non-null object\n", "IS_CRIME 467928 non-null int64\n", "IS_TRAFFIC 467928 non-null int64\n", "dtypes: float64(4), int64(8), object(7)\n", "memory usage: 67.8+ MB\n" ] } ], "source": [ "#Check to see how many non-null values present\n", "denver_data.info()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "815f27900d98801b24e4176e60346a6101c5ae38" }, "source": [ "Based on the above output, many of the columns have identical numbers of non-null data. this suggests that the places with null values were left so intentionally. Upon further investigation, it seems that the geographical locations are smetimes left null for privacy reasons and the Last Reported Date column is sometimes left null because the crime occurred at a known time. There don't to be any truly missing values in the dataset, which is good news\n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "a3bb8932f5ea1585b793e52e2f40eba4743313eb" }, "source": [ "Now I'll make sure all Offnse Codes are unique. Specifically, I want to make sure every OFFENSE_CODE and OFFENSE_CODE_EXTENSION combination has a unique OFFENSE_TYPE_ID; If this is not the case, that would mean tat sometimes crime 910 sometimes refered to homicide and other times referred to petty theft. It's important that each code references a unique crime for the sake of ,y analysis, so I will validate that now." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "_uuid": "792f2a6ec8c64bfcd20f762d316d2e5ed65a8b4e" }, "outputs": [ { "data": { "text/plain": [ "OFFENSE_CODE OFFENSE_CODE_EXTENSION OFFENSE_TYPE_ID \n", "902 0 homicide-family 21\n", "910 0 homicide-negligent 2\n", "912 0 homicide-other 224\n", "1006 0 kidnap-adult-victim 210\n", " 1 kidnap-dv 165\n", "1099 0 false-imprisonment 371\n", "1102 0 sex-aslt-rape 2212\n", " 1 sex-aslt-rape-pot 142\n", "1109 0 sex-aslt-non-rape 511\n", " 1 sex-aslt-non-rape-pot 119\n", "1199 0 sex-aslt-w-object 26\n", " 1 sex-aslt-w-object-pot 5\n", "1202 0 robbery-business 1435\n", "1205 0 robbery-street 3152\n", "1208 0 robbery-residence 387\n", "1210 0 robbery-purse-snatch-w-force 331\n", "1211 0 robbery-bank 141\n", "1212 0 robbery-car-jacking 596\n", "1310 0 aslt-agg-police-gun 7\n", "1311 0 agg-aslt-police-weapon 301\n", "1313 0 assault-simple 12642\n", " 2 assault-dv 8539\n", " 3 assault-police-simple 674\n", "1314 1 weapon-fire-into-occ-veh 160\n", " 2 weapon-fire-into-occ-bldg 611\n", "1315 0 aggravated-assault 5119\n", " 1 aggravated-assault-dv 2056\n", " 2 menacing-felony-w-weap 2974\n", "1316 0 threats-to-injure 5204\n", " 1 harassment-stalking-dv 185\n", " ... \n", "5399 0 public-peace-other 1519\n", "5401 0 traffic-accident-hit-and-run 32812\n", "5420 0 traffic-accident-dui-duid 3737\n", "5441 0 traffic-accident 85310\n", "5444 0 traf-habitual-offender 3636\n", "5450 0 traf-vehicular-homicide 20\n", "5454 0 traf-impound-vehicle 19\n", "5455 0 traf-vehicular-assault 225\n", "5499 0 traf-other 31460\n", " 1 vehicular-eluding 214\n", " 2 vehicular-eluding-no-chase 3505\n", "5704 0 eavesdropping 2\n", "5707 0 criminal-trespassing 14313\n", "5799 0 wiretapping 6\n", "5801 0 contraband-possession 56\n", "5802 0 contraband-into-prison 289\n", "6201 0 animal-cruelty-to 127\n", "6205 0 illegal-dumping 121\n", "6299 1 littering 146\n", " 2 other-enviornment-animal-viol 208\n", " 3 animal-poss-of-dangerous 14\n", "6300 0 money-laundering 1\n", "7099 1 homicide-conspiracy 1\n", " 3 reckless-endangerment 152\n", " 4 disarming-a-peace-officer 27\n", "7199 1 property-crimes-other 210\n", "7399 0 public-order-crimes-other 50\n", " 1 fireworks-possession 158\n", " 2 public-order-crimes-other 7501\n", " 3 accessory-conspiracy-to-crime 137\n", "Length: 200, dtype: int64" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "None\n" ] } ], "source": [ "temp=display(denver_data.groupby([denver_data.OFFENSE_CODE,denver_data.OFFENSE_CODE_EXTENSION,denver_data.OFFENSE_TYPE_ID]).size())\n", "pd.set_option('display.max_rows',500)\n", "print(temp)" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "badb02893c43faef53dbfab0bd374b7b0c874e22" }, "source": [ "Some offense codes have multiple extensions as indicated by the blank spaces in the OFFENSE_CODE column, but every offense code and extension pair has exactly one offense type id. There are no multiplicities in categorization, so the offense codes are free of errors.\n", "
\n", "Next I'll make sure all of the dates are consistent. As a rule, First Occurence Date should come first, Last Occurence Date should come second or not exist, and Reported Date should come last. If this is not the case for a particular entry, that row will be removed from the dataset and printed below so it can be corrected." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "_uuid": "aeac3b21bdc7583392b8eae3bd827f665eac525a" }, "outputs": [], "source": [ "#convert relevant column data into datetime objects\n", "denver_data['REPORTED_DATE']=pd.to_datetime(denver_data.REPORTED_DATE)\n", "denver_data['FIRST_OCCURRENCE_DATE']=pd.to_datetime(denver_data.FIRST_OCCURRENCE_DATE)\n", "denver_data['LAST_OCCURRENCE_DATE']=pd.to_datetime(denver_data.LAST_OCCURRENCE_DATE)\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "_uuid": "4346a0bb0860f48da572225d9eba7c03ffb56a99", "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.6/site-packages/pandas/core/indexing.py:362: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " self.obj[key] = _infer_fill_value(value)\n", "/opt/conda/lib/python3.6/site-packages/pandas/core/indexing.py:543: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " self.obj[item] = s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " OFFENSE_ID ... OCCURENCE_WINDOW\n", "50870 2014388104570700 ... -1 days +23:31:00\n", "51468 2014373704299901 ... -1 days +23:00:00\n", "57663 2014353737299901 ... -1 days +23:01:00\n", "60991 2014399282240400 ... -1 days +22:23:00\n", "69814 2014596887131302 ... -1 days +23:45:00\n", "74842 20149515342240400 ... -1 days +12:33:00\n", "107593 2015539465240400 ... -1 days +19:44:00\n", "118527 201594326239900 ... -1 days +22:25:00\n", "129250 2015752334570700 ... -1 days +04:00:00\n", "131395 2016151736355000 ... -1 days +23:35:00\n", "146179 2016415601220400 ... -1 days +13:48:00\n", "160428 2016751799240400 ... -1 days +23:45:00\n", "172898 2017122300240400 ... -1 days +17:10:00\n", "180219 2017115679299900 ... -1 days +20:50:00\n", "181468 201719458220401 ... -1 days +13:54:00\n", "184996 2016820361200600 ... -1 days +23:52:00\n", "201311 2017694591240400 ... -1 days +19:00:00\n", "209604 2017474579299901 ... -1 days +23:47:00\n", "213625 2017574908540100 ... -1 days +18:30:00\n", "248480 2014596887109900 ... -1 days +23:45:00\n", "248823 2014656045240400 ... -1 days +20:55:00\n", "251759 20148047026240400 ... -1 days +22:12:00\n", "260474 2014353737299902 ... -1 days +23:01:00\n", "265508 2014399282353200 ... -1 days +22:23:00\n", "275240 2015752334240400 ... -1 days +04:00:00\n", "282363 201526840549900 ... -1 days +23:31:00\n", "285049 201526819121200 ... -1 days +23:31:00\n", "298923 2016751799549900 ... -1 days +23:45:00\n", "302182 2016415601299900 ... -1 days +13:48:00\n", "306800 2015633506355000 ... -1 days +23:58:00\n", "309723 201624902240400 ... -1 days +05:00:00\n", "318718 2017474579299900 ... -1 days +23:47:00\n", "321595 2017614233240400 ... -1 days +23:00:00\n", "322301 2017479079549900 ... -1 days +23:58:00\n", "355145 201764699501600 ... -1 days +18:30:00\n", "363689 2016415601220200 ... -1 days +13:48:00\n", "367127 2016151736359900 ... -1 days +23:35:00\n", "367810 2015633506353000 ... -1 days +23:58:00\n", "403021 2017713022544100 ... -1 days +19:35:00\n", "403848 2017759160131302 ... -1 days +22:01:00\n", "414715 2017479079410400 ... -1 days +23:58:00\n", "\n", "[41 rows x 5 columns]\n" ] } ], "source": [ "# Calculate the time difference between first and last occurence date. negative time means the Last Occurence is dated\n", "# before first occurence. those entries have been listed with OFFENSE_ID for easy access\n", "temp=denver_data[['OFFENSE_ID','FIRST_OCCURRENCE_DATE','LAST_OCCURRENCE_DATE','REPORTED_DATE']]\n", "temp.loc[:,'OCCURENCE_WINDOW']=temp.LAST_OCCURRENCE_DATE-temp.FIRST_OCCURRENCE_DATE\n", "temp.loc[:,'OCCURENCE_WINDOW']=temp.OCCURENCE_WINDOW.fillna(0)\n", "print(temp[temp['OCCURENCE_WINDOW']<'0'])\n", "duds=temp[temp['OCCURENCE_WINDOW']<'0'].OFFENSE_ID\n", "#remove rows with errors\n", "denver_data=denver_data[~denver_data['OFFENSE_ID'].isin(duds)]\n", "#print the OFFENSE_ID's of rows wih errors\n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "117de1d57f2b382a6251c8a7ef05aaa4189261ad" }, "source": [ "39 entries have last occurence dates that are earlier than first occurence dates. Based on the occurence window, the first and last occurence days should be flipped. At any rate, these entries will be dropped from the dataset" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "_uuid": "eb148cf3db8fe175d13b9c7b5126df50f6ea0f0b" }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "_uuid": "0b7b488bd77b1451ecc9c3cea4ef792e171a9d0b" }, "source": [] }, { "cell_type": "code", "execution_count": 7, "metadata": { "_uuid": "eddabc408c570f3dc366cfefdf3aed438bea2c41" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.6/site-packages/pandas/core/indexing.py:362: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " self.obj[key] = _infer_fill_value(value)\n", "/opt/conda/lib/python3.6/site-packages/pandas/core/indexing.py:543: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " self.obj[item] = s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " OFFENSE_ID ... OCC_REPORT_GAP\n", "8833 2018425958131600 ... -1 days +23:09:00\n", "16620 2018409124549900 ... -1 days +22:09:00\n", "16621 2018409124544100 ... -1 days +22:09:00\n", "47904 201987477240400 ... -1 days +23:50:00\n", "58919 2014436425357200 ... -1 days +23:36:00\n", "58920 2014436425351200 ... -1 days +23:36:00\n", "67434 2014560314580100 ... -1 days +21:37:00\n", "67435 2014560314544100 ... -1 days +21:37:00\n", "75609 2014523161544100 ... -1 days +22:23:00\n", "75610 2014523161549900 ... -1 days +22:23:00\n", "86927 2014615636240400 ... -1 days +23:55:00\n", "86928 2014615636540100 ... -1 days +23:55:00\n", "99490 2015279235501500 ... -1 days +22:57:00\n", "122015 201597530239900 ... -1 days +15:33:00\n", "131080 201628962545500 ... -1 days +23:42:00\n", "144939 2016392518544100 ... -1 days +22:28:00\n", "148846 2016475901230500 ... -1 days +17:00:00\n", "155043 2016646912220400 ... -1 days +23:25:00\n", "158764 2016680456240400 ... -1 days +18:37:00\n", "170378 2016593343351200 ... -1 days +22:35:00\n", "170379 2016593343544100 ... -1 days +22:35:00\n", "171088 2016656613544400 ... -1 days +22:19:00\n", "171089 2016656613549900 ... -1 days +22:19:00\n", "183067 2017184913544100 ... -1 days +23:42:00\n", "195468 20175002973361200 ... -1 days +23:59:00\n", "198748 20175003365361200 ... -1 days +23:59:00\n", "211733 201756793356300 ... -1 days +23:59:00\n", "215147 20175000088361200 ... -1 days +23:59:00\n", "221974 201855637549900 ... -1 days +03:27:00\n", "237972 2014263469549900 ... -1 days +22:16:00\n", "237973 2014263469544400 ... -1 days +22:16:00\n", "260596 20145003642361200 ... -1 days +23:59:00\n", "268935 20145002000239900 ... -1 days +07:01:00\n", "287923 2015279235544100 ... -1 days +22:57:00\n", "294265 2016656613544100 ... -1 days +22:19:00\n", "295004 20175001609361200 ... -1 days +23:59:00\n", "299264 20165004877361200 ... -1 days +23:59:00\n", "303248 2016392518549900 ... -1 days +22:28:00\n", "306476 2016400617570700 ... -1 days +23:24:00\n", "308069 201628962549901 ... -1 days +23:42:00\n", "308070 201628962540100 ... -1 days +23:42:00\n", "312968 2016442008240400 ... -1 days +23:13:00\n", "337009 20165000567131601 ... -1 days +23:58:00\n", "359109 2017540840240400 ... -1 days +09:55:00\n", "369585 2017130698549900 ... -1 days +23:33:00\n", "370418 2015446236400400 ... -1 days +23:58:00\n", "417526 2017545441544100 ... -1 days +22:55:00\n", "\n", "[47 rows x 5 columns]\n" ] } ], "source": [ "#check that reported dates are after first/last occurence dates\n", "temp=denver_data[['OFFENSE_ID','FIRST_OCCURRENCE_DATE','LAST_OCCURRENCE_DATE','REPORTED_DATE']]\n", "temp.loc[:,'OCC_REPORT_GAP']=temp.REPORTED_DATE-temp.LAST_OCCURRENCE_DATE\n", "temp.loc[:,'OCC_REPORT_GAP']=temp.OCC_REPORT_GAP.fillna(temp.REPORTED_DATE-temp.FIRST_OCCURRENCE_DATE)\n", "#list all instances where reported date is before either of the occurence dates\n", "print(temp[temp['OCC_REPORT_GAP']<'0'])\n", "duds2=temp[temp['OCC_REPORT_GAP']<'0'].OFFENSE_ID\n", "denver_data=denver_data[~denver_data['OFFENSE_ID'].isin(duds2)]\n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "bc3e84cec3ce40ae09949f0fda675a7b5669132b" }, "source": [ "The above entries have Reported Dates earlier than Last Occurence Dates. These entries should be reveiwed for mistakes, and for now won't be used in this analysis\n", "
\n", "
\n", "Now Lets make sure all of the Offense ID's are properly constructed from the Incident ID, Offense Code, and Offense Extension\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "_uuid": "73cdf59e17395649936f9ca05a27057a427a1786", "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.6/site-packages/pandas/core/generic.py:4405: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " self[name] = value\n", "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:10: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " # Remove the CWD from sys.path while we load stuff.\n", "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:11: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " # This is added back by InteractiveShellApp.init_path()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Empty DataFrame\n", "Columns: [OFFENSE_ID, INCIDENT_ID, OFFENSE_CODE, OFFENSE_CODE_EXTENSION, COMBINED_ID, ID_MATCH]\n", "Index: []\n" ] } ], "source": [ "#Determine if there are mistakes in the OFFENSE_ID column\n", "#prepare the columns\n", "temp=denver_data[['OFFENSE_ID','INCIDENT_ID','OFFENSE_CODE','OFFENSE_CODE_EXTENSION']]\n", "temp.OFFENSE_ID=temp.OFFENSE_ID.astype(str)\n", "temp.INCIDENT_ID=temp.INCIDENT_ID.astype(str)\n", "#the below two columns have to be homogonized to 4 digits and 2 digits respectively\n", "temp.OFFENSE_CODE=temp.OFFENSE_CODE.map('{:04d}'.format).astype(str)\n", "temp.OFFENSE_CODE_EXTENSION=temp.OFFENSE_CODE_EXTENSION.map('{:02d}'.format).astype(str)\n", "#Combine the composite columns and check to make sure it's the same as the OFFENSE_ID\n", "temp['COMBINED_ID']=temp.INCIDENT_ID+temp.OFFENSE_CODE+temp.OFFENSE_CODE_EXTENSION\n", "temp['ID_MATCH']=temp.COMBINED_ID==temp.OFFENSE_ID\n", "#print all rows which have mistakes. will return no rows if there are no errors\n", "print(temp[temp['ID_MATCH']==False])\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "0a7b5bc297e7dfbcb054f73c5bc0a401283d48be" }, "source": [ "Since there was no output, there were no errors. All of the Offense ID's are correctly constructed from their composite parts." ] }, { "cell_type": "markdown", "metadata": { "_uuid": "89df2c30026ff313f849a60174efb9e529bfa629" }, "source": [ "Finally, I am only going to analyze crimes in this EDA, so I'll filter out all of the traffic incidents. I will also create a few extra columns at the end of our dataset that will simplify coding later" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "_uuid": "4c78e08d16580f82977be4709f8e62837e1ca811" }, "outputs": [ { "data": { "text/html": [ "
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2201660039532016600395323050023050theft-items-from-vehicletheft-from-motor-vehicle2016-03-04 20:00:002016-04-25 08:00:002016-04-26 21:02:002932 S JOSEPHINE ST3152762.01667011.0-104.95738139.6634903314wellshire1021142016
320187233320187233323990023990theft-otherlarceny2018-01-30 19:20:00NaT2018-01-30 22:29:00705 S COLORADO BLVD3157162.01681320.0-104.94144039.7026983312belcaro1022112018
42017411405201741140523030023030theft-shopliftlarceny2017-06-22 20:53:00NaT2017-06-23 16:09:002810 E 1ST AVE3153211.01686545.0-104.95537039.7171073311cherry-creek1016462017
520187283720187283754990054990traf-otherall-other-crimes2018-01-31 00:44:00NaT2018-01-31 01:29:002100 BLOCK E 17TH AVE3151310.01696020.0-104.96192839.7431496622city-park-west101212018
6201860010152018600101523040023040theft-parts-from-vehicletheft-from-motor-vehicle2017-06-01 12:15:002018-01-26 12:15:002018-01-26 12:24:00995 N FEDERAL BLVD3133441.01692147.0-105.02554339.7327901122villa-park1012412018
720187062820187062857070057070criminal-trespassingall-other-crimes2018-01-30 07:40:00NaT2018-01-30 10:33:00E SPEER BLVD / N GRANT ST3145202.01688799.0-104.98379439.7234243311speer1010112018
9201860010482018600104823050023050theft-items-from-vehicletheft-from-motor-vehicle2018-01-31 00:55:002018-01-31 06:55:002018-01-31 07:07:002828 N ZUNI ST3136231.01701209.0-105.01545139.7576271113highland107212018
1020187239020187239035720035720drug-methampetamine-possessdrug-alcohol2018-01-30 20:04:00NaT2018-01-30 22:12:00E EVANS AVE / S GRAPE ST3161788.01672521.0-104.92519739.6784633323goldsmith1022112018
11201860010332018600103323040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-01-28 05:25:002018-01-30 17:25:002018-01-30 17:42:001220 S INCA ST3141343.01678270.0-104.99772039.6945784422ruby-hill1017112018
122016340553201634055323030023030theft-shopliftlarceny2016-05-31 16:54:00NaT2016-05-31 18:30:001505 S COLORADO BLVD3156992.01676337.0-104.94215339.6890213312cory-merrill1018152016
132017383968201738396824040024040theft-of-motor-vehicleauto-theft2017-02-24 16:55:002017-05-24 08:01:002017-06-12 15:24:002850 W 26TH AVE3134022.01700050.0-105.02333039.7544771121jefferson-park1015062017
142016236602201623660223030023030theft-shopliftlarceny2016-04-16 15:25:00NaT2016-04-16 16:06:00950 S QUEBEC ST3168039.01680120.0-104.90281239.6992143321windsor1016542016
15201760046952017600469523050023050theft-items-from-vehicletheft-from-motor-vehicle2017-05-28 02:00:002017-05-28 07:00:002017-05-28 19:58:003400 BLK N WYANDOT ST3136548.01703738.0-105.01427539.7645651113highland1019652017
162017395809201739580924040024040theft-of-motor-vehicleauto-theft2017-06-16 21:30:002017-06-17 07:12:002017-06-17 07:12:006825 E ILIFF AVE3165912.01671324.0-104.91057339.6751053323goldsmith107562017
1720186917420186917457070057070criminal-trespassingall-other-crimes2018-01-29 14:50:00NaT2018-01-29 14:50:0010TH / COLFAX3140932.01694856.0-104.99885539.7401171123lincoln-park1014012018
1820186904720186904726090026090fraud-by-use-of-computerwhite-collar-crime2018-01-04 12:00:002018-01-28 18:00:002018-01-29 14:15:00803 S PEARL ST3146104.01680940.0-104.98074739.7018353312washington-park-west1014012018
2020187117120187117154990054990traf-otherall-other-crimes2018-01-30 11:27:00NaT2018-01-30 12:00:003900 BLK N PEORIA WAY3183349.01706918.0-104.84772039.7724895512stapleton1012112018
2320187136220187136254990054990traf-otherall-other-crimes2018-01-30 12:30:00NaT2018-01-30 13:09:003200 BLOCK E 48TH AVE3154698.01710827.0-104.94956239.7837412212elyria-swansea1013112018
2420187080020187080022030022030burglary-business-by-forceburglary2018-01-29 21:30:002018-01-30 08:30:002018-01-30 08:57:005770 E WARREN AVE3163262.01671541.0-104.91998339.6757473323goldsmith108112018
2520187176820187176827990027990theft-embezzlewhite-collar-crime2017-10-30 12:00:002017-12-21 12:00:002018-01-30 15:19:007400 E HAMPDEN AVE3168440.01663019.0-104.90178739.6522603324hampden-south1015112018
26201880045802018800458013160013160threats-to-injurepublic-disorder2018-01-30 14:30:00NaT2018-01-30 15:50:008900 PENA BLVD3231979.01738721.0-104.67369439.8587047759dia1015112018
2720187123420187123454990054990traf-otherall-other-crimes2018-01-30 11:50:00NaT2018-01-30 12:51:001600 BLOCK S BROADWAY ST3144275.01675694.0-104.98735339.6874623313platt-park1012112018
282017294559201729455924040024040theft-of-motor-vehicleauto-theft2017-05-06 00:00:002017-05-06 08:30:002017-05-06 09:48:00NaN3131341.01693841.0-105.03297839.7374711122west-colfax109552017
292016398281201639828157070057070criminal-trespassingall-other-crimes2016-06-12 20:00:002016-06-14 20:00:002016-06-24 20:08:005046 N AKRON ST3173322.01712972.0-104.88324539.7893015511stapleton1020462016
3020187246020187246023990023990theft-otherlarceny2018-01-30 20:15:002018-01-30 20:50:002018-01-30 22:11:003400 S LOWELL BLVD3131584.01664614.0-105.03264939.6572324423harvey-park-south1022112018
312016309815201630981524040024040theft-of-motor-vehicleauto-theft2016-05-18 12:15:002016-05-18 13:00:002016-05-18 13:05:00400 BLK N DELAWARE ST3142567.01688930.0-104.99315939.7238243311baker1013252016
32201860010182018600101823080023080theft-from-bldglarceny2018-01-18 14:00:002018-01-18 15:00:002018-01-30 11:22:001223 N LAFAYETTE ST3148817.01693288.0-104.97085039.7356896622cheesman-park1011112018
33201880045822018800458224040024040theft-of-motor-vehicleauto-theft2018-01-29 07:37:002018-01-30 14:50:002018-01-30 16:00:0024558 E 75TH AVE3224451.01728887.0-104.70081639.8318957759dia1016112018
3420187217720187217741040041040liquor-possessiondrug-alcohol2018-01-30 18:19:00NaT2018-01-30 19:44:00800 N DELAWARE ST3142665.01690851.0-104.99277339.7290961123lincoln-park1019112018
352017510328201751032813150013150aggravated-assaultaggravated-assault2017-08-01 20:34:00NaT2017-08-01 20:34:0016TH ST / CLEVELAND PL3144028.01695494.0-104.98783439.7418216611cbd1020182017
362016256044201625604424040024040theft-of-motor-vehicleauto-theft2016-04-24 22:00:002016-04-25 06:20:002016-04-25 06:45:002300 BLK S LINCOLN ST3144490.01670647.0-104.98669039.6736033313rosedale106042016
37201860010492018600104923040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-01-29 08:15:002018-01-29 08:15:002018-01-31 08:22:005534 N MALAYA ST3212674.01715546.0-104.74314339.7955505523gateway-green-valley-ranch108212018
3820187137620187137629990129991criminal-mischief-mtr-vehpublic-disorder2018-01-30 00:51:002018-01-30 00:59:002018-01-30 16:15:009575 E 40TH AVE3175400.01707843.0-104.87597639.7751825512stapleton1016112018
3920187253020187253010060010060kidnap-adult-victimall-other-crimes2018-01-30 20:00:002018-01-30 22:00:002018-01-31 00:29:00NaN3142260.01694903.0-104.99413239.7402266611cbd100212018
4020187096520187096550160050160violation-of-restraining-orderall-other-crimes2018-01-30 10:10:00NaT2018-01-30 12:28:007700 BLK E 23RD AVE3169198.01698929.0-104.89825039.7508275512stapleton1012112018
4120187085020187085024040024040theft-of-motor-vehicleauto-theft2018-01-29 15:30:002018-01-30 06:00:002018-01-30 11:03:007001 N YAMPA ST3203574.01725857.0-104.77523339.8240585522dia1011112018
4220187259920187259952130052130weapon-unlawful-discharge-ofall-other-crimes2018-01-30 22:14:00NaT2018-01-30 22:14:0012900 BLOCK E ANDREWS DR3185154.01711367.0-104.84118439.7846675521montbello1022112018
442016229783201622978323990023990theft-otherlarceny2016-04-13 13:00:002016-04-13 13:35:002016-04-13 18:02:00496 S DAYTON ST3175885.01683258.0-104.87485239.7076833321windsor1018242016
452016330967201633096723080023080theft-from-bldglarceny2016-05-27 12:00:00NaT2016-05-27 12:36:003000 E 1ST AVE3153340.01686622.0-104.95491039.7173173311cherry-creek1012452016
4620187265120187265129990029990criminal-mischief-otherpublic-disorder2018-01-30 22:30:00NaT2018-01-30 22:42:00525 N PERRY ST3129455.01689339.0-105.03976639.7251384411barnum-west1022112018
472017791814201779181413130013130assault-simpleother-crimes-against-persons2017-11-25 18:30:002017-11-26 06:00:002017-11-26 12:30:001920 N HIGH ST3150617.01697154.0-104.96436939.7462736622city-park-west10126112017
4820179862920179862924040024040theft-of-motor-vehicleauto-theft2017-01-30 00:00:002017-02-12 13:00:002017-02-12 13:26:001350 W COLFAX AVE3139299.01694684.0-105.00466639.7396691123lincoln-park1013622017
50201660037362016600373629990029990criminal-mischief-otherpublic-disorder2016-02-28 06:30:002016-04-17 09:00:002016-04-20 21:40:00170 N GARFIELD ST3156572.01687282.0-104.94340739.7190753311cherry-creek1021242016
51201880024812018800248157070057070criminal-trespassingall-other-crimes2018-01-17 03:00:00NaT2018-01-17 03:11:009100 PENA BLVD3231969.01740241.0-104.67368139.8628777759dia103212018
5220187304720187304713160113161harassment-stalking-dvpublic-disorder2018-01-29 03:30:00NaT2018-01-31 05:54:00333 W ELLSWORTH AVE3142601.01686463.0-104.99308739.7170513311baker105212018
53201860009982018600099823990023990theft-otherlarceny2018-01-12 17:35:002018-01-12 17:35:002018-01-29 19:44:001885 S EMERSON ST3147125.01673876.0-104.97726339.6824263313platt-park1019012018
54201860010122018600101223040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-01-30 01:00:002018-01-30 08:00:002018-01-30 09:13:003205 N RALEIGH ST3128757.01702887.0-105.04200439.7623401113west-highland109112018
572017672637201767263713150013150aggravated-assaultaggravated-assault2017-10-07 01:47:00NaT2017-10-07 01:47:00W 48TH AVE / N TEJON ST3137373.01710758.0-105.01120739.7838231111chaffee-park1015102017
582016256044201625604423050023050theft-items-from-vehicletheft-from-motor-vehicle2016-04-24 22:00:002016-04-25 06:20:002016-04-25 06:45:002300 BLK S LINCOLN ST3144490.01670647.0-104.98669039.6736033313rosedale106042016
592017340564201734056454550054550traf-vehicular-assaultall-other-crimes2017-05-25 21:30:00NaT2017-05-25 21:34:00NaN40674765.010890451.0-0.0000020.0000017759dia1121352017
602017793822201779382235720035720drug-methampetamine-possessdrug-alcohol2017-10-13 17:00:00NaT2017-11-27 09:54:002000 W COLFAX AVE3136028.01694571.0-105.01629939.7394071122lincoln-park1090112017
6120187165120187165129990129991criminal-mischief-mtr-vehpublic-disorder2018-01-29 17:00:002018-01-29 17:00:002018-01-30 14:22:007401 E 1ST AVE3168419.01687327.0-104.90129339.7189923321lowry-field1014112018
62201760035482017600354823050023050theft-items-from-vehicletheft-from-motor-vehicle2017-04-23 02:00:002017-04-23 11:00:002017-04-23 12:09:001975 MILE HIGH STADIUM CIR3135071.01697399.0-105.01964939.7471851121jefferson-park1012642017
6320187284420187284454990254992vehicular-eluding-no-chaseall-other-crimes2018-01-31 00:47:00NaT2018-01-31 00:47:00W 10TH AVE / N WOLFF ST3126933.01692216.0-105.04868139.7330711122villa-park100212018
642017217446201721744623990023990theft-otherlarceny2017-04-03 21:00:002017-04-04 04:45:002017-04-04 05:07:00700 BLK N LIPAN ST3140266.01690568.0-105.00130739.7283551123lincoln-park105142017
6520187131220187131213130013130assault-simpleother-crimes-against-persons2018-01-25 15:59:00NaT2018-01-30 15:38:00NaN3162588.01699962.0-104.92173439.7537802222north-park-hill1015112018
662016404251201640425113130013130assault-simpleother-crimes-against-persons2016-06-27 11:45:002016-06-27 11:55:002016-06-27 13:04:00NaN3149375.01696184.0-104.96880639.7436316622city-park-west1013062016
6720187077020187077057070057070criminal-trespassingall-other-crimes2018-01-26 20:48:00NaT2018-01-30 09:41:00NaN3165020.01682175.0-104.91349439.7049093322washington-virginia-vale109112018
68201860009972018600099723040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-01-28 13:28:002018-01-29 13:29:002018-01-29 18:41:0074 N JULIAN ST3131967.01686729.0-105.03088339.7179384411barnum1018012018
7120187102420187102413160013160threats-to-injurepublic-disorder2018-01-29 12:45:002018-01-29 13:00:002018-01-30 10:34:00NaN3138693.01710481.0-105.00651539.7830431111sunnyside1010112018
7220186958720186958712050012050robbery-streetrobbery2018-01-29 17:15:002018-01-29 17:25:002018-01-30 09:54:00NaN3140842.01692610.0-104.99921939.7339521123lincoln-park109112018
7320187240120187240129990029990criminal-mischief-otherpublic-disorder2018-01-30 20:09:00NaT2018-01-30 22:06:00436 S OSCEOLA ST3129925.01683457.0-105.03820139.7089844412westwood1022112018
742017564393201756439323050023050theft-items-from-vehicletheft-from-motor-vehicle2017-08-24 05:30:00NaT2017-08-24 05:35:002700 BLOCK W 23RD AVE3134600.01698835.0-105.02129739.7511341121jefferson-park105382017
7520186950720186950773990273992public-order-crimes-otherall-other-crimes2018-01-29 17:00:00NaT2018-01-29 17:00:001499 N BROADWAY ST3144130.01694794.0-104.98748539.7398976611civic-center1017012018
7620187261020187261035420035420drug-synth-narcotic-possessdrug-alcohol2018-01-30 22:46:00NaT2018-01-30 23:53:00E 40TH AVE / N COLORADO BLVD3157255.01706885.0-104.94055039.7728772212northeast-park-hill1023112018
7720187203920187203923030023030theft-shopliftlarceny2018-01-30 17:05:00NaT2018-01-30 17:21:008270 E NORTHFIELD BLVD3170685.01709976.0-104.89269939.7811255511stapleton1017112018
7920187300020187300022020022020burglary-residence-by-forceburglary2018-01-30 20:30:002018-01-31 02:57:002018-01-31 02:57:001214 E 5TH AVE3148410.01688899.0-104.97238839.7236473311country-club102212018
80201660048262016600482629990029990criminal-mischief-otherpublic-disorder2016-05-20 19:45:002016-05-20 20:00:002016-05-21 12:17:001011 S VALENTIA ST3170980.01679952.0-104.89236439.6986993321windsor1012552016
8120187076220187076222050022050burglary-business-no-forceburglary2018-01-29 18:00:002018-01-30 01:00:002018-01-30 10:52:001001 16TH ST3142142.01697714.0-104.99449639.7479446611cbd1010112018
822017653090201765309023050023050theft-items-from-vehicletheft-from-motor-vehicle2017-09-28 16:30:002017-09-29 06:50:002017-09-29 09:43:002424 DELGANY ST3142738.01702012.0-104.99229139.7597346612five-points109492017
8320186839820186839823040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-01-26 11:00:002018-01-27 08:00:002018-01-29 09:50:002646 W 13TH AVE3134882.01693407.0-105.02039639.7362291122sun-valley109012018
8420187194220187194258020058020contraband-into-prisonall-other-crimes2018-01-30 12:40:00NaT2018-01-30 18:26:00490 W COLFAX AVE3142418.01694739.0-104.99357439.7397736611civic-center1018112018
85201860010022018600100223050023050theft-items-from-vehicletheft-from-motor-vehicle2018-01-23 23:00:002018-01-24 18:00:002018-01-29 22:30:003077 S DEXTER WAY3159809.01666701.0-104.93235739.6625203314university-hills1022012018
8720187188820187188854990054990traf-otherall-other-crimes2018-01-30 16:06:00NaT2018-01-30 16:54:00E 17TH AVE / N YORK ST3151913.01696063.0-104.95978339.7432576622city-park-west1016112018
882016272033201627203324040024040theft-of-motor-vehicleauto-theft2016-05-01 22:30:002016-05-02 06:45:002016-05-02 07:44:00NaN3159092.01673472.0-104.93475439.6811213322virginia-village107052016
8920187126320187126313130013130assault-simpleother-crimes-against-persons2018-01-30 11:50:00NaT2018-01-30 11:59:00NaN3134835.01691828.0-105.02059239.7318951122sun-valley1011112018
9020187184320187184373990273992public-order-crimes-otherall-other-crimes2018-01-30 15:45:00NaT2018-01-31 07:08:00E 20TH AVE / N CLARKSON ST3146904.01697577.0-104.97756439.7474946621five-points107212018
912016348021201634802123080023080theft-from-bldglarceny2016-06-03 19:30:002016-06-03 21:00:002016-06-03 22:40:00951 S HOLLY ST3162650.01680199.0-104.92196139.6995263322washington-virginia-vale1022462016
9220187305920187305929990129991criminal-mischief-mtr-vehpublic-disorder2018-01-30 22:30:002018-01-31 03:51:002018-01-31 03:51:001200 BLK W 44TH AVE3139889.01708178.0-105.00230539.7767041112sunnyside103212018
9320187138220187138254990054990traf-otherall-other-crimes2018-01-30 12:38:00NaT2018-01-30 13:08:00N ABILENE ST / N CROWN BLVD3186487.01710045.0-104.83647639.7810115521montbello1013112018
942016303038201630303824040024040theft-of-motor-vehicleauto-theft2016-05-15 08:09:00NaT2016-05-15 08:09:00E 37TH AVE / N TROY ST3186208.01705036.0-104.83759839.7672665512stapleton108652016
9520187132420187132422020022020burglary-residence-by-forceburglary2018-01-30 09:00:002018-01-30 12:00:002018-01-30 14:46:003020 E OHM WAY3154231.01681313.0-104.95185739.7027283312belcaro1014112018
962016312268201631226823080023080theft-from-bldglarceny2016-05-18 14:00:002016-05-18 14:30:002016-05-19 14:56:00777 N BANNOCK ST3143312.01690483.0-104.99048039.7280761123lincoln-park1014352016
97201860010312018600103129990229992criminal-mischief-graffitipublic-disorder2018-01-01 16:25:002018-01-30 16:25:002018-01-30 16:29:001617 E COLFAX AVE3149527.01694928.0-104.96829139.7401806622city-park-west1016112018
9920187284920187284935120035120drug-heroin-possessdrug-alcohol2018-01-31 00:51:00NaT2018-01-31 01:53:00N YOSEMITE ST / E COLFAX AVE3173048.01695068.0-104.88465139.7401572223east-colfax101212018
10020186872620186872613130013130assault-simpleother-crimes-against-persons2018-01-29 00:00:002018-01-29 01:00:002018-01-30 18:13:001350 N FILLMORE ST3153972.01694170.0-104.95250239.7380272213congress-park1018112018
10120187120120187120112050012050robbery-streetrobbery2018-01-30 10:30:00NaT2018-01-30 12:32:001000 BLK S JOSEPHINE ST3152391.01679614.0-104.95843239.6980943312belcaro1012112018
10220187223720187223754990054990traf-otherall-other-crimes2018-01-30 18:45:00NaT2018-01-30 21:23:00600 BLOCK N OSCEOLA ST3129928.01689614.0-105.03807939.7258871122villa-park1021112018
1032017634622201763462223050023050theft-items-from-vehicletheft-from-motor-vehicle2017-09-20 17:00:002017-09-21 07:30:002017-09-21 10:28:001255 N GALAPAGO ST3141293.01693439.0-104.99760039.7362211123lincoln-park1010392017
104201760017832017600178323050023050theft-items-from-vehicletheft-from-motor-vehicle2017-02-23 22:00:002017-02-24 06:40:002017-02-24 14:22:001620 PLATTE ST3138537.01701092.0-105.00725139.7572721113highland1014422017
1052016310529201631052923030023030theft-shopliftlarceny2016-05-18 17:50:002016-05-18 18:00:002016-05-18 19:36:006460 E YALE AVE3164834.01668185.0-104.91447539.6665073323hampden1019252016
10620187074720187074754990054990traf-otherall-other-crimes2018-01-30 09:15:00NaT2018-01-30 09:52:00E 51ST AVE / N EMERSON ST3147262.01712689.0-104.97598139.7889731112globeville109112018
10720187235220187235235500035500drug-poss-paraphernaliadrug-alcohol2018-01-30 19:44:00NaT2018-01-30 20:19:001500 BLOCK N PEARL ST / N PENNSYLVANIA ST3146285.01695151.0-104.97981539.7408446621north-capitol-hill1020112018
10820187210020187210022040022040burglary-residence-no-forceburglary2018-01-30 06:00:002018-01-30 17:30:002018-01-30 17:50:004676 N QUITMAN ST3129258.01709913.0-105.04009639.7816201111berkeley1017112018
10920186726720186726723030023030theft-shopliftlarceny2018-01-28 20:54:00NaT2018-01-28 20:54:00401 16TH ST3143533.01696058.0-104.98958339.7433776611cbd1020612018
11020187268820187268829990129991criminal-mischief-mtr-vehpublic-disorder2018-01-30 22:50:002018-01-30 23:00:002018-01-30 23:02:00140 S BROADWAY ST3144280.01685259.0-104.98714339.7137203311speer1023112018
11220187151420187151429990029990criminal-mischief-otherpublic-disorder2018-01-30 13:20:00NaT2018-01-30 14:56:00NaN3128286.01701886.0-105.04369739.7595981113west-highland1014112018
11320186946120186946123990023990theft-otherlarceny2018-01-29 08:00:002018-01-29 16:20:002018-01-29 16:28:00890 AURARIA PKWY3138455.01697010.0-105.00762239.7460671123auraria1016012018
11420187230220187230254990054990traf-otherall-other-crimes2018-01-30 19:53:00NaT2018-01-30 20:11:00W 26TH AVE / N FEDERAL BLVD3133489.01700178.0-105.02522339.7548361121sloan-lake1020112018
11520187151120187151123030023030theft-shopliftlarceny2018-01-30 13:29:00NaT2018-01-30 14:26:00323 S BROADWAY ST3143797.01684134.0-104.98888239.7106393312baker1014112018
11620187195720187195754440054440traf-habitual-offenderall-other-crimes2018-01-30 14:25:00NaT2018-01-30 17:00:00W KENTUCKY AVE / S IRVING ST3132313.01680321.0-105.02977139.7003424412westwood1017112018
1172016268733201626873323030023030theft-shopliftlarceny2016-04-30 15:00:00NaT2016-04-30 17:03:002860 S COLORADO BLVD3157545.01667376.0-104.94038439.6644123314university-hills1017542016
11820187125920187125923990023990theft-otherlarceny2018-01-30 07:27:002018-01-30 07:28:002018-01-30 13:53:00NaN3130975.01696080.0-105.03423939.7436221121west-colfax1013112018
119201660042492016600424929990129991criminal-mischief-mtr-vehpublic-disorder2016-05-05 01:00:002016-05-05 09:30:002016-05-05 10:10:002773 S FRANKLIN ST3149444.01668005.0-104.96914639.6662723313university1010352016
12020187186920187186923990123991theft-bicyclelarceny2018-01-30 15:50:00NaT2018-01-30 15:59:002848 N ROSLYN ST3168700.01701129.0-104.89997039.7568755512stapleton1015112018
1212016254246201625424657070057070criminal-trespassingall-other-crimes2016-04-23 21:00:002016-04-24 09:00:002016-04-24 10:36:0016199 E GVR BLVD3196824.01711193.0-104.79966639.7839495522gateway-green-valley-ranch1010642016
12220187246520187246554990054990traf-otherall-other-crimes2018-01-30 20:57:00NaT2018-01-30 21:34:00E ALAMEDA AVE / S GAYLORD ST3151443.01684352.0-104.96170139.7111163312washington-park1021112018
12320187079120187079122030022030burglary-business-by-forceburglary2018-01-29 18:00:002018-01-30 07:00:002018-01-30 08:54:001516 N XAVIER ST3126644.01695096.0-105.04965739.7409811121west-colfax108112018
12420187155120187155113130013130assault-simpleother-crimes-against-persons2018-01-30 13:50:00NaT2018-01-30 17:22:00NaN3191921.01712225.0-104.81708439.7868855521montbello1017112018
12520187243020187243050160050160violation-of-restraining-orderall-other-crimes2018-01-30 20:30:00NaT2018-01-30 20:30:00NaN3170736.01663549.0-104.89362039.6536733323hampden1020112018
1262016253048201625304829990029990criminal-mischief-otherpublic-disorder2016-04-23 19:20:00NaT2016-04-23 19:25:00156 N COLORADO BLVD3157438.01687210.0-104.94033039.7188633321hilltop1019542016
1272016245421201624542157070057070criminal-trespassingall-other-crimes2016-04-19 21:00:002016-04-20 06:15:002016-04-20 19:16:00440O S QUEBEC ST3167845.01683482.0-104.90342339.7084473321windsor1019242016
12820187181620187181652120052120weapon-poss-illegal-dangerousall-other-crimes2018-01-30 15:37:00NaT2018-01-30 18:31:00NaN3167055.01680792.0-104.90629339.7010763322washington-virginia-vale1018112018
12920187059020187059022030022030burglary-business-by-forceburglary2018-01-29 07:30:002018-01-30 07:24:002018-01-30 07:24:00160 N MILWAUKEE ST3154142.01687188.0-104.95204739.7188573311cherry-creek107112018
13020187122220187122222040022040burglary-residence-no-forceburglary2018-01-29 16:00:002018-01-30 08:00:002018-01-30 14:58:005793 N CHESTER WAY3174737.01717298.0-104.87810439.8011505511stapleton1014112018
13120187200320187200341040041040liquor-possessiondrug-alcohol2018-01-30 17:10:00NaT2018-01-30 17:50:001200 BLOCK 26TH ST3144858.01701394.0-104.98476339.7580042211five-points1017112018
1322017139503201713950324040024040theft-of-motor-vehicleauto-theft2017-02-21 17:32:002017-03-01 15:01:002017-03-01 17:32:00900 BLOCK N NAVAJO ST3139503.01691639.0-105.00399939.7313071123lincoln-park1017232017
13320187291420187291429990029990criminal-mischief-otherpublic-disorder2018-01-31 01:35:00NaT2018-01-31 02:49:002500 WALNUT ST3144266.01701521.0-104.98686639.7583622211five-points102212018
13420187185720187185724040024040theft-of-motor-vehicleauto-theft2018-01-30 12:00:002018-01-30 15:00:002018-01-30 16:41:002100 BLK S UNIVERSITY BLVD3152229.01672144.0-104.95916639.6775903314university-park1016112018
13520186887620186887657070057070criminal-trespassingall-other-crimes2018-01-29 12:57:00NaT2018-01-29 12:57:001055 10TH ST3140042.01695524.0-105.00200739.7419641123auraria1012012018
13620187116120187116129990129991criminal-mischief-mtr-vehpublic-disorder2018-01-29 20:00:002018-01-30 10:30:002018-01-30 11:20:002889 W 10TH AVE3134306.01692466.0-105.02246139.7336541122sun-valley1011112018
13720187243020187243073990273992public-order-crimes-otherall-other-crimes2018-01-30 20:30:00NaT2018-01-30 20:30:00NaN3170736.01663549.0-104.89362039.6536733323hampden1020112018
13920187204020187204054990054990traf-otherall-other-crimes2018-01-30 17:21:00NaT2018-01-30 17:46:00W BAYAUD AVE / S BROADWAY ST3144170.01685644.0-104.98752639.7147783311baker1017112018
14020187309920187309954990054990traf-otherall-other-crimes2018-01-31 04:37:00NaT2018-01-31 05:08:004800 BLOCK N FEDERAL BLVD3133468.01710828.0-105.02509939.7840731111sunnyside105212018
14120187182620187182623030023030theft-shopliftlarceny2018-01-30 15:28:002018-01-30 15:31:002018-01-30 15:43:004100 E MEXICO AVE3157840.01675062.0-104.93916839.6855073322virginia-village1015112018
14220187081920187081913160013160threats-to-injurepublic-disorder2018-01-30 09:00:00NaT2018-01-30 10:37:007600 BLK E COLFAX AVE3168986.01695157.0-104.89909339.7404762223east-colfax1010112018
1432017603045201760304523990023990theft-otherlarceny2017-08-23 21:30:00NaT2017-09-08 12:51:00W 6TH AVE / N SHERIDAN BLVD3125659.01690120.0-105.05324739.7273341122villa-park1012492017
14420187260120187260112050012050robbery-streetrobbery2018-01-30 21:50:002018-01-30 22:15:002018-01-30 22:39:008600 BLK E COLFAX AVE3172226.01694950.0-104.88757739.7398482223east-colfax1022112018
14520187123720187123773990273992public-order-crimes-otherall-other-crimes2018-01-30 12:00:00NaT2018-01-30 12:20:00W 17TH AVE / N SHERIDAN BLVD3125639.01696183.0-105.05321239.7439791121west-colfax1012112018
147201860010402018600104023080023080theft-from-bldglarceny2018-01-30 12:15:002018-01-30 12:30:002018-01-30 18:40:00634 16TH ST3142803.01696616.0-104.99216739.7449206611cbd1018112018
14820187081920187081953120053120disturbing-the-peacepublic-disorder2018-01-30 09:00:00NaT2018-01-30 10:37:007600 BLK E COLFAX AVE3168986.01695157.0-104.89909339.7404762223east-colfax1010112018
15120187099620187099629990029990criminal-mischief-otherpublic-disorder2018-01-29 17:45:002018-01-29 18:05:002018-01-30 10:54:002701 LARIMER ST3144997.01702051.0-104.98425639.7598062211five-points1010112018
15420187082320187082323050023050theft-items-from-vehicletheft-from-motor-vehicle2018-01-29 12:00:002018-01-29 16:00:002018-01-30 09:58:009888 E VASSAR DR3176865.01669346.0-104.87171139.6694733323hampden109112018
155201850005122018500051236120036120sex-off-fail-to-registerall-other-crimes2018-01-16 08:00:00NaT2018-01-30 13:38:001331 N CHEROKEE ST3142778.01693787.0-104.99231339.7371546611civic-center1013112018
157201760120582017601205829990029990criminal-mischief-otherpublic-disorder2017-12-21 17:30:002017-12-21 21:40:002017-12-22 09:55:0019749 E 47TH DR3207938.01711025.0-104.76012739.7832465523gateway-green-valley-ranch1094122017
15920187044720187044722030022030burglary-business-by-forceburglary2018-01-30 04:00:002018-01-30 05:30:002018-01-30 06:28:002860 S FEDERAL BLVD3133711.01667224.0-105.02504639.6643674422college-view-south-platte106112018
16020187130420187130452120152121weapon-by-prev-offender-powpoall-other-crimes2018-01-30 14:06:00NaT2018-01-30 14:56:0020595 E 47TH AVE3211612.01710124.0-104.74708239.7806905523gateway-green-valley-ranch1014112018
1622016316274201631627426990326993theft-of-serviceslarceny2016-05-21 00:10:002016-05-21 00:25:002016-05-21 03:30:001890 E EVANS AVE3150427.01672378.0-104.96556339.6782613313university103552016
1632017169644201716964413150013150aggravated-assaultaggravated-assault2017-03-14 08:30:00NaT2017-03-14 10:22:0019TH ST / PLATTE ST3139415.01702249.0-105.00410639.7604351113highland1010132017
164201860010222018600102223040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-01-26 21:00:002018-01-29 06:00:002018-01-30 11:57:0010515 E 40TH AVE3178606.01707271.0-104.86458439.7735515512stapleton1011112018
16520187202420187202454990054990traf-otherall-other-crimes2018-01-30 17:09:00NaT2018-01-30 17:46:002000 BLOCK N FEDERAL BLVD3133525.01697627.0-105.02514239.7478331121jefferson-park1017112018
16620186981320186981323990023990theft-otherlarceny2018-01-29 19:45:002018-01-29 20:07:002018-01-29 20:07:003470 PARK AVEW3142114.01704088.0-104.99447039.7654421112globeville1020012018
167201660034352016600343523050023050theft-items-from-vehicletheft-from-motor-vehicle2016-04-12 08:00:002016-04-12 08:00:002016-04-12 09:38:005001 S ULSTER ST3170132.01653624.0-104.89600039.6264383324hampden-south109142016
168201860010362018600103623040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-01-30 13:30:002018-01-30 17:00:002018-01-30 18:04:008354 E NORTHFIELD BLVD3171030.01710553.0-104.89145839.7827035511stapleton1018112018
169201860010142018600101423040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-01-30 09:00:002018-01-30 09:00:002018-01-30 09:19:00670 N WINONA CT3127380.01690528.0-105.04712139.7284311122villa-park109112018
17020187140920187140929990029990criminal-mischief-otherpublic-disorder2018-01-25 02:00:00NaT2018-01-30 13:09:003251 W AVONDALE DR3132416.01693646.0-105.02916039.7369201122west-colfax1013112018
171201760078002017600780023050023050theft-items-from-vehicletheft-from-motor-vehicle2017-08-19 18:00:002017-08-20 14:30:002017-08-21 09:24:002027 W COLFAX AVE3135999.01694859.0-105.01639639.7401981122lincoln-park109082017
1722017685253201768525323990023990theft-otherlarceny2017-10-10 15:00:00NaT2017-10-12 13:18:00780 N DELAWARE ST3142849.01690043.0-104.99213539.7268751123lincoln-park10133102017
17420175318920175318923080023080theft-from-bldglarceny2017-01-24 20:45:00NaT2017-01-24 20:46:004500 N WASHINGTON ST3146519.01708969.0-104.97870139.7787731112globeville1020112017
1752017427377201742737713160013160threats-to-injurepublic-disorder2017-06-29 18:45:002017-06-29 20:23:002017-06-30 00:30:00103 S OGDEN ST3147419.01685570.0-104.97597939.7145243311speer100462017
17620187508520187508535500035500drug-poss-paraphernaliadrug-alcohol2018-01-31 20:00:00NaT2018-01-31 20:38:001100 BLOCK 22ND ST3143758.01699782.0-104.98870839.7535966611five-points1020212018
17720187454020187454011090011090sex-aslt-non-rapesexual-assault2018-01-27 22:00:002018-01-28 03:00:002018-01-31 18:07:00NaNNaNNaNNaNNaN6623capitol-hill1018212018
17820187531020187531054990054990traf-otherall-other-crimes2018-01-31 21:41:00NaT2018-01-31 22:02:002300 BLOCK E BRUCE RANDOLPH AVE3151954.01703772.0-104.95947439.7644192212clayton1022212018
1792016437830201643783023990023990theft-otherlarceny2016-07-10 18:00:002016-07-11 06:00:002016-07-11 12:50:00222 N MILWAUKEE ST3154151.01687481.0-104.95200939.7196613311cherry-creek1012072016
18020187165820187165835720035720drug-methampetamine-possessdrug-alcohol2018-01-30 14:27:00NaT2018-01-30 15:51:001000 BLOCK S IRVING ST3132428.01679606.0-105.02937539.6983774412westwood1015112018
18120187494020187494013150013150aggravated-assaultaggravated-assault2018-01-31 18:00:002018-01-31 18:17:002018-01-31 20:28:005701 E MLK BLVD3162825.01703015.0-104.92082239.7621572221northeast-park-hill1020212018
18220187401820187401824040024040theft-of-motor-vehicleauto-theft2018-01-31 13:00:00NaT2018-01-31 14:08:001600 BLOCK N LINCOLN ST3144565.01695501.0-104.98592439.7418326621north-capitol-hill1014212018
18320187328620187328622040022040burglary-residence-no-forceburglary2018-01-30 22:00:002018-01-31 06:30:002018-01-31 08:46:001973 S PENNSYLVANIA ST3145800.01673273.0-104.98198339.6807923313platt-park108212018
185201860010812018600108123050023050theft-items-from-vehicletheft-from-motor-vehicle2018-01-30 22:10:002018-01-31 22:10:002018-01-31 22:21:001350 N GRANT ST3145322.01693874.0-104.98326539.7373536623capitol-hill1022212018
18620187410320187410354990054990traf-otherall-other-crimes2018-01-31 12:58:00NaT2018-01-31 14:03:0011000 BLOCK E 40TH AVE3179929.01706838.0-104.85988939.7723375512stapleton1014212018
18720187563320187563313160013160threats-to-injurepublic-disorder2018-02-01 02:50:00NaT2018-02-01 03:03:001962 E COLFAX AVE3150780.01694801.0-104.96383939.7398116622cheesman-park103322018
19020187335220187335250160150161violation-of-court-orderall-other-crimes2018-01-10 03:55:00NaT2018-01-31 09:30:001022 N PEARL ST3146324.01692078.0-104.97973939.7324076623capitol-hill109212018
19120187529120187529135320035320drug-cocaine-possessdrug-alcohol2018-01-31 21:25:00NaT2018-02-01 00:45:00E COLFAX AVE / N SPRUCE ST3169418.01695044.0-104.89755939.7401582223east-colfax100322018
19220187474220187474254990054990traf-otherall-other-crimes2018-01-31 17:08:00NaT2018-01-31 18:12:00E ELK PL / N TULSA CT3185383.01710574.0-104.84039039.7824855521montbello1018212018
19320187491520187491535100035100drug-heroin-selldrug-alcohol2018-01-31 16:13:00NaT2018-01-31 16:13:001400 BLK N BROADWAY ST3144179.01694560.0-104.98731539.7392546623capitol-hill1016212018
1942016427661201642766129990029990criminal-mischief-otherpublic-disorder2016-07-02 05:00:002016-07-02 14:00:002016-07-06 18:21:009655 E 5TH AVE3175412.01689509.0-104.87638139.7248523321lowry-field1018272016
1952017427345201742734553120053120disturbing-the-peacepublic-disorder2017-06-29 20:40:00NaT2017-06-29 20:52:004403 S TAMARAC ST3170301.01657321.0-104.89531339.6365843324hampden-south1020362017
196201760045362017600453623050023050theft-items-from-vehicletheft-from-motor-vehicle2017-05-14 07:20:002017-05-16 07:20:002017-05-24 07:26:003942 N JERICHO ST3211115.01706305.0-104.74896239.7702185523gateway-green-valley-ranch107252017
19820187458020187458024040024040theft-of-motor-vehicleauto-theft2018-01-27 00:00:002018-01-28 16:00:002018-01-31 16:45:00I25 HWYSB / I225 HWYNB3166987.01656459.0-104.90709939.6342783324hampden-south1016212018
1992017441940201744194023030023030theft-shopliftlarceny2017-07-05 10:10:002017-07-05 10:27:002017-07-05 10:27:006440 E YALE AVE3164695.01668554.0-104.91496039.6675223323hampden1010272017
200201850005502018500055023040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-01-26 16:00:002018-01-27 16:00:002018-01-29 10:45:003600 BLK W RADCLIFF AVE3130813.01657012.0-105.03552539.6363744423fort-logan1010012018
20220187419520187419513130013130assault-simpleother-crimes-against-persons2018-01-31 10:00:00NaT2018-01-31 16:55:00NaN3189424.01711776.0-104.82598039.7857045521montbello1016212018
204201860010852018600108523050023050theft-items-from-vehicletheft-from-motor-vehicle2018-01-30 18:00:002018-01-31 14:00:002018-02-01 07:43:003839 N LOWELL BLVD3130720.01705815.0-105.03496939.7703501111berkeley107322018
20520187366520187366557070057070criminal-trespassingall-other-crimes2018-01-25 15:00:002018-01-31 10:00:002018-01-31 12:31:00NaN3132221.01694211.0-105.02984239.7384741122west-colfax1012212018
20720187425420187425454990054990traf-otherall-other-crimes2018-01-31 13:58:00NaT2018-01-31 15:15:004700 BLK N PEORIA ST3183298.01710785.0-104.84780339.7831065511montbello1015212018
20820187152320187152335100035100drug-heroin-selldrug-alcohol2018-01-31 07:00:00NaT2018-01-31 10:35:004200 N TEJON ST3137489.01707282.0-105.01086039.7742801111sunnyside1010212018
20920187343620187343623990023990theft-otherlarceny2018-01-30 16:14:00NaT2018-01-31 09:50:002425 N BROADWAY ST3144039.01701032.0-104.98768439.7570236612five-points109212018
21020187433920187433954990054990traf-otherall-other-crimes2018-01-31 14:28:00NaT2018-01-31 15:11:002600 BLOCK N IRVING ST3132186.01700255.0-105.02985639.7550661121sloan-lake1015212018
21220187501220187501213150013150aggravated-assaultaggravated-assault2018-01-31 18:38:00NaT2018-01-31 19:06:004300 BLOCK N LIPAN ST3140101.01707798.0-105.00155839.7756571112sunnyside1019212018
21320186928420186928411090011090sex-aslt-non-rapesexual-assault2018-01-29 13:00:00NaT2018-01-29 16:40:00NaNNaNNaNNaNNaN4423bear-valley1016012018
21420187581120187581124040024040theft-of-motor-vehicleauto-theft2018-02-01 06:20:002018-02-01 06:30:002018-02-01 06:47:00100 BLK S UTICA ST3128283.01685192.0-105.04400639.7137704411barnum-west106322018
21520187403020187403023990123991theft-bicyclelarceny2018-01-26 08:00:002018-01-28 08:00:002018-01-31 14:19:002905 N INCA ST3140940.01701606.0-104.99869439.7586466612five-points1014212018
21620187567820187567823040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-01-31 20:00:002018-02-01 04:01:002018-02-01 04:01:00800 BLK 24TH ST3145237.01699784.0-104.98344839.7535796621five-points104322018
21820187530820187530822040022040burglary-residence-no-forceburglary2018-01-31 08:00:002018-01-31 21:45:002018-01-31 23:46:001872 N RACE ST3150964.01697093.0-104.96313639.7461006622city-park-west1023212018
2192017273507201727350726990426994drug-fraud-to-obtaindrug-alcohol2017-04-10 13:00:002017-04-26 18:30:002017-04-27 12:49:002975 N FEDERAL BLVD3133349.01702090.0-105.02568539.7600871113west-highland1012342017
22120186646520186646513130313133assault-police-simpleother-crimes-against-persons2018-01-28 13:30:002018-01-28 13:30:002018-01-28 16:26:0014000 BLK E MAXWELL PL3189748.01714526.0-104.82475539.7932465521montbello1016612018
22220187352320187352323050023050theft-items-from-vehicletheft-from-motor-vehicle2017-01-30 22:00:002018-01-31 07:00:002018-01-31 10:11:002828 N ZUNI ST3136231.01701209.0-105.01545139.7576271113highland1010212018
22420187380320187380313130213132assault-dvother-crimes-against-persons2018-01-31 10:51:00NaT2018-01-31 11:35:001701 WELTON ST3143400.01696863.0-104.99003939.7455896611cbd1011212018
2252017442180201744218026990326993theft-of-serviceslarceny2017-07-05 12:00:002017-07-05 12:30:002017-07-05 12:55:004996 E HAMPDEN AVE3160812.01663134.0-104.92887439.6527113324southmoor-park1012272017
22620187221720187221750160050160violation-of-restraining-orderall-other-crimes2018-01-30 11:00:002018-01-30 18:35:002018-01-30 20:06:007777 E 23RD AVE3169337.01699240.0-104.89774939.7516785512stapleton1020112018
22720187266220187266273990273992public-order-crimes-otherall-other-crimes2018-01-30 23:10:00NaT2018-01-31 20:52:001501 N BROADWAY ST3144131.01694882.0-104.98748039.7401396611cbd1020212018
22820187541220187541273990273992public-order-crimes-otherall-other-crimes2018-01-31 23:05:00NaT2018-02-01 15:02:001501 N BROADWAY ST3144131.01694882.0-104.98748039.7401396611cbd1015322018
22920187397620187397635720035720drug-methampetamine-possessdrug-alcohol2018-01-31 12:25:00NaT2018-01-31 15:32:00W 14TH AVE / N FEDERAL BLVD3133541.01694047.0-105.02515239.7380051122sun-valley1015212018
230201860010612018600106123050023050theft-items-from-vehicletheft-from-motor-vehicle2018-01-29 18:00:002018-01-30 08:30:002018-01-31 12:06:007415 E 41ST AVE3167983.01708063.0-104.90235739.7759235512stapleton1012212018
23120187507520187507513130313133assault-police-simpleother-crimes-against-persons2018-01-31 20:12:00NaT2018-01-31 21:44:002100 S CLAY ST3135101.01672263.0-105.02001439.6781814422college-view-south-platte1021212018
2332016445609201644560913130013130assault-simpleother-crimes-against-persons2016-07-14 16:00:00NaT2016-07-14 21:57:006000 E ILIFF AVE3163385.01671080.0-104.91955639.6744803323goldsmith1021372016
23420187522320187522354990254992vehicular-eluding-no-chaseall-other-crimes2018-01-31 08:39:00NaT2018-01-31 20:49:003100 BLK W ARIZONA AVE3133231.01678272.0-105.02654639.6947044421mar-lee1020212018
235201760059522017600595262990162991litteringall-other-crimes2017-06-24 16:30:002017-06-24 16:30:002017-06-30 10:10:00100 BLK S QUEBEC ST3167785.01685680.0-104.90358539.7144823321lowry-field1010462017
23620187547420187547454990254992vehicular-eluding-no-chaseall-other-crimes2017-02-01 00:00:00NaT2018-02-01 00:43:001000 E COLFAX AVE3147612.01694800.0-104.97510439.7398596623capitol-hill100322018
23720187348420187348454990054990traf-otherall-other-crimes2018-01-31 08:46:00NaT2018-01-31 09:18:00900 BLOCK N FEDERAL BLVD3133664.01691667.0-105.02475939.7314701122sun-valley109212018
238201660077292016600772957070057070criminal-trespassingall-other-crimes2016-08-06 21:00:002016-08-08 08:30:002016-08-08 09:42:001630 N IVANHOE ST3162877.01695864.0-104.92080039.7425262222south-park-hill109082016
24020187534620187534613130013130assault-simpleother-crimes-against-persons2018-01-31 17:30:00NaT2018-02-01 01:50:00NaN3150701.01710091.0-104.96379939.7817862212elyria-swansea101322018
241201860010742018600107423080023080theft-from-bldglarceny2018-01-26 10:30:002018-01-27 17:15:002018-01-31 17:29:001920 17TH ST3140033.01699956.0-105.00195339.7541316612union-station1017212018
24220187533420187533413150113151aggravated-assault-dvaggravated-assault2018-01-31 23:56:00NaT2018-01-31 23:56:0011200 E DARTMOUTH AVE3181350.01666033.0-104.85586339.6602923323kennedy1023212018
243201880047182018800471823990023990theft-otherlarceny2018-01-31 15:00:00NaT2018-01-31 16:26:008900 PENA BLVD3231979.01738721.0-104.67369439.8587047759dia1016212018
2442016525607201652560723070023070burglary-vending-machinelarceny2016-08-14 04:00:002016-08-14 04:30:002016-08-18 11:35:002223 S MONACO ST3164910.01671750.0-104.91412339.6762923323goldsmith1011382016
245201760059792017600597929990029990criminal-mischief-otherpublic-disorder2017-07-01 01:30:002017-07-01 03:00:002017-07-01 16:51:002075 S JOSEPHINE ST3152461.01672655.0-104.95833139.6789893314university-park1016572017
2472017400282201740028222040022040burglary-residence-no-forceburglary2017-06-19 07:45:002017-06-19 07:55:002017-06-19 08:25:004529 N WINONA CT3127110.01708919.0-105.04775639.7789211111berkeley108062017
24820187448420187448426090026090fraud-by-use-of-computerwhite-collar-crime2017-11-07 12:00:002018-01-02 12:00:002018-01-31 17:47:00990 N LOGAN ST3145715.01691811.0-104.98191039.7316846623capitol-hill1017212018
24920183565520183565513130213132assault-dvother-crimes-against-persons2018-01-06 17:00:002018-01-10 17:00:002018-01-15 19:12:005561 N BLACKHAWK WAY3189984.01715902.0-104.82387939.7970185521montbello1019012018
25220187409020187409035620035620drug-marijuana-possessdrug-alcohol2018-01-31 12:30:00NaT2018-01-31 13:09:00NaN3121726.01666498.0-105.06762939.6625384423bear-valley1013212018
2542018726542018726540912009120homicide-othermurder2018-01-30 22:42:00NaT2018-01-31 00:23:002100 BLOCK ARAPAHOE ST3143688.01699548.0-104.98896239.7529556611five-points100212018
25520187529120187529124040024040theft-of-motor-vehicleauto-theft2018-01-31 21:25:00NaT2018-02-01 00:45:00E COLFAX AVE / N SPRUCE ST3169418.01695044.0-104.89755939.7401582223east-colfax100322018
25620187410320187410354440054440traf-habitual-offenderall-other-crimes2018-01-31 12:58:00NaT2018-01-31 14:03:0011000 BLOCK E 40TH AVE3179929.01706838.0-104.85988939.7723375512stapleton1014212018
25720187469220187469224040024040theft-of-motor-vehicleauto-theft2018-01-31 16:00:00NaT2018-01-31 16:54:004995 N ARGONNE ST3205070.01712398.0-104.77029239.7870795523gateway-green-valley-ranch1016212018
2582017787782201778778211020011020sex-aslt-rapesexual-assault2017-11-08 22:00:002017-11-08 23:30:002017-11-24 12:53:00NaNNaNNaNNaNNaN3311belcaro10124112017
2612017421402201742140229990129991criminal-mischief-mtr-vehpublic-disorder2017-06-27 14:10:00NaT2017-06-27 14:43:00E HAMPDEN AVE / S GRAPE ST3161896.01663266.0-104.92502239.6530543324southmoor-park1014162017
26320187506120187506123050023050theft-items-from-vehicletheft-from-motor-vehicle2018-01-18 22:00:002018-01-19 07:00:002018-01-31 19:01:001700 BLK S CLAY ST3134893.01674753.0-105.02070639.6850194422ruby-hill1019212018
26420187387220187387253120053120disturbing-the-peacepublic-disorder2018-01-31 11:00:00NaT2018-01-31 12:32:002626 N OSCEOLA ST3129894.01700447.0-105.03800439.7556261121sloan-lake1012212018
26520187463920187463922040022040burglary-residence-no-forceburglary2018-01-26 16:00:002018-01-31 17:47:002018-01-31 17:47:002785 N SPEER BLVD3135749.01700839.0-105.01717239.7566181121jefferson-park1017212018
26620187427820187427835040035040drug-hallucinogen-possessdrug-alcohol2018-01-31 14:00:00NaT2018-01-31 14:52:00NaN3152941.01695469.0-104.95614039.7416102213city-park1014212018
26720186954920186954923030023030theft-shopliftlarceny2018-01-29 17:28:00NaT2018-01-29 20:23:007930 E NORTHFIELD BLVD3170025.01710878.0-104.89502639.7836135511stapleton1020012018
26920187522120187522113160013160threats-to-injurepublic-disorder2018-01-31 17:22:00NaT2018-01-31 17:22:00757 E 20TH AVE3146910.01697792.0-104.97753839.7480846621five-points1017212018
270201660077252016600772529990129991criminal-mischief-mtr-vehpublic-disorder2016-07-21 14:05:002016-07-23 09:00:002016-08-08 08:45:008080 E MISSISSIPPI AVE3170405.01679040.0-104.89442939.6962063321windsor108082016
27220187391020187391023990023990theft-otherlarceny2018-01-16 00:01:002018-01-17 00:10:002018-01-31 11:36:002300 BLK N PONTIAC ST3167043.01699275.0-104.90590639.7518152222north-park-hill1011212018
27420187436420187436454990054990traf-otherall-other-crimes2018-01-31 14:35:00NaT2018-01-31 14:48:00E GVR BLVD / N TOWER RD3204565.01711162.0-104.77212439.7836975522gateway-green-valley-ranch1014212018
27520187520020187520048030048030police-false-informationall-other-crimes2018-01-31 20:28:00NaT2018-01-31 22:40:00900 BLOCK S KRAMERIA ST3164231.01680140.0-104.91634439.6993373322washington-virginia-vale1022212018
2762016505599201650559923080023080theft-from-bldglarceny2016-08-09 22:40:002016-08-09 22:55:002016-08-09 23:02:0011200 E DARTMOUTH AVE3181350.01666033.0-104.85586339.6602923323kennedy1023182016
277201850005512018500055123040023040theft-parts-from-vehicletheft-from-motor-vehicle2017-05-12 14:00:002018-01-29 07:20:002018-01-29 09:20:00200 BLK S STUART ST3128591.01684973.0-105.04291539.7131654411barnum-west109012018
27820187357620187357657070057070criminal-trespassingall-other-crimes2018-01-31 09:18:00NaT2018-01-31 09:18:001150 10TH ST3139497.01695868.0-105.00393839.7429161123auraria109212018
27920187466920187466948010048010police-resisting-arrestall-other-crimes2018-01-31 16:35:00NaT2018-01-31 20:54:00601 N LIPAN ST3140146.01689669.0-105.00175139.7258891123lincoln-park1020212018
28020187346120187346154990054990traf-otherall-other-crimes2018-01-31 08:35:00NaT2018-01-31 09:12:00W 26TH AVE / NFEDERAL BLVD3133489.01700178.0-105.02522339.7548361121sloan-lake109212018
281201660083392016600833929990029990criminal-mischief-otherpublic-disorder2016-08-19 08:00:002016-08-19 08:30:002016-08-23 15:11:008384 E 49TH AVE3170991.01710985.0-104.89158739.7838895511stapleton1015182016
28220187349920187349953120053120disturbing-the-peacepublic-disorder2018-01-31 11:45:00NaT2018-01-31 15:36:00NaN3189424.01711776.0-104.82598039.7857045521montbello1015212018
2852016474748201647474822050022050burglary-business-no-forceburglary2016-07-26 17:00:002016-07-27 08:00:002016-07-27 11:34:00955 LAWRENCE WAY3139233.01696274.0-105.00486939.7440351123auraria1011272016
286201860010512018600105123040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-01-30 10:50:002018-01-31 07:50:002018-01-31 08:01:00340 W ARCHER PL3142590.01685877.0-104.99313839.7154423311baker108212018
28720187455820187455854990254992vehicular-eluding-no-chaseall-other-crimes2018-01-31 15:47:00NaT2018-01-31 19:06:00W 5TH AVE / N BRYANT ST3135393.01688913.0-105.01866339.7238844411valverde1019212018
288201850005482018500054836120036120sex-off-fail-to-registerall-other-crimes2018-01-23 08:00:00NaT2018-01-31 13:32:001331 N CHEROKEE ST3142778.01693787.0-104.99231339.7371546611civic-center1013212018
28920187426520187426526050026050theft-unauth-use-of-ftdwhite-collar-crime2018-01-31 14:00:00NaT2018-01-31 17:51:003890 N QUEBEC ST3168649.01705768.0-104.90004239.7696115512stapleton1017212018
290201850005422018500054236120036120sex-off-fail-to-registerall-other-crimes2018-01-22 08:00:00NaT2018-01-31 11:45:001331 N CHEROKEE ST3142778.01693787.0-104.99231339.7371546611civic-center1011212018
2912017402739201740273922040022040burglary-residence-no-forceburglary2017-06-20 07:30:002017-06-20 08:47:002017-06-20 08:47:00722 W 11TH AVE3141429.01692446.0-104.99713639.7334931123lincoln-park108162017
2922017650133201765013322040022040burglary-residence-no-forceburglary2017-09-28 00:00:002017-09-28 00:00:002017-09-28 00:00:001700 BASSETT ST3139558.01700774.0-105.00362639.7563836612union-station100392017
29520187436020187436054990054990traf-otherall-other-crimes2018-01-31 14:34:00NaT2018-01-31 16:00:00I25 HWYNB / S UNIVERSITY BLVD3152133.01674793.0-104.95945139.6848633312washington-park1016212018
29620187343220187343224040024040theft-of-motor-vehicleauto-theft2018-01-31 08:20:002018-01-31 08:25:002018-01-31 09:09:004800 BLK N BEACH CT3135515.01711024.0-105.01781239.7845811111chaffee-park109212018
29720187379320187379311020011020sex-aslt-rapesexual-assault2018-01-30 11:00:002018-01-31 07:40:002018-01-31 10:46:00NaNNaNNaNNaNNaN2211five-points1010212018
2982016537265201653726522020022020burglary-residence-by-forceburglary2016-08-23 10:15:002016-08-23 10:40:002016-08-23 13:41:00124 N JERSEY ST3163478.01687186.0-104.91886039.7186933321hilltop1013182016
300201860010832018600108323990123991theft-bicyclelarceny2018-01-31 17:45:002018-02-01 00:45:002018-02-01 01:09:00901 N COLORADO BLVD3157085.01691788.0-104.94148539.7314362213congress-park101322018
30120176171420176171413130013130assault-simpleother-crimes-against-persons2017-01-28 09:27:00NaT2017-01-28 10:54:00667 N BANNOCK ST3142889.01690083.0-104.99199139.7269841123lincoln-park1010512017
........................................................................
4675972018760879201876087952120052120weapon-poss-illegal-dangerousall-other-crimes2018-11-07 13:15:00NaT2018-11-07 13:59:0016TH ST / WELTON ST3143041.01696466.0-104.99132439.7445046611cbd10132112018
4676002018760447201876044723040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-11-05 00:01:002018-11-07 09:43:002018-11-07 09:43:00800 BLK S ONEIDA ST3167097.01680746.0-104.90614539.7009493322washington-virginia-vale1092112018
467601201860109552018601095523050023050theft-items-from-vehicletheft-from-motor-vehicle2018-10-17 11:15:002018-10-20 12:00:002018-11-05 21:33:003500 BLK N UINTA ST3170800.01704242.0-104.89242639.7653835512stapleton10210112018
4676022018760300201876030073990273992public-order-crimes-otherall-other-crimes2018-11-07 08:45:00NaT2018-11-07 09:19:00NaN3165066.01690074.0-104.91314939.7265932222montclair1092112018
4676032018548639201854863929990129991criminal-mischief-mtr-vehpublic-disorder2018-11-04 11:11:00NaT2018-11-04 11:11:007900 W QUINCY AVE3116548.01657295.0-105.08617039.6373404423marston10116112018
4676052018760933201876093354990054990traf-otherall-other-crimes2018-11-07 13:46:00NaT2018-11-07 15:41:00I25 HWYNB / W 6TH AVE3136918.01689574.0-105.01322939.7256761123baker10152112018
4676062018760569201876056926050026050theft-unauth-use-of-ftdwhite-collar-crime2018-11-05 10:47:002018-11-06 12:00:002018-11-07 10:47:002770 CALIFORNIA ST3146830.01700663.0-104.97776439.7559672211five-points10102112018
467607201860109742018601097423050023050theft-items-from-vehicletheft-from-motor-vehicle2018-11-03 21:00:002018-11-05 21:00:002018-11-05 21:16:004600 E HALE PKWY3159096.01692431.0-104.93432139.7331672222hale10210112018
4676082018761144201876114413150013150aggravated-assaultaggravated-assault2018-11-07 15:30:00NaT2018-11-07 17:54:001800 BLOCK S FEDERAL BLVD3133701.01674074.0-105.02495439.6831724422ruby-hill10172112018
4676102018761407201876140723020023020theft-purse-snatch-no-forcelarceny2018-11-07 14:30:00NaT2018-11-07 18:40:002770 W EVANS AVE3134572.01672041.0-105.02189839.6775794422college-view-south-platte10182112018
4676122018761332201876133235720035720drug-methampetamine-possessdrug-alcohol2018-11-07 15:41:00NaT2018-11-07 16:48:004400 BLK E MEXICO AVE3158738.01675080.0-104.93597739.6855413322virginia-village10162112018
4676132018761306201876130654990054990traf-otherall-other-crimes2018-11-07 16:10:00NaT2018-11-07 16:25:00E 39TH AVE / N PEORIA ST3183545.01706408.0-104.84703639.7710865512stapleton10162112018
4676152018759722201875972213130013130assault-simpleother-crimes-against-persons2018-11-07 00:37:00NaT2018-11-07 01:02:001700 WEWATTA ST3140273.01699879.0-105.00110139.7539166612union-station1012112018
4676162018760731201876073123030023030theft-shopliftlarceny2018-11-07 13:05:00NaT2018-11-07 14:14:002120 S BROADWAY ST3144382.01672169.0-104.98704339.6777833313rosedale10142112018
4676172018761320201876132035500035500drug-poss-paraphernaliadrug-alcohol2018-11-07 16:19:00NaT2018-11-07 16:31:00E 14TH AVE / N WABASH ST3171721.01694529.0-104.88938339.7387022223east-colfax10162112018
4676182018761388201876138823030023030theft-shopliftlarceny2018-11-07 16:49:00NaT2018-11-07 16:49:003333 S TAMARAC DR3168712.01664509.0-104.90078639.6563463323hampden10162112018
4676192018671712201867171211020011020sex-aslt-rapesexual-assault2018-09-29 20:00:002018-09-29 20:45:002018-09-30 15:58:00NaNNaNNaNNaNNaN6612union-station1015692018
4676202018667452201866745254990054990traf-otherall-other-crimes2018-09-28 17:43:00NaT2018-09-28 18:45:00W12TH AVE / N PERRY ST3130149.01692834.0-105.03723539.7347231122west-colfax1018492018
4676212018669598201866959829990129991criminal-mischief-mtr-vehpublic-disorder2018-09-29 16:25:00NaT2018-09-29 16:33:004765 N FEDERAL BLVD3133316.01710497.0-105.02564639.7831661111berkeley1016592018
467622201860096462018600964623040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-09-27 20:00:002018-09-28 17:00:002018-09-28 19:12:004700 BLK N JOSEPHINE ST3152382.01710268.0-104.95781439.7822452212elyria-swansea1019492018
4676232018670072201867007254990054990traf-otherall-other-crimes2018-09-29 20:25:00NaT2018-09-29 20:47:00E ROBINS DR / E RANDOLPH PL3193709.01716077.0-104.81061839.7974225521montbello1020592018
4676242018672649201867264922040022040burglary-residence-no-forceburglary2018-09-27 23:00:002018-09-29 12:00:002018-10-01 00:29:001530 N IRVING ST3132236.01695145.0-105.02977239.7410381121west-colfax1000102018
4676252018668735201866873557070057070criminal-trespassingall-other-crimes2018-09-29 07:10:00NaT2018-09-29 10:58:003400 S LOWELL BLVD3131584.01664614.0-105.03264939.6572324423harvey-park-south1010592018
4676262018663068201866306852130052130weapon-unlawful-discharge-ofall-other-crimes2018-09-26 23:42:00NaT2018-09-28 10:35:002700 BLK N MILWAUKEE ST3154056.01700778.0-104.95206139.7561662213skyland1010492018
467630201880465572018804655729990129991criminal-mischief-mtr-vehpublic-disorder2018-09-28 08:00:00NaT2018-09-28 11:45:008400 PENA BLVD3231977.01735292.0-104.67381239.8492927759dia1011492018
4676312018670081201867008113160013160threats-to-injurepublic-disorder2018-09-29 10:00:00NaT2018-09-29 21:56:00S ACOMA ST / W MEXICO AVE3143882.01675077.0-104.98876139.6857743313overland1021592018
4676322018666061201866606124040024040theft-of-motor-vehicleauto-theft2018-09-28 02:00:002018-09-28 07:30:002018-09-28 13:13:004600 BLK N LEYDEN ST3164308.01709896.0-104.91539039.7810202221northeast-park-hill1013492018
4676332018668218201866821823990023990theft-otherlarceny2018-09-28 20:20:002018-09-28 20:40:002018-09-28 23:49:008298 E NORTHFIELD BLVD3170908.01711073.0-104.89188039.7841325511stapleton1023492018
467634201850044922018500449226090026090fraud-by-use-of-computerwhite-collar-crime2018-09-28 06:42:00NaT2018-09-28 12:31:00100 E SPEER BLVD3144656.01689215.0-104.98572739.7245743311speer1012492018
4676352018672245201867224511020011020sex-aslt-rapesexual-assault2018-09-30 18:30:002018-09-30 18:40:002018-09-30 19:22:00NaNNaNNaNNaNNaN3323goldsmith1019692018
4676372018672190201867219041040041040liquor-possessiondrug-alcohol2018-09-30 18:51:00NaT2018-09-30 19:11:001300 BLOCK N XANTHIA XENIA ALY3172529.01694275.0-104.88651639.7379902223east-colfax1019692018
4676382018670962201867096213150013150aggravated-assaultaggravated-assault2018-09-30 02:00:00NaT2018-09-30 04:41:00W 10TH AVE / N BROADWAY ST3144169.01691933.0-104.98740439.7320436611civic-center104692018
467639201860096742018600967423990023990theft-otherlarceny2018-09-29 16:20:002018-09-29 16:22:002018-09-29 16:37:002301 LAWRENCE ST3143970.01700523.0-104.98793939.7556276612five-points1016592018
467641201860096942018600969423990023990theft-otherlarceny2018-09-30 01:15:002018-09-30 01:15:002018-09-30 13:24:001949 MARKET ST3142267.01699769.0-104.99401139.7535836612union-station1013692018
4676422018670679201867067941040041040liquor-possessiondrug-alcohol2018-09-30 00:39:00NaT2018-09-30 06:12:0022 N BROADWAY ST3144225.01686481.0-104.98731439.7170753311speer106692018
4676442018668018201866801841020041020liquor-selldrug-alcohol2018-09-28 22:15:00NaT2018-09-29 16:47:003463 LARIMER ST3147641.01704686.0-104.97479739.7669982211five-points1016592018
4676452018671767201867176723050023050theft-items-from-vehicletheft-from-motor-vehicle2018-09-30 14:35:002018-09-30 14:46:002018-09-30 14:49:00E 26TH AVE / N ROSLYN ST3168543.01700350.0-104.90054639.7547395512stapleton1014692018
4676462018669676201866967673990273992public-order-crimes-otherall-other-crimes2018-09-29 17:15:00NaT2018-09-29 21:45:001570 E COLFAX AVE3149411.01694762.0-104.96870739.7397266622cheesman-park1021592018
4676472018670936201867093635990035990drug-pcs-other-drugdrug-alcohol2018-09-30 03:17:00NaT2018-09-30 05:31:00E 37TH AVE / N HUMBOLDT ST3149089.01705118.0-104.96963739.7681612211cole105692018
4676482018666699201866669923030023030theft-shopliftlarceny2018-09-28 12:00:00NaT2018-09-28 14:44:007800 E SMITH RD3169238.01705800.0-104.89794639.7696885512stapleton1014492018
4676492018670283201867028354990054990traf-otherall-other-crimes2018-09-29 22:09:00NaT2018-09-29 23:50:00W 17TH AVE / N QUITMAN ST3129215.01696193.0-105.04049639.7439571121west-colfax1023592018
4676502018670057201867005723050023050theft-items-from-vehicletheft-from-motor-vehicle2018-09-28 20:00:002018-09-29 20:00:002018-09-29 22:44:004055 N ALBION ST3157680.01707127.0-104.93903339.7735342221northeast-park-hill1022592018
4676512018672427201867242713130013130assault-simpleother-crimes-against-persons2018-09-30 20:50:002018-09-30 21:00:002018-09-30 21:33:00W 27TH AVE / N WYANDOT ST3136505.01700788.0-105.01448439.7564671113highland1021692018
4676522018669759201866975929990129991criminal-mischief-mtr-vehpublic-disorder2018-09-29 17:56:00NaT2018-09-29 18:57:009700 BLK E ILIFF AVE3176427.01670675.0-104.87323439.6731303323hampden1018592018
4676542018668535201866853553130053130curfewpublic-disorder2018-09-29 02:53:00NaT2018-09-29 03:14:00NaN3136582.01684291.0-105.01452439.7111794412athmar-park103592018
4676552018672380201867238054990054990traf-otherall-other-crimes2018-09-30 20:39:00NaT2018-09-30 21:42:001600 BLOCK S FEDERAL BLVD3133811.01675657.0-105.02453439.6875174422ruby-hill1021692018
4676562018668986201866898623010023010theft-pick-pocketlarceny2018-09-29 10:25:00NaT2018-09-29 10:27:0011100 E DARTMOUTH AVE3180932.01665666.0-104.85735739.6592933323kennedy1010592018
4676572018669477201866947735120035120drug-heroin-possessdrug-alcohol2018-09-29 15:30:00NaT2018-09-29 16:31:002730 S COLORADO BLVD3157893.01668520.0-104.93912339.6675473314university-hills1016592018
4676582018668705201866870529990129991criminal-mischief-mtr-vehpublic-disorder2018-09-29 06:40:002018-09-29 06:50:002018-09-29 07:30:004400 BLOCK N MEADE ST3130503.01708441.0-105.03569339.7775621111berkeley107592018
4676592018672536201867253654990054990traf-otherall-other-crimes2018-09-30 22:01:00NaT2018-09-30 22:46:00S COLORADO BLVD / E FLORIDA AVE3157420.01676448.0-104.94063039.6893193312cory-merrill1022692018
467660201860096582018600965823990023990theft-otherlarceny2018-09-29 08:30:002018-09-29 08:30:002018-09-29 09:49:001007 N YORK ST3151818.01691945.0-104.96020839.7319546622cheesman-park109592018
4676642018802430201880243013130213132assault-dvother-crimes-against-persons2018-11-26 11:00:00NaT2018-11-26 18:53:004765 N FEDERAL BLVD3133316.01710497.0-105.02564639.7831661111berkeley10180112018
4676662018802737201880273750160050160violation-of-restraining-orderall-other-crimes2018-11-26 19:14:00NaT2018-11-26 20:00:00E MLK BLVD / N FOREST ST3160921.01702947.0-104.92759639.7620042221north-park-hill10200112018
4676682018802598201880259823990023990theft-otherlarceny2018-11-26 17:45:00NaT2018-11-26 19:00:00200 E COLFAX AVE3144947.01694796.0-104.98458039.7398906623capitol-hill10190112018
4676692018801696201880169654990154991vehicular-eludingall-other-crimes2018-11-26 10:26:00NaT2018-11-26 10:49:002400 BLK W 5TH AVE3135946.01689012.0-105.01669539.7241484411valverde10100112018
4676722018801363201880136353120053120disturbing-the-peacepublic-disorder2018-11-26 05:00:00NaT2018-11-26 10:23:008600 E COLFAX AVE3172226.01694950.0-104.88757739.7398482223east-colfax10100112018
4676732018802762201880276223990023990theft-otherlarceny2018-11-25 09:38:00NaT2018-11-26 19:40:0011376 E 27TH AVE3181172.01700662.0-104.85562339.7553595512stapleton10190112018
4676742018803302201880330254990254992vehicular-eluding-no-chaseall-other-crimes2018-11-27 03:35:00NaT2018-11-27 03:35:00W 38TH AVE / N WOLFF ST3126890.01705435.0-105.04860039.7693601113west-highland1031112018
4676752018801979201880197924040024040theft-of-motor-vehicleauto-theft2018-09-21 20:00:002018-11-18 09:00:002018-11-26 13:36:002000 BLK S LOWELL BLVD3131152.01672443.0-105.03404139.6787314421harvey-park10130112018
4676772018801441201880144153120053120disturbing-the-peacepublic-disorder2018-11-26 08:45:00NaT2018-11-26 10:06:00NaN3171735.01712969.0-104.88889239.7893225511stapleton10100112018
4676782018802044201880204448030048030police-false-informationall-other-crimes2018-11-26 13:30:00NaT2018-11-26 15:49:005195 W BYRON PL3125716.01699579.0-105.05287939.7533001121sloan-lake10150112018
4676792018802849201880284954990054990traf-otherall-other-crimes2018-11-26 20:04:00NaT2018-11-26 21:09:00E 40TH AVE / N HIMALAYA RD3209860.01706488.0-104.75342239.7707495523gateway-green-valley-ranch10210112018
467680201860115152018601151523050023050theft-items-from-vehicletheft-from-motor-vehicle2018-11-26 04:05:002018-11-26 06:05:002018-11-26 06:26:002645 W 37TH AVE3134854.01705137.0-105.02027539.7684301113highland1060112018
4676812018802745201880274553120053120disturbing-the-peacepublic-disorder2018-11-26 18:54:00NaT2018-11-26 20:52:00620 E 6TH AVE3146463.01689563.0-104.97929639.7255013311speer10200112018
4676832018802253201880225335120035120drug-heroin-possessdrug-alcohol2018-11-26 14:31:00NaT2018-11-26 15:55:00W LOUISIANA AVE / S IRVING ST3132340.01677683.0-105.02972439.6930994421mar-lee10150112018
4676842018801855201880185554990254992vehicular-eluding-no-chaseall-other-crimes2018-11-26 11:45:00NaT2018-11-26 11:46:001500 BLK N FEDERAL BLVD3133542.01694954.0-105.02513239.7404951121sun-valley10110112018
4676852018802693201880269354990054990traf-otherall-other-crimes2018-11-26 18:47:00NaT2018-11-26 20:14:00E MLK BLVD / N EUDORA ST3160090.01702883.0-104.93055439.7618422221north-park-hill10200112018
4676862018802382201880238213150013150aggravated-assaultaggravated-assault2018-11-26 15:43:00NaT2018-11-26 18:49:00S BROADWAY ST / W JEWELL AVE3144225.01673758.0-104.98756939.6821483313overland10180112018
4676872018801853201880185329990029990criminal-mischief-otherpublic-disorder2018-11-19 09:00:002018-11-26 11:00:002018-11-26 11:43:001347 W 43RD AVE3139563.01707800.0-105.00347239.7756711112sunnyside10110112018
4676882018800522201880052222020022020burglary-residence-by-forceburglary2018-11-25 10:00:002018-11-25 18:00:002018-11-25 19:19:002776 S GLENCOE ST3161346.01668172.0-104.92686539.6665323314university-hills10196112018
4676892018802162201880216229990129991criminal-mischief-mtr-vehpublic-disorder2018-11-22 13:00:002018-11-23 14:00:002018-11-26 14:59:003547 N BRIGHTON BLVD3146660.01706199.0-104.97825639.7711672211five-points10140112018
467690201860115182018601151823050023050theft-items-from-vehicletheft-from-motor-vehicle2018-11-23 11:00:002018-11-26 06:00:002018-11-26 07:33:004100 BLK N ALBION ST3158526.01707489.0-104.93601539.7745132221northeast-park-hill1070112018
4676912018802404201880240422040022040burglary-residence-no-forceburglary2018-11-26 05:30:002018-11-26 06:30:002018-11-26 16:40:00935 N ST PAUL ST3154437.01691699.0-104.95090239.7312362213congress-park10160112018
4676932018803123201880312352130052130weapon-unlawful-discharge-ofall-other-crimes2018-11-26 23:31:00NaT2018-11-27 02:16:00500 BLOCK S CLAY ST3135034.01682885.0-105.02005339.7073414412athmar-park1021112018
4676942018802519201880251924040024040theft-of-motor-vehicleauto-theft2018-11-26 16:47:00NaT2018-11-26 16:47:002097 S SHERIDAN BLVD3125636.01672658.0-105.05363439.6793974421harvey-park10160112018
4676952018801332201880133213130013130assault-simpleother-crimes-against-persons2018-11-17 06:50:00NaT2018-11-26 11:27:0012775 E 38TH AVE3185774.01705917.0-104.83911939.7696945512stapleton10110112018
4676962018802977201880297757070057070criminal-trespassingall-other-crimes2018-11-26 21:45:00NaT2018-11-26 22:47:001701 WYNKOOP ST3140598.01699567.0-104.99995139.7530546612union-station10220112018
4676972018803385201880338523990023990theft-otherlarceny2018-11-26 18:00:002018-11-26 22:00:002018-11-27 07:23:004710 E MISSISSIPPI AVE3159713.01678681.0-104.93243239.6954103322virginia-village1071112018
4676982018801881201880188123990523995theft-stln-vehicle-trailerauto-theft2018-10-13 16:00:002018-11-23 15:00:002018-11-26 12:54:004800 N COLORADO BLVD3157518.01710900.0-104.93952639.7838942221northeast-park-hill10120112018
467699201860115212018601152123040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-11-16 18:00:002018-11-26 08:25:002018-11-26 08:36:004220 N GARFIELD ST3156359.01708003.0-104.94371339.7759612212elyria-swansea1080112018
4677002018802122201880212222040022040burglary-residence-no-forceburglary2018-11-22 15:00:002018-11-23 09:30:002018-11-26 14:13:00701 S CORONA ST3147742.01681644.0-104.97491239.7037423312washington-park-west10140112018
4677012018802113201880211323050023050theft-items-from-vehicletheft-from-motor-vehicle2018-11-26 12:05:002018-11-26 12:21:002018-11-26 13:27:001100 BLK S PENNSYLVANIA ST3145784.01678484.0-104.98193439.6950983313platt-park10130112018
4677022018803203201880320335720035720drug-methampetamine-possessdrug-alcohol2018-11-27 00:55:00NaT2018-11-27 01:49:00300 BLOCK S GROVE ST3133267.01683952.0-105.02631339.7102964412westwood1011112018
4677032018803155201880315529990029990criminal-mischief-otherpublic-disorder2018-11-27 00:01:00NaT2018-11-27 01:22:0048 S WASHINGTON ST3146613.01685933.0-104.97883739.7155343311speer1011112018
4677042018802456201880245650160150161violation-of-court-orderall-other-crimes2018-11-26 00:19:002018-11-26 09:28:002018-11-26 16:14:003300 BLK N FILLMORE ST3153661.01703460.0-104.95340939.7635352212clayton10160112018
4677052018802257201880225712050012050robbery-streetrobbery2018-11-26 14:35:00NaT2018-11-26 15:11:004855 W COLFAX AVE3126693.01694982.0-105.04948539.7406671121west-colfax10150112018
4677082018801965201880196557070057070criminal-trespassingall-other-crimes2018-11-26 12:25:00NaT2018-11-26 13:08:004287 W FLORIDA AVE3128732.01676757.0-105.04256139.6906084421mar-lee10130112018
4677092018802662201880266223030023030theft-shopliftlarceny2018-11-26 17:54:00NaT2018-11-26 22:02:007675 E COLFAX AVE3168986.01695157.0-104.89909339.7404762223east-colfax10220112018
467710201880561842018805618453120053120disturbing-the-peacepublic-disorder2018-11-26 02:30:00NaT2018-11-26 04:03:008300 PENA BLVD3231944.01734631.0-104.67395139.8474787759dia1040112018
4677112018802522201880252223050023050theft-items-from-vehicletheft-from-motor-vehicle2018-11-26 15:00:002018-11-26 15:30:002018-11-26 16:49:001100 S FRANKLIN ST3149603.01678972.0-104.96835339.6963773312washington-park10160112018
467713201860115262018601152629990029990criminal-mischief-otherpublic-disorder2018-11-16 00:02:002018-11-19 23:25:002018-11-26 11:34:0010398 E 28TH AVE3177956.01700958.0-104.86705339.7562335512stapleton10110112018
4677142018802370201880237054990054990traf-otherall-other-crimes2018-11-26 15:37:00NaT2018-11-26 18:22:00E 52ND AVE / N DEEPHAVEN CT3191354.01713029.0-104.81908039.7891045521montbello10180112018
4677172018843022201884302223990023990theft-otherlarceny2018-12-13 10:00:002018-12-13 10:10:002018-12-14 13:06:004947 S PERRY ST3129446.01654400.0-105.04042639.6292224423fort-logan10134122018
4677182018856857201885685729990029990criminal-mischief-otherpublic-disorder2018-12-20 14:47:00NaT2018-12-20 16:38:003870 N QUEBEC ST3168333.01706036.0-104.90116039.7703525512stapleton10163122018
4677192018831283201883128322040022040burglary-residence-no-forceburglary2018-12-08 11:30:002018-12-09 09:40:002018-12-09 09:44:005171 N NETHERLAND ST3213784.01713442.0-104.73925539.7897495523gateway-green-valley-ranch1096122018
4677202018828987201882898729990129991criminal-mischief-mtr-vehpublic-disorder2018-12-08 01:00:002018-12-08 09:15:002018-12-08 09:51:002056 S VALLEJO ST3137036.01672678.0-105.01313239.6792914422college-view-south-platte1095122018
4677232018836370201883637023990023990theft-otherlarceny2018-12-11 12:06:00NaT2018-12-13 11:42:00NaN3152124.01694998.0-104.95905539.7403302213city-park10113122018
4677242018848054201884805424040024040theft-of-motor-vehicleauto-theft2018-12-14 12:00:002018-12-16 12:00:002018-12-16 15:50:009200 BLK E GIRARD AVE3174680.01663589.0-104.87961239.6537103323hampden10156122018
4677252018854439201885443923030023030theft-shopliftlarceny2018-12-19 12:05:002018-12-19 12:07:002018-12-19 12:41:004708 N WASHINGTON ST3146660.01710163.0-104.97817539.7820481112globeville10122122018
4677262018815910201881591057070057070criminal-trespassingall-other-crimes2018-12-07 19:28:00NaT2018-12-07 19:28:00NaN3082712.01667296.0-105.20619739.6651574423marston10194122018
4677312018815910201881591053130053130curfewpublic-disorder2018-12-07 19:28:00NaT2018-12-07 19:28:00NaN3082712.01667296.0-105.20619739.6651574423marston10194122018
4677322018845068201884506829990029990criminal-mischief-otherpublic-disorder2018-12-15 01:30:00NaT2018-12-15 05:11:004630 N PEORIA ST3183914.01709844.0-104.84563539.7805115521montbello1055122018
4677332018842398201884239835720035720drug-methampetamine-possessdrug-alcohol2018-12-14 00:55:00NaT2018-12-14 04:08:003400 BLOCK PARK AVEW3142196.01703842.0-104.99418339.7647661112globeville1044122018
4677342018829169201882916924040024040theft-of-motor-vehicleauto-theft2018-12-04 08:00:00NaT2018-12-08 11:57:003700 BLK N WILLIAMS ST3150184.01705270.0-104.96573939.7685602211cole10115122018
4677352018833024201883302457070057070criminal-trespassingall-other-crimes2018-12-10 07:47:00NaT2018-12-10 08:58:001130 PARK AVEW3143939.01700198.0-104.98805639.7547356611five-points1080122018
4677362018832766201883276654990054990traf-otherall-other-crimes2018-12-10 02:15:00NaT2018-12-10 03:58:003400 BLOCK PARK AVEW3142196.01703842.0-104.99418339.7647661112globeville1030122018
4677372018843538201884353854990054990traf-otherall-other-crimes2018-12-14 14:20:00NaT2018-12-14 14:50:00E ANDREWS DR / N DILLON ST3189203.01710176.0-104.82680939.7813165521montbello10144122018
4677382018831147201883114754990054990traf-otherall-other-crimes2018-12-09 08:00:00NaT2018-12-09 10:17:00PARK AVE / N CLARKSON ST3146910.01697384.0-104.97754739.7469646621north-capitol-hill10106122018
467739201860121782018601217823990123991theft-bicyclelarceny2018-12-14 07:45:002018-12-15 08:50:002018-12-15 09:52:004401 E EVANS AVE3158685.01672523.0-104.93622139.6785223314university-hills1095122018
4677402018834016201883401613110013110agg-aslt-police-weaponall-other-crimes2018-12-10 14:36:00NaT2018-12-10 14:36:00350 S FEDERAL BLVD3133699.01683900.0-105.02477939.7101474412athmar-park10140122018
4677422018847255201884725554990054990traf-otherall-other-crimes2018-12-16 02:58:00NaT2018-12-16 04:31:00S KALAMATH ST / W CEDAR AVE3140829.01685069.0-104.99941339.7132513311baker1046122018
4677432018840226201884022657070057070criminal-trespassingall-other-crimes2018-12-13 04:09:00NaT2018-12-13 04:40:00777 N BANNOCK ST3143312.01690483.0-104.99048039.7280761123lincoln-park1043122018
4677442018843721201884372123030023030theft-shopliftlarceny2018-12-14 15:00:002018-12-14 15:25:002018-12-14 15:29:002500 E 1ST AVE3152640.01686541.0-104.95740039.7171063311cherry-creek10154122018
467745201860121982018601219829990129991criminal-mischief-mtr-vehpublic-disorder2018-12-15 23:00:002018-12-16 04:00:002018-12-16 10:28:002851 S FAIRFAX ST3160622.01667852.0-104.92944439.6656663314university-hills10106122018
4677472018828121201882812113130013130assault-simpleother-crimes-against-persons2018-12-07 21:40:00NaT2018-12-07 21:45:00813 N LIPAN ST3140088.01690899.0-105.00193439.7292671123lincoln-park10214122018
4677502018854256201885425622040022040burglary-residence-no-forceburglary2018-12-18 23:30:002018-12-19 09:30:002018-12-19 13:57:001544 N ZENOBIA ST3126051.01695185.0-105.05176539.7412331121west-colfax10132122018
4677512018833028201883302824040024040theft-of-motor-vehicleauto-theft2018-12-10 07:00:00NaT2018-12-10 08:21:002935 S JACKSON ST3156705.01666920.0-104.94337839.6631743314wellshire1080122018
4677542018834998201883499854440054440traf-habitual-offenderall-other-crimes2018-12-10 23:40:00NaT2018-12-11 00:27:00E 45TH AVE / N PEORIA ST3183528.01708938.0-104.84703239.7780315511montbello1001122018
467755201860120932018601209323990023990theft-otherlarceny2018-12-10 12:00:002018-12-12 16:00:002018-12-12 20:20:009123 E MISSISSIPPI AVE3174320.01679630.0-104.88050339.6977533321windsor10202122018
4677572018835807201883580729990029990criminal-mischief-otherpublic-disorder2018-12-10 08:30:002018-12-11 09:30:002018-12-11 10:48:001162 S TAOS WAY3137498.01678606.0-105.01137739.6955584422ruby-hill10101122018
4677592018841283201884128329990129991criminal-mischief-mtr-vehpublic-disorder2018-12-13 08:00:002018-12-13 14:38:002018-12-13 14:38:001300 BLOCK N CHEROKEE ST3142987.01693970.0-104.99156639.7376536611civic-center10143122018
4677602018830150201883015023080023080theft-from-bldglarceny2018-12-07 14:25:002018-12-07 19:00:002018-12-08 20:39:00807 E 5TH AVE3147042.01689120.0-104.97724739.7242763311speer10205122018
467761201850054482018500544823040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-12-07 15:00:002018-12-07 15:00:002018-12-07 15:00:002450 E ALAMEDA AVE3152392.01684225.0-104.95833139.7107523312belcaro10154122018
4677622018843478201884347823050023050theft-items-from-vehicletheft-from-motor-vehicle2018-12-13 22:00:002018-12-14 05:30:002018-12-14 13:47:003462 S GLENCOE ST3161648.01663492.0-104.92589739.6536793314university-hills10134122018
4677632018827909201882790923050023050theft-items-from-vehicletheft-from-motor-vehicle2018-12-07 18:30:002018-12-07 19:15:002018-12-07 20:19:00200 BLOCK S ZUNI ST3136285.01684897.0-105.01556839.7128464411valverde10204122018
4677642018850248201885024813150213152menacing-felony-w-weapaggravated-assault2018-12-17 15:32:00NaT2018-12-17 17:08:001090 N QUEBEC ST3167883.01692344.0-104.90308139.7327743321lowry-field10170122018
4677652018840954201884095424040024040theft-of-motor-vehicleauto-theft2018-12-12 22:00:002018-12-13 07:00:002018-12-13 11:33:00935 N HOOKER ST3132469.01691793.0-105.02900539.7318331122villa-park10113122018
4677662018830546201883054657070057070criminal-trespassingall-other-crimes2018-12-08 23:00:00NaT2018-12-09 01:16:00NaN3208303.01716148.0-104.75868039.7973015523gateway-green-valley-ranch1016122018
4677682018854010201885401024040024040theft-of-motor-vehicleauto-theft2018-12-18 23:30:00NaT2018-12-19 10:19:00900 BLK N PENNSYLVANIA ST3145866.01691686.0-104.98137539.7313386623capitol-hill10102122018
4677702018757999201875799926090026090fraud-by-use-of-computerwhite-collar-crime2018-11-02 08:00:00NaT2018-11-06 10:30:003719 W 23RD AVE3130396.01698942.0-105.03624639.7514871121sloan-lake10101112018
4677712018759862201875986223990023990theft-otherlarceny2018-11-07 01:45:00NaT2018-11-07 02:40:004646 N FREEPORT WAY3193013.01709134.0-104.81328139.7783775521montbello1022112018
467773201860109322018601093223990123991theft-bicyclelarceny2018-11-04 20:00:002018-11-05 09:00:002018-11-05 13:49:001489 N STEELE ST3154721.01694730.0-104.94982739.7395522213congress-park10130112018
467774201860109402018601094023050023050theft-items-from-vehicletheft-from-motor-vehicle2018-11-05 12:55:002018-11-05 12:56:002018-11-05 13:09:002322 N QUITMAN ST3129301.01699009.0-105.04013939.7516861121sloan-lake10130112018
4677752018759664201875966413130013130assault-simpleother-crimes-against-persons2018-11-06 23:49:00NaT2018-11-06 23:49:0016221 E 40TH AVE3197083.01707335.0-104.79885139.7733535522gateway-green-valley-ranch10231112018
4677762018756942201875694257070057070criminal-trespassingall-other-crimes2018-11-05 20:52:00NaT2018-11-06 08:13:001701 WYNKOOP ST3140598.01699567.0-104.99995139.7530546612union-station1081112018
4677792018758876201875887613130013130assault-simpleother-crimes-against-persons2018-11-06 18:33:00NaT2018-11-06 18:33:0012020 E 39TH AVE3183143.01706666.0-104.84845939.7718025512stapleton10181112018
467781201860109302018601093023040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-11-05 11:00:002018-11-05 11:10:002018-11-05 11:21:002100 BLK S GRAY ST3123619.01671546.0-105.06081939.6763724421harvey-park10110112018
4677822018757052201875705212050012050robbery-streetrobbery2018-11-05 21:45:00NaT2018-11-05 22:00:00600 BLOCK 16TH ST3142930.01696439.0-104.99171939.7444326611cbd10220112018
4677832018752528201875252854990054990traf-otherall-other-crimes2018-11-03 20:03:00NaT2018-11-03 20:49:004900 BLOCK N PEORIA ST3183516.01712496.0-104.84698339.7877995521montbello10205112018
4677842018757923201875792357070057070criminal-trespassingall-other-crimes2018-11-06 10:10:00NaT2018-11-06 11:25:00E COLFAX AVE / N BROADWAY ST3144156.01694853.0-104.98739139.7400596611civic-center10111112018
4677852018758049201875804913130013130assault-simpleother-crimes-against-persons2018-11-06 11:15:00NaT2018-11-06 12:47:0010225 E GIRARD AVE3177747.01664763.0-104.86869139.6568753323hampden10121112018
4677882018758414201875841424040024040theft-of-motor-vehicleauto-theft2018-11-05 23:00:002018-11-06 09:30:002018-11-06 14:10:002373 S BROADWAY ST3144127.01670619.0-104.98798039.6735323313overland10141112018
4677892018759790201875979048030048030police-false-informationall-other-crimes2018-11-07 01:23:00NaT2018-11-07 02:37:002000 BLOCK S UNIVERSITY BLVD3152297.01673043.0-104.95890539.6800563314university-park1022112018
4677902018759610201875961054990254992vehicular-eluding-no-chaseall-other-crimes2018-11-06 23:12:00NaT2018-11-06 23:13:00S BROADWAY ST / W JEWELL AVE3144225.01673758.0-104.98756939.6821483313overland10231112018
4677912018756356201875635641040041040liquor-possessiondrug-alcohol2018-11-05 16:03:00NaT2018-11-05 16:15:00E COLFAX AVE / N DOWNING ST3148176.01694866.0-104.97309739.7400326623capitol-hill10160112018
4677932018759445201875944523030023030theft-shopliftlarceny2018-11-06 21:37:00NaT2018-11-06 22:54:007777 E HAMPDEN AVE3168865.01664167.0-104.90025139.6554043323hampden10221112018
4677942018757901201875790135500035500drug-poss-paraphernaliadrug-alcohol2018-11-06 10:00:00NaT2018-11-06 12:59:00NaN3124330.01665831.0-105.05839239.6606734423bear-valley10121112018
4677962018757919201875791954990254992vehicular-eluding-no-chaseall-other-crimes2018-11-06 10:20:002018-11-06 10:21:002018-11-06 10:34:00W 1ST AVE / N RALEIGH ST3128812.01686786.0-105.04209739.7181394411barnum-west10101112018
4677972018757942201875794213160013160threats-to-injurepublic-disorder2018-11-06 10:20:00NaT2018-11-06 11:27:00400 BLOCK 16TH ST3143457.01696026.0-104.98985339.7432906611cbd10111112018
4677982018757814201875781422060022060burglary-poss-of-toolsburglary2018-11-06 09:39:00NaT2018-11-06 10:46:000 BLOCK E 11TH AVE3144253.01692568.0-104.98709239.7337856623capitol-hill10101112018
4677992018757843201875784341040041040liquor-possessiondrug-alcohol2018-11-06 09:50:00NaT2018-11-06 10:07:008600 BLOCK E COLFAX AVE3172226.01694950.0-104.88757739.7398482223east-colfax10101112018
4678012018757486201875748622030022030burglary-business-by-forceburglary2018-11-05 22:00:002018-11-06 05:00:002018-11-06 10:11:001660 S SANTA FE DR3143102.01675350.0-104.99152739.6865363313overland10101112018
4678022018757465201875746524040024040theft-of-motor-vehicleauto-theft2018-11-05 22:30:002018-11-06 06:00:002018-11-06 06:39:002880 S LOCUST ST3164746.01667607.0-104.91480139.6649223323hampden1061112018
4678032018759905201875990512020012020robbery-businessrobbery2018-11-07 03:15:002018-11-07 03:22:002018-11-07 03:22:002101 S HOLLY ST3162518.01672439.0-104.92260639.6782263323goldsmith1032112018
4678042018755288201875528829990029990criminal-mischief-otherpublic-disorder2018-11-02 17:00:002018-11-04 16:00:002018-11-05 07:11:001250 N ZUNI ST3136287.01693358.0-105.01540139.7360741122lincoln-park1070112018
4678052018758156201875815648990048990police-interferenceall-other-crimes2018-11-06 11:45:00NaT2018-11-06 13:39:00NaN3162817.01661015.0-104.92180239.6468593324southmoor-park10131112018
4678072018758334201875833452120052120weapon-poss-illegal-dangerousall-other-crimes2018-11-06 13:16:00NaT2018-11-06 16:34:001990 S BROADWAY ST3144327.01673276.0-104.98721639.6808233313platt-park10161112018
4678082018758770201875877054990254992vehicular-eluding-no-chaseall-other-crimes2018-11-06 16:12:00NaT2018-11-06 16:12:00W ALAMEDA AVE / S HAZEL CT3132921.01684258.0-105.02753739.7111414412westwood10161112018
467809201860109452018601094523990123991theft-bicyclelarceny2018-11-05 09:30:002018-11-05 12:40:002018-11-05 13:56:001390 LAWRENCE ST3140859.01697145.0-104.99907039.7464016611cbd10130112018
4678102018758459201875845922040022040burglary-residence-no-forceburglary2018-11-06 09:30:002018-11-06 14:00:002018-11-06 14:14:0010700 E DARTMOUTH AVE3179637.01665333.0-104.86196439.6584043323kennedy10141112018
4678112018758308201875830813160013160threats-to-injurepublic-disorder2018-11-03 08:00:002018-11-06 08:00:002018-11-06 18:35:00NaN3132917.01678667.0-105.02765539.6957934421mar-lee10181112018
467813201850050422018500504236120036120sex-off-fail-to-registerall-other-crimes2018-10-15 08:00:00NaT2018-11-06 13:59:001331 N CHEROKEE ST3142778.01693787.0-104.99231339.7371546611civic-center10131112018
4678142018758516201875851623990023990theft-otherlarceny2018-10-11 12:00:002018-10-30 12:00:002018-11-06 15:21:00NaN3136639.01682989.0-105.01434639.7076034412athmar-park10151112018
4678152018758427201875842722040022040burglary-residence-no-forceburglary2018-11-05 16:30:002018-11-06 13:30:002018-11-06 14:00:004043 S OLIVE ST3167469.01659770.0-104.90531139.6433583324hampden-south10141112018
4678162018757831201875783124040024040theft-of-motor-vehicleauto-theft2018-10-28 09:00:002018-11-06 10:00:002018-11-06 10:18:001300 BLK N LOWELL BLVD3130979.01693695.0-105.03426839.7370751122west-colfax10101112018
4678172018702316201870231623990523995theft-stln-vehicle-trailerauto-theft2018-10-10 16:00:002018-10-13 10:00:002018-10-13 10:28:002000 N VALENTIA ST3171150.01697944.0-104.89133239.7480875512stapleton10105102018
467818201860109282018601092829990129991criminal-mischief-mtr-vehpublic-disorder2018-10-31 21:00:002018-11-01 04:00:002018-11-05 11:01:00300 BLK N ELATI ST3142431.01688199.0-104.99365739.7218193311baker10110112018
4678192018748201201874820154990054990traf-otherall-other-crimes2018-11-01 23:00:00NaT2018-11-02 00:07:00S COLORADO BLVD / E CHERRY CREEK N DR3157347.01683013.0-104.94074639.7073423311belcaro1004112018
4678202018759828201875982853120053120disturbing-the-peacepublic-disorder2018-11-07 02:00:00NaT2018-11-07 03:44:001605 N FEDERAL BLVD3133373.01695856.0-105.02571639.7429731121west-colfax1032112018
4678212018758852201875885222040022040burglary-residence-no-forceburglary2018-11-06 13:00:002018-11-06 15:00:002018-11-06 18:43:002535 N OLIVE ST3166655.01700104.0-104.90726739.7540982222north-park-hill10181112018
4678222018846957201884695754990054990traf-otherall-other-crimes2018-12-15 23:27:00NaT2018-12-16 02:30:00N COLORADO BLVD / E MLK BLVD3157270.01702878.0-104.94058439.7618772213skyland1026122018
4678232018830834201883083435320035320drug-cocaine-possessdrug-alcohol2018-12-09 02:26:00NaT2018-12-09 06:32:00N PEORIA ST / I70 HWYWB3183536.01707544.0-104.84703939.7742045511stapleton1066122018
4678242018834291201883429113150213152menacing-felony-w-weapaggravated-assault2018-12-10 16:40:00NaT2018-12-10 17:00:007150 LEETSDALE DR3167311.01679680.0-104.90540939.6980193322washington-virginia-vale10170122018
467826201860122322018601223223990123991theft-bicyclelarceny2018-12-14 16:00:002018-12-16 10:40:002018-12-17 09:46:003755 S MAGNOLIA WAY3165536.01661344.0-104.91213939.6477143324hampden-south1090122018
4678282018852527201885252773990273992public-order-crimes-otherall-other-crimes2018-12-18 15:45:00NaT2018-12-18 21:30:001100 BLOCK E 12TH AVE3147980.01693064.0-104.97383139.7350886623capitol-hill10211122018
4678292018837404201883740454990254992vehicular-eluding-no-chaseall-other-crimes2018-12-11 21:59:00NaT2018-12-11 21:59:00S SHERIDAN BLVD / W HAMPDEN AVE3125801.01663169.0-105.05321339.6533454423bear-valley10211122018
467830201860121132018601211323990023990theft-otherlarceny2018-12-13 11:10:002018-12-13 11:10:002018-12-13 11:18:002120 BLAKE ST3142774.01700552.0-104.99219239.7557256612five-points10113122018
4678312018843105201884310524040024040theft-of-motor-vehicleauto-theft2018-12-01 13:40:002018-12-09 08:00:002018-12-14 13:40:008150 E COLFAX AVE3170644.01694900.0-104.89320339.7397402223east-colfax10134122018
4678322018841208201884120852150052150bomb-threatall-other-crimes2018-12-13 11:48:002018-12-13 11:50:002018-12-13 13:58:00950 S CHERRY ST3159408.01679958.0-104.93348839.6989213322virginia-village10133122018
467834201860123322018601233223040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-12-18 23:00:002018-12-19 08:00:002018-12-20 11:37:002079 S PENNSYLVANIA ST3145799.01672581.0-104.98200139.6788923313platt-park10113122018
4678362018848750201884875013130213132assault-dvother-crimes-against-persons2018-12-16 22:45:00NaT2018-12-17 00:18:004355 N CARSON ST3187062.01708548.0-104.83446939.7768905521montbello1000122018
4678372018844656201884465623050023050theft-items-from-vehicletheft-from-motor-vehicle2018-12-12 16:00:002018-12-14 16:30:002018-12-14 22:23:001900 BLK N PEARL ST3146086.01697343.0-104.98047839.7468656621north-capitol-hill10224122018
4678392018852035201885203529990129991criminal-mischief-mtr-vehpublic-disorder2018-12-14 14:00:002018-12-18 12:00:002018-12-18 12:05:007420 E QUINCY AVE3168125.01657943.0-104.90302439.6383313324hampden-south10121122018
4678412018279123201827912335720035720drug-methampetamine-possessdrug-alcohol2018-04-26 15:30:00NaT2018-04-26 16:15:002300 BLOCK N HIGH ST3150536.01699000.0-104.96461839.7513422211whittier1016342018
4678442018843550201884355053110053110public-fightingall-other-crimes2018-12-14 13:45:00NaT2018-12-14 16:53:00NaN3189424.01711776.0-104.82598039.7857045521montbello10164122018
4678452018845113201884511354990054990traf-otherall-other-crimes2018-12-15 02:03:00NaT2018-12-15 04:45:00E EVANS AVE / S COLORADO BLVD3157411.01672476.0-104.94074839.6784153314university-park1045122018
4678462018831895201883189522030022030burglary-business-by-forceburglary2018-12-09 15:00:002018-12-09 15:56:002018-12-09 15:56:004660 N MONACO ST3165127.01710003.0-104.91247439.7813002221northeast-park-hill10156122018
4678472018830891201883089113130013130assault-simpleother-crimes-against-persons2018-12-09 02:30:00NaT2018-12-09 03:06:004305 N CHAMBERS RD3193761.01707620.0-104.81066139.7742065521montbello1036122018
4678482018829986201882998613150013150aggravated-assaultaggravated-assault2018-12-08 17:45:002018-12-08 18:00:002018-12-08 19:56:003089 S MADISON ST3155774.01666090.0-104.94670339.6609113314wellshire10195122018
4678492018830627201883062754990054990traf-otherall-other-crimes2018-12-08 23:42:00NaT2018-12-09 00:00:00LEETSDALE DR / S ONEIDA ST3166515.01680475.0-104.90822039.7002163322washington-virginia-vale1006122018
4678502018830377201883037722030022030burglary-business-by-forceburglary2018-12-08 21:42:002018-12-08 21:42:002018-12-08 21:42:002007 N BROADWAY ST3144066.01698321.0-104.98764239.7495816611five-points10215122018
4678512018844806201884480673990273992public-order-crimes-otherall-other-crimes2018-12-14 23:08:00NaT2018-12-14 23:14:004100 N KITTREDGE ST3196482.01707421.0-104.80098639.7736025522gateway-green-valley-ranch10234122018
4678532018830252201883025224040024040theft-of-motor-vehicleauto-theft2018-12-08 20:00:002018-12-08 20:30:002018-12-08 20:37:00645 N WOLFF ST3126857.01690017.0-105.04899039.7270351122villa-park10205122018
4678542018843764201884376450160150161violation-of-court-orderall-other-crimes2018-12-13 20:00:00NaT2018-12-14 15:45:00NaN3137671.01697315.0-105.01040439.7469161123auraria10154122018
467855201860121562018601215623990023990theft-otherlarceny2018-12-10 20:30:002018-12-10 23:00:002018-12-14 19:57:008500 PENA BLVD3231903.01736251.0-104.67404539.8519267759dia10194122018
4678592018840577201884057724040024040theft-of-motor-vehicleauto-theft2018-12-12 20:30:002018-12-13 07:30:002018-12-13 10:19:004000 BLK N ALBION ST3157680.01707127.0-104.93903339.7735342221northeast-park-hill10103122018
467860201860120582018601205823990023990theft-otherlarceny2018-12-09 16:30:002018-12-09 21:30:002018-12-11 16:52:008500 PENA BLVD3231903.01736251.0-104.67404539.8519267759dia10161122018
4678652018850156201885015635720035720drug-methampetamine-possessdrug-alcohol2018-12-17 15:00:00NaT2018-12-17 17:10:00700 BLK N QUEBEC ST3167702.01690447.0-104.90376839.7275692223montclair10170122018
4678662018851536201885153622030022030burglary-business-by-forceburglary2018-12-18 00:45:002018-12-18 03:54:002018-12-18 12:29:001346 W CEDAR AVE3139255.01684948.0-105.00501139.7129434411valverde10121122018
4678672018845457201884545713160013160threats-to-injurepublic-disorder2018-12-13 10:50:002018-12-13 11:00:002018-12-15 09:23:00NaN3214136.01714574.0-104.73796939.7928485523gateway-green-valley-ranch1095122018
4678682018848515201884851523030023030theft-shopliftlarceny2018-12-16 19:26:00NaT2018-12-16 19:26:007800 E SMITH RD3169238.01705800.0-104.89794639.7696885512stapleton10196122018
4678692018852528201885252822020022020burglary-residence-by-forceburglary2018-12-18 11:00:002018-12-18 15:15:002018-12-18 16:47:00462 N RALEIGH ST3129021.01688959.0-105.04131539.7241014411barnum-west10161122018
4678702018829722201882972254990054990traf-otherall-other-crimes2018-12-08 16:14:00NaT2018-12-08 16:31:00W MISSISSIPPI AVE / S CHEROKEE ST3143152.01679035.0-104.99127639.6966513313overland10165122018
4678712018844880201884488054990254992vehicular-eluding-no-chaseall-other-crimes2018-12-14 23:45:00NaT2018-12-15 01:55:00S LIPAN ST / W MISSISSIPPI AVE3140270.01679039.0-105.00151839.6967064422athmar-park1015122018
4678722018833434201883343413160013160threats-to-injurepublic-disorder2018-12-08 19:14:00NaT2018-12-10 15:27:001777 S HARRISON ST3156982.01674659.0-104.94222539.6844153312cory-merrill10150122018
4678732018855360201885536052120052120weapon-poss-illegal-dangerousall-other-crimes2018-12-19 20:57:00NaT2018-12-20 00:28:0011200 E DARTMOUTH AVE3181350.01666033.0-104.85586339.6602923323kennedy1003122018
4678742018836756201883675629990029990criminal-mischief-otherpublic-disorder2018-12-11 16:37:00NaT2018-12-11 20:29:00NaN3174073.01689429.0-104.88114339.7246583321lowry-field10201122018
4678752018828306201882830648990048990police-interferenceall-other-crimes2018-12-07 23:40:00NaT2018-12-07 23:54:0014TH ST / LAWRENCE ST3140889.01697241.0-104.99896239.7466656612union-station10234122018
4678772018844869201884486929990129991criminal-mischief-mtr-vehpublic-disorder2018-12-14 23:39:00NaT2018-12-15 01:46:001811 S RALEIGH ST3129027.01674454.0-105.04155439.6842814421mar-lee1015122018
4678782018834470201883447048030048030police-false-informationall-other-crimes2018-12-10 18:12:00NaT2018-12-10 18:12:007930 E NORTHFIELD BLVD3170025.01710878.0-104.89502639.7836135511stapleton10180122018
4678792018849114201884911429990129991criminal-mischief-mtr-vehpublic-disorder2018-12-16 21:00:002018-12-17 05:00:002018-12-17 09:04:005580 N HAVANA ST3178543.01715822.0-104.86459639.7970255511montbello1090122018
4678802018854470201885447035720035720drug-methampetamine-possessdrug-alcohol2018-12-19 12:58:00NaT2018-12-19 17:52:007201 E 36TH AVE3167322.01705048.0-104.90477939.7676582221northeast-park-hill10172122018
4678812018833216201883321657070057070criminal-trespassingall-other-crimes2018-12-07 16:00:002018-12-10 07:00:002018-12-10 08:35:003180 W 14TH AVE3132615.01694033.0-105.02844539.7379801122west-colfax1080122018
4678822018848949201884894953120053120disturbing-the-peacepublic-disorder2018-12-17 02:15:00NaT2018-12-17 03:18:00401 16TH ST3143533.01696058.0-104.98958339.7433776611cbd1030122018
467884201860121802018601218023050023050theft-items-from-vehicletheft-from-motor-vehicle2018-12-15 00:00:002018-12-15 09:30:002018-12-15 10:51:002685 S LINLEY CT3131148.01668595.0-105.03412539.6681674421harvey-park10105122018
4678852018836092201883609213130013130assault-simpleother-crimes-against-persons2018-12-10 22:00:00NaT2018-12-11 13:24:001455 N JASMINE ST3163516.01694737.0-104.91855339.7394212222montclair10131122018
4678862018841534201884153453110053110public-fightingall-other-crimes2018-12-13 16:00:00NaT2018-12-13 19:45:00NaN3201943.01711852.0-104.78143439.7856495522gateway-green-valley-ranch10193122018
467888201860123372018601233723990023990theft-otherlarceny2018-12-19 21:00:002018-12-20 06:15:002018-12-20 14:24:002508 S MADISON ST3155888.01669734.0-104.94621939.6709133314university-park10143122018
4678892018853906201885390624040024040theft-of-motor-vehicleauto-theft2018-12-12 07:00:002018-12-19 07:00:002018-12-19 08:58:00E 44TH AVE / N QUENTIN ST3184114.01708444.0-104.84496039.7766635521montbello1082122018
4678902018852817201885281735500035500drug-poss-paraphernaliadrug-alcohol2018-12-18 17:20:00NaT2018-12-18 19:36:00E 16TH AVE / N WILLOW ST3172053.01695726.0-104.88817339.7419822223east-colfax10191122018
4678912018854749201885474935500035500drug-poss-paraphernaliadrug-alcohol2018-12-19 15:24:00NaT2018-12-19 18:35:001114 N DOWNING ST3148312.01692671.0-104.97265839.7340046622cheesman-park10182122018
4678922018849606201884960657070057070criminal-trespassingall-other-crimes2018-12-17 10:35:00NaT2018-12-17 11:58:00323 S BROADWAY ST3143797.01684134.0-104.98888239.7106393312baker10110122018
4678932018845068201884506857070057070criminal-trespassingall-other-crimes2018-12-15 01:30:00NaT2018-12-15 05:11:004630 N PEORIA ST3183914.01709844.0-104.84563539.7805115521montbello1055122018
4678942018834328201883432813150113151aggravated-assault-dvaggravated-assault2018-12-10 16:59:00NaT2018-12-10 18:39:001235 S BELLAIRE ST3157912.01678274.0-104.93884139.6943233322virginia-village10180122018
4678952018853261201885326123030023030theft-shopliftlarceny2018-12-18 23:33:00NaT2018-12-19 00:02:008298 E NORTHFIELD BLVD3170908.01711073.0-104.89188039.7841325511stapleton1002122018
4678962018838504201883850424040024040theft-of-motor-vehicleauto-theft2018-10-27 09:31:002018-11-13 19:00:002018-12-12 11:45:002322 S FEDERAL BLVD3133886.01670805.0-105.02435839.6741964422college-view-south-platte10112122018
467897201850055532018500555336050036050indecent-exposureother-crimes-against-persons2018-12-17 09:32:00NaT2018-12-17 09:32:00NaN3159877.01703954.0-104.93128739.7647862221northeast-park-hill1090122018
4678982018857700201885770035720035720drug-methampetamine-possessdrug-alcohol2018-12-20 22:24:00NaT2018-12-20 23:48:00S FEDERAL BLVD / W CEDAR AVE3133607.01685080.0-105.02508439.7133884411barnum10233122018
4678992018853002201885300254990054990traf-otherall-other-crimes2018-12-18 19:36:00NaT2018-12-18 19:36:00E ANDREWS DR / N FRASER WAY3193289.01707829.0-104.81233539.7747895521montbello10191122018
4679002018831464201883146413150213152menacing-felony-w-weapaggravated-assault2018-12-09 11:40:00NaT2018-12-09 11:58:003692 N FAIRFAX ST3160809.01705490.0-104.92793839.7689862221northeast-park-hill10116122018
467901201860123062018601230623050023050theft-items-from-vehicletheft-from-motor-vehicle2018-12-19 06:45:002018-12-19 07:15:002018-12-19 13:37:002570 S DAYTON WAY3176284.01669524.0-104.87377139.6699733323hampden10132122018
4679022018848949201884894913130013130assault-simpleother-crimes-against-persons2018-12-17 02:15:00NaT2018-12-17 03:18:00401 16TH ST3143533.01696058.0-104.98958339.7433776611cbd1030122018
4679042018828431201882843129990229992criminal-mischief-graffitipublic-disorder2018-12-08 00:00:002018-12-08 00:29:002018-12-08 00:29:004000 BLOCK E 9TH AVE3157844.01691621.0-104.93879039.7309652222hale1005122018
4679062018850308201885030823050023050theft-items-from-vehicletheft-from-motor-vehicle2018-12-07 16:30:002018-12-08 08:15:002018-12-17 16:01:004900 BLK E 6TH AVE3160374.01689800.0-104.92983539.7259222222hale10160122018
4679072018840372201884037229990029990criminal-mischief-otherpublic-disorder2018-12-13 06:15:00NaT2018-12-13 08:15:00757 E 20TH AVE3146910.01697792.0-104.97753839.7480846621five-points1083122018
467908201860119512018601195123050023050theft-items-from-vehicletheft-from-motor-vehicle2018-12-07 21:20:002018-12-07 21:25:002018-12-07 23:16:003739 N DOWNING ST3147959.01705255.0-104.97365439.7685552211five-points10234122018
467910201860120752018601207523050023050theft-items-from-vehicletheft-from-motor-vehicle2018-12-09 20:00:002018-12-10 08:00:002018-12-12 08:54:003500 ROCKMONT DR3140355.01703205.0-105.00074439.7630451113highland1082122018
4679122018839386201883938629990129991criminal-mischief-mtr-vehpublic-disorder2018-12-12 17:00:00NaT2018-12-12 18:44:002940 CALIFORNIA ST3147287.01701227.0-104.97612739.7575082211five-points10182122018
4679132018849302201884930254990054990traf-otherall-other-crimes2018-12-17 08:19:00NaT2018-12-17 08:49:00NaN3125725.01678337.0-105.05321839.6949864421mar-lee1080122018
4679142018844859201884485924040024040theft-of-motor-vehicleauto-theft2018-12-14 23:32:00NaT2018-12-15 00:10:001377 S JASON ST3140690.01677180.0-105.00006239.6915964422ruby-hill1005122018
467915201860121542018601215423050023050theft-items-from-vehicletheft-from-motor-vehicle2018-12-13 20:25:002018-12-14 08:00:002018-12-14 20:39:005083 N OSCEOLA ST3129716.01712586.0-105.03841839.7889521111regis10204122018
4679162018835201201883520154990054990traf-otherall-other-crimes2018-12-11 03:20:00NaT2018-12-11 04:01:00I25 HWY NB / 20TH ST3141363.01700888.0-104.99720439.7566696612five-points1041122018
4679182018852133201885213354440054440traf-habitual-offenderall-other-crimes2018-12-18 13:00:00NaT2018-12-18 13:51:00E 51ST AVE / N UVALDA ST3186710.01713706.0-104.83558739.7910575521montbello10131122018
4679192018851005201885100548030048030police-false-informationall-other-crimes2018-12-17 22:45:00NaT2018-12-18 00:23:00800 BLOCK E 52ND AVE3147021.01713417.0-104.97682439.7909751112globeville1001122018
4679202018833650201883365023990023990theft-otherlarceny2018-12-08 16:05:002018-12-08 17:43:002018-12-10 12:01:001510 S HOLLY ST3162685.01676391.0-104.92192339.6890723322virginia-village10120122018
4679212018833372201883337222020022020burglary-residence-by-forceburglary2018-12-08 08:00:002018-12-10 10:00:002018-12-10 12:37:001477 N UTICA ST3127809.01694752.0-105.04552139.7400211122west-colfax10120122018
4679232018836985201883698554990054990traf-otherall-other-crimes2018-12-11 18:06:00NaT2018-12-11 18:22:003300 BLOCK E COLFAX AVE3155222.01694846.0-104.94804339.7398622213congress-park10181122018
467924201880589982018805899826020126021theft-fail-return-rent-vehwhite-collar-crime2018-11-19 16:00:00NaT2018-12-14 15:56:0024890 E 78TH AVE3225444.01730468.0-104.69723039.8362107759dia10154122018
4679262018831000201883100054990054990traf-otherall-other-crimes2018-12-09 05:21:00NaT2018-12-09 06:15:001400 BLOCK N IRVING ST3132244.01694350.0-105.02975839.7388551122west-colfax1066122018
467927201860120812018601208123040023040theft-parts-from-vehicletheft-from-motor-vehicle2018-12-12 16:35:002018-12-12 16:35:002018-12-12 16:42:004300 E EVANS AVE3158445.01672408.0-104.93707739.6782113314university-hills10162122018
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332895 rows × 23 columns

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2018\n", "467884 20186012180 ... 2018\n", "467885 2018836092 ... 2018\n", "467886 2018841534 ... 2018\n", "467888 20186012337 ... 2018\n", "467889 2018853906 ... 2018\n", "467890 2018852817 ... 2018\n", "467891 2018854749 ... 2018\n", "467892 2018849606 ... 2018\n", "467893 2018845068 ... 2018\n", "467894 2018834328 ... 2018\n", "467895 2018853261 ... 2018\n", "467896 2018838504 ... 2018\n", "467897 20185005553 ... 2018\n", "467898 2018857700 ... 2018\n", "467899 2018853002 ... 2018\n", "467900 2018831464 ... 2018\n", "467901 20186012306 ... 2018\n", "467902 2018848949 ... 2018\n", "467904 2018828431 ... 2018\n", "467906 2018850308 ... 2018\n", "467907 2018840372 ... 2018\n", "467908 20186011951 ... 2018\n", "467910 20186012075 ... 2018\n", "467912 2018839386 ... 2018\n", "467913 2018849302 ... 2018\n", "467914 2018844859 ... 2018\n", "467915 20186012154 ... 2018\n", "467916 2018835201 ... 2018\n", "467918 2018852133 ... 2018\n", "467919 2018851005 ... 2018\n", "467920 2018833650 ... 2018\n", "467921 2018833372 ... 2018\n", "467923 2018836985 ... 2018\n", "467924 20188058998 ... 2018\n", "467926 2018831000 ... 2018\n", "467927 20186012081 ... 2018\n", "\n", "[332895 rows x 23 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#filter out traffic accidents from the crime dataset\n", "denver_crime=denver_data[denver_data['IS_CRIME']==1]\n", "denver_crime=denver_crime[denver_crime['REPORTED_DATE']<'2019']\n", "#add columns indicating the hour, day, month, and year eeach crime occurred\n", "denver_crime['HOUR_REPORTED']=pd.DatetimeIndex(denver_crime['REPORTED_DATE']).hour\n", "denver_crime['WEEKDAY_REPORTED']=pd.DatetimeIndex(denver_crime['REPORTED_DATE']).weekday\n", "denver_crime['MONTH_REPORTED']=pd.DatetimeIndex(denver_crime['REPORTED_DATE']).month\n", "denver_crime['YEAR_REPORTED']=pd.DatetimeIndex(denver_crime['REPORTED_DATE']).year\n", "\n", "denver_crime\n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "d81ff3b76b39ed8a9b4961e38218d8eb4f661e17" }, "source": [ "
\n", "
\n", "
\n", "Preliminary Analysis\n", "\n", "Now that the data's been primed, I will begin my analysis. To start, I'll get a general overview of Denver's crime trend over the past few years. For the record, I'll be using the REPORTED_DATE to timestamp all crimes since that is when the crime comes to a police department's attention.\n", "
" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "_uuid": "a66d78e85070d75d86d19c23ce406ae3f1157e14" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#How has the amount of crime in Denver changed these past five years?\n", "denver_crime['YEAR_REPORTED'].groupby(denver_crime.YEAR_REPORTED).agg('count').plot('line')\n", "plt.xlabel('Year')\n", "plt.ylabel('Number of Crimes')\n", "plt.title('Crimes Trends by Year')\n", "plt.ylim(bottom=0,top=80000)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "9f5ac76e8dd1695cc39562a77f9253839ad16f1f" }, "source": [ "There is a slight upward trend in crime over the past five years. However, the trend seems to be leveling off, and it wouldn't be surprising if crime actually decreased in 2019" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "00ffdca2e5e48e8242cc73b51b5f3b18a51e09ef" }, "source": [ "Next let's take a look at what types of crimes are being committed in Denver." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "_uuid": "a7c8310257d3e18795d2f9c6225e4341f74a8b4d" }, "outputs": [ { "data": { "image/png": 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oRqvmrzfqm6HqbAB0WryrwZrADFK8sLslnSJpSWAl29MB8s8V8/7DgfoRZdNyWnfp05qkdyJpnKSJkibOmDGjRbFDCCH0Vk9if50saVE6TuyrAa/n11rlvQFwgO3bJZ1AR1NXM836Q9yL9M6J9snAyQCjRo1quk8IIYT2tRr9dScwStII0l2AgGm2p3X3vmxa3vf2vH0hqVJ5RtLKtqfn5q1n6/Zfte79I4Cnc/oWDenX5/QRTfYPIYTQT3oa+2u67dtt31arUOo6y5uy/X/AVEkfzElbAQ8ClwG1EVxjgUvz88uAPfMosE2Bl3Lz2FXANpKWzcfcBrgqvzZL0qZ51NeedXmFEELoB61if21OilK8pKTbga/bfiq/PIHUvNWdA4CzJS0CPAbsTarILpC0L/AUMCbvewWwPTCFtCDY3gC2X5B0OHBn3u+wWqc98A3gDGBxUgd9dNKHEEI/atWnciywAzAZ+BLwD0m752axlnNCbN9D88CTWzXZ18D+XeRzGnBak/SJwDqtyhFCCKFvtKpUFrF9X35+nqQHgAsl/SdddIqHEEJYcLWqVGZLWsn2MwC2J0v6NHA5sHrVhQshhDCwtOqoPxhYuT4h96lsDhxXVaFCCCEMTK2GFF/VmCZp3dwk9tPKShVCCGFA6s1ywmeULkQIIYR3h95UKhEJOIQQQlO9qVSOKF6KEEII7wq9qVTWL16KEEII7wqtZtQ3rpkiYO8cbRjbXYa+DyGEsOBpNU9lV+Da/Kj1pbwFPFBloUIIIQxMrZq/1gJeBD4F/M32qcAs26fm5yGEEMIcreapvAx8S9JGwLmSLqV3/TAhhBAWAD2qIHIAya1I8b5urbREIYQQBqwe33XYfsf2CbZ3q7JAIYQQBq5eN2VJuqdkQUIIIQx8rYYUf66rl4BVyhcnhBDCQNZqSPFFwPk0Xztl8VaZS3oCmAW8Dcy2PUrScjnP1YEngC/anpmXBD6BtPrjq8Betu/K+YwFfpyzPcL2+Jy+IR0rP14BfCcv9hVCCKEftKpUJgNH2e40L0XS1B4e41O2n6vbPhCYYPtoSQfm7R8B2wEj82MT4HfAJrkSOoS0gqSBSZIusz0z7zMOuI1UqYwmlhQOIYR+06pP5fvAK128NqaL9FZ2BMbn5+OBnerSz3RyG7CMpJWBbYFrbL+QK5JrgNH5tSG2b813J2fW5RVCCKEfdFup2L7e9pNdvHZbD/I3cLWkSZLG5bSVbE/PeUwHVszpw4H6u59pOa279GlN0kMIIfSTVh31g4G9gJ1JHfMGngYuBc6wPbtF/pvZflrSisA1kh7u7nBN0tyL9M4ZpwptHMBqq63WfYlDCCH0Wqvmr/HApsDRwOeBXYBjSH0eZ7bK3PbT+eezwF+AjYFnctMV+eezefdpwKp1bx9BqsC6Sx/RJL1ZOU62Pcr2qGHDhrUqdgghhF5qValsbPurtm+2/UR+3Gz7q6SO8y5JWlLS0rXnwDbA/cBlwNi821jSXQ85fU8lmwIv5eaxq4BtJC0radmcz1X5tVmSNs0jx/asyyuEEEI/aDX6a6aknYFLakN18wn886RAk91ZCfhL2p2FgHNs/13SncAFkvYFnqKjw/8K0nDiKaQhxXsD2H5B0uHAnXm/w2y/kJ9/g44hxVcSI79CCKFftapUdgN+AZwsaUZOWwG4Kb/WJduPAes1SX+eFEesMd3A/l3kdRpwWpP0icA63X+EEEIIfaVVlOLHgF0kDQKGkTrHn7X9Tl8ULoQQwsDS6k6l1h+yQuPQYkkfbjYpMjRx6NB53P+lasoRQggV67ajXtIupD6Ov0maLGmDupfPqrRkIYQQBpxWo79+AoyyvQ7wNdJCXbUgk83miYQQQliAtWr+GmT7XwC2b5G0JXC5pFXpYqJhCCGEBVerO5V/S1qjtpErmC1Iw4DXrrBcIYQQBqBWdyr7AwvXJ9h+SdI2tBhSHEIIYcHTakjxXV2kv0lHpOHQzz4y/iPztP/ksZMrKkkIYUHXavTXdZK+IWmVhvSFJH1S0qmS9q62iCGEEAaKVs1fnwH2I4VbGQ68ACyWHxOA3+RZ7SGEEELL5q9XgROBEyUtSlr75LWGlRxDCCEEoAcz6mtsv8Hci2WFEEIIc2k1pDiEEELosahUQgghFNOjSkXS4nkdFSS9T9L2knrcdBZCCGHB0NM7lZuAxfPyvzeQFsfqtL5JCCGEBVtPK5VBeSTYLsCvbX8WWLcnb5Q0WNLdki7P22tIul3So5LOl7RITl80b0/Jr69el8dBOf0RSdvWpY/OaVMkHdjDzxJCCKEiPa5UJG0EfBm4PKcN7uF7vwM8VLd9DPBL2yOBmcC+OX1fYKbt9wO/zPshaW1gV+DDwGjgt7miGgz8BtiOFIdst7xvCCGEftLTSuX7wE+Bv9m+X9KapCaxbkkaQZpAeUreFrAlcGHeZTywU36+Ix2hXy4Etsr77wicZ/sN24+T1nfZOD+m2H4sh405L+8bQgihn/Sos932tcC1eQJkbZnhb/bgrb8C/gtYOm8vD7xoe3bengYMz8+Hk+fB2J4t6aW8/3Dgtro8698ztSF9k558nhBCCNXo6eivjSVNBh7N2+tJOqnFe3YgrWc/qT65ya5u8dq8pjcryzhJEyVNnDFjRjelDiGE0I6eNn+dCOwAPA9g+17gUy3esxnwOUlPkJqmtiTduSxTNxx5BPB0fj4NWBVSwEpgKCnW2Jz0hvd0ld6J7ZNtj7I9atiwYa0+awghhF6al9FfTzakvd3dG2wfZHuE7dVJHe3X2t4duA74Qt5tLHBpfn5Z3ia/fq1t5/Rd8+iwNYCRwB3AncDIPJpskXyMy3r4eUIIIVSgpxMYp0raGHAedXUA8P96ecwfAedJOgK4Gzg1p58KnCVpCukOZVcA2w9IugB4EJgN7G/7bQBJ3wKuIo1EO832A70sUwghhAJ6Wql8g9QEthrwDPCPnNYjtq8Hrs/PHyON3Grc53XSMsXN3n8kcGST9CuAK3pajhBCCNXq6eivZ8l3DiGEEEJXelSpSFoN+Bawev17bH++mmKFEEIYiHra/HUZcCZwDfBOdcUJIYQwkPW0UnnT9vGVliSEEMKA19NK5SRJPyaNtHqjlmj7vkpKFUIIYUDqaaXyAWA/UvDGWvOXgU9WUagQQggDU08rlS8Cq+d16kMIIYSmejqj/j46gkKGEEIITfX0TmV54GFJtzN3n0oMKQ4hhDBHTyuVTrPZQwghhEY9nVE/oeqChBBCGPi6rVQk3WB7c0kzmXutEgG2vVylpQshhDCgtLpTqa2ZskLVBQnzr4fW+tA87f+hhx+qqCQhhPldt6O/bL+TQ93fZfvtxkcflTGEEMIA0XJIca48HpQ0vNW+IYQQFmw9Hf21AvCQpFuBf9cSY0hxCCGEej2tVI6e14wlLQbcCCyaj3Oh7UPyksDnAcsBdwFfsf2mpEVJkZA3BJ4HvmT7iZzXQcC+pCWMv237qpw+GjiBtPLjKbbnuZwhhBDK6bb5S9Kakj5me0L9gzQB8rEWeb8BbGl7PWB9YLSkTYFjgF/aHgnMJFUW5J8zbb8f+GXeD0lrkxYI+zAwGvitpMG5r+c3pHhkawO75X1DCCH0k1Z9KicArzVJfxP4VXdvdPJK3lw4PwxsCVyY08cDO+XnO+Zt8utbSVJOP8/2G7YfB6aQliPeGJhi+zHbb5LufnZs8XlCCCFUqFWlsobtexoTbd8BrNEq83xHcQ/wLGmBr/8FXrQ9O+8yDagNABgOTM35zwZeIoWHmZPe8J6u0kMIIfSTVn0qi3bz2hKtMs8jx9aXtAzwF6DZhIfapEp18VpX6c0qRDdJQ9I4YBzAaqut1qLUoa/95uvXztP++/9+y4pKEkJoV6s7lbsk7d2YKGkv4O6eHsT2i8D1wKbAMpJqldkI4On8fBqwas5/IWAo8EJ9esN7ukpvdvyTbY+yPWrYsGE9LXYIIYR51OpO5bvAJZJ2BybltFGkMPjd9l9IGga8ZftFSYsDW5M6368DvkDqAxkLXJrfclnevjW/fq1tS7oMOEfS8cAqwEjgDtIdzMg8muxfpM78L/f0g4cQQiiv20rF9nRgE0mfBtbJycfYvroHea8MjM+jtAYBF9i+XNKDwHmSjiDd7Zya9z8VOEvSFNIdyq65DA9IugB4EJgN7F+bzS/pW6QljgcDp9l+oKcfPIQQQnk9jVJ8Damjvcfy+vUfbZL+GGnkVmP668CYLvI6kibh921fAVwxL+UKIYRQnZ6u/BhCCCG0FJVKCCGEYqJSCSGEUEyrRboaF+ea8xKxSFcIIYQGrTrqY3GuEEIIPdZqSPFcC3FJWg5YrC6p6WTDEEIIC6Ye9alI+oyk/0eaxX57/jlvsTVCCCG86/W0o/5IYDPgEdurAtuSwq6EEEIIc/S0UpltewYwSJLyZMgNKixXCCGEAainKz++JGlJ4GbgTEnPAu9UV6wQQggDUU/vVHYCXicFmLyeFMBxh4rKFEIIYYDq6Z3KQbYPJq0RfyqApJ8BB1dVsBBKOe5L83b984PzL6+oJCG8+/X0TmV0k7TPlCxICCGEga/VjPqvAV8HPiDprrqXlgYmVlmwEEIIA0+r5q8LgAnAUcCBdemzbD9bWalCGECmHXjTPO0/4uj/qKgkIfS/VjPqZwIzgTGS1gE+kV+6CYhKJYQ+cOihh1a6fwgl9XRG/f6ku5bV8uMCSd9s8Z5VJV0n6SFJD0j6Tk5fTtI1kh7NP5fN6ZJ0oqQpku6TtEFdXmPz/o9KGluXvqGkyfk9J0rSvH8FIYQQSulpR/3XgI1tH5xHgW1C6mvpzmzgB7Y/BGwK7C9pbVIz2gTbI0lNa7Vmte1I68+PBMYBv4M58cYOycfcGDikVhHlfcbVva/ZgIIQQgh9pKeVioC36rbfymldsj3d9l35+SzgIWA4sCMwPu82njQHhpx+ppPbgGUkrUwKCXON7Rdyc9w1wOj82hDbt9o2cGZdXiGEEPpBq9FfC9meDZwF3CbpovzSznRUDC1JWp20Xv3twEq2p0OqeCStmHcbDkyte9u0nNZd+rQm6SGEEPpJqzuVOwBs/5zUzPQq8BrwddvH9uQAkpYCLgK+a/vl7nZtkuZepDcrwzhJEyVNnDFjRqsihxBC6KVWQ4rnnLht3wncOS+ZS1qYVKGcbfvinPyMpJXzXcrKdIwimwasWvf2EaT1WqYBWzSkX5/TRzTZvxPbJwMnA4waNappxRNCCKF9rSqVYZK+39WLto/v6rU8EutU4KGG/S4DxgJH55+X1qV/S9J5pE75l3LFcxXws7rO+W1IYWNekDRL0qakZrU9gZNafJ4QQggValWpDAaWokWnfBc2A74CTJZ0T047mFSZXCBpX+ApYEx+7Qpge2AKqZltb4BceRxOx13SYbZfyM+/AZwBLA5cmR8hhBD6SatKZbrtw3qTse2b6boy2qrJ/gb27yKv04DTmqRPBNbpTflCCCGU16qjPiYThhBC6LFWlUqnO4oQQgihK91WKnV9FyGEEEJLPZ1RH0IIIbQUlUoIIYRiolIJIYRQTFQqIYQQiolKJYQQQjFRqYQQQigmKpUQQgjFRKUSQgihmKhUQgghFBOVSgghhGKiUgkhhFBMVCohhBCKiUolhBBCMZVVKpJOk/SspPvr0paTdI2kR/PPZXO6JJ0oaYqk+yRtUPeesXn/RyWNrUvfUNLk/J4T8/LFIYQQ+lGVdypnAKMb0g4EJtgeCUzI2wDbASPzYxzwO0iVEHAIac36jYFD6taq/13et/a+xmOFEELoY5VVKrZvBBrXY9kRGJ+fjwd2qks/08ltwDKSVga2Ba6x/YLtmcA1wOj82hDbt+ZliM+syyuEEEI/abVGfWkr2Z4OYHu6pBVz+nBgat1+03Jad+nTmqSHEObRhGvfN0/7b7Xl/1ZUkvBuML901DfrD3Ev0ptnLo2TNFHSxBkzZvSyiCGEEFrp60rlmdx0Rf75bE6fBqxat98I4OkW6SOapDdl+2Tbo2yPGjZsWNsfIoQQQnN9XalcBtRGcI0FLq1L3zOPAtsUeCk3k10FbCNp2dxBvw1wVX5tlqRN86ivPevyCiGE0E8q61ORdC6wBbCCpGmkUVwClSgDAAAgAElEQVRHAxdI2hd4ChiTd78C2B6YArwK7A1g+wVJhwN35v0Os13r/P8GaYTZ4sCV+RFCCKEfVVap2N6ti5e2arKvgf27yOc04LQm6ROBddopYwghhLLml476EEII7wJRqYQQQigmKpUQQgjFRKUSQgihmKhUQgghFNPXYVpCCAuY91x3zzzt/3+fWr+ikoS+EJVKCGFAW/3Av83T/k8c/ZmKShIgmr9CCCEUFJVKCCGEYqJSCSGEUExUKiGEEIqJjvoQQuhGDASYN3GnEkIIoZioVEIIIRQTlUoIIYRiolIJIYRQTFQqIYQQihnwlYqk0ZIekTRF0oH9XZ4QQliQDehKRdJg4DfAdsDawG6S1u7fUoUQwoJroM9T2RiYYvsxAEnnATsCD/ZrqUIIoacOHToP+75UXTkKGeiVynBgat32NGCTfipLCCHMVz4y/iPztP/ksZPbPqZst51Jf5E0BtjW9n55+yvAxrYPaNhvHDAub34QeGQeDrMC8FyB4vZ13pF/5B/5R/6l8n6v7WE92XGg36lMA1at2x4BPN24k+2TgZN7cwBJE22P6l3x+i/vyD/yj/wj//7Ie0B31AN3AiMlrSFpEWBX4LJ+LlMIISywBvSdiu3Zkr4FXAUMBk6z/UA/FyuEEBZYA7pSAbB9BXBFhYfoVbPZfJB35B/5R/6Rf5/nPaA76kMIIcxfBnqfSgghhPlIVCohhBCKiUolhPCuIWkHSXFeayBpsKQ/9cWx4stvIGkzSUvm53tIOl7SewvlPUjS/SXy6uYYx0r6cEV5f0DShNpnkLSupB8Xyvuvki7r6lHiGPk4x/QkrY38L5L0mSpObJLGSFo6P/+xpIslbVAw/7N6ktZG/itJOlXSlXl7bUn7lso/2xV4VNLPJX2oZMaSJvQkbX5k+21gWJ56UanoqG8g6T5gPWBd4CzgVODztjcvlP/ZwEG2nyqRX5P89wP2Jo3sOx0413aRgEGSbgB+CPzB9kdz2v221ymQd7ffr+0b2j1GPs5dtjdoSLvP9rqF8t+a9P1vCvwZOMP2w4Xyvs/2upI+ARwFHAscbLtIaKLG7yYHbJ1su0iQ1lyZnA78t+31JC0E3G173mKJtD7OEGA30u/BdPwfzOplfosBSwDXAVsAyi8NAa60XaTykvR54BhgxXwMAbY9pFD+fwA2IM3l+3ct3fbxJfKviTuVzmY71bQ7AifYPgFYumD+KwMP5Cv+4lfitk+xvRmwJ7A6cJ+kcyR9qkD2S9i+oyFtdoF8sX1D7QHcCjyfH7eUqFAkfUPSZGAtSffVPR4H7ms3/xrb/7C9O+mf9wngGkm3SNpb0sJtZv92/vkZ4He2LwXavvKUdJCkWcC6kl7Oj1nAs8Cl7eZfZwXbFwDvQJpnRsdnKsb2y8BFwHmk/7edgbskHdDtG7v2NWASsBZwV34+ifTd/KbtAnf4OfA520NtD7G9dKkKJXsauJx03l+67lHUgJ+nUoFZkg4CvgL8R75aa/dkUO+nBfNqKpd5rfx4DrgX+L6kr9netY2sn5P0PtLVH5K+AExvt7z1JG0BjCedkAWsKmms7RvbzPo24ErSFX79ujuzbL/QZt5zkbQ8sAfpb+hu4GzgE8BY0pVub/0rX21uDRwjaVEKXBjaPgo4StJRtg9qN79u/Dt/N7W/n02BomF3JX2OdIfyPlJLw8a2n5W0BPAQcNK85pkvLE+QdIDteX7/PHjG9kNVZW77pwCSlrT971b791Y0fzWQ9B7gy8Cdtm+StBqwhe0zCx7jvcBI2//If+yDe3tr3iTv44HPAROAU+vvLCQ9YvuDbeS9JmnS1MeBmcDjwB62n2ir0HMfYxLwZduP5O0PkJouNmw3X9sbSppge6sSZe3iOBeTKvOzSE1f0+teayveUv5bGU1qknpU0srAR2xf3WaZu+2XsX1XO/k3HOckYB3gfmAY8AXbxe4UJY0n/d13ugiRtJXtee4Dyc1SXbJ98bzm2cVxTgDeA1wCvFFB/h8jNecvZXs1SesBX7P9zRL5zzlOVCqdVXzS/yopYvJytt8naSTw+1InOkn7AOfZfrXJa0NL9K8oDWQYVOo7aci7U/9GiT4PSXeT/ln3A37Z+HqJduXcOf9j24e1m1c3xxgMrERdK0O7/XOSruvmZdvesp38G461EClSuIBHbL9VMO/BwFW2ty6VZ8739G5etu19KjxOyfxvB74AXFa6T7ReNH81qD/pk26hhwO/B0pd3e5PWlzsdoB8xbliobyxfZqk4ZLWZ+4Tz429rVAkfb+L9FreJTv6Jko6lXSlD7A7qf26XbsCO5G+k+LtyAC235G0HVBJpZL7BA4BniH3S5CaktqqcG2X6G9rKZ/0tyf19S0EbCOp2N+P7bclvVrq4qku371L5dXfx7E9tfZ/mxXv04pKpbNKT/rAG7bfrP1i85VbsdtFSUeTTqAP0vEHY6CdPolKTsJd+Abpd/Bt0tXsjcBv2800N6cdk+96rmw3v25cLWkX4GKXbwb4DvBB288XzhcASXs2Sy/Y9PtX4HVgMh2VYmmvA5MlXcPcI5y+3W7Gkv6nWXqpO1NJI0jNg5uR/mdvBr5je1qJ/IGpkj4OOA8t/japn6moqFQ6q/SkD9wg6WBgcUmfBr5J+mcrZWfSieeNlnv2UK2Dry/kch+fH1W4K98JrWJ7O0lrAx+zfWqh/L8PLAnMlvQ6ZYeFTqVwx3aDjeqeL0a6O78LKFWpjCg1dLsbf8uPKtR3bi8G7EDZk/LpwDnAmLy9R077dKH8vw6cQGp9mQZcTbqAKyr6VBpI+jnwImlI7gGkk/6Dtv+7UP6DgH2BbUgnnKuAU0pd1ea5AGNsv1Iiv4a8x5OunF7M28sCx5Vq8815bgYcCryXuZvv1iyUf5/MlahCrgw/SDpp1nfkVlIBSxoKnGX7c4XyOwaY0O7Agh4cZ3FgtdpgjwqPsyipf2LbQvndY3v9Vmnzu7hT6exA0kl/Mml8+hXAKaUyt/0O8Mf8qMKrwD1KM33rTzxt3/4D69YqlJznTEkfLZBvvVOB75H6UYq395LnSuRh47U1eYoeJ1e2I0lXs+TjtDskGuCp/FiEAvNTeuBV0uco5TbgL/nC6i0KT+4DkPRZ0qTQRYA1ct/iYaUqxgZLAEUudrLnJO0BnJu3dyPN1WqLpJPoprWl0LlhjqhUGlR10leaeNfdL7ZUs8BlVLf65SBJy9qeCSBpOcr/Db1UcZ9HpXMllCIafIe0tPU9pJn1twJtj6Cqm2ewdNosezcq6a90/I0OAtYGLih4iOOAj5GGRFfVRHIoqU/0egDb90hao0TGDf/Dg0lDoksOytgH+DUdoxP/mdPaNTH/3Iz0Oz0/b4+hzCCYuUSl0kDSDsDhdDS/lLqa2iH/rLVh1o9u6jT8t7dsj6/w9v844BZJF+btMcCRJTKumytxnaRfABcz951WkbkSpD6Py4D3Sfonea5EobwhVSgbAbfZ/pSktSg04VXSOqS/m+Xy9nPAni632umxdc9nA08W7CQGeBS4v8IKBVJEjJcaRjiVOt4Odc9nkyYrFokoAXOGhhe/o7I9HkDSXsCnasO4Jf2e1K9SVPSpNJA0Bfg8FV1NSfqnUxiVbtPayH/O7b/t4rf/uWN7S1JlO8H2g4XyfbfMlbjT9kaS7gE2sf1GqXZxSbeQ+oKuy9tbAD+z/fF28+4Lks4gNRddSUV9QrnfaQKpGXsX0ginhW1/veAxVmTups0icfxyf+4RwGvA30kxCL9ru0h0YUmPkAalvJC3lyVd/PR6QnQzcafS2VSqvZpaUtInbN8MkIf4LVkw/0MpfPsvaYjtl3Nz1/+RRqjUXlvOBcKc9NVciWxjOuZKbJDnSpQa4TRN0jKkiZbXSJpJirlUwpK1CgXA9vV5ImoRuSnwJOBDpD6JwcC/C/Z5PJ4fVfYJHQD8N6nSOpc0EObwEhkrhYA5DliFFBftvaTRX6Wigm9j+78k7UwanTWGFMSyVMj6o4G76y7gNiedL4qKO5UGkjYi/RHeQAVXU7mZ53RgKOm2/CVgn1LNO5Jut72JpLvrZs22NSNd0uW2d1AKvlj/B1NrGizWWZlHHB0CfDIn3UC60yoVafks0qTWe6ibx1O6szIfa3PS7/nvtt8skN9fSEN8a02newCjbO/Ubt45/4mkOU5/BkaRRkC+v9TIx76kFKnYLhj1QdK9pLv0f9j+qFKQ1t1sjyuU/wO2Pyzpj8BFtv8u6V7b6xXIW6R+vreAWlTr223/X7t5N4o7lc6OBF4h3d4WvZrKo17en4eyDiFV6qXnHdwv6cvAYKUQMN8GbmknQ9s75J9FOjxbOI0UF+qLefsrpEq42/hL82AUsHbpO9F8F9docv65FFAiaOU+pP6Zi0kV+g2k4InF2J4iabDT+hun5ya3tkj6le3vNgwEqD9msX6EfFF4GnnCrqTaRVuJDum3bD+vtC7SINvXqeBaPMBlkh4mNX99U9Iw0mTOttm2pEucYuiVjDzdSVQqnS1ne5sqMnYK4/Et4AKn8NxVqL/9P4d0+39EqcwlDafzHJISw2Vr3md7l7rtn+b+iVLuJwXtKxpdmTSKxoCavGYKDD3No+6+DXNCnixZ+O/oVaWZ1vfk9v3plGmard1ZHdvtXmWcCnzT9k0ASmvPnE6boWyyFyUtRYrycLakZym09EO+4PwrKfz9y84hZ0hLcJRym6SNbN9ZMM9OovmrgVKYk2urmqAl6SekK5HzmTuMRNHw61XIV2VfoiEETOErzVuBH9b1OW0GHGv7Y23mW7tKXhpYH7iDuZs3q5jHUJSkc0izot8mVWJDgeNt/6JQ/u8lxRVbhDRXaCjwW9tTCuQ9GBhve49282pxnMoGwuT+q9dIw613J30/Z7tQ2BxJt7b7d94i/weBDwBPks49tebrolEOolJpoLQ40ZKkE07xCVq5X6JRsX4JpZhHYzz3rPfzXGDWbx49sq4LhoBpcoz1SeupDM1JM4G9bN/bZr59tbJkszDyL5GG57Z1VVsbRSZpd2BD4EfApNInhXysZYFVXTYs/VXAZ0v0LzXJu/a9f4U0KfFc0kXEl4CZJfqFapVKbnH4AGmJgytLjR6U9FPSgnFVxI2rXTR0YvvJkseJ5q8GtisNntgH/RIruPOs91IBMR8jLVhWWaVi+x6g1udUW8WvRL43QLrbsv2j+tfyHViRSoUU/HID0slBwEdIi6QtL+nrbd4BL6y0euROwK9tvyWpZDDS60nzJBYiDWSYIekG202jVPfCE8A/lVY6Lb2c7XEN24fUPS/1Hd1IWrhvWdKw5YmkSmv3QvlXGTcOysYw7FJUKpmktWw/3MWVZsmFihYmReKtjW66nrTme6m5Eu9IWq02dj5fnbT1x6SOMA9VhoCpHetnwM8b7rR+YPvHhQ7xadIVfr3tmqT11hPAvs4TEpXm9fyQNKLwYtqbbPb7nP+9wI35d1uyT2VoHjq+H3C67UMkFbtTIQ2tfpqO5WyL6aMh6bL9qqR9gZNs/1xpnZ4ibC+dB3zMFeKnoL/R0e+3GLAG8AjlhkQDUanU+z5pHZXGKx5Iv4hSk+9+R7rar4Vz/0pO269Q/v8N3CypduX9SdLnakctzMMkqgsBU7Od7YNrG/lOa3ugrUpF0jdIwUHXbDhRLk0Kh1HKWq6b4W77QUkftf2Y1KwPv2dyR+4ztofXpT0FlDyZLqS0muQXSX9HRbkPol0rheA5hLR8cy18/GGF+j2ktHri7qT4gFDwHKrmIX5uodBaTm4ImpovoL9WIu/GA8UjP0hXUJtVfIx7e5LWy7wFrAqsQAop8VlSc1jJ8i9OCq1f1fdzH7Bow/EeKJDvUNKEx3NJo9dqj+UKl/8C0kXC5vnx25y2KGmJ6nbyvrGq7z3nPyZ//7/N22uS5kuUyv8aYJm67WVJKzWW/AzXAD8hXYWvQboY+UehvDcnXVT9qO77ObFg2SeT7iDuydtrAedX/Du/q3Se0VHfoA9GYNxF6kj/37y9JnCh7W7XCZ+H/Ce5zfXcu8m70hAw+Rj/RWrXP510pbkPKbz4z0sdo+5Y42yfXDjPxUl3RJ8gVfI3kyqW14El3EYQyIE8chA6Bho0pM2ZpFvoGJ3+/iVNtD2q1DFynoNIa70Xa35UhSF+cv71fWODSIM9lnOh0P31GYe5XS1pF7XTVtG9H5KCJl6fm6iuBX5QMP/b8gSwKhxKCnHyIszpVC868CBXHkeSQoV8GDi8igolKxYPCuYMm/2j7eNs72x7J9vH2n7V9jvtVCjZPqSApDeSmiIn0dE02TZJP5c0RNLCkiZIqoViL+VtSavVHa/t/r4mrpO0a22CoqQvUmjRLknn5O9nSdKw+kck/bBE3lljiJ9LKRfiB1JT71L5sQhpXkzxofRxp9KgbkjxbNLVZRVrPixKR0DDh11wiG6VY9FVQQiY/lT6KjnnWdmw2arVDVnemTTC7HvAdS4QJiTnPxo4mY6Rdp8Extm+qkDes+johF6SjuWKBwGvlPj/7eMh3UVD/OQ8NwIOpiPuHVQwTyU66hu44iHFksaQ/lDuk/Rj4BBJR7hcaPftCuXTTPEQMDV1J4VOL1G4Uq+zQ+td5tkTVDRsVtISpAElq9kel38HH7R9ebt5Zwvnn9sD59p+oeQNu1Msqw1IHdACvmf7uUJ5V/p/m1U6pLueC82bavAn4D9JUSXeabFvr0XzVwNJOysFNaxtLyOpSMC+7Ce2ZymFj9iWNNHvd6Uyt/2k02Sm10gn6dqjhANITVK1EDAvAd8tkbHtpW0PafJYuvBd4lBJv1QKnnippOPqf98FPA1cTsew2dqjhNOBN4FaqPtpFAzBA/xVKfbUKGCCCsaeqrH9XK4ENyxVoTSS9DlJx+ZHyQuHP5AuGpakmiHdVZth+6+2H6+dJ1x44iNE81cnVXcm1vKSdBRpzZZzCuffNDy37bbHouehscXG5bc4VlVrVlxEulIbn5O+Aqxnu1TAysrUOpwbmh+LRLGtO8aydMSeWgIY4goi2Uq6q9TglIZ8jyYtknZ2TtqN1ER1YOlj5eMt5IILdVVJ0lak76NxntnFJY8TzV+dNbt7K/k9/UvSH4CtgWNy/0rJO8bDSc0Lc4XnLpT38Xkew59JoV9KrTg4R1eVIuUmaFUasFJprYpmkXhLzHN6M48uqy2F/D7KRzcYDnxaUv3ku1JrzdSraiDM9sD6TsuCI2k8cDdp0a62SfoM6W+x/vspuaRwlfYmDVNemI7mL5Mm5RYTlUpnEyUdD/yG9IUfQNl1nL8IjCYFSXwxn6RLjiCpLDy30/K47yF9hpOVQqmcb7tkE0yVlSLAa5p7kbTNSE2Fpfxn3fPFSKsPlrqSPYS0IuCqks4mrTm+V6G8kXQIsAVpHfMrSP1zN1OgUskj475tu7b+eiXD3rNl6FhqoFjTptLyu0uQJpyeQlqG+o5S+feB9dwwAbISPZ3QsqA8SO2lR5OGak4EfkYKMd5uvkPyz+WaPQqW/x+kIYMnkSb6nQDcUsH39BFSSPM3C+c7Mf+8FxiUn99RMP/1ct5P5MfdpCCZVf5N3VAwr+WBz5AGGZSe2DqZdNd8b95eCfhrwfyvr/h7FmlhsSeBM0hNnI8DuxbK/76Gn0sBV1f5mQp/P38krSVU6XHiTqWB7X+Tb5UlrWy71Lob55BOBM3W3Siy3ka2I6lz9Xt0hOcucnsu6UOkAHpfAJ4HzqPsHBuocM2K7GV3LJKGU6yrYnNtNPdiXYNInd7vKZU/aVZ3LQTJwsBfCuZdi8A7O38/z1Lu7xLSqLhf03nyZpGRj7Yt6TukO92NSP9jP3K5PqHaHe2rklYh/Q/0xcJ1pXwCGKsUKf0NKgp9H5VK9/5GijjbNvfR6om5UqwZ3+WOvXM66e5nG9slJ2XV25H0z1u8UswuAjbw3DOhL6Rcc0ztogFSZfgEHXGi2iLpt8D7Sb8DgK9J2tr2/iXyJzX9LkO6op1EWgG1ZPNObdRa/e+zZFw9gNuAEbariFF3ef5+fkFa1tmk72qgGN0XB4nRX90oPCqr28qp3au1vp7nIWmDUleY3RxjBxeagyFpLVIH68+Zuw9rCGlRsCIDATR3mBYDNwG/s9320FxJDwDruNbWk0KFTC5V9oZjrU5qsi0ZpbhyVU7+bTjOosBiLr8c+IAXdyrdK3kVUot+vBipSeRe0h/8usDtpJNQr7lvJn/VO4VCd3HdOIw056OED5KaH5chBdqsmQV8tdAxIN0dvgycmLd3I/U9jSmQ9yPAaqQTJqTgoVWd9PeyfWjpTJuNnrJd8k60ysm/9U6y3W7073eluFOpk6/87rO9ToXHOA840vbkvL0O8J+296rqmFWoIsRJXxxD0sds31oyz4b8O80bKTWXRClW3EZ0NEltBNxKWucGlw3sWXweSVejp2wXaR7sS1XNs3k3iDuVOrmT8l7VLXJVgbVqFUo+5v1K0X7na0rxOkbYnpqTKl8bgyrWeoBxkjrdmdjep1D+d0va1PZtAJI2odx6Lf9TKJ+eqGIeycdtr6sUL+6nko6j8ByJPvRsfxdgfhWVSmcrAw9IuoO5R6iUugp8SNIppDg8BvYgTe6br+WRNZeQO7RtX1LFcSR9vmF7BCkczGTbJf6R65vTFgN2pkAkWEmT6RiRtafSAlomTd58sN38Ye54UCX7m7pQxTySgT56ag7bfdLpPRBFpdJZ1Vfge5OWE/5O3r6RgrG/KnabpI1s31nhMfYFPgZcl7e3II3o+YCkw2yf1U7mti+q35Z0LmluT7uqCE7ZnWL9TepYLroxHSi6XHSz0VOnFMq7MpL+Sjfx80o2O74bRJ9KEzlQ3Ejb/8jxjwbbnlXBcSofQVVSX4ysyf/A+9l+Jm+vRMdyyzeW7u+S9EHgb7bfXzLfqhUemTg2P92MNJv+/Lw9hhQ363sljtNwzAEzekopDH2XXE1E4QErKpUGub19HGmW+/uUwov/3naRdaIbjjWgOvtyZduJC0Y6lTTZdaEkcl/OZNvrlDiRNgy9NvAMcKALB9WrgqRFndfekbSx7Tvq0wrkfx1pDtJbeXth0ozxT7WZb7fBOgfCdx96Lpq/OtuftLrh7QC2H1WKmFuFqoLqVcL2k5LWA/4jJ91k+97Ch7lJ0uWkoJWQYmfdqLTa3ovtZm576TzrfSQdw1oHypXVreRh3LbvaEwrYBVSmP5a3Kylclq7PtvNa8UDGlYlX2AeRbqbqx8SXTLqwIAXlUpnb9h+s9aeLGkhqjvp9MUIqmJyCIyv0nES+JOkk22fVPAw+5Mqks1Ile6ZwEV5wl9bV8wAkvYj9WeNAO4hhfS4lbKzuovKQTyHA4tL+igdFyNDSEN0SzmaNHqt1p+1OWkJ6bbY3rvdPOYTp5OCev6S9Le4NwPswrAvRPNXA0k/J10R70mKUPxN4EHb/10o/52Ba2ttybnjcouqRlOVJOk+4GO1UDD57uHW0rOVq5RHaW0E3Oa0NOxawE9tf6mfi9al3OexF2nS7J10nMhmAWeUbD7KFdgmefP2EnGzJH2/u9ddYFXMviBpku0N65toJd1k+z9avXdBEncqnR1IGoE0mTRP4grKjlA5xPacIIBO4e8PAeb7SoV0Mnu7bvttCl+pNfR5LEIaovvvgmFmXrf9uqRaH8XDubN+vmV7PDBe0i6No9dKyv1XWwNr2j5M0mq1vps2s+7raA9VeT1PkH5U0reAfwFVNY0PWFGpNHBa3OePVBcorupFwKp0OnC7pFqluBNwWskDNIabUVrKeeOCh5iW7w4vAa6RNJMC81T6yAil6MGzSH+fG5AGGVxdKP/fkhZv2pI0ZHkWKQDnRu1kantANfN247uk5sZvk9b92RIY2+07FkDR/NVAadGmQ0mT1haiY9hskc44SaeRmtfqFwFbdqCEacmBMT9B+l5udB8sLyzpNtubVpDv5qQoyH+3/Wbp/EurhXuRtC2p7+knwOmlRhDWRiOqouWK80TWk0j9ZSYtAPYd29NK5B/mDwPlCrkvnUoKuz6JuZt6SjmAdDI4n3Rivpp0gpjvSTrL9ldIE9ca00odo374aW09kkqufAbg/IJaU+P2pMrkXtVGlJTxltIKjbUoyMPoWHa2hNNJ6wrVgmvukdM+XfAYlVG1S0W/a0Sl0tlLtq+sKnPXLQI2AM0VYj2fgEqH86gfflpbj2THwscYqCZJupoU2uQgSUtT9qR/ImnRrxUlHUkK+PiTgvkPs3163fYZkr5bMP+qVblU9LtGVCqZOtY7uU7SL0jDZudMKmt35rukX9n+blchH+bnUA+SDgIOJg1pfZmOK+Y3gZMLHmcwKUr0L1vuvGDaF1gfeMz2q5KWJw1rLcL22ZImAVuRfsc72S4Zl+45SXvQscjYbqT4XwOC7UkNSf9Uihwd6kSfSlY3Nr8Zt3uLK2lD25O6CvkwEJpiJB1l+6CKj3FduzO4380kDaejvw8A2zcWyrtTU2bJ5k1JqwG/JsV2M3ALqU+lWESGKqnzUtEbAifanq9HD/a1qFQaSFrT9mOt0hZUkj4HfDJvXl86Um5udhlKReuYD2SSjgG+RIp6XOvvc6m73MawQfnOcbLttUvkP9Apre1u0l3cbOBx4DDbN/drweYzUak0aBaPqzbpqc18a6HRO71EBcudVkHSUaThvWfnpN2AiSXvXuruGGvfVe37WeA7QyU9AqxbKtZXXb5zmjdJC37N1bxZ6vcraTzpzuTFvL0scJzLrWUT5gPRp5KpYw3zoQ0jkIZQF+enDX0dGr0KnwHWz3N5aieJu4G2Tzp1s64vp+NqsCaufJLHSJNBi1Yqto8CjuqD5s11axVKPu7MHHZmQJB0OHCo7bfz9hDghHdRGJoiolLpUOka5vXtxjkUxsakk+WdJUJh9KFl6Ag4OLRgvrVJjx8kTba7lFSxfJa05kxIdxH3SJrA3AFw27sAABILSURBVINIiqx3YvugfPdQH2yzWJ8NMEjSsrZnwpw+ioF0DloIuEPS3sB7SHNuSsa9e1eI5q8Gqn4N8/1Iy8JeSzppbk5qly06M70KknYjBR28jlT2TwIH2T6v4DGuBnZxXr8mD5v9s2Olvfp1T+aSw7iUyL9psM1STY+S9iTd1V6Yk8YAR7rNhdf6kqStgb8CM4FP2p7Sz0Wa70Sl0qDqWb+5Xfzjtp/P28sDtwyUESSSVibdSYhCAQcb8n8YWM8d64YsCtxre62Sxwmd9UWwTUlrk8KbCJhgu8hSy31B0idJC8b9CfgIsBywj+2BEuanTwykW8++UvWs32mkJrWaWcDUQnn3hWH552Dg45JKL7J0FqmJ4S+kSn1noMiV+EAl6QLbX+xqsEfBQR6VB9vMlciDksYNpAolOxYYUyt37nu9FogLnjpxp9KgWawjSffYXr/NfGsd0euTrnIuJZ0gdgTusP31dvLvCzlu2brAA3TM5Hbp0Tt5ImotnHifxBebn0la2fZ0VbzyZq7I9yYFTtyS1MSzsO3tS+TfcKwBteoppCHWtU76urTla60OIYk7lc5mVDTrt9YR/b/5UXNpgbz7yqZ9MWchz0lZ4Oel1Nienn9WOknQ9s756aF5aPdQ4O8VHW4gLm61gqSf/f/27jzI0qo+4/j3YYvAKFFZDCIog4qIrOoMYkQEF4poSBBilUusgAqIChjiGnc0iGA0JoqBDERLZdxxIaIWFjIbOgwzoIhmUCiNlloiIEsJw5M/zrn2paen+/b0e/u9b/fzqeqaue/te97TcHt+92y/H/BI28+rU3mHUPIFRpWRyjjjTv0CLKNDp36HSdKFlHMFXZu2mBMkLaas9z2BUmtmSxqsNSPpQ8Altpc30d4U99qta9mJJV1GmQp/S80WvRWwxrVgVxQZqYxj+xZgaHm4Op7p9GJghaRfUba0dubg5hzxEeBFwGcp2ZtfBuzVYPvXAG+V9DhKYslLbH+/qcYl7QK8F9jV9lG9T/q2u/JJf0fbS+thUWzfJ2kYmcw7LUFlEkOa9+1yptP/Al5KqYrZZHbcGJDt/+2b218iqbFRhccqTD6M8r48W9Luth/b0C0uon7Sr49/TEnH05WgcmfdrdkrDbAYuK3dLo2eBJXJNT7v2/FMp7fYvrTtTsxjd0nahnIA8v3AL4Hth3CfvSg7mh5NyTPWlK5/0j8DuBRYKGkZZSfkC9vt0uhJUJnc15pucIJMp0+mnM7tgh9J+hTl8Ff/ie4mtxTHpr2Uso5yKqWQ3KMoI4pG1ISVf0vZSLIUeHd/WpUGdP2T/kLgKMb+uy8i/4ZuJAv1s6wv0ymMFaHqRKZTSUsmuNz4luJoh6STgM/Z/u2Q2j+IstFgX+B6yif942yvHcb9miZpne39JD2dsjZ0LvBm24ta7tpISVCpJN3B5FmEm9phsy1wCqXOu4HvAh+1fU8T7cfctYnDj7cB3wfe08R5iWHm/qrZETZQ8rsJuBHYoumsy8MiaY3tA2u27utsf6p3re2+jZIElVkmaSlwOw9MH/9Q28dt+lWjp4uH17qurqNsoGR8gLITTJTA8nTbz9/Uawdsf9i5vyYqK9GZ95GkrwK/AI6kFOi6m3Jwef9JXzjPZD6wGrfWsRHbv5vs+Wl4/Lg34RWSOjH8H6eLh9e67lDbh/Y9vk7SMtuH1gO7M/U6xnJ/Hd7L/TXTRmtW7kdSylEfyNh75yHAdjNtfxYdDzwP+IDt39c8eGe23KeRk6AyZjUT1/FQ/XPPhu6zRtJi2ysBJC2iHLDsmsY3McSUFkhaZHsVgKSnAgvqc01sSx9W7q/nAi+njIDO67t+B6U4WCfYvgv4Qt/jX1J24EWfTH9NoI5axs8rN7LtV9INlDnlW+ql3YEbKOc+OnGQsBYn6q+R3tQoLiYh6SmUs0ILKB92bgdOpORiO9r20hm2P9TcX5KOtf35JtqK0ZWgMs4m5pWX2z6iofYnTArYM8rpYCS9CngXZS75fsY2MTQ1iosBSNqB8rvb5Hbf8fc4jJr7y/YfZ9jWS2x/UtLrmTibxHkTvCw6KtNfGxvKvHLPKAeNAfwj8MRhbTmNqUk6mlL2+kFSmam1/a4G2t0CWGd739pmkwdyewc0F0z6XTEnJKhsbOg1JTpsPaWkbbRA0scoC9uHAxdQTnNf3UTbtu+XtLamZbll6ldMq+3z65+NfTiL0ZWgsrGfS/pz4EvANyXdCqSyW/EmYLmkVQyhRnpM6Wn18N062++UdC59C8cN+AvgB5KuBu7sXbTdSIJVSTsBr6Ckf+lfk8vh2TkkQWWcWa4p0TXnUyrdJaFkO+6uf94laVdKnZ/HNNj+sEcSX6Yc9v0W5bxNzEEJKpNoeF55LrjP9hlTf1sMyVfrKPocSpp6A//ZVOOz8H7fzvYbhnyPaFl2f8XAJJ0F3MzGCSWzpXiW1ZQnD7LdWELGTaQq6qWBeb3tm2bY/nsoOym/PpN2YrQlqMTAajLM8bKluAWSPm77lQ23+U7K+uGnKNvFX0TJoH0jcLLtZ25mu/3BagHlA0nvsGZjefViNCSoRHTQMHJmSVo1PuOupJW2F0taO9McV5I+QVlT+a7tG2bSVoyuLdruQHSHpK0lvVbS5+rXqZK2brtf89Svh9Dm/ZKOl7RF/Tq+77kmPn0uoYx8PixpfX0Pva6BdmOEZKQSA5N0AbA1pVY9lKJRG2yf2F6v5qd6WHGB7dsbbHNP4EPAIZQgspJSDOwXwMFN1PyRtCXlcPHhwEnA3bb3nmm7MToSVGJgE02BNDEtEoOpVTdPomzHXU3Z7n6e7XNa7diAJH2bcrp+BWUa7CrbwxhxRYuypTimY4OkhbbXw58+2ea8wezZx/btkl4MfB14AyW4NBJUJH14gsu3Ad+3/eUGbrGOUodk39ru7yWtsH335C+LLklQiek4k1L/5SbK7qA9KFltY3ZsXdewjgE+YvteSU1ONTwI2Bv4bH18LCUD8gmSDrd92kwat306gKQFlPdNb43lz2bSboyWBJUYSJ3Dv5tSEqBXDvZHXSkFO0ecD/wMWAtcWTNeN7amAuwFPMv2fQCSPgpcDjybkkVhRiSdCvwlZbRyMyWN/3dn2m6MlqypxMDqVMUhbfcjxkjaqhcEGmjrRuCpvQOVNcX+Ktt7N1GLXdKZwJXA6qb6HKMnW4pjOi6XdKx6OddjVknaRdKFki6rj/cB/r7BW7wfuFbSEkkXAWuAD0janpKva0Zsn2N7VQLK3JaRSgysnozennIa+h7GinTlRPQsqMFkCfAW2/tL2gpYY/tJDd5jV8pW8R9R/l//3PaVTbUfc1/WVGJKkg61vQzYyfY9bfdnHtvR9lJJbwKwfZ+kxnbfbaLq6QpKaeGIgWT6KwbR22q6vNVexJ2SHk493S5pMWVrblN6VU9vtn04cCDwmwbbj3kgI5UYxL2SlgC7TXSWIUW6Zs0ZwKXAQknLgJ0o1R+bkqqnMWMJKjGIvwKOpEyDrG65L/OW7WskHcbYlu4bbd/b4C1S9TRmLAv1MTBJ+9te23Y/5quaN+toNi7He94Q7nUYteqp7T823X7MXRmpxMD6A8owUq/HlL5C2XU39HLOqXoamytBJTZXzqrMvt1s79d2JyImk91fsbm+1nYH5qHLJD2n7U5ETCZBJQYm6eze322/dfy1GLqVwBcl3S3pdkl3SGoy91fEjGWhPgY20TqKpHWZkpkdNTv0McB1zi9ujKisqcSUJJ0MnEI5H7Gu76kHA8va6dW89BPg+gSUGGUZqcSUJB0I3Aq8D3hj31N32P5dO72af2qSxz2By4A/lRwYxpbiiM2VkUoM4gLbB0va2fbNbXdmHvtp/dqmfkWMnIxUYkqS1lBOWZ8IfHD88/mkHBE9GanEIF5EWSDeirKOErNI0r/aPk3SV6jJJPvZfkEL3YqYUEYqMTBJR9m+rO1+zDeSDra9uqZO2UhOv8coSVCJgUnaBXgvsKvto2rlwUNsX9hy1+a8mvfrYtsvabsvEZPJ4ceYjouAbwC71sc/Bk5rrTfziO0NwE6SskAfIy1rKjEdQ608GFP6GbBM0qXAnb2L2SgRoyRBJaZj2JUHY3L/V7+2IBsmYkRlTSUGJukg4N+AfYHrqZUHba+b9IURMW8kqMS0SNqK4VUejElI+iZwnO3f18cPBT5j+7nt9ixiTKa/YrqeyljlwYMkYfu/2+3SvLFTL6AA2L5V0s5tdihivASVGJikTwALgWuB3gK9gQSV2bFB0u62bwGQtAcTHIaMaFOCSkzHk4F9kiW3NW8BrpLUO+z4DOCVLfYnYiNZU4mBSfos8Frbv2y7L/OVpB2BxZQ1rRW2f9tylyIeIEElptSXc+rBwAHA1Tww9XpyT80ySe+w/Y62+xExXoJKTKnmnBJwNvBP/U8BZ9te1ErH5rGJqnBGjIKsqcSUegkLJW09PnmhpG3b6dW8p7Y7EDGR5P6KKUk6WdJ1wOMlrev7+imQg4+zQNKWkk7vu3Rwa52JmESmv2JKknYAHkrKCbdK0ndsP7PtfkRMJkEloiMknQXsAFzCAxNKXtNapyLGSVCJ6AhJV0xw2bafNeudidiEBJWIiGhMFuojOkLSLpIulHRZfbyPpBPa7ldEvwSViO64iFTejBGXoBLRHTvaXgrcD6XyJmOJPSNGQoJKRHek8maMvJyoj+iOM4BLgYWSllErb7bbpYgHyu6viA5J5c0YdQkqER0i6WmMVd4ESOXNGCmZ/oroiFTejC7ISCWiIyTdQCpvxojL7q+I7rgeeETbnYiYTKa/IkbcuMqbP5SUypsxshJUIkbfB9ruQMSgsqYS0RGSzrb9hqmuRbQpayoR3fHsCa4dNeu9iJhEpr8iRpykk4FTKCfp+8s3PxhY3k6vIiaW6a+IETeunPO/AM+oT11le01rHYuYQKa/Ikac7dts/wxYCXwS2JGS9+tiSa9ps28R42WkEtERderrENt31sfbAyts79duzyLGZKQS0R3igfVTNtRrESMjC/UR3bEEWCXpi/XxMcCFLfYnYiOZ/oroEEkHAU+njFCuzEJ9jJoElYiIaEzWVCIiojEJKhER0ZgElYhK0m6SvizpJ5LWS/qQpG36nv+0pHWSTpe0t6RrJa2RtHCW+vfwes9rJf1K0i/6Hm8zdQsRw5c1lQhAkoBVwEdtL5G0JfBx4He2z5T0CGCV7T3q978R2Nb221vq7zuAP9hOBuMYKRmpRBTPAu6xvQTA9gbgdOAfJG0HXA7sXEcFbwdOA06UdAWApJdIuro+f34NSkj6g6SzJK2VtFLSLvX6cZKur9evrNe2lHSOpO/VEdGrBu28pPdJenXf47MlnSLpSElXSPqSpB9K+vcaQJF0lKQVkq6RdEk9TBkxIwkqEcUTgdX9F2zfDtwC7AW8AFhv+wDb7wQ+BnzQ9uGSngD8HXCo7QMohxJfXJvZHlhpe3/gSuAV9frbgOfW670iWycAt9l+CvAU4BWSHjNg/y8AXg4lOAHHAZ+uzy2iBMEnAU8A/lrSzsAbgSNsHwSsA1434L0iNimHHyMKUaorDnq93xHAwcD36iBgW+DX9bk/Al+tf1/NWPr6ZcBFkpYCX6jXngPsJ+mF9fEOwGOBn07VedvrJd0h6UnAHsDVtm+t/VlZc4ch6TOUcy4A+wDL6/dsA1w11X0ippKgElH8ADi2/4KkhwCPAtYDO0/yWgEX237TBM/d67GFyw3U3znbJ0laBBwNXCvpgNrOa2x/YzN/hgspo5VHA+f3XR8fFF3v9T+2X7qZ94qYUKa/IopvA9tJehn8aQrpXOAi23cN8NoX1iklJD1M0h6TvUDSQturbL8N+C0leH0DOFnS1vV7HjfNdY7PA88HDgC+1Xd9saTd6890PGVEshw4TNKe9V7bS3rsNO4VMaGMVCIA25b0N8B/SPpnygeurwNvHuC1P5T0VuBySVsA9wKvBm6e5GXn1H/ERQlKaynrGo8GrqmL6b+h5Pca9Ge4py76/8r2/X1PLacEyCcC3wEurT/vCcAlfduR3wz8ZND7RUwkW4oj5oga0K4FjrF9U712JHCq7YGDU8RMZPorYg6oC/TrKeskN7Xdn5i/MlKJiIjGZKQSERGNSVCJiIjGJKhERERjElQiIqIxCSoREdGYBJWIiGjM/wMOqukWN9As2AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "denver_crime['OFFENSE_CATEGORY_ID'].value_counts().plot(kind='bar')\n", "plt.title('Crimes Committed by Type')\n", "plt.xlabel('Offense Type')\n", "plt.ylabel('Total Crimes (2014-2018)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "392b2a82b1713406071a792a2773281881d95637" }, "source": [ "all-other-crimes seems to be the largest category, which we will take a closer look at in a moment. A lot of the large categories of crime seem to be forms of theft (larceny, theft-from-motor-vehicle, auto-theft, burglary). this suggests that theivery is a serious problem in Denver. beyond those crimes, drug-alcohol and public-disorder crimes seem to comprise most of the rest of Denver crimes. Violent crimes, such as assualt, robbery, and murder are low, which is a good sign.\n", "\n", "Next, let's take a closer look at the all_other_crimes category." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "_uuid": "c367833babd6412ae93e75746220747eb6eaad4e", "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#only listing the top thirteen subdivisions of 'all-other-crimes', for sake of space\n", "temp=denver_crime[denver_crime['OFFENSE_CATEGORY_ID']=='all-other-crimes'].OFFENSE_TYPE_ID.value_counts().head(13).plot(kind='bar')\n", "plt.title('All Other Crimes Expanded')\n", "plt.xlabel('Crime Type')\n", "plt.ylabel('Total Crimes (2014-2018)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "171c9507be0cdb8373ca30d7fd6780798357aaf5" }, "source": [ "Most of the crimes in this category seem to be traffic related, but from the label it's difficult to gleam what type of traffic incident is occuring. The other biggest chunk of this misc. category is criminal-trespassing, which if it were it's own category would eclipse aggravated-assualt in terms of number of occurences.\n", "\n", "For completeness, let's also take a look at other-crimes-against-persons, which is another composite category, to see what it contains." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "_uuid": "5194c4f3dbda92adc955afb394fb49debd42d34a" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "denver_misc_crimes=denver_crime[denver_crime['OFFENSE_CATEGORY_ID']=='other-crimes-against-persons'].OFFENSE_TYPE_ID.value_counts().plot(kind='bar')\n", "plt.title('Crimes Against Persons Expanded')\n", "plt.xlabel('Crime Type')\n", "plt.ylabel('Total Crimes (2014-2018)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "a7755e8550a39d55acdec1beaa033e147c986eb6" }, "source": [ "other-crimes-against-persons seem to primarily composed of assualts, with a bit of spying and flashing mxed in. Given it's composition, this category will be most influenced by the number of assualts within it, so I'd personally consider the category elated to aggravated-assualt." ] }, { "cell_type": "markdown", "metadata": { "_uuid": "8a33029f08a97f1a27db083d37221537beae511a" }, "source": [ " Crimes Viewed through Various Timeframes\n", "\n", "Now that I have an overview of the data, I'll begin looking at the data through various time frames. Specifically, I want to see if crimes are seasonal and if certain types of crimes have become more common over time. Let's start by breaking down each type of crime over the last five years." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "_uuid": "e6fdb38cdfb60a449dd913fe391b4e1fc85c7268" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "temp=denver_crime[['YEAR_REPORTED','OFFENSE_CATEGORY_ID']].groupby([denver_crime.YEAR_REPORTED, denver_crime.OFFENSE_CATEGORY_ID]).agg('count')\n", "temp=temp.drop(labels='YEAR_REPORTED',axis=1)\n", "temp.columns=['COUNT']\n", "temp=temp.unstack(level=1)\n", "temp.plot(kind='line')\n", "plt.legend(loc=(1.2,0))\n", "plt.ylabel('TOTAL')\n", "plt.title('Crime Types over the Years')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "721f69626c12797bf01b1663a79f7d706701eee2" }, "source": [ "According to the above graph, all-other-crimes, theft-from-motor-vehicle, and auto-theft all have become more common over the past three years. public-disorder has decreased while other crimes seem to be staying level. Given the increase in auto-theft and theft-from-motor-vehicles, it seems that some sort of PSA reminding people to lock up their vehicles may be warranted.\n", "\n", "Next lt's take a look at these crimes by month. Specifically, we are looking to see if certain months have more crimes than others, and if certain types of crimes become more common in certain seasons." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "_uuid": "dd4c4a30ef5534e23046a7b05b70539b7e459ce3" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# br graph of crimes by month, to see if crime is seasonal\n", "temp=denver_crime[['MONTH_REPORTED','OFFENSE_CATEGORY_ID']].groupby([denver_crime.MONTH_REPORTED, denver_crime.OFFENSE_CATEGORY_ID]).agg('count')\n", "temp=temp.drop(labels='MONTH_REPORTED',axis=1)\n", "temp.columns=['COUNT']\n", "temp=temp.unstack(level=1)\n", "ax=temp.plot(kind='bar',stacked=True)\n", "plt.legend(loc=(1.2,0))\n", "plt.title('Total Crimes each Month (Bar Graph)')\n", "plt.xlabel('Month')\n", "plt.ylabel('TOTAL')\n", "ax.set_xticklabels(('Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "_uuid": "be8e4157494b370834f92cc98d7f72950492a61f", "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#line graph of crimes by month to see if certain crimes increase noticeably in certain months\n", "temp=denver_crime[['MONTH_REPORTED','OFFENSE_CATEGORY_ID']].groupby([denver_crime.MONTH_REPORTED, denver_crime.OFFENSE_CATEGORY_ID]).agg('count')\n", "temp=temp.drop(labels='MONTH_REPORTED',axis=1)\n", "temp.columns=['COUNT']\n", "temp=temp.unstack(level=1)\n", "ax=temp.plot(kind='line')\n", "plt.legend(loc=(1.2,0))\n", "plt.title('Total Crimes each Month(Line Graph)')\n", "plt.xlabel('Month')\n", "plt.ylabel('TOTAL')\n", "ax.set_xticklabels(('','Feb','Apr','Jun','Aug','Oct','Dec'))\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "90244f9b0537e16813a36ec2dd630dc2f68996b3" }, "source": [ "based on the above graphics, it seems crimes are more common in the summer than the winter in denver. We don't have to eyeball it though; we can conduct a hypothesis test to see if different numbers of crimes occur in the summer vs the winter. For the purposes of this test, I will consider December, January, and February to be the winter months and June, July, and August to be the winter months and June July and August to be the summer months. I will conduct a two sample t-test to see if the average day in each season have the same number of crimes." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "_uuid": "f2af5db8363e36bbda40f1fc87a76d19ec2a0f89" }, "outputs": [ { "data": { "text/plain": [ "Ttest_indResult(statistic=14.501338218405742, pvalue=1.0639198477586844e-42)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "summer=denver_crime[(denver_crime['MONTH_REPORTED']==8)|(denver_crime['MONTH_REPORTED']==6)|(denver_crime['MONTH_REPORTED']==7)]\n", "winter=denver_crime[(denver_crime['MONTH_REPORTED']==12)|(denver_crime['MONTH_REPORTED']==1)|(denver_crime['MONTH_REPORTED']==2)]\n", "summer=summer.REPORTED_DATE.dt.date.groupby(summer.REPORTED_DATE.dt.date).agg('count')\n", "winter=winter.REPORTED_DATE.dt.date.groupby(winter.REPORTED_DATE.dt.date).agg('count')\n", "stats.ttest_ind(summer,winter,equal_var=False)\n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "6a6c2ba10fc763150702cba4127966284929e41e" }, "source": [ "Since the p-value is well less than 1% we can conclude that the summer and winter have very different mean crimes per day. Next we'll check crimes by day of the week." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "_uuid": "0789ea3399403fface61a19f800c788596ecef57" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#bar graph of total crimes by day of the week\n", "temp=denver_crime[['WEEKDAY_REPORTED','OFFENSE_CATEGORY_ID']].groupby([denver_crime.WEEKDAY_REPORTED, denver_crime.OFFENSE_CATEGORY_ID]).agg('count')\n", "temp=temp.drop(labels='WEEKDAY_REPORTED',axis=1)\n", "temp.columns=['COUNT']\n", "temp=temp.unstack(level=1)\n", "ax=temp.plot(kind='bar',stacked=True)\n", "plt.legend(loc=(1.2,0))\n", "plt.xlabel('Day of the Week(bar graph)')\n", "plt.ylabel('TOTAL')\n", "plt.title('Crimes by Day of the Week')\n", "ax.set_xticklabels(('Mon','Tue','Wed','Thu','Fri','Sat','Sun'))\n", "plt.show()\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "_uuid": "3b7f8defe5f03158d3e89783b46c72c40750e3e1" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#line graph of each type of crime by day of the week\n", "temp=denver_crime[['WEEKDAY_REPORTED','OFFENSE_CATEGORY_ID']].groupby([denver_crime.WEEKDAY_REPORTED, denver_crime.OFFENSE_CATEGORY_ID]).agg('count')\n", "temp=temp.drop(labels='WEEKDAY_REPORTED',axis=1)\n", "temp.columns=['COUNT']\n", "temp=temp.unstack(level=1)\n", "ax=temp.plot(kind='line')\n", "plt.legend(loc=(1.2,0))\n", "plt.title('Crimes by Day of the Week (line graph)')\n", "plt.xlabel('Day of the Week')\n", "plt.ylabel('TOTAL')\n", "ax.set_xticklabels(('','Mon','Tue','Wed','Thu','Fri','Sat','Sun'))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "b44e98e8ad885d6f0946adeea4fd95b492c9c3cc" }, "source": [ "It appears that crime generally occurs on the weekdays as opposed to weekends (even criminals need a day off). in particular, theft-from-motor-vehicle and larceny crime rates drop precipitously on weekends. drug-alcohol crimes seem to occur from Tuesday through Friday, and interestingly both aggravated-assualt and other-crimes-against-persons occur more frequently on weekends. I'm not quite sure why that is, but further research might reveal the answer.\n", "\n", "I'll run another quick hypothesis test to determine if a different number of crimes occur on weekends as opposed to weekdays." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "_uuid": "c97a766cbbcd49ae8a9ee34b133967d3dab84f86" }, "outputs": [ { "data": { "text/plain": [ "Ttest_indResult(statistic=21.83844857162146, pvalue=2.567900994035011e-88)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weekday=denver_crime[(denver_crime['WEEKDAY_REPORTED']<5)]\n", "weekend=denver_crime[(denver_crime['WEEKDAY_REPORTED']>=5)]\n", "weekday=weekday.REPORTED_DATE.dt.date.groupby(weekday.REPORTED_DATE.dt.date).agg('count')\n", "weekend=weekend.REPORTED_DATE.dt.date.groupby(weekend.REPORTED_DATE.dt.date).agg('count')\n", "stats.ttest_ind(weekday,weekend,equal_var=False)" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "ba3f90601213a5ce1f6d95e0fcf08a514661a3c1" }, "source": [ "the above t-test shows that there is well less than a 1% chance the same number of crimes occur on weekends vs weekdays" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "b50950abd62a02dc4bdf3f22278a62f4bcee8694" }, "source": [ "Now I'll analyze crime by the hour of the day. I'm curious to see if certain crimes are more common in morning hours versus evening hours. note that to keep things clear, I'll be using military time in the below graphs. 6 represents 6 AM, while 18 represents 6 PM." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "_uuid": "923917e215dfe9392fd1c72efae37cfdc2d57b04" }, "outputs": [ { "data": { "image/png": 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wegEBAUyaNImKigrmzJlTp3Md6f333+fzzz/nyiuvrJfjmdoVlZbzh3dX8sDHaxjesy0fTTyVhLbhx3WMuOgWfHDzME5PjOZPH65m8szVlJVXeCli4w0291cjcPHFF7N9+3aGDRuGiBAeHs706dPp0KEDAH/+85+56aab6N+/P6rK6NGjueqqq6o81l133cXAgQO59957CQ+v/T/8/fffz7hx47jhhhsAT3PVww8/fGj7kiVLqt03OTmZxx57jIsuuojS0lKCg4N5/PHHSU5OPqquiHDffffx+OOPc+6559YY0/jx42nWrBkA0dHRfPHFF4Cn2W769Ons37+fvn37Mn/+fHx1CHlTs72gkN++nsrq7Xv4/Vk9uHVkAgEBdZu9ICIsmH9PGMyjn61lyrc/szF7Py+MG0ir5taB3xiIv7U7p6Sk6JFNMmvXrrVmEj9i/971a9HGHG55czmlZRU8PTaZs5La1dux30ndxp8+XEVsm+ZMuSaFhLYta9/JeIWILFXVWjszrfnLGFNn76Zu4+pXltCmeTAf3XJqvSYUgF+ldGbGDaewp7CUX7y4kEUbc2rfybjKkoqfeuSRRw4bwpycnMwjjzzidlimEXl98WbueO9HhsVH8dHEU4mP8c5VREpcJDNvOZV2EWFMfGMZWXtslmlfZs1feJpDevXqZTPY+gFVZd26ddb8dYKmfLOJRz5dy1m92/L8uIGEBQd6/ZzpWXu58LkFDI6LZNqvh9S5z8bUjTV/HYewsDByc3PtvoYmTp1Fumq7T8dUT1V5dt4GHvl0LRec1IGXrhrUIAkFIKFtOPddkMS3G3KYumhzg5zTHD8b/QXExsaSkZFBdna226EYLzu4nLA5fqrK43PW89JXG7l0YCce/2U/ggIb9nvp+JO78NX6LB6dvY5hCVH0ah/RoOc3tbPmL2NMrVSVv3y8hqmLNjPu5C48PKava81POfuKGf2Pb4lqEcLMW05tsCslf2fNX8aYelFeodz74SqmLtrMdad245FL3EsoANEtQ3ni8n6sz9zLY7NtbjdfY0nFGFOtsvIK/vjuSmYs2cbEEfH8+cLePjGgZUTPtlw7LI7/LNzM1z9Zs7UvsaRijKlSSVkFt85YzofLt/PHc3pwx7m+NULy7vN60aNdS/747kpy9xW7HY5xWFIxxhylqLSc/5u+lM9W7+K+C3pzy8hEt0M6SlhwIM9cMYDdB0q56/1VNnrTR1hSMcYc5kBJGb+Zlsr8dVk8fElffnN6d7dDqlbvDhHcObonX6zN5M0lW90Ox2BJxRhTyd6iUia8uoRFG3N48vL+XHVKV7dDqtV1p3bj9MRoHvrvGtKz9rkdjt+zpGKMn1BVisvK2VtUSu6+YnbuLmRzzn5+ytzL6u27Sd2cx1WvLGH51gKeuWIAlw1qHPfzBAQIT17en2bBgdz29nJKymyqfDd5c436V4ELgSxV7euUJQP/BMKAMuBmVV3irGf/DHA+cAC4VlWXOftMAO5zDvuwqk5zygcBU4FmeJYinqTWqGr8XGl5BZ+nZfLmki1syt5PSVkFJWUVFJdVUHIM65KEBAbw4viBnNPn2BbW8hXtIsL426X9+L/pS3n6i5+4a3Qvt0PyW968o34q8DzwWqWyx4G/qOpnznr1jwPDgfOAROfnZOAl4GQRiQQmAymAAktFZJaq5jt1bgS+w5NURtOI16g35kTs3F3IjCXbeGvJVrL2FhPbphmnJUQTGhxASGAgIUEBhAQFEBoUQEhggFMecKj84ONu0S3oGtXC7ZdTJ6P7tufKIZ3559cbOSMxhqHxUW6H5Je8uUb9NyISd2QxcHBehVbADufxGOA150rjOxFpLSId8CScuaqaByAic4HRIvIVEKGqi53y14BLsKRi/IiqsmhjLq8v3sLctZlUqDK8RwyPDY3jjB4xBPrhhIt/vjCJ7zblcfs7K5g96Qxb2MsFDT33123AHBF5Ek9/zjCnvBOwrVK9DKespvKMKsqrJCI34rmqoUuXLif2Coxx2e7CUj5YlsHr33mauNo0D+Y3p3dj/JCudIlq7nZ4rmoeEsQ/xibzy5cWce9Hq3j+ygE+dW+NP2jopHIT8HtVfV9EfgW8ApwFVPWvrnUor5Kqvgy8DJ65v443aGN8QdqO3Uz/bgsfLd9BYWk5A7q05u+/6s/5J3Ww+a8q6d+5Nb8/uwdPzFnPyJ5t+WUjGXDQVDR0UpkATHIevwv823mcAXSuVC8WT9NYBp4msMrlXznlsVXUN6ZJKSuv4JNVO5m2aDPLthYQFhzAmP6duHpoV/p2auV2eD7r/86M5+v12UyelcbguEi/v4JrSA09pHgHcKbzeCSwwXk8C7hGPE4BdqvqTmAOcI6ItBGRNsA5wBxn214ROcUZOXYNMLNBX4kxXlRaXsE7qdsY9fevmfTWCvIPlPLnC5P4/p6zeOyyfpZQahEYIPx9bH9EYOKby9h9oNTtkPyGN4cUz8BzlREtIhl4RnHdADwjIkFAEU4/B57RW+cD6XiGFP8aQFXzROQh4Aen3oMHO+3xNKVNxTOk+DOsk940ASVlFXywLIMXvkpnW14hfTtF8PLVgzirdztb6fA4xbZpzj/GJnPT9GWMfXkxr10/hLbhtkCbt9l6Ksb4gOKyct5bmsGLX25ke0Eh/WJbMWlUIiN7tbWO5hP07YZsfvv6UmLCQ5l+/cl0jrSmsLo41vVULKkY46Ki0nLeTd3GS19tZMfuIpI7t2bSWYkM7xFjyaQeLduaz7WvLqFZSCDTrz+ZxHbhbofU6FhSqYYlFeMLikrLeWvJVl76eiOZe4oZ1LUNk0YlcnpitCUTL1m3aw9Xv7KEsvIKpl03hH6xrd0OqVGxpFINSyrGTYUl5by5ZCv//Hoj2XuLGdItkttGJTI0PsqSSQPYnLOfq175nvz9Jfx7wmC76/44WFKphiUV05DKK5R1u/awbEs+qVvyWbAhh9z9JQztHsWksxI5pbt9qDW0XbuLuPqV79mSd4AXxw3krKR2bofUKFhSqYYlFeNNe4tKWb61gKVb8lm6JZ/lW/PZX1IOQNvwUAZ3i2TC0DiGdIt0OVL/lr+/hGv/s4TVO/bw5OX9+MUAu0GyNseaVBr65kdjmgxVJSO/kKVb8kndkkfq5nzWZ+5FFQIEerWP4NKBsaTEtWFglzbEtmlmTVw+ok2LEN644RRumJbK799eyd6iMq4ZGud2WE2CJRVj6uCLNZnc++EqsvZ61kZvGRrEgC6tGd23PSldI+nfuRXhYTaZoS9rGRrEf349mFtnLOf+mWnsPlDKLSMTLPGfIEsqxhynPUWl3P3BKto0D+bWUYmkdG1Dj3bhfjkrcGMXFhzIS+MHcud7P/LU3J/YXVjKny7obYnlBFhSMeY4PTdvA7n7i3llQgr9O9uw1MYuKDCAJy/vT0SzYP694Gf2FJXyt0v72ZeEOrKkYsxxSM/ax38WbuZXgzpbQmlCAgKEyRclEdEsmGfnbWBfcRnPXDGA4EBbcf14WVIx5hipKn/5OI1mIYHcMbqn2+GYeiYi3H52DyLCgnj4k7WEBf/Ik5f1tznXjpMlFWOO0dw1mXy7IYf7L0wiumWo2+EYL/nN6d05UFLO3+f+REzLUO45v7fbITUqllSMOQZFpeU89MkaEtu25OqhXd0Ox3jZrSMTyNlXzL++2UR0y1BuOKO72yE1GpZUjDkGU77ZxLa8Qt74zcnWzu4HRITJF/Uhd18Jj3y6lqiWIVw60G6QPBaWVIypxY6CQl74Kp3z+rbn1IRot8MxDeTgQl8FhSXc+d6PtGkRwoiebd0Oy+fZVy5javHXT9eiCvda27rfCQ0K5J9XDaJXh3Bunr6MZVvz3Q7J51lSMaYGizfm8t8fd/J/Z8bb4k5+KjwsmP9cO4S2EaFcN/UH0rP2uh2ST7OkYkw1ysor+MvHaXRq3Yybhse7HY5xUUx4KK9fdzJBAQFc88oSdhQUuh2Sz/JaUhGRV0UkS0RWH1F+q4isF5E0EXm8Uvk9IpLubDu3UvlopyxdRO6uVN5NRL4XkQ0i8raIhHjrtRj/9OaSrazbtZf7LuhNWHCg2+EYl3WJas606wazt6iMCa8uoeBAidsh+SRvXqlMBUZXLhCREcAYoJ+q9gGedMqTgCuAPs4+L4pIoIgEAi8A5wFJwJVOXYDHgKdVNRHIB6734msxfiZvfwlPff4Tw+KjGN23vdvhGB/Rp2MrXr4mhS15B7hu6g8UOssamP/xWlJR1W+AvCOKbwIeVdVip06WUz4GeEtVi1X1ZyAdGOL8pKvqJlUtAd4CxohntreRwHvO/tOAS7z1Woz/efLz9ewrLuOBi/vY5ILmMEPjo3j2imSWbytg4pvLKC2vcDskn9LQfSo9gNOdZquvRWSwU94J2FapXoZTVl15FFCgqmVHlFdJRG4UkVQRSc3Ozq6nl2KaqtXbdzNjyVauGdqVHu3C3Q7H+KDRfTvw8CV9mb8ui7vfX4W/LXZYk4a+TyUIaAOcAgwG3hGR7kBVXwWVqpOe1lC/Sqr6MvAyeFZ+PM6YjR9RVR6YlUZk8xBuO6uH2+EYHzb+5K7k7C3h6S9+Ijo8hHvOsyHn0PBJJQP4QD1pfYmIVADRTnnnSvVigR3O46rKc4DWIhLkXK1Urm9Mnc1csYPULfk89suTaNXMFtkyNfvdKGc6l683EdMylN+cbtO5NHTz10d4+kIQkR5ACJ4EMQu4QkRCRaQbkAgsAX4AEp2RXiF4OvNnOUnpS+Ay57gTgJkN+kpMk7OvuIy/frqWfrGtuHxQ59p3MH5PRHjg4j6cf1J7Hv5kLXPXZLodkuu8OaR4BrAY6CkiGSJyPfAq0N0ZZvwWMEE90oB3gDXAbGCiqpY7VyG3AHOAtcA7Tl2Au4DbRSQdTx/LK956LcY/vPBlOll7i3ng4j423bk5ZoEBwtNjk+ndIYJ7PlhF/n7/Hmos/tbBlJKSoqmpqW6HYXzMzzn7Oefpr7m4fyee+lV/t8MxjVDajt2MeX4hF/brwD+uGOB2OPVORJaqakpt9eyOemOAh/67htCgQO6yxbdMHfXp2IqJIxL4aMUOPk/b5XY4rrGkYvze/HWZzF+Xxe9GJdA2IsztcEwjNnFEAr07RHDvh6v9thnMkorxe8/OS6dbdAuuHdbN7VBMIxcSFMCTl/ej4EAJD3ycVvsOTZAlFePXdhQUsmJbAZcNiiUkyP47mBPXp2MrbhmZwMwVO5jjh81g9r/I+LWDbd82v5epTxNHJJDUIYI/+WEzmCUV49dmp+0isW1L4mNauh2KaUKCAwN4wk+bwSypGL+Vt7+EJT/ncW4fu0ox9c9fm8EsqRi/9cWaTCrUmr6M9/hjM5glFeO3ZqftolPrZvTpGOF2KKaJCg4M4MnL+/tVM5glFeOX9haVsmBDDqP7trf1UoxXJXWM4NaRiX7TDGZJxfilr9ZnU1JeYf0ppkHcPCLeb5rBLKkYvzQ7bRfRLUMY1LWN26EYP1C5GWzyrKbdDGZJxfidotJyvlyXxdlJ7Qm02YhNAznYDDZr5Q5mr266zWCWVIzfWbAhhwMl5TbqyzS4m0fE06djBPd9VPdmsNx9xeTuK67nyOpPQ6/8aIzr5qTtIjwsiKHdo9wOxfiZg81gFz23gMmz0nj2ypqnyK+oUNKz97F0Sz6pm/NZuiWPzbkHEIEBnVtzTp/2nJPUju4+dPOuJRXjV8rKK5i7NpNRvdraXF/GFb07eJrBnv7iJ84/qcNhV8yFJeWs2FbAsq35pG7OY9nWAnYXlgIQ2cLTB3jlkC4UlVYwd+0uHv1sHY9+to6Eti05J6kd5/RpT79OrVxdZM6SivErS37Oo+BAqTV9GVfdPCKez9fs4r6PVlFcVs7KbbtZuiWPtB17KKvwLJyY0LYl5/Vtz6CubRjUtQ3dolscNvx90lmJbC8oZG7aLj5fk8m/vtnEi19tpF1EKGcnteOcpPac0j2qwb88eW3lRxF5FbgQyFLVvkds+yPwBBCjqjnieaeeAc4HDgDXquoyp+4E4D5n14dVdZpTPgiYCjQDPgUm6TG8GFv50b/dP3M176RuY9mfz6Z5iH2nMu5Zu3MPFz+/gNJyJTQogP6dW5PStQ2r0NyAAAAdi0lEQVQpcW0Y0LkNbVqEHNfxCg6UMH9dFnPXZPLV+mwKS8sJDw1ieK+2nJPUjuE9YwgPC65zvMe68qM3/1dNBZ4HXqtcKCKdgbOBrZWKzwMSnZ+TgZeAk0UkEpgMpAAKLBWRWaqa79S5EfgOT1IZDXzmxddjGrmKCmVO2i7O7BFjCcW4rneHCN6/aRjlFUqfjq1O+IqidfMQLh0Yy6UDYykqLWdheg6fp2XyxdpMPl65g5DAABbdM5LolqH19Aqq5rX/War6jYjEVbHpaeBOYGalsjHAa86Vxnci0lpEOgDDgbmqmgcgInOB0SLyFRChqoud8teAS7CkYmqwMqOAzD3FdsOj8Rn9Ylt75bhhwYGM6t2OUb3bUV6hLNuaz9It+V5PKNDAfSoicjGwXVVXHjE1RidgW6XnGU5ZTeUZVZRXd94b8VzV0KVLlxN4BaYxm522i6AAYVSvdm6HYkyDCQwQBsdFMjguskHO12A9OCLSHPgTcH9Vm6so0zqUV0lVX1bVFFVNiYmJOZZwTROjqsxZvYuh8VG0al73dmVjTM0aclhAPNANWCkim4FYYJmItMdzpdG5Ut1YYEct5bFVlBtTpfWZe9mce8BGfRnjZQ2WVFR1laq2VdU4VY3DkxgGquouYBZwjXicAuxW1Z3AHOAcEWkjIm2Ac4A5zra9InKKM3LsGg7vozHmMHNWZyICZydZ05cx3uS1pCIiM4DFQE8RyRCR62uo/imwCUgHpgA3Azgd9A8BPzg/Dx7stAduAv7t7LMR66Q3NZidtotBXdrQNjzM7VCMadLq1FEvIh1VtcbmJlW9spbtcZUeKzCxmnqvAq9WUZ4K9D16D2MOtyV3P2t37uG+C3q7HYoxTV5dr1S+q9cojPGigwsj2VBiY7yvrknF5gs3jcactEz6dIygc2Rzt0Mxpsmra1LxztwuxtSzrD1FLN2Sb1cpxjSQavtUROQ5qk4eAnjnNlBj6tmcNZkANpTYmAZSU0d9TbMu2oyMplGYs3oX3aNbkNjWd9abMKYpqzapHJwN+EgiEgZc5LWIjKknBQdK+G5TLjec0Z0jpgUyxnjJMfWpiEigiJznTNy4BRjr3bCMOXHz1mZRVqHWn2JMA6rxPhUROQMYB1wALAFOBbqp6oEGiM2YEzI7bRcdWoXRr1Mrt0Mxxm9Ue6UiIhnAo8BCIElVfwkUWkIxjcH+4jK++Smbc/u0d3VpVWP8TU3NX+/jmU5+LHCRiLTAhhKbRuLrn7IpLquwpi9jGli1SUVVJwFxwN+BEcBPQIyI/EpEbCiN8Wlz0nbRpnkwg+PauB2KMX6lxo569ZivqjfgSTDj8KywuNn7oRlTN8Vl5cxfm8XZSe0ICmzI1R2MMTX1qUyt/FxVS1X1Y1Udx+FrnBjjUxZtzGVvcZnd8GiMC2r6Gtevug2qWuiFWIypF3NW76JlaBDD4qPdDsUYv1PTkOLmIjKAaiaPVNVl3gnJmLorr1DmrslkRK+2hAUHuh2OMX6npqTSCXiK6teDH+mViIw5Aamb88jdX8K5fWyFR2PcUFNSSVdVSxymUZmdtouQoACG92zrdijG+CVvLif8qohkicjqSmVPiMg6EflRRD4UkdaVtt0jIukisl5Ezq1UPtopSxeRuyuVdxOR70Vkg4i8LSIh3notADNXbOfrn7K9eQpzglSVz9MyOSMxmpahdVrU1BhzgmpKKneBZwJJEekrIn2cySSP1VRg9BFlc4G+qtoPz30v9zjnSAKuAPo4+7zozDcWCLwAnAckAVc6dQEeA55W1UQgH7j+OGI7LqXlFbz01UZue2s5OwpsjIKv2pi9n+0FhYzoZVcpxrilpqTypYg8DmQA04DpwDYReVxEgms7sKp+A+QdUfa5qpY5T78DYp3HY4C3VLVYVX8G0oEhzk+6qm5S1RLgLWCMeKacHQm85+w/Dc/9M14RHBjAC+MHUlJWwa0zllNaXuGtU5kTsGhjDgCnJdioL2PcUlNSeRyIxDOB5CBVHQDE41mg68l6OPd1wGfO407AtkrbMpyy6sqjgIJKCepgeZVE5EYRSRWR1OzsujVhxce05NFf9mPplnwen72uTscw3rUwPYdOrZvRxZYNNsY1NSWVC4EbVHXvwQJV3QPcBJx/IicVkT8BZcAbB4uqqKZ1KK+Sqr6sqimqmhITE3O84R5yUf+OXDO0K1O+/Zk5abvqfBxT/8orlMUbczktIdrWTjHGRTUlFVXVoz6oVbWcE5hYUkQm4ElY4ysdP4PD79KPBXbUUJ4DtBaRoCPKve5PF/SmX2wr/vjuSrbm2oTNvmL19t3sKSpjWEKU26EY49dqSiprROSaIwtF5CqgTu0/IjIazwCAi4+YQn8WcIWIhIpINyARz/otPwCJzkivEDyd+bOcZPQlcJmz/wRgZl1iOl6hQYG8MG4gAtz85lKKSssb4rSmFgud/hS7i94Yd9WUVG4FJorIVyLylIg8KSJfA7/D0wRWIxGZASwGeopIhohcDzwPhANzRWSFiPwTQFXTgHeANcBsYKKqljt9JrcAc4C1wDtOXfAkp9tFJB1PH8srx/3q66hzZHOe+lUyq7fv4eFP1jTUaU0NFqXn0rNdODHhoW6HYoxfq2kw/0xVHSgio/AM5xXgM1WddywHVtUrqyiu9oNfVR8BHqmi/FPg0yrKN+EZHeaKs5Pa8dszuvOvbzYxOC6SMcnVjhMwXlZUWs4Pm/MYf3JXt0Mxxu/VlFQEwEkix5RI/M0fz+3Jsq353PPBKvp0bEVCW1tmxg3LtuRTXFbBqdafYozrakoqMSJye3UbVfXvXoinUQkODOC5KwdywbPfcvMbS/lo4qk0D7E7uRvawo05BAYIQ7pFuh2KMX6vpj6VQKAlnj6Qqn4M0L5VGM9cMYANWfu476PVVDFgznjZgvRc+se2Ijys1ntyjTFeVtPX6p2q+mCDRdKInZYYzaRRifzjiw2c3C2SsYO7uB2S39hdWMqqjAJuGZHgdijGGGq+UrE7yI7DrSMTOS0hmvtnprFmxx63w/Eb32/KpUJhmE3NYoxPqCmpjGqwKJqAwADhH1ck07p5MBPfXMbeolK3Q/ILizbmEhYcwIAurWuvbIzxumqTiqrmVbfNVC26ZSjPjxvI1rwD3P3+KutfaQAL0nMY0i2K0CBb5dEYX+C19VT81eC4SO48tyefrNrJtEWb3Q6nScvcU0R61j5OjbehxMb4CksqXnDD6d05q3dbHvl0LSu2FbgdTpN1cKr7U60/xRifYUnFCwIChKcuT6ZdRBgT31hG/v4St0Nqkham59K6eTBJHSLcDsUY47Ck4iWtmgfz4viBZO8t5vZ3VlBRYf0r9UlVWZiew7D4KAICbKCiMb7CkooX9YttzZ8v7M2X67N56euNbofTpPycs5+du4tsVmJjfIwlFS+76pSuXNy/I099vv5QH4A5cQs35gLWn2KMr7Gk4mUiwt8uPYlu0S343YwVZO0pcjukJmHhBs/SwXFRtnSwMb7EkkoDaBEaxEtXDWJ/cRm3zFhOWXmF2yE1auUVyuJNuQyLj7Klg43xMZZUGkiPduH89dK+LPk5jyc//8ntcBq1NTv2sLuw1Jq+jPFBllQa0C8GxDLu5C788+uNfLEm0+1wGq3/LR1sNz0a42u8llRE5FURyRKR1ZXKIkVkrohscH63ccpFRJ4VkXQR+VFEBlbaZ4JTf4OITKhUPkhEVjn7PCuNpB3k/guT6NspgtvfWcG2vANuh9MoLUzPoUe7lrSNCHM7FGPMEbx5pTIVGH1E2d3APFVNxLOa5N1O+XlAovNzI/ASeJIQMBk4Gc/SwZMPJiKnzo2V9jvyXD4pLDiQF8cNQoGb31hGcVm52yE1KsVlnqWDbSixMb7Ja0lFVb8BjpyUcgwwzXk8DbikUvlr6vEd0FpEOgDnAnNVNU9V84G5wGhnW4SqLlbPrI2vVTqWz+sS1ZynLu/Pqu27eei/a9wOp1FZtqWAotIK608xxkc1dJ9KO1XdCeD8buuUdwK2VaqX4ZTVVJ5RRXmjcU6f9vz2jO5M/24rM1dsdzucRmNheg4BAid3t6WDjfFFvtJRX1V/iNahvOqDi9woIqkikpqdnV3HEOvfH8/tyeC4NtzzwSo2ZO51O5xGYeHGHPp3bk2ELR1sjE9q6KSS6TRd4fzOcsozgM6V6sUCO2opj62ivEqq+rKqpqhqSkxMzAm/iPoSHBjA8+MG0jwkkJveWMb+4jK3Q/Jpe4tK+TFjN6daf4oxPquhk8os4OAIrgnAzErl1zijwE4BdjvNY3OAc0SkjdNBfw4wx9m2V0ROcUZ9XVPpWI1Ku4gwnrliABuz93Hvh7awV02+35RHeYUyLMGGEhvjq7w5pHgGsBjoKSIZInI98ChwtohsAM52ngN8CmwC0oEpwM1waPXJh4AfnJ8HK61IeRPwb2efjcBn3not3nZqQjS3n9WDmSt28Mb3W90Ox2ctSM8hLDiAgV3a1F7ZGOOKIG8dWFWvrGbTqCrqKjCxmuO8CrxaRXkq0PdEYvQlE0ckkLolnwc/XkO/2Fb0i7U114+0aGMOg+MiCQu2pYON8VW+0lHv9wIChKfHJhPdMoSb31jGnqJSt0PyKVl7i/gpc5/dn2KMj7Ok4kMiW4Tw3LiB7Cgo5GG7f+Uwiw9NdW/9Kcb4MksqPmZQ1zbceEY876Rm8OX6rNp38BMLNuTQqlkwfTq2cjsUY0wNLKn4oNvOSiSxbUvueX8VuwutGUxVWbQxl6Hdowi0pYON8WmWVHxQWHAgT17en+x9xdYMBmzJPcD2gkJr+jKmEbCk4qP6d27Nb8/ozrtLM/hynX83gy1I90x1b/N9GeP7LKn4sElnJdKjXUvu/uBHv24GW7Qxhw6twugW3cLtUIwxtbCk4sNCgzzNYDn7Svx2NuOKCmXxxlyGxUfb0sHGNAKWVHxcv9jW/N+Z3XlvaQbz1/nfapFrdu4h/0Cp9acY00hYUmkEfjcqkZ7twrn7/VXsPuBfzWALrT/FmEbFkkojcLAZLHd/CX/5b5rb4TSohRtzSWjbkna2dLAxjYIllUbipNhW3Dw8ng+WbeeLNf7RDFZcVs4PP+dxarw1fRnTWFhSaURuHZlIr/bh3PuhfzSDLd9aQGFpOcOs6cuYRsOSSiMSEhTwv2awj5t+M9giZ+ngU7rblYoxjYUllUamb6dWTBwezwfLm34z2MKNuZwU25pWzWzpYGMaC0sqjdAtTjPYPR+uouBAidvheMXeolJWbCuw/hRjGhlLKo3QwWaw/P0l/OXjpnlT5OKNuZRXKKdZf4oxjYollUaqb6dWTByRwIfLtzO3CTaDzV+XRXhoEClxkW6HYow5Dq4kFRH5vYikichqEZkhImEi0k1EvheRDSLytoiEOHVDnefpzva4Sse5xylfLyLnuvFa3DRxRAK9O0Rw74eryN/fdJrBKiqU+euyOKNHDCFB9r3HmMakwf/Hikgn4HdAiqr2BQKBK4DHgKdVNRHIB653drkeyFfVBOBppx4ikuTs1wcYDbwoIn61eLmnGawf+ftLeKAJjQZL27GHrL3FjOzV1u1QjDHHya2vgUFAMxEJApoDO4GRwHvO9mnAJc7jMc5znO2jxDOz4BjgLVUtVtWfgXRgSAPF7zP6dGzFLSMTmLliB7NX73I7nHoxb10mIjC8Z4zboRhjjlODJxVV3Q48CWzFk0x2A0uBAlUtc6plAJ2cx52Abc6+ZU79qMrlVexzGBG5UURSRSQ1Ozu7fl+QD5g4IoG+nSL404eryNlX7HY4J+zLdVkM6NyaqJahbodijDlObjR/tcFzldEN6Ai0AM6roqoe3KWabdWVH12o+rKqpqhqSkxM0/v2GxwYwN9/lcze4jLu+WAVqlW+DY1C1t4iVmbstqYvYxopN5q/zgJ+VtVsVS0FPgCGAa2d5jCAWGCH8zgD6AzgbG8F5FUur2Ifv9OjXTh3nNOTuWsyeX/ZdrfDqbOv1nmuJEf2audyJMaYunAjqWwFThGR5k7fyChgDfAlcJlTZwIw03k8y3mOs32+er6KzwKucEaHdQMSgSUN9Bp80nWndWNIt0j+MiuN7QWFbodTJ/PWZdKhVRi9O4S7HYoxpg7c6FP5Hk+H+zJglRPDy8BdwO0iko6nz+QVZ5dXgCin/Hbgbuc4acA7eBLSbGCiqpY34EvxOYEBwlOX96dClTveXUlFReNqBisuK+fbDTmM7NXWVnk0ppEKqr1K/VPVycDkI4o3UcXoLVUtAi6v5jiPAI/Ue4CNWOfI5vz5wiTu/mAV0xZv5tendnM7pGP2/aY8DpSUM6q39acY01jZnWVN0NjBnRnZqy2PfraO9Kx9bodzzOavyyIsOIBh8TY1izGNlSWVJkhEePTSk2gWEsgf3llBWXmF2yHVSlWZty6TYfHRhAX71T2sxjQpllSaqLYRYTxyyUmszNjNi19tdDucWm3M3se2vEIbSmxMI2dJpQm7oF8HxiR35Nl5G1iVsdvtcGo0b20WgCUVYxo5SypN3IMX9yWqZQi3v7OColLfHRw3b10WvTtE0LF1M7dDMcacAEsqTVyr5sE8fll/NmTt46nP17sdTpUKDpSwdEs+o+wqxZhGz5KKHzizRwxXndKFfy/4me825bodzlG+/imb8gplpA0lNqbRs6TiJ+49vzddIpvzx3dXsq+4rPYdGtCX67KIahFC/9jWbodijDlBllT8RPOQIJ66vD87Cgp5+L++swRxWXkFX/2UzZk9YwgMsLvojWnsLKn4kZS4SH57Zjxv/bCNeWt9Ywni5dsKKDhQyiibQNKYJsGSip+57axEerUP5673V5HnA0sQz1ubRVCAcHoPu4vemKbAkoqfCQ0K5O+/SmZ3YQn3feT+2ivz12UypFskEWHBrsZhjKkfllT8UFLHCG47qwefrtrFRyvcW3tlW94BfsrcZzc8GtOEWFLxU789ozspXdtw34erXZt08sv1nrvoR/W2/hRjmgpLKn4qKDCA58YNIDQ4kJvfWMqBkoYfZjxvbRbdo1vQLbpFg5/bGOMdllT8WIdWzXjmimQ2ZO3jvg9XN2j/yv7iMhZvzGWENX0Z06RYUvFzpyfGMGlUIh8s385bP2xrsPMuTM+hpLzCpmYxpolxJamISGsReU9E1onIWhEZKiKRIjJXRDY4v9s4dUVEnhWRdBH5UUQGVjrOBKf+BhGZUP0ZTU1uHZnI6YnRTJ6VxurtDTOb8fx1WYSHBpESF9kg5zPGNAy3rlSeAWarai+gP7AWz9rz81Q1EZjnPAc4D0h0fm4EXgIQkUg8SxKfjGcZ4skHE5E5PoEBwj/GJhPZPISb31jG7sJSr55PVZm/LoszesQQEmQXy8Y0JQ3+P1pEIoAzgFcAVLVEVQuAMcA0p9o04BLn8RjgNfX4DmgtIh2Ac4G5qpqnqvnAXGB0A76UJiWqZSjPjxvAjoJC7nh3pVf7V9J27CFrb7ENJTamCXLja2J3IBv4j4gsF5F/i0gLoJ2q7gRwfh/8xOkEVG7sz3DKqis/iojcKCKpIpKanZ1dv6+mCUmJi+Tu83rx+ZpMXlnws9fOM29tFiIwvGeM185hjHGHG0klCBgIvKSqA4D9/K+pqypVzTKoNZQfXaj6sqqmqGpKTIx9kNXk+tO6cW6fdvzts3Wkbs7zyjnmr8tkQOfWRLUM9crxjTHucSOpZAAZqvq98/w9PEkm02nWwvmdVal+50r7xwI7aig3J0BEeOLy/sS2acYtby4nZ19xvR4/a28RKzN2W9OXMU1UgycVVd0FbBORnk7RKGANMAs4OIJrAjDTeTwLuMYZBXYKsNtpHpsDnCMibZwO+nOcMnOCIsKCeXH8QPIOlHDbWysor6i//pWv1nmaH0farMTGNEluDb25FXhDRH4EkoG/Ao8CZ4vIBuBs5znAp8AmIB2YAtwMoKp5wEPAD87Pg06ZqQd9OrbiwYv7sCA9h2fnbai3485bl0mHVmH07hBeb8c0xviOIDdOqqorgJQqNo2qoq4CE6s5zqvAq/UbnTlo7ODOLNmcx7PzNzCoaxvO6HFi/VHFZeUs2JDDJQM6IWILchnTFNlNAqZaIsLDl/SlR9twbnt7BTt3F57Q8Zb8nMf+knJG2Vr0xjRZllRMjZqHBPHiVQMpLi1n4hvLKC2vqPOx5q3NIiw4gGHxtiCXMU2VJRVTq/iYljz6y34s21rAo5+tq9MxVJV56zIZFh9NWHBgPUdojPEVllTMMbmof0cmDO3KKwt+5p0ftlFSdnxXLBuz97Etr9CGEhvTxLnSUW8ap3sv6M3KjN3c+f6PPPBxGoPjIjktIZphCVH0bh9BQED1ne/z1npuO7KkYkzTZknFHLPQoEBm3HAKX/+UzaKNOSxMz+GRT9cCENkihKHxUZyWEM2p8dF0iWp+2L7z1mXRu0MEHVs3cyN0Y0wDsaRijkuzkEBG923P6L7tAdi5u5BF6bksTM9h4cYcPvlxJwCxbZo5VzHR9O0YwdIt+dx0ZryboRtjGoAlFXNCOrRqxi8HxfLLQbGoKhuz97HQSTKfrNp52MJfI20osTFNniUVU29EhIS24SS0DWfCsDjKyitYvWMPC9Nz2FNUSnJsa7dDNMZ4mSUV4zVBgQEkd25NcmdLJsb4CxtSbIwxpt5YUjHGGFNvLKkYY4ypN5ZUjDHG1BtLKsYYY+qNJRVjjDH1xpKKMcaYemNJxRhjTL0Rz2q9/kNEsoEtddw9Gsipx3AaK3sfPOx98LD34X+a8nvRVVVrXVPc75LKiRCRVFVNcTsOt9n74GHvg4e9D/9j74U1fxljjKlHllSMMcbUG0sqx+dltwPwEfY+eNj74GHvw//4/XthfSrGGGPqjV2pGGOMqTeWVIwxxtQbSyrHQERGi8h6EUkXkbvdjsdNIrJZRFaJyAoRSXU7noYiIq+KSJaIrK5UFikic0Vkg/O7jZsxNoRq3ocHRGS78zexQkTOdzPGhiAinUXkSxFZKyJpIjLJKfe7v4kjWVKphYgEAi8A5wFJwJUikuRuVK4boarJfjYefyow+oiyu4F5qpoIzHOeN3VTOfp9AHja+ZtIVtVPGzgmN5QBf1DV3sApwETnc8Ef/yYOY0mldkOAdFXdpKolwFvAGJdjMg1MVb8B8o4oHgNMcx5PAy5p0KBcUM374HdUdaeqLnMe7wXWAp3ww7+JI1lSqV0nYFul5xlOmb9S4HMRWSoiN7odjMvaqepO8HzIAG1djsdNt4jIj07zmF81+YhIHDAA+B77m7CkcgykijJ/Hod9qqoOxNMcOFFEznA7IOO6l4B4IBnYCTzlbjgNR0RaAu8Dt6nqHrfj8QWWVGqXAXSu9DwW2OFSLK5T1R3O7yzgQzzNg/4qU0Q6ADi/s1yOxxWqmqmq5apaAUzBT/4mRCQYT0J5Q1U/cIr9/m/CkkrtfgASRaSbiIQAVwCzXI7JFSLSQkTCDz4GzgFW17xXkzYLmOA8ngDMdDEW1xz8EHX8Aj/4mxARAV4B1qrq3ytt8vu/Cbuj/hg4QyT/AQQCr6rqIy6H5AoR6Y7n6gQgCHjTX94LEZkBDMcztXkmMBn4CHgH6AJsBS5X1SbdiV3N+zAcT9OXApuB3x7sV2iqROQ04FtgFVDhFN+Lp1/Fr/4mjmRJxRhjTL2x5i9jjDH1xpKKMcaYemNJxRhjTL2xpGKMMabeWFIxxhhTbyypGONFIrLviOfXisjzbsVjjLdZUjGmEXJmzzbG51hSMcYlItJVROY5EzHOE5EuTvlUEbmsUr19zu/hzhoeb+K56c4YnxPkdgDGNHHNRGRFpeeR/G+an+eB11R1mohcBzxL7VOlDwH6qurP9R+qMSfOkoox3lWoqskHn4jItcDBxc2GApc6j18HHj+G4y2xhGJ8mTV/GeM7Ds6ZVIbzf9OZuDCkUp39DR2UMcfDkoox7lmEZ9ZrgPHAAufxZmCQ83gMENywYRlTd5ZUjHHP74Bfi8iPwNXAJKd8CnCmiCwBTsauTkwjYrMUG2OMqTd2pWKMMabeWFIxxhhTbyypGGOMqTeWVIwxxtQbSyrGGGPqjSUVY4wx9caSijHGmHrz/+KsLJg8R09mAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#create lineplot to see crime trends of total crimes throughout the day\n", "temp=denver_crime[['HOUR_REPORTED']].groupby([denver_crime.HOUR_REPORTED]).agg('count')\n", "temp.plot(kind='line')\n", "plt.xlabel('Hour')\n", "plt.ylabel('TOTAL')\n", "plt.title('Crimes by Hour of Day')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "8213c660b5a9425557a297afa29328fa057f5524" }, "source": [] }, { "cell_type": "code", "execution_count": 22, "metadata": { "_uuid": "ba20fa104c701c9f1d159df22f36596c01b263f7" }, "outputs": [], "source": [ "\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "_uuid": "7c3620ed56826dbf386f6d3b2b0c185e0fb6ed6f" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No handles with labels found to put in legend.\n" ] }, { "data": { "image/png": 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kSVLiGFhIkiRJkqTEMbCQJEmSJEmJY2AhSZIkSZISx8BCkiRJkiQljoGFJEmSJElKHAMLSZIkSZKUOAYWkiRJkiQpcQwsJEmSJElS4hhYSJIkSZKkxDGwkCRJkiRJiWNgIUmSJEmSEsfAQpIkSZIkJY6BhSRJkiRJShwDC0mSJEmSlDgGFpIkSZIkKXEMLCRJkiRJUuIYWEiSJEmSpMQxsJAkSZIkSYljYCFJkiRJkhLHwEKSJEmSJCVOq0wX0Fjy8/Nj3759M12GJG1l6tSpK2OMBZmuY2+wHZaURC2pHQbbYknJtLNtcbMNLPr27cuUKVMyXYYkbSWE8HGma9hbbIclJVFLaofBtlhSMu1sW+yQEEmSJEmSlDgGFpIkSZIkKXEMLCRJkiRJUuI02zks6lJeXs6iRYsoKyvLdClSg2jXrh377LMPrVu3znQp0k6xHVaS2IaqpbItbtpsu9SStKjAYtGiRXTs2JG+ffsSQsh0OdIeiTFSUlLCokWL6NevX6bLkXaK7bCSwjZULZltcdNl26WWpkUNCSkrK6Nbt242zGoWQgh069bNT0fUpNgOKylsQ9WS2RY3XbZdamlaVGAB2DCrWfH3WU2Rv7dKCn8X1ZL5+990+bNTS9LiAotM27RpE8cffzyVlZUAfPTRR3zxi1/koIMO4tBDD+Xcc89l2bJlALz++uuMHDmS/v37079/f+64446a84wbN46///3vW527Q4cOACxYsIAQArfeemvNY9///vcZP348l156KUVFRQwYMICcnByKioooKir6zLmammnTpvHMM8/s8nGjR49OzNrkCxYsYNCgQcBnn89TTz3Fddddl6nSJEmSJGmvM7DYy+6++27OPPNMsrOzKSsr45RTTuF73/sec+bM4f333+d73/seK1asYOnSpXz1q1/lj3/8Ix988AGvv/46f/rTn3j66ad36jrdu3fnd7/7HVu2bNlq++23317zZvjAAw9k2rRpTJs2jbPPPrsxnu4OVVRUNNi5djewSKptn88pp5zCk08+SWlpaQarkpqH5hQcv/zyy5x66qkAjB8/nu9///u7dPwvf/nLmvu1Q9O9afHixY36f9B7773HuHHjGu38knZPc2qLG8ttt93GPffck+kypIwysNjL7r//fr785S8D8MADD3DkkUdy2mmn1Tw+ZswYBg0axO233864ceM4/PDDAcjPz+dXv/oVN998805dp6CggBNPPJF77713j2uePHkyRx11FIcddhhHHXUUH374IQClpaWce+65DBkyhPPOO49Ro0bV9Fa46667OPjggxk9ejQXXXRRzR/R48aN40c/+hFjxozhyiuv3O65R40axcyZM2tqGD16NFOnTq1z/y1btvDzn/+chx56iKKiIh566CE2btzIhRdeyIgRIzjssMN44okngNR/jueff35NzZs2barzOS9YsIBjjz2Www8/nMMPP5w33ngDgCVLlnDcccdRVFTEoEGDeO2116isrGTcuHEMGjSIwYMH89vf/haAO++8kxEjRjB06FDOOuusmrBh2/9Yq/9TrVbX8wkhMHr0aJ566qk9+2GqwazauKX+nZRIBsf/Vjuw2FO7E0JXVFTQu3fvRn2DMHjwYBYtWsQnn3zSaNdQhmzZCDFmuopmKe6F17W5tsUN+YHchRdeyP/8z/802PmkpqhFrRJS2w3/mMmsxesa9JwDenfiutMGbvfxLVu2MG/ePPr27QtAcXExw4YNq3PfmTNncsEFF2y1bfjw4Vu9ia/PT3/6U77whS9w4YUX7vQxdenfvz+vvvoqrVq1YuLEiVx11VU8+uij/P73v6dLly7MmDGD4uJiioqKgNSnZTfddBPvvPMOHTt25IQTTmDo0KE15/voo4+YOHEi2dnZrFu3rs5zn3/++Tz88MPccMMNLFmyhMWLFzNs2LDt7n/jjTcyZcoUbrvtNgCuuuoqTjjhBO6++27WrFnDyJEj+dznPsef/vQncnNzmTFjBjNmzKgJhLbVvXt3nn/+edq1a8fs2bP5yle+wpQpU3jggQcYO3YsV199NZWVlZSWljJt2jQ+/fRTiouLAVizZg0AZ555JhdddBEA11xzDXfddReXXXZZva93mzZtPvN8IPXzf+211zj33HN346eohjT149V8465J/Pa8IsYO7Jnpcpquf/4Ulr7XsOfsORi+sONg9/777+eBBx4Ath8cA1x77bV1BsfXX389p5xySr2lFBQUcPTRR3PvvffWtAW7a/Lkyfznf/4nmzZtIicnh3vuuYdDDjlkp49/8MEH+eUvf0mMkVNOOYVbbrmFn/70p2zatImioiIGDhzIL37xCyorK7nooot444036NOnD0888QQ5OTnMnTuXSy+9lBUrVpCbm8udd95J//79GTduHF27duXdd9/l8MMP5ze/+c1W13377be5/PLL2bhxI23btuWFF17g0Ucf5emnn6asrIyNGzdy9913c+qpp1JcXMz48eN5/PHHqayspLi4mB//+Mds2bKFv/zlL7Rt25ZnnnmGrl27breeRx55hBtuuIHs7Gzy8vJ49dVXATjttNP429/+xhVXXLFHPwclzJM/gDUfw3cmZrqSJu2WybfwwaoPar4vqyiDAO2y2+32Oft37c+VI6/c4T7NqS0eP378Vu3a/fffz3nnnce6deuoqKjgD3/4A8cee2ydbTGkPry6/PLLeeqpp8jJyeGJJ56gR48e5Obm0rdvXyZPnszIkSP3qHapqbKHxV60cuVKOnfuvFP7xhjrnFCnetuOHqvWr18/Ro4cWfOfwe5au3Yt55xzDoMGDeKHP/xhTWjy+uuvc/755wMwaNAghgwZAqQa8+OPP56uXbvSunVrzjnnnK3Od84555Cdnb3Dc5977rk88sgjADz88MM159je/tv617/+xc0330xRURGjR4+mrKyMTz75hFdffZWvf/3rAAwZMqSm5m2Vl5dz0UUXMXjwYM455xxmzZoFwIgRI7jnnnu4/vrree+99+jYsSMHHHAA8+bN47LLLuPZZ5+lU6dOQCqQOvbYYxk8eDD333//LoVNdenevTuLFy/eo3Nozy1cVcp3/zKFgo5tGdG3a6bL0S7a1eB428d2Jzj+zW9+U9PleXdVB8fvvvsuN954I1ddddVOH7t48WKuvPJKXnzxRaZNm8bbb7/N448/zs0330xOTg7Tpk3j/vvvB2D27NlceumlzJw5k86dO/Poo48CcPHFF3PrrbcydepUfv3rX3PJJZfUnL86hN42rNiyZQvnnXcev/vd75g+fToTJ04kJycHgDfffJN7772XF1988TP1FhcX88ADDzB58mSuvvpqcnNzeffddznyyCO57777dljPjTfeyHPPPcf06dN58skna85ZHfiqGamqhLkvQreDMl1JsxNCaPQeFs2xLa7drlV/wDVt2jSmT59OUVHRdttigI0bN3LEEUcwffp0jjvuOO68886tnqvtl1qyFtvDYkc9IRpLTk7OVksQDRw4kFdeeaXOfQcOHMiUKVP40pe+VLNt6tSpDBgwAIBu3bqxevXqmsdWrVpFfn7+Z85z1VVXcfbZZ3Pcccftdt3XXnstY8aMYcKECSxYsIDRo0cD2+8uWN9/cu3bt6/33H369KFbt27MmDGDhx56iD/96U873L+uGh599NE6P4GsK+yZMGECN9xwAwB//vOfeeqpp+jRowfTp0+nqqqKdu1SnzIcd9xxvPrqqzz99NN84xvf4Cc/+Qnf/OY3mT59Os899xy33347Dz/8MHfffTfjxo3j8ccfZ+jQoYwfP56XX34ZgFatWlFVVVVT57ZdFLenrKys5o99Zcb6snK+c+8UNldU8beLR9C1fZtMl9S01dMTojE05eD4ggsuYPbs2YQQKC8v3+lj3377bUaPHk1BQQEAX/va13j11Vc5/fTTP7Nvv379anrLDRs2jAULFrBhwwbeeOONrcLnzZs319yvHULX9uGHH9KrVy9GjBgBUBPmApx00kl07Vp34DdmzBg6duxIx44dycvLq/nEdfDgwcyYMWOH9Rx99NGMGzeOc889lzPPPLPmcQPfZmjxNNi0Cg76XKYrafK27QmxeMNi1m1ZR/+u/Rvtms2xLa7dro0YMYILL7yQ8vJyTj/9dIqKinjxxRe32xa3adOmZj6iYcOG8fzzz9ect3v37nzwwQdILZU9LPaiLl26UFlZWRNafPWrX+WNN97Yagzes88+y3vvvcell17K+PHjmTZtGgAlJSVceeWVNd1ZR48ezUMPPVTzZnf8+PE1Xedq69+/PwMGDNipuQ9uu+22rYYgVFu7di19+vSpuU61Y445hocffhiAWbNm8d57qa7dI0eO5JVXXmH16tVUVFTUfEJXl+2dG+D888/nV7/6FWvXrmXw4ME73L9jx46sX7++5vuxY8dy66231oQn7777LpAKHKo/SSwuLmbGjBkAnHHGGTVjF4cPH87atWvp1asXWVlZ/OUvf6lJ5D/++GO6d+/ORRddxLe//W3eeecdVq5cSVVVFWeddVbNUBiA9evX06tXL8rLy2uuCdC3b1+mTp0KwBNPPFHnG49tnw+kPsXMxIR4SqmsivzgwXeZs2IDv//a4RzUvUP9Bylx6gqOq/89bqs6OK5td4PjW265pSao3B3VYW1xcTH/+Mc/tnoO26qsrKyZPO7nP//5Ln1S2rZt25r72dnZVFRUUFVVRefOnWvayGnTpvH+++/X7Fc7hB47dixFRUV85zvf2e6bjG2P2VENWVlZNd9nZWXVW88f//hH/uu//ouFCxdSVFRESUkJYODbLM19AQhwwGf/9tGeaZXVisqqykbtZdEc2+La7Vr1B1x9+vThG9/4Bvfdd98OX8/WrVvXtJfVbW812y+1dAYWe9nJJ5/M66+/DqQa66eeeopbb72VwsJCBgwYwPjx4+nevTu9evXir3/9KxdddBH9+/fnqKOO4sILL6z5pOnUU0/l2GOPZdiwYRQVFfG///u/NePgtnX11VezaNGiemv74IMP6Nat22e2X3HFFfzsZz/j6KOP3qor3SWXXMKKFSsYMmQIt9xyC0OGDCEvL48+ffpw1VVXMWrUKD73uc8xYMAA8vLy6rzm9s4NcPbZZ/O3v/1tqzkbtrf/mDFjmDVrVs0klddeey3l5eUMGTKEQYMGce211wLwve99jw0bNjBkyBB+9atfbXc84CWXXMK9997LEUccwUcffVTzn9DLL79MUVERhx12GI8++iiXX345n376KaNHj6aoqIhx48bx3//93wDcdNNNjBo1ipNOOon+/f/9KcVFF13EK6+8wsiRI5k0aVKdf7hv+3wAXnrppZ0aq6nG8Yun3+elD1dww5cGcmxhQabL0W5qbsFxXbKzs2veyN94442MGjWKV155hZUrV1JZWcmDDz7I8ccfD6T+SK6vt0anTp3o169fzTC9GCPTp0+vc9/nnnuOadOm8ec//5n+/fuzePFi3n77bSAV4jbEZHQ7qmfu3LmMGjWKG2+8kfz8fBYuXAgY+DZLcyZCn8Oh/Wf/bkmyEEK7EMLkEML0EMLMEMIN6e33hxA+DCEUhxDuDiG03s7xlSGEaemvJ+vaZ0+1ykp1wK6oarjJI7fV3Nviuj7g2lFbvCO2X2rxYozN8mvYsGFxW7NmzfrMtr3tnXfeiV//+tczXUadTjnllLh58+ad3r+ioiJu2rQpxhjjnDlz4v77719z/Pr162OMMZaXl8dTTz01PvbYYw1fcAuydOnSeMIJJ9T5WBJ+r5u7v761IO5/5VPxuieK9/hcwJSYgDZyb3wltR2+8MIL4/PPP1/z/fvvvx/Hjh0bDzrooHjooYfG8847Ly5dujTGGOMrr7wShw8fHg855JB48MEHx9///vdbnev666+PgwYNikOHDo1nnnlmXL58eYwxxvnz58eBAwfW7Ddt2rQYQoj33HNPzbZt94kxxksvvTQ+8MADn6n5jTfeiIWFhfGoo46K11xzTdx///1jjDG+9NJL8ZRTTokxxnjPPffESy+9tM7nfP/998dBgwbFgQMHxp/85Cc126+44orYv3//+NWvfvUz9fyf//N/4nXXXRdjjHHevHlx7NixcciGHFyWAAAgAElEQVSQIfHQQw+NN9xwQ4wxxgsuuCA+8sgjdV4zxhgnT54cR40aFYcMGRJHjRoV169f/5k6a19328f233//uGLFis88tr16zjjjjJrn+YMf/CBWVVXVvK5PPvlknTUm4XdSu6h0VYzXd47xxV/s1uGZbIeBAHRI328NTAKOAL6YfiwADwLf287xG3b1mrvaFq8tWxuLVxTH0i2lu/Ky7rLm1BZv23aNHz8+Dhw4MBYVFcVjjjkmzps3L8a4/ba4ffv2NfcfeeSReMEFF9R8f9hhh9W0g7XZdqmp29m2OON/0DbWV1L/UI4xxrvuuitWVFRkuow9tm7dujhs2LA4ZMiQOHjw4PjMM8/UPPbjH/84Dh06NB5yyCHxsssuq/mjUbtn8uTJ8d13363zsaT8XjdXr320Ih7ws6fjBXdPiuUVlXt8PgOLzP++NqfgWPUrKyuLo0aNiuXl5XU+noTfSe2i4sdivK5TjB+/tVuHJ6UdBnKBd4BR22z/IfCL7RzT6IHFxi0bY/GK4rhu87qdfEV3j21x/Xb0Gtl2qanb2ba4xU66mUl7usxoUnTs2PEzYwqr/frXv97L1TRv1ZPWae+au2IDl9w/lQML2nPrVw6jVbaj6JqDww47jDFjxlBZWVnnZJGZtDNdlbVrPvnkE26++WZatfJPnmZjzkRolwd96l5VIulCCNnAVOAg4PYY46Raj7UGvgFcvp3D24UQpgAVwM0xxscbur7WWanRKOVVOz+57+6wLa7fypUruemmmzJdhpRR/u8tSXVYvXEL3x7/Nq2zs7jrghF0bFfncGI1Uc0lOFb9CgsLKSwszHQZaigxwpwXUpNtZjfNP2NjjJVAUQihMzAhhDAoxlicfvj3wKsxxu2tY7lfjHFxCOEA4MUQwnsxxrnb7hRCuBi4GGC//fbbpfqys1LhQWPOYVHNtnjHTjrppEyXIGVci/u4MNX7RGoe/H1uHFsqqviPv05l8Zoy7vjmMPbtmpvpkpoVf2+VFP4uNkHL34f1S5rFcqYxxjXAy8DnAUII1wEFwI92cMzi9O289LGHbWe/O2KMw2OMw6uX0axjnzq3Z4UssrOy90pgod1j26WWpEUFFu3ataOkpMR/5GoWYoyUlJTQrl27TJfSrMQYuebx95g0fxW/OnsIw/bvmumSmhXbYSWFbWgTNWdi6vagEzNbx24KIRSke1YQQsgBPgd8EEL4DjAW+EqMsc51N0MIXUIIbdP384GjgVm7U0d9bXGrrFYGFgll26WWpmn2pdtN++yzD4sWLWLFihWZLkVqEO3atWOfffbJdBnNyp2vzePhKYv4wQkHcfphfTJdTrNjO6wksQ1tguZMhO4DoVPvTFeyu3oB96bnscgCHo4xPhVCqAA+Bt4MIQA8FmO8MYQwHPiPGON3gEOBP4UQqtLH3hxj3K3Aor62uGRTCZHIxpyNu3N6NTLbLrUkLSqwaN26Nf369ct0GZIS6vlZy/jvf37AKYN78Z+fOzjT5TRLtsOSdtvmDfDJmzDqu5muZLfFGGdQxzCOGGOdf5PHGKcA30nffwMY3BB11NcWX/361UxeOpnnz36+IS4nSbutRQ0JkaTtKf50LZf/7V2G9Mnj1+cMJSsrZLokSVJtC16Hyi3NYv6KpMvPyWflppUO35OUcS2qh4UkxRhZvn4zsxavY+bitcxcvI5ZS9bxcUkpvfLacec3h5PTJlnLq0mSSA0HaZ0L+x2Z6UqavYKcAiqqKli7eS2d23XOdDmSWjADC0nNVlVVZH7JxnQ4kQomZi1ey8oNW2r22b9bLgN7d+Lc4fvypaG96d7JSawkKZHmvgD9joNWbTNdSbOXn5sPwIpNKwwsJGVURgKL9OzIfwYGARG4EPgQeAjoCywAzo0xrg6pmYd+B3wRKAXGxRjfyUDZkhKsrLySj5at3yqceH/JOkq3VALQOjtQ2L0jYw7pzsDenRjQO49De3WkY7vWGa5cklSvkrmwah4ccUmmK2kRCnJSS6Gu2LSCwi6FGa5GUkuWqR4WvwOejTGeHUJoA+QCVwEvxBhvDiH8FPgpcCXwBaAw/TUK+EP6VlILtba0nJlL1jJr8bqagGLOig1UVqXG2nZo24oBvVK9Jgb07sTA3p0o7N6RNq2ctkeSmqS5L6Zum+hypk1Nfk6qh8XKTSszXImklm6vBxYhhE7AccA4gBjjFmBLCOHLwOj0bvcCL5MKLL4M3BdTs/68FULoHELoFWNcspdLl5RB68rK+dlj7zHtkzV8umZTzfbuHdsysHcnThrQoyac2LdLrpNmSlJzMmcidOkHXQ/IdCUtQk0Pi1KXoJaUWZnoYXEAsAK4J4QwFJgKXA70qA4hYoxLQgjd0/v3ARbWOn5RepuBhdSCvPTBcp6esYSTBvTga0fsx8DeeQzo1YmCjo5llqRmrWIzzH8Vir6W6UpajNzWueS2yrWHhaSMy0Rg0Qo4HLgsxjgphPA7UsM/tqeuj0nrXGMphHAxcDHAfvvtt6d1SkqQSfNX0aFtK/749WFk23tCklqOT96E8lKXM93LCnILDCwkZVwmBnQvAhbFGCelv/87qQBjWQihF0D6dnmt/fetdfw+wOK6ThxjvCPGODzGOLygoKBRipeUGZPmlTC8bxfDCklqaeZMhOw20PeYTFfSouTn5LNik0NCJGXWXg8sYoxLgYUhhEPSm04EZgFPAhekt10APJG+/yTwzZByBLDW+SuklmXF+s3MXbGRUf26ZboUNaaFk+EPx6RWA5CkanNehP2OhLYdMl1Ji1KQYw8LSZmXqVVCLgPuT68QMg/4Fqnw5OEQwreBT4Bz0vs+Q2pJ0zmkljX91t4vV1Imvb1gFQCjDuia4UrUqNoXwLL3Up+mdjsw09VISoJ1i2H5TDjppkxX0uLk5+Q76aakjMtIYBFjnAYMr+Ohz6xVlV4d5NJGL0pSYk2aV0JO62wG98nLdClNUghhAbAeqAQqYozDQwhdgYeAvsAC4NwY4+oQQiC19PQXSYXE42KM76TPcwFwTfq0/xVjvLdBC+3aD7oVwux/wajvNuipJTVRc15I3bqc6V6Xn5NPaUUppeWl5LbOzXQ5klqoTMxhIUm7ZNL8VQzbvwuts22y9sCYGGNRjLE6LP4p8EKMsRB4gX9PfvwFoDD9dTHwB4B0wHEdMAoYCVwXQujS4FUWngzzX4MtpQ1+aklN0JyJ0LEXdB+Q6UpanILc9NKmzmMhKYP86383vTF3JS9/uJyZi9eyfH0ZlVV1LlwiaQ+tKd3CB0vXM6qfw0Ea2JeB6h4S9wKn19p+X0x5C+icngh5LPB8jHFVjHE18Dzw+QavqvAkqNwMC15r8FNLamIqK2DeS6neFcEJl/e2/Jx8AOexkJRRmZrDokl76cPlfOuet7falhWgW4e2FHRoS/dOqduCjm3p3rEtBR3bcUBBew7t1SlDFUtN1+T5qfkrRhpY7IkI/CuEEIE/xRjvAHpUT2AcY1wSQuie3rcPsLDWsYvS27a3vWHtfxS0bp8aFnLw2AY/vaQm5NOpULbW5UwzpCDHHhaSMs/AYhdt3FzBNROKObCgPbecNYSVGzazYn3qa3mt2w+WrGflhs1UpHtehABv/vREeua1y/AzkJqWSfNX0aZVFkP37ZzpUpqyo2OMi9OhxPMhhA92sG9dH2PGHWzf+uAQLiY1lIT99ttv1ytt1RYOGJ0KLGL0U1WpJZv7AoSsVJugva46sFhZag8LSZljYLGL/u/zH/Hpmk088h9HMrzvjj/xraqKrC7dwlvzVnHpA+8wY9Eaeub13EuVSs3D5PmrOGzfzrRrnZ3pUpqsGOPi9O3yEMIEUnNQLAsh9Er3rugFLE/vvgjYt9bh+wCL09tHb7P95TqudQdwB8Dw4cN3b6xc4Unw4dOw8iMoOKT+/SU1T3Mmwj4jIKfhp8tR/fLa5tEqq5U9LCTtUHllOa2zWzfa+Z3DYhdMX7iGe/53Pl8/Yj9G1BNWAGRlBbp1aMsJ/buTFaB48bq9UKXUfKwrK2fm4rWMOqBbpktpskII7UMIHavvAycDxcCTwAXp3S4AnkjffxL4Zkg5AlibHjryHHByCKFLerLNk9PbGl7hSanb2f9qlNNLagI2lsCn78CBrg6SKSEE8nPyncNC2guuef0a/jH3H5kuY5ctWr+I0Q+P5tVFrzbaNexhsZPKK6u48tEZFHRsyxWf779Lx+a0yeag7h2Y+enaRqpOap6mLlhNVcQJN/dMD2BCarVSWgEPxBifDSG8DTwcQvg28AlwTnr/Z0gtaTqH1LKm3wKIMa4KIdwEVE/gc2OMcVWjVJy3D3QfmAosjrqsUS4hKeHmvQRE56/IsIKcAlaU2sNCakxVsYqn5z3NpopNnHbgaZkuZ5dMmDOB9VvWc3CXgxvtGgYWO+nO1+bxwdL13PGNYXRqt+tdXgb1zuN/55pQS7ti0vxVtM4OHL6f3YF3V4xxHjC0ju0lwGc+uowxRuDS7ZzrbuDuhq6xToUnwZu3Q9k6aOeExVKLM2ci5HSF3kWZrqRFy8/JZ+H6hfXvKGm3lWwqoSJWsLR0aaZL2SWVVZU8MecJjupzFD3bN960Bw4J2QnzV27k/02czRcG9eTkgbv3wxjYJ49l6zazfH1ZA1cnNV+T5pcwZJ/O5LRx/ooWp/BkqCqH+a9kuhJJe1tVFcx5AQ48AbJs/zOpIKeAkk0lmS5DataWlS5L3W5cluFKds0bi99gWekyzio8q1GvY2BRjxgjP3tsBm1bZXHDlwbu9nkG9U59QjjTeSyknVK6pYL3Fq11OdOWat+R0DbPeSyklmhZMWxc7nCQBMjPzWf15tWUV5ZnuhSp2Vq6MdWzYsWmFVRUVWS4mp332OzH6NquK6P3Gd2o1zGwqMfDUxby1rxVXPXFQ+neafeXJB1QHVg4j4W0U975eA0VVdH5K1qq7NZw4BiY/XxqeVNJLcecianbA0/IbB2qWdq0pMxeFlJjqe5hURWrmswktyWbSnh54cucdsBpjbpCCBhY7NDy9WX84un3GdmvK+cN37f+A3agY7vW9MtvT/Gn9rCQdsak+SVkBepdPljNWOHJsH5J6tNWSS3HnBeg52Do2CPTlbR41YGFE29Kjaf2UJDq8CLp/jH3H1TECs4sPLPRr2VgsQM3/GMWZRVV/PeZg8nKCnt8voG9O1G82B4W0s6YNG8Vg/rk0aGtcwO3WNXdwR0WIrUcZetg4VsOB0mI/Jx8INVVXVLjWLpxKVkhq+Z+0sUYeWzOYxQVFHFA5wMa/XoGFtsxcdYynp6xhB+ccBAHFnRokHMO6pPHotWbWFO6pUHOJzVXZeWVTFu4xuEgLV3HHtCrKDUsRFLLMP9VqKowsEiI6sCiqXRTl5qiZaXLKOxcmLrfBCbenL5iOvPXzt8rvSvAwKJO68vKufaJYg7p0ZGLjzuwwc47qHce4MSbUn2mLVzDlsoqRvXrlulSlGmFJ8PCSbBpdaYrkbQ3zJkIbTrCPiMzXYmAbjndCAR7WEiNaOnGpRR2KSSnVU6TWNr00dmPktsql7F9x+6V6xlY1OHXz33I0nVl3HzWYNq0ariXaGB64s1iJ96UdmjSvFWEACOcv0KFJ0OsgrkvZroSSY0tRpj7AhxwPLRqk+lqBLTKakWXdl3sYSE1kqpYxfLS5fRs35MeuT0S38Niw5YNPLfgOb7Q7wvkts7dK9c0sNjG1I9Xc99bH3PBkX05bL8uDXruLu3b0KdzDsX2sJB2aPKCEvr37ERebuPOOqwmoM/hkNPVYSFSS1AyB9Z84uogCVOQU8DKUgMLqTGsKltFRaygR26PVGCR8Ek3n13wLJsqNnFG4Rl77ZoGFrVsqajiZ4/NoHdeDv/f2EMa5RoDe3dyaVNpB7ZUVDH149XOX6GUrOzUWPbZz0NVVaarkdSYPvxn6rYZz18RQmgXQpgcQpgeQpgZQrghvb1fCGFSCGF2COGhEEKdXUxCCD8LIcwJIXwYQtgr/bHzc/MdEiI1kupJNnu270mP9j0SP+nmhNkTOKjzQQzJH7LXrmlgUcsfX5nLR8s28F+nD2q0lQkG9clj3sqNbNhc0Sjnl5q69z5dQ1l5FUccYGChtMKToXQlLHk305VIakwzJ0Dvw6DL/pmupDFtBk6IMQ4FioDPhxCOAG4BfhtjLARWA9/e9sAQwgDgfGAg8Hng9yGE7MYuuCCnwMBCaiTVQ0Cqe1is3LSSiqpkvk+cvXo2M1bO4IyDziCEPV9Bc2cZWKTNWb6e216cw2lDezOmf/dGu86gPql5LN5f4rAQqS6T5q8CnL9CtRx0IhDgI5c3lZqtVfNh8TswcO91M86EmLIh/W3r9FcETgD+nt5+L3B6HYd/GfhbjHFzjHE+MAdo9NlJ83PyWbVpFVXRXm5SQ6ueZLNn+570bN+TyliZ2DljHpv9GK2yWnHagaft1esaWJBaS/aqx4rJbZvNdacNaNRrVa8U4sSbUt0mzVtFYfcOdOvQNtOlKClyu8I+I2C2gYXUbM16PHU7oK736c1LCCE7hDANWA48D8wF1sQYqz9WXQT0qePQPsDCWt9vb78GlZ+TT0WsYHWZqzVJDW3ZxmW0yWpD57ad6dm+Z2pbAuex2FK5hafmPcUJ+55Al3YNO89jfQwsgBACPzixkJvPHEx+I79J6t6pHQUd21L8qT0spG1VVFYxZcEqRjkcRNsqPDn16euG5ZmuRFJjmDkB+gxv7sNBAIgxVsYYi4B9SPWQOLSu3erYVlcf7Lr2I4RwcQhhSghhyooVezacoyCnACCxn/pKTdnS0qX0aN+DEAI9cnsAJHKlkBcXvsiazWs4s/DMvX5tA4u0Ywrz+fygXnvlWoN6d2LmYntYSNuatWQdG7dUMrJft0yXoqQpPCl1O+eFzNYhqeGVzIUl05v9cJBtxRjXAC8DRwCdQwjVE6jtAyyu45BFwL61vt/efsQY74gxDo8xDi8oKNijOgtyDSykxrJs47KanhXVt0mceHPC7An0at+LI3odsdevbWCRAYP65DF7+QbKyiszXYqUKJPmpeavOMIVQrStnkOgQw+HhUjN0cwJqduBLWI4SEEIoXP6fg7wOeB94CXg7PRuFwBP1HH4k8D5IYS2IYR+QCEwubFrzs/JB3DiTakRLCtdVtOzolObTrTLbpe4ISGLNyzmzcVvcvpBp5Od1ejz/H6GgUUGDOydR2VV5IOl6zNdipQok+aX0C+/Pd07tct0KUqarCw46CSY+wJUJnP2bEm7aebjsO8oyNsn05XsDb2Al0IIM4C3gedjjE8BVwI/CiHMAboBdwGEEL4UQrgRIMY4E3gYmAU8C1waY2z0T7+qAwt7WEgNqypWsaz03z0sQgj0bN8zcT0sHp+TmmPo9IMyEyo3ztqd2qHqlUKKP11L0b6dM1yNlAxVVZHJ81fxhb00NEtNUOFJMO2vsOht2P/ITFcjqSGsnA3L3oPP35zpSvaKGOMM4LA6ts+jjhU/YoxPkupZUf39L4BfNGaN28pplUOH1h1YUWoPC6khrSpbRUVVRU0PC0gtb5qkHhaVVZU8Pudxjux9JL079M5IDfawyIA+nXPonNvaeSykWj5Yup51ZRVOuKntO3AMhGyHhUjNycwJQIABX850JdqB/Jx8h4RIDax6cs2tAov2yQos3lryFks2LuGMwszNMWRgkQEhBAb1znOlEKmWSfNLABh1gBNuajva5cF+R8Ds5zNdiaSGMnMC7HckdMrMJ3faOQW5BQ4JkRpY9dCP6iEhkAovVpSuoLIqGXMdPjb7MTq37cwJ+56QsRoMLDJkYJ9OfLh0PVsqqjJdirRdJRs2859/e5dP12xq9GtNnr+KPp1z6NM5p9GvpSas8KRU9/F1dU6MLzVP65fBxpJMV9Hwln8Ay2e1uNVBmqL8nHwDC6mBLS1NBRY92v+7h0XP9j2pjJWJ+Pe2qmwVLy58kVMPOJU22W0yVoeBRYYM6p3HlsoqZi934k0l1/OzlvH4tMX84MF3qahsvHAtxtT8FQ4HUb0KT07d2stCLcHmDfDCjfD/BsOdo2HTmkxX1LBmPU5qOMiXMl2J6lGQk+phEWPMdClSs7Fs4zLaZLWhS9suNdtqljYtzfzEm0/NfYqKqgrOLDwzo3UYWGTIwN6piTdnOixECTZ5wSpaZwemfrya/3lhdqNdZ87yDZRs3MIR/RwOonp0HwCd+jiPhZq3qiqY9gDcOgxe+w0cdGKqV9E/fgDN5Q1jjFD8GPQ9Bjr2rH9/ZVRBTgGbKjaxsXxjpkuRmo2lpUvp0b4HIYSabdXzWVTPb5EpMUYem/0YQ/KHUNilMKO1GFhkSN9u7WnfJptiJ95Ugk1ZsJoxh3Tn7GH7cOtLc3hzbuN0SZ40fxWAPSxUvxBSw0LmvQwVWzJdjdTwPnkL/nwCPP49yOsD334evvIgnHAtzHoCptyV6QobxvL3YeWHMDAzy+Rp1+TnppY2deJNqeEs27hsqwk34d89LDI98eaMlTOYu3ZuxntXgIFFxmRlBQb2zqP4UwMLJdOydWV8sqqUkf26csOXBtK3W3t++NA0Vm9s+DeJk+avokentuzXNbfBz61mqPBk2LIBPnkz05VIDWfNQvj7hXD3WFi/FM74E3x7IuybXunyqB/AgSfCs1fB0vcyW2tDmDkBQhYc6nCQpiA/JxVYJGFcvdRcLCtdttWEmwCd2nSiXXa7mgk5M2XC7AnktMrh8/0+n9E6wMAiowb26cT7S9ZTWdVMuneqWXl7QarXw/C+XWnfthW3fuUwSjZu5opHZzToGNYYI5PmlTCqX7etusRJ29XveMhq7bAQNQ9bNsKLv4DbhsMHT8NxV8BlU2Ho+ZBV68+0rKxUiJHTBR75Vmp+i6YqxlRg0fcY6NA909VoJxTkFACwotQeFlJDqIpVLCv9bA+LEELGlzYtLS/ln/P/ydi+Y2nfun3G6qhmYJFBg3rnsam8kvkrm/AfHWq23p6/ipzW2TXzrQzqk8eVn+/P87OW8de3Pm6w63xcUsry9ZsdDqKd17YD9D3aiTfVtFVVwfS/peapePVX0P8U+P4UOOFqaLOdPxA7FMBZd0LJHHjmJ3u33oa0rBhKZsPAzHc11s6p7mHhkBCpYawqW0VFVcVnelgA9MztmdEeFs8teI7SilLOKjwrYzXUZmCRQYP65AFQ7MSbSqC3F6zm8P070zr7383EhUf3Y/QhBdz09Pt8sLRhfm8nzU/NizGqn4GFdkHhyanx76sXZLoSadetXgB3fQ4mfDc14eSFz8HZd0Pnfes/tt9xcPwVMP0BmPZgo5faKGZOgJANh56W6Uq0kzq16USbrDaUbGqGy+tKGVA9qea2PSyAjPewmDBnAv3y+jG0YGjGaqjNwCKDDixoT9tWWc5jocRZV1bO+0vXMXz/rUOErKzAr88ZSqd2rbnsgXfZtKVyj681ad4q8ju04cCCDnt8LrUgLm+qpuyZn8CKj+D0P8B3XoT9jti144+7AvY/Gp7+MaxsvBWc6hQjVO1B2189HKTfcdA+v+HqUqMKIVCQW2APC6mBVPeg6NG+jsAitwcrSldQuSdt7W7aXLmZ91a8x4n7nZiYodoGFhnUKjuLQ3t1cqUQJc7Uj1fz/7N33/Ft1tfixz9fecp7KU5iJ7Hj2ImdSQghCRA2CSkQRksZpbt0QEsZl1Fuf+2l9DZ0QG8Z7aWlvR1QZigrjAIJlEIWIdNylu0kdmzHseQRy1P6/v54JGOIHdtaj2Sf9+vllzWecQTJE+nofM/RGhYOUPWQk5LAA5+fy94jx/jJK+UBn2tDlYOFhVkRc1EUUSJ7GmQWSMJCRJ/qfxv9V5beCvOu+WSfiuGKiYUr/gCxCfDMl6GnI+hhDqhpP/zudHjsfOh2+XeMum3gqIRZshwk2uRYcyRhIUSQ1LuMhMWAS0KSx+PWblOa3O5z7qNX91KaVRr2cw9GEhYmm5WXxq7aVjzSeFNEkM3VDmIsinmTMgZ8/oxiG988cypPbDjIqzvq/D5PjdNFbXMHCwtkOYgYIaWMKouqd8P3YU2IQGkNb/4YUifAwm8Gdqy0iUYTzoad8PrdQQnvhHa/Co+eDS2HoHYLvHCD8XpGatfzYImFGRcFP0YRUjarjaMumRIiRDA0uBqIt8STmZB53HO+ZSJmLAspdxhfRpZmS8JCeM2amE5bVy+HnH5+UyFECGyqcjJrYhrJCbGDbnPr+dOZk5/OHc9tp7bZvw+MGyqNSSSnTs32a38xxpUsg94OqPqX2ZEIMTy710DNRjjrTogPwhjnkgtg8Y2w+TEofyHw4w3E44a374W/XwVZhfCt9+Dc/we7VsN7D4zsWL7lIFPPgiRJVEebbGu2VFgIEST17fXkJucOWGHsq7owo/FmRVMFqXGp5Kfkh/3cg5GEhcmk8aaINF29brbWNLNgiKqH+FgLv7nqJNwezc1PbqXX7RnxuTZWOUi3xjE9N9XfcMVYNuV0iEuGPa+ZHYkQQ/O44a17jOVM874QvOOe+yPIOxle+G7wm9C6HPD45+DdX8BJXzCag2ZMhtNvhllXGK9n9wj+/h3+CJoPyHSQKGWz2mjtbqXL3WV2KEJEvYb240ea+phZYWF32JmRPSOilmpLwsJkxbkpxMUo6WMhIsaOmha6ez2cMoxlGgU5ydx72Sw2Vjt4aO2+YR3f0d7NC1trufmprby0/TCnFGRhsUTORVFEkbhEKDob9rzuX2m6EOG07e/QWAHn/NDoQREssfHGhBGAZ78Kvd3BOW7dNnj0TKj+F1z0a7jkIePvHBhLsi55CMbPhue+Do27h3fMXavBEgczVgQnRhFWtiQbgCnr6oUYbRpcDQM23ARIT0gnMSaxb5JIuPR4etjt2B1R/StAEhamS4iNoSQ3VSaFiIixqdoJwCkFx6+pG8hlJ+Vz+Ul5/OatvWyscpD3vVMAACAASURBVBz3vMej2XqomV+/uYdLH/43J9/7T256civrdh/h/LJc7v5MZF0URZQpWQatNdCwy+xIhBhcTyes/RlMnA9lK4N//MwCuOQ3UPshvH1P4Mfb+gQ8doFRFfKV12DBV4wkRX/xSXDVE0YS4+9XQ0fziY+pNez6BxSdA9bh/fsiIkuO1ZjqIgkLIQLj0R4aXA2MTzq+4SYYU3lyk3P7GnOGS1VLFd2e7ojqXwEQxBS/8NfMiWm8aT+C1jqiym/E2LSp2sFUWzLZKQnD3ueeS2ex5aCT7z/5EWtuOgO3R/Pu3kbe2d3Iu3uP4mjvRimYm5/BTecWc9b0cczOSydGKitEoIqXGb/3vAbjZ5kbixCD2fR7I7F26SPHf/APlpmXQtVX4f0HoWCp0d9ipHq74LU7YfMfoeAM+OyfIMU2+PYZk+DKv8KfL4bnvgbXPA2WmIG3rf3QaNh5dhgahIqQsFm9FRbSeFOIgDg6HfR6egetsABjWUi4KywqHBUAlGWVhfW8Q5GERQSYlZfO05trqGvpZGKG1exwxBjm8Wg2VztYMXvCiPZLSYjlN1efxOWPvM95979LU3sXWkNWcjxnltg4a7qNM4ptZCXHhyhyMWal5hrfWu95HZbeZnY0QhyvswX+9SujsmDqmaE917L/hkMb4flvGrezphrVFynjhk6UtNTC01+E2s1w2k1wzv8b3tKVKYthxS/g5e8bE1Au+MnA2+1cDTHxshwkivmWhEjjTSEC40tEDFZhAUbjzY31G8MVEgD2JjvWWCtT0qaE9bxDkYRFBJg50dd4s0USFsJUe4600drZO2TDzYHMyc/gnpWz+MdHtVy3aApnTbcxOy9d+lOI0CtZDut+Bu1HITnH7GiE+KR//wY6nHDej0N/rjirURXxx2Xwj299/His1Uhc+H6yCj++nTEZajbDs18xRgRf+ZeRL1tZ8BWo3wHv/8boazHnyk8+7/FA+T9g2nmQmB7QSxTmyUzIxKIskrAQIkC+pR5DVVg0uhpxe9zEDFa5FmTlTeWUZJaE7XzDZVrCQilVDbQBbqBXa71AKZUFPAUUANXAlVprpzLWSfwPsAJwAV/WWm8xI+5QKJ2QikXBzsOtXDBz8EybEKG2yduDYqEfCQuAa06dzDWnTg5mSEIMrWQZrPtv2PsGzLvG7GiE+FhbPax/xJioMWFueM5pK4FbK6D5IDiqjMkh/X+q3oWe9k/tpIzpJV9+BWzT/TvvhfcZTUVf/K5xrLz5Hz9Xswlaa8OTtBEhE2OJISsxS3pYCBEg37jSwaaEgFFh4dZumjqbGJc0LuQxebSH3c7dXDz14pCfa6TMrrA4W2vd/6p3J/CW1nqVUupO7/07gAuBYu/PqcBvvb9HhaT4WIpsKZTLpBBhsk3VTsalJjApSyp9RBSZMBdSJxh9LCRhISLJOz8Hd3f4+zbEJkBOsfHzaVpDe+MnkxgeNyy+ARLT/D9nTJxRnfHoWfDktXD9OmPJFsCu5yEmAaZf6P/xRUSwWW00uqTCQohANLgaiLPEkZU4+BeEvmRGfXt9WBIWh9oO0d7THnENN8H8hMWnrQTO8t7+M7AOI2GxEviL1loD65VSGUqpCVrrOlOiDIFZeel8sL/J7DDEGKa1ZlO1g1MKs6T5q4guSkHxBcYa+d5uY8yjEGZr2g9b/gzzvwTZRWZH8zGljJ4WKeNg0sLgHjs5x5gc8sdl8PR18KWXjDGm5f+A4vMhITW45xNhl2PNkQoLIQLU0N5AblLuCd9vj082qu4bXOFpvGlvsgNE3EhTMHesqQbeUEp9qJS63vtYri8J4f3tSyflAYf67VvjfWzUmDkxjfrWThrbuswORYxRNc4O6lo6/V4OIoSpSpZDdxscfN/sSIQwvH2v0WTyzDvMjiS8JswxpqEc2gCv3AoHP4C2Oph5mdmRiSCwJdkkYSFEgOrb6/sSEoPpX2ERDnaHnVhLLNMypoXlfCNhZsLiNK31fIzlHjcopZaeYNuB0k/6uI2Uul4ptVkptbmxMbrK1WblGU2odsmyEGGSzQeM/hULCjJNjkQIP0w90yg53/O62ZEIAYe3wq7VsOg7Hy+LGEtmXgZn3AYf/RVevNFo+lmy3OyoRBDkWHNo6mzC7XGbHYoQUavB1XDChpsA6QnpJMQkhG20qb3JTnFGMXExcWE530iYlrDQWh/2/j4CPA8sBBqUUhMAvL+PeDevASb12z0fODzAMR/VWi/QWi+w2U4wNzwClU001o3uOtxqciRirNpY5SQ1IZYZ4wNYwyyEWeKToXAp7H7VWKMvhJne+i+wZsFp3zM7EvOcfTeUXAiOSii5ABJSzI5IBIHNasOjPTi7nGaHIkRU8miPkbA4QcNNAKUU45PHh2VJiNYau8Mekf0rwKSEhVIqWSmV6rsNXADsBF4EvuTd7EvAC97bLwJfVIZFQMto6l8BkJYYR0F2EjtrpcJCmGNztYP5UzKJkTGkIlqVLANnFTTtMzsSMZZVvgP734Yzbh3bIzwtFrj8UZh7DZx+i9nRiCCxWY0vBKXxphD+cXQ66PX0DrkkBIxlIeFYEtLgaqC5qzki+1eAeRUWucB7SqltwEbgFa31a8Aq4Hyl1F7gfO99gDVAJbAP+D3wnfCHHHoz89LZKUtChAmc7d3sPXKMhYXSv0JEsZJlxu89r5kbhxi7tIY3fwxp+XDK182OxnyJaXDZb2HiPLMjEUGSbc0GoLFDEhZC+MNXMTFUhQUQtgqL8qZygIitsDBlSojWuhI4biC51roJOHeAxzVwQxhCM9Wsiem8sr2OFlcP6UmRt35IjF6bDxilnQumSP8KEcUyJsO4mUYfiyXfNTsaMRaVvwCHt8DKhyEu0exohAg6W5JRYSGNN4Xwj69iYrgVFkdcR3B73MRYYkIWk91hx6IslGSWhOwcgTCz6ab4lFl5vj4WUmUhwmtTtYP4GAtzJ2WYHYoQgSlZBgfeh45msyMRY427F97+CdhmwNyrzY5GRCil1CSl1FqllF0ptUspdZP38aeUUlu9P9VKqa2D7F+tlNrh3W5zeKM3mm6CJCyE8JevieZwKixyk3JxazdNnU0hjcneZKcwrRBrrDWk5/GXJCwiyMyJxlpXWRYiwm1jlYM5+ekkxoUueytEWJQsB+2G/W+ZHYkYa7b+zeifcu7/gxB+EyaiXi9wq9a6FFiEMSmvTGv9ea31PK31POA5YPUJjnG2d9sF4Qi4v4SYBNLi06SHhRB+qnfVE2eJIzNx6KpmXxVGqCeFRHLDTZCERUTJSo5nYnoiO2tlUogIn45uNztrW1hQIP0rRjOlVIxS6iOl1Mve+4VKqQ1Kqb3eb/bivY8neO/v8z5f0O8Yd3kf362UWmbOKxlC/gJjOoOMNxXh1NMB61bBpFNh+gqzoxERTGtdp7Xe4r3dBtiBPN/zSikFXAn83ZwIh2az2qTCQgg/NbQbE0IsauiP4b7Rp/Wu0DXePNpxlCOuI8zImhGycwRKEhYRRhpvinD76JCTXo9mYaH0rxjlbsJ4Y+xzH/CA1roYcAJf8z7+NcCptZ4GPODdDqVUGXAVMBNYDjyilIq8r5EtMVB8Aex9Azxus6MRY8W2J6GtzhjlqWTSkhgeb0L4JGBDv4fPABq01nsH2U0DbyilPlRKXX+CY1+vlNqslNrc2BjcaoicpBxpuimEnxpcDX2JiKGMTwp9hUWFowKAsuyykJ0jUJKwiDCzJqZTdbSdY129ZocixojN1U6UgpMnS4XFaKWUygc+A/zBe18B5wDPejf5M3Cp9/ZK7328z5/r3X4l8KTWuktrXYUxtWlheF7BCJUsgw4n1GwyOxIxFng88MFDMGEeFC41OxoRJZRSKRhLP76vte5fWns1J66uOE1rPR+4EGM5yYB/6LTWj2qtF2itF9hstqDFDUYfC6mwEMI/9e31w2q4CZCekE5CTEJIR5v6EhbTs6aH7ByBkoRFhJmVl4bWYK+TZSEiPDZVO5iemyqTaUa3XwO3Ax7v/WygWWvty4zW8HFJch5wCMD7fIt3+77HB9gnskw7FyyxMt5UhMfe143eFUu+K9UVYliUUnEYyYrHtdar+z0eC1wOPDXYvlrrw97fR4DnMSFxbLPaaHQ1YgzxE0IMl0d7OOI6MqyGmwBKKXKTckM62rS8qZz8lHzS4tNCdo5AScIiwszK8zberJVlISL0et0ethxwcor0rxi1lFIXAUe01h/2f3iATfUQz51on/7nC1kZ8rAlpsOUJdLHQoTH+w9C+iQou3TobcWY561Yewywa63v/9TT5wEVWuuaQfZNVkql+m4DFwA7QxnvQHKsOXR7umntli/XhBgJR6eDHk/PsBMWYDTeDGXCwt4U2Q03QRIWEWdcagI5KQnsOiz/CIjQs9e10d7tZkGB9K8YxU4DLlFKVQNPYiwF+TWQ4f02DyAfOOy9XQNMgr5v+9IBR//HB9inTyjLkEekZDkcKQfnAfNiEKNfzYdw4N+w6NsQEzv09kIY1+TrgHP6jTH1dWq9ik8tB1FKTVRKrfHezQXeU0ptAzYCr2itw15KZrMa1/amjtCOWhRitPElHoa7JASM0aahWhLS2t1KzbGaiO5fAZKwiDhKKWbnpfHRQafZoYgxYGO1A4CFhVJhMVppre/SWudrrQsw3gy/rbW+FlgLfNa72ZeAF7y3X/Tex/v829qo+30RuMo7RaQQKMZ4wxyZSpYbv/e+YW4cYnT74EFISIf5XzQ7EhEltNbvaa2V1nqOb4yp1nqN97kva61/96ntD2utV3hvV2qt53p/Zmqtf2rGa7AlGQkLabwpxMj4mmcOt+kmGMmNRlcj7hA0Et/t2A1AaZZUWIgRWjQ1m/2N7Rxp7TQ7FDHKba52kJdhZUK61exQRPjdAdyilNqH0aPiMe/jjwHZ3sdvAe4E0FrvAp4GyoHXgBu01pE7hiO7CLKnSR8LETrOA1D+Aiz4MiSkmh2NEGGTY80BJGEhxEj5KiV80z+GIzcpl17dS1Nn8CuaypvKASJ6pClIwiIiLS7KBuCDSim1E6GjtWZTtUOqK8YQrfU6rfVF3tuVWuuFWutpWuvPaa27vI93eu9P8z5f2W//n2qti7TW07XWr5r1OoatZDlUvQtdx8yORIxG638LygKnfsvsSIQIK9+SkKOu6J4UsuvoLu761130uHvMDkWMEQ2uBuIscWQmDn8ptq8aIxSjTSscFYxLGke2NTvoxw4mSVhEoJkT00lNjOWD/ZKwEKFT3eTi6LFu6V8hRq+SZeDuhqp3zI5EjDYdTtjyF5j1WUibaHY0QoRVclwyiTGJUV1h0dTRxPfWfo+XK1+mqrXK7HDEGFHfXs+4pHFY1PA/gvv6XYSi8aa9yU5ZVmT3rwBJWESkGIti0dRs3peEhQihTVXe/hUyIUSMVpMXQ0KaLAsRwbf5T9DTDktuNDsSIcJOKUWONSdqExa9nl7uePcOjriOANFfKSKiR4OrYUQNN4G+iSLBbrzp6nFR1VrFjOzIXg4CkrCIWEuKsjnocFHjdJkdihilNlU7yEyKY9q4FLNDESI0YuJg2rmw5w3weMyORowWvd2w4X9h6tkwfrbZ0QhhCluSLWqnhDy89WE21G/gG7O/AUgvDhE+De0NIxppCpCRkEFCTELQKyz2OPfg0Z6Ib7gJkrCIWH19LKTKQoTIpmoHJ0/JwhgJL8QoVbIcjtVD/TazIxGjxc5njT9TS75rdiRCmCZaKyzePvg2f9jxB64ovoKvz/46IAkLER4e7aHB1TCiCSFgVDSFYrRphaMCIOJHmoIkLCJWybhUspPjJWEhQuJIWyfVTS4WFkr/CjHKTTsfULDndbMjEaOB1vD+gzBuJhSdY3Y0QpjGZrVF3VKKg60Hufu9uynLLuOuU+8iKS6J5LhkjnZE1+sQ0cnZ6aTH0zOiCSE+ucm5Qa+wsDvsZCRkjLjiwwySsIhQFotiUZHRx0JrbXY4YpTZXO0EYIH0rxCjXXI2TFoofSxEcOx/C46UG70rpDpNjGG2JBttPW109naaHcqwdPR2cPO6m4mxxPDAWQ+QEJMAGJUikrAQ4VDvMiokRlphAcYY1GBPCbE32SnNKo2KSmtJWESwJUXZ1Ld2UnW03exQxCizscpBYpyFWRPTzQ5FiNArWQaHP4K24JZTijHo/YcgdYIxHUSIMSzHmgNEx3IKrTU/+eAn7HXuZdUZq5iY8vFknxxrDo2uyH8NIvr5Eg4jbboJRpLjiOsIbo87KLH0uHvY27yX0uzI718BkrCIaIunevtYVMqyEBFcmw84mDcpg/hYuQSIMaBkufF77xvmxiGiW/0OqFwLp34TYuPNjkYIU/kSFtFQnfDMnmd4qfIlvj3325yed/onnrNZbVHxGkT08y3p8GcJxvik8fTqXhydjqDEsq95H72eXklYiMAV5iQzPi1RxpuKoGrr7KH8cKuMMxVjx7gySJ8kfSxEYN5/COKS4eQvmx2JEKazWW0AEV+dsKNxB6s2ruL0vNP55txvHvd8tDYPFdGnvr2eWEssWYkjf//tW0YSrMabdocdIComhIAkLCKaUoolRdms39+ExyN9LERwfHSwGY+GUwolYSHGCKWMZSH710JPdKy3FhGmpdaYDjL/i2CVZsVCREOFhbPTyS3v3MK4pHGsOmMVFnX8xx5bko2O3g7ae2T5tQitBpcx0nSgP4dD8S0jCVbjTXuTneS4ZCalTgrK8UJNEhYRbnFRNk3t3ew50mZ2KGKU2FTtwKLgpMnypluMISXLoacdDrxndiQiGm34HWgPLPq22ZEIEREyEzOJVbERm7Bwe9zc/u7tODoc/OqsX5GeMHDPrmipFBHRr7693u+JHL79gpawcNiZkTXDr+SJGaIjyjFscZG3j4UsCxFB0NDaybt7Gpk5MZ2UhFizwxEifArOgLgk2C3TQsQIdbbCh/8HZZdC5hSzoxEiIliUhSxrVsQup3h468Osr1vPD079ATOzZw66XbbVeJ8dqYkXMXo0tDf41XATICMhg4SYhKAsCXF73Oxx7oma5SAA8oklwuVnJjE5K4n39zfxldMKzQ5HRBGtNZVH29lU5WBjtYNN1Q4OOToAuOHsIpOjEyLM4hKh6BxjvOmKX8hISjF8H/0VulphyXfNjkSIiGKz2iIyYfHOoXf4/Y7fc9m0y7ii5IoTbuursJCEhQglrbWxJMSPkaZgtAnITcoNymjTA60H6OjtiJqGmyAJi6iwpCibV3bU4fZoYizyJlsMrNftobyulU3VTjZVOdh8wMHRY90AZCfHs6Agky8tLmBhYZaMMxVjU8lyqHgZGnbC+NlmRyOigbsH1v8WppwGefPNjkaIiGKz2qhrrzM7jE841HaIu967i9KsUn5w6g+G3L5vSUgEJl7E6OHodNDj6fF7SQgYjTfrXYFXWJQ7yoHoabgJkrCICouLsnly0yHKD7cyO18+aIpP2nLQyQP/3MOWA07au435zJOzklhaYmNhQRanFGYxNScZJd8oi7GuZBmgYPerkrAQw1P+ArQcMqpyhBCfkG3NZvvR7WaH0cejPdy67lYUivvPup/E2MQh90lPSCfOEicJCzGklq4WHvjwAb4///tkJGaMaF9f7wl/l4SAMdr0w4YP/d7fx95kJyEmgcL06Kncl4RFFFg81Vhf9/7+o5KwEJ+gteYHq3dw9FgXV5yczykFWZxSkMX49KH/kRZizEkZB/mnwO41cObtZkcjIp3W8P5vILsYipeZHY0QEceWZMPZ6aTX00usxfyPFNUt1dgddn646Ifkp+YPax+lFDnWHI66ZEmIOLGPjnzEc3ufIz81n6/P/vqI9vX1nhif5H/CIjc5lyOuI3i0J6BmmXaHnZLMkoj4Oztc0nQzCoxLS2TauBTel8ab4lM2H3BSUd/GbRdM556Vs7h47kRJVghxItMvhMMfQethsyMRka76PajbBktuBIu8XRLi02xWGxqNo9NhdijAx6Xu88bNG9F+kdqLQ0QWZ6cTgNV7V+PRnhHt66uw8LeHBRiTQnp1L00d/n8e1FpT0VQRVctBQBIWUWNJUTabqh30uEf2F0SMbn9bf4DUxFgumTfR7FCEiA7TVxi/98i0EHEC7h5Y9zNIyoE5V5kdjRARKceaA0RO/4eKpgoSYhKYmj51RPvlWHOk6aYYUnNXM2D0SRnp0oyG9gZiLbFkJWb5fX7fcpJARpvWHKuhractqhpugiQsosbiqdm4ut1sr2k2OxQRIY4e62LNjjqumJ9PUnz0lHUJYSrbdMgsNPpYCDEQreGVW+DAv+H8e4wJM0KI4/RN2IiQ5RT+lrpLwkIMh7PLSZwljtS4VFbvXT2ifetd9eQm5Qa0lMPXsDOQ0ab2JjsQXQ03QRIWUWORr4/FPlkWIgxPbTpEj1vzhUVTzA5FiOihlFFlUfkOdLebHY2IRO/+Erb8BZb+B5x0rdnRCBGxbEmRM2FDa43dYWdG1owR75uTlENzVzM97p4QRCZGi+bOZjITM1kxdQX/PPBPWrtbh71vQ3tDQBNCIDgVFhWOCmJVLNMypwUUS7hJwiJKZCbHUzYhTfpYCADcHs0TGw6yeGo208almB2OENFl+oXg7oL9a82ORESarX+Htfcay0DOvtvsaISIaNmJxpdpkZCwqD1WS1u3f6XufZUiUmUhTqC5q5nMhEwuK76MLncXayrXDHvf+vb6gPpXAGQkZBBviaeh3f+ERbmjnKKMIhJiEgKKJdwkYRFFlhRl8+FBJ509brNDESZbt/sItc0dXLdYqiuEGLHJiyAxXZaFiE+qXAcv3giFS+GSB41qHCHEoOJi4shIyIiIJSF2h1HqXpZVNuJ9fQmLSEi8iMjV3NVMRmIGZVllzMiaMexlIVprGlwNAY00BWOiTW5yrt9LQrTW2Jv8q0IyW9ATFkop6f4XIouLsunu9bDloNPsUITJ/rr+AONSEzi/LLBsrYhucr31U0wcFF9gNN70SAJYAA274KnrIKcEPv83iI03OyIRhcbiNTnHmhMRH/TtTXa/S91zkiKreaiITM5OJxkJGSiluGzaZdgddsqbyofer8tJj6cn4CUhYCwL8XdJSGNHI45OR9Q13ITQVFisD8ExBbCwMIsYi+IDWRYyph1scvHOnkauXjiZuBgpkhrj5Hrrr+kXguso1Gw2OxJhtpZaePxzEJ8M1z5jVN8I4Z8xd022WW0BjVkMlnJHOVMzpvpV6h5pzUNFZGruaiYjIQOAz0z9DPGW+GFVWfgqIsYnBVZhAUbjTX8rLHwNN8uyR16FZLZQfNqRGsoQSU2MY3ZeuvSxGOMe33gAi1JcvXCy2aEI88n11l/TzgNLLOwe/hpUMQp1tsITVxq/r30G0vPNjkhEtzF3TbYl2UyvTPCVuvs7+SArMQuF4minJCzEwNweNy1dLWQmZgKQnpDOeVPOY03lGjp7O0+4r6/nRKBLQnzHOOI6gkd7RrxvuaMchWJ65vSA4wi3UCQsdAiOKbyWFGWz7VAz7V29ZociTNDZ4+bpTYc4vzSX8ekyak/I9dZvielQcLr0sRjL3D3w9BehsQKu/DOMn212RCL6jblrsm8kqNbmvfRAS91jLbFkJmbS6JIlIWJgrd2taHRfhQXA5cWX09bTxpsH3zzhvvUuoyIi0KabYFRY9OpeHJ2OEe9b0VTBlLQpJMUlBRxHuI1sULGXUupBBr4oKyBjgMdFkCwuyuaRdfvZVO3grOnjzA5HhNmaHXU4XT3SbHMMkettCE1fAa/eDk37IbvI7GhEOGkNL90ElWth5SMw7VyzIxJRItBrslJqEvAXYDzgAR7VWv+PUurHwDcA36fmH2itjysBU0otB/4HiAH+oLVe5c/rCBab1UaPp4eWrhYyEs35J8lX6u5vhQUYr0OmhIjBOLuM/oGZCZl9j50y/hTyU/JZvXc1F029aNB9G9obiLXEkpWYFXAcvj4Y9e315FhzRrSv3WFn3rh5AcdgBr8SFsCJFv3KguAQWjAli7gYo4+FJCzGnr+tP8DUnGSWFGWbHYoIH7nehkrJciNhsftVWHKj2dGIcFq3CrY+DmfdBSdda3Y0IroEek3uBW7VWm9RSqUCHyql/ul97gGt9S8H21EpFQM8DJwP1ACblFIvaq2H7vwXIr4PTY0djeYlLBx2o9Q9y/9S95ykyGgeKiJTc2czwCf+jFuUhcuKL+PBjx7kYOtBJqcNvFS7wdVAblIuFhX4wgbfspKG9gZm5cwa9n7OTid17XVck3VNwDGYwa+Ehdb6zwM9rpRKBC4OKCJxQtb4GE6anCl9LMagnbUtbDnYzA8vKkPJuL0xQ663IZQ5BcbNlITFWPPR3+CdVTDvC3DmHWZHI6JMoNdkrXUdUOe93aaUsgN5wzz9QmCf1rrSe84ngZVARCQsijOLTYnB3mRnStoUkuOS/T6GzWpjr2NvEKMSo8lAFRYAK4tW8vDWh3l+3/PcNP+mAfetb68PyoQQ+HhZiW+ZyXD5xv7OyI6+kaYQhB4WSqkYpdSFSqm/AAeAzwceljiRxVOz2Xm4hRZXj9mhiDB6fMMBEuMsfHa+NIUbq+R6GwLTL4SDH4Br5OtBRRTa95axFKToHLj41yDJXxGAQK/JSqkC4CRgg/ehG5VS25VSf1RKZQ6wSx5wqN/9Goaf7AgJW5J3woaJyynsDv8bbvrYrDaaOptwj8JR172eXn6z5TdsPbLV7FCiVktXC0Bf002f3ORcTs87nRf2vUCvZ+D+gg2uhqD0rwAjYRJvie9r5DlcO4/uBAJbNmUmvxMWSqmlSqnfAdXA14ELgEKt9WeDFJsYxJKibLSGDVVSZTFWtHb28I+PDnPJ3ImkJ8WZHY4IM7nehtD0FaDdsO/ETbPEKFCz2WiyaSuFz/0ZYuRaKvwTjGuyUioFeA74vta6FfgtUATMw6jA+NVAuw3wUdkNcQAAIABJREFU2IDdLpVS1yulNiulNjc2hm6pw/jk8cSoGA60HgjZOU6kubOZuvY6vxtu+uRYc3Brd9836aPJgx89yO93/J7vvv1dDh87bHY4UcnZafy5SE84fuz15cWX09jRyL9r/33cc1prGtobgjLSFEApRW5y7ogqLKpaqvjjzj8yf9z8AeOPBn4lLJRSNcAq4N9Amdb6CqBDa+0KZnBiYPMmZ5AYZ5FlIWPI6g9r6Ohxc92iArNDEWEm19sQm3gSpOTKeNPRTGvY/Cf404WQlA3XPg2JaWZHJaJUMK7JSqk4jGTF41rr1QBa6wattVtr7QF+j7H849NqgEn97ucDA34C1Vo/qrVeoLVeYLPZhhvaiCXEJFCYXtjX+DLcfKXuwUhYADR1jK731m8dfIs/7vwj5085n15PL7euu5Vud7fZYUWd5q5mEmMSscZaj3tuaf5SshOzeW7vc8c95+xy0u3pDlqFBRiNN4dbYeHqcXHLuluIt8Rz39L7ghZDuPlbYfEcRgna54GLlVLJjMFRTmZJiI3hlIIsPpCExZigteav6w8wd1IGs/OjMzMqAiLX21CyWIzmm3vfhF55Ezfq9HTACzfCy9+HwqVw/TpIm2h2VCK6BXRNVkYTqscAu9b6/n6PT+i32WXAzgF23wQUK6UKlVLxwFXAiyN/CcFVll3WlzgIt76ERaBLQrxLW0ZT480DrQf4z/f+k1nZs1h1xiruPe1edjbtZNVGUwfLRCVnp3PQprJxljguKbqEd2vePW5plC+xEKwKCzCqmhpcQycstNb8+IMfU9lSyX1L7+tr2BmN/EpYaK1vAgqA+4GzgT2ATSl1pbfETYTYoqnZ7G5o4+ixLrNDEUPocXv4wfM7+PvGg37NKf+gson9je1ct0hGmY5Fcr0Ng+kroLsNDrxndiQimJzV8NgFsPVvcOadcM3TkBT4WDkxtgXhmnwacB1wjlJqq/dnBfBzpdQOpdR273FvBlBKTVRKrfGeuxe4EXgdsANPa613BfcVjlxpVilHO47S6Ar/h317k52JyRMDLnXvax5qwmsIBVePi++v/T6xlljuP+t+4mPiOXfKuXxl1ld4Zs8zvLDvBbNDjCrNXc3HNdzs77Liy3Br93H/XevbjaUbQa+wcDXg0Z4TbvdExRO8WvUqN867kcUTFwft/Gbwd6wp2vjk9Tbwtre0bTlwNfAIMLLBsGLEfGMt11c2cdEc+bYokv3yjd08seEgANsONfNfK2eSEBsz7P0fX3+QdGscF82ZMPTGYlSS622ITT0TYq3GtJCic8yORgTDnjdg9TcAbSQqSpaZHZEYRQK5Jmut32PgXhQDrkvTWh8GVvS7v2awbc3iW45hd9j7KhXCpcJREfByEDCaboK5zUODRWvNPevvYX/zfn533u+YkPLx+8fvnfQ9dh3dxU/W/4QZWTMCGgU7lji7nGQkDD62tzC9kPnj5vP8vuf56qyv9k3z81VCBLO6YXzyeHo9vTg6HX2Jtk/bemQrv9z0S87KP4uvzf5a0M5tFn97WPxf//ta6x6t9Uta62v45No6ESKz89JJSYiVPhYR7i17A//7TiVXL5zMjWdP48lNh7j60fUcae0c1v4NrZ28vqueKxfkkxg3/CSHGD3kehsGcVYjUbH7VaPfgYheHg+s/Rk8cSWkT4Lr35FkhQgquSYfb3qm8aE33H0sjnUfo7q1OiiTDxJjE0mNSx0VS0Ke2v0Ur1S+wnfmfYcleUs+8VysJZb7lt5Henw6N6+7mdbuVpOijC7Nnc2DLgnxubz4cg60HuDDhg/7HqtvryfWEktWYvCq+3wjUgfrY9HU0cSt79zK+OTx/PSMn2JRAQ8FNZ2/r2DOYE9orTuGcwDvKKiPlFIve+8XKqU2KKX2KqWe8q7NQymV4L2/z/t8gZ8xjyqxMRZOLZQ+FpGstrmDW5/ZRumENH50cRm3LZvOI9fOx17XxsUPvcdHB4fuRP3kxkP0ejTXnirLQcawgK+3YhimL4eWQ9Aw0LJxERVcDiNR8c4qmHs1fO0NyCo0Oyox+sg1+VNS4lOYkjYl7H0sdjt3A4E33PTJScqJ+gqLbY3buG/TfSzNX8r1c64fcJscaw6/OutX1B2r4+5/3T3k0gJhVFicaEkIwPlTzic5Lpnn9z3f91iDq4HcpNygJg181Rq+5Sb99Xp6uf3d22npauGBsx8gLX50NJj2979eklLqJKXU/IF+hnmMmzDW3/ncBzygtS4GnICvfuVrgFNrPQ14wLudABYXZVN1tJ26ljH572NE63F7+O4TW+h1ax65dn5fdcSK2RNY/Z0lxMda+Pz/rueZzYcGPUav28PfNx7kjOIcCnKSwxW6iDzBuN6KoZQsB5RRZSGiT902ePRMqFwHFz0Alz4C8UlmRyVGJ7kmD6A0q5QKR0VYz+mr6AhGhQUYH+SjOWHh6HRw67pbyU3K5b9P/+8TfkieN24et51yG+tq1vHYjsfCGGX06fX00tbdNmSFRVJcEhcWXsgb1W/Q1t0GfJywCCZfP4yBRps++NGDbKzfyA8X/ZAZWTOCel4z+dvDIg9jPvRg86BPuAhYKZUPfAb4KXCLt2PyOcA13k3+DPwYYyb1Su9tgGeBh5RSSvvTvXCUWeztY/HB/iYun59vcjSiv1+8vpstB5t58OqTKPxUsqF0Qhov3nA6N/59C//x7HZ2HW7l7s+UEhfzyX9Y3rQfob61k3tWzgxn6CLyBHS9FcOUMg7yFxjjTc+83exoxEh89Dd4+RZIzoGvvmb8fxQidOSaPIAZWTN4rfo1WrpaAm6AOVx2h50ca07Q+mbkWHPY0bgjKMcKN7fHze3v3k5zVzN/vfCvw/p/cM2Ma9jWuI2Htj7ErJxZUd+YMVRauloAhqywALii+Aqe3fMsr1a9ypXTr6S+vZ5Z2bOCGk9mQibxlvjjloT4Rth+ruRzrJy2MqjnNJu/CYt9WutALsi/Bm4HUr33s4Fmb/djMOZM53lv5wGHwOiOrJRq8W4fvSnQICkdn0ZGUhzvS8IiorxZ3sCj71byhUWTuXjuwA1RM5Pj+fNXFrLq1Qr+8F4Vu+vbePja+WQlx/dt87f1B5iYnsg5M8aFK3QRmQK93orhmn4hvHUPtNZBmjS5jXgeN7xyK3z4Jyg8Ez77RyNpIURoyTV5AP0bby6asCgs57Q77EH9FtlmtXG04yha676midHioa0PsaFuA/csuWfYS2SUUvx48Y/Z49jDHe/ewdMXPx3Voy9DpbmrGeCETTd9ZmbPpDizmNV7V/O5ks/R0N7AeZPPC2o8Silyk3M/UWHRf4TtnQvvDOr5IkHYu3AopS4CjmitP+z/8ACb6mE89+ljX6+U2qyU2tzYGP1Nc4ZisSgWFWbzwf4mv8ZliuCrcbq49ZltzJyYxn9+puyE28bGWPjPi8q4/8q5fHjQycUPvseuw0YWt7LxGO/tO8o1p04mNib6m+UIERWmexvx73nN3DjE8Hz4f0ayYsn34LrnJVkhhIl8yzIqmsKzLKSzt5PK5sqgLQcBI2HR6e7kWM+xoB0zHN4++DZ/2PEHrii+gsuKLxvRvklxSTxw9gN0e7q5dd2tdLu7QxRl9HJ2Gj3nhloSAkYy4YriK9jVtIv1devp9nQHdaSpT25Sbl+FxUAjbEcbfz8J3QGglEpUSs1SSs1USiUOc9/TgEuUUtXAkxilc78GMpRSvoqPfOCw93YN3q7L3ufTAcdAB9ZaP6q1XqC1XmCzhXesklmWTMumtrmDgw6X2aGMed29Hm584iPcHs3D18wf9lSPy+fn8+y3FuPRmit++z4vbjvM4xsOEmtRXHnKmGw4Lj4pkOutGAnbDMgskD4W0aD9qFENU3AGnH8PWGSKkggbuSYPIDMxkwnJEyh3lIflfPua9+HWbsqyT/zl0EjkJBlJz2iaFHKw9SB3v3c3Zdll3HXqXX4dozC9kJ+c9hO2H93Ozzf9PMgRRj9fhcVwloQAfKbwM8RZ4vjdtt8BMD4p+FUr45PH0+BqQGvNT9b/hP3N+7nvjPs+McJ2NPE3YbFWKfVzjGTCn4G/AYeUUj/3zqMelNb6Lq11vta6ALgKeFtrfS2wFvisd7MvAS94b7/ovY/3+belf8XHlvTrYyHMdd9rFWw91MzPPztnxE0y5+Rn8OKNpzM7L53v/f0j/vrBAZbPGs+41DH/HkgEcL0VI6SUUWVRuQ66282ORpzIP38E3cdgxS+N/29ChI9ckwcxI2tG2EabljeV950zWGxW48vOo67oWHXe0dvBzetuJsYSw/1n3U9CTILfxzp/yvl8eeaXeWr3U7y0/6UgRhn9nF3eCothLAkBoxLj3MnnsuXIFoDQVVi4Gnhy95O8XPnygCNsRxN/ExY/B7KAQq31yVrrk4AiIAP4pZ/HvAOjAec+jB4Vvpa1jwHZ3sdvAUbfwpwAFNlSSLfGsfVQs9mhjGlv7Krnsfeq+NLiKayY7V9205aawONfX8S1p06m1+PhK6cVBDdIEa1Ccb0VgylZDu4u2L/W7EjEYA6uh61/g8U3wLjR0wVdRA25Jg+iNLuUA60HcPWEvurX7rCTGp9KXkre0BsPky9hEQ0VFlpr7l1/L3ude1l1xqqg/He4af5NLMhdwD0f3MMe554gRDk6NHd6e1gMY0mIz+XFl/fdDvaUEDCSIL2eXlZtXHXCEbajhb8Ji4uAb2it23wPaK1bgW8DK4Z7EK31Oq31Rd7blVrrhVrraVrrz2mtu7yPd3rvT/M+X+lnzKOSUoo5+elsr2kxO5Qx65DDxW3PbGN2Xjo/+ExgaynjYy389LLZbPvRBZw8JStIEYooF5TrrRimKUsgIV2WhUQqd6/RaDMtD5bKNBdhCrkmD6IsqwyNZrdzd8jPZW+yU5ZVFtTmmNlWo2o5Gkab/mPfP3hx/4t8e+63OT3v9KAcM9YSyy/O/AWp8ancvPZmOns7g3LcaOfscpIUmzSiCpZTJ5xKXkoesSq2789VMPmWmUxInjDkCNvRwN9XpwdalqG1djNIQ0wROrPz0tnT0EZnj9vsUMYco2/FFrSGh6+ZT0JscNZRpyaO6apS8UlyvQ2nmDgoPt9ovOmRa2rE2fQHaNgJy38GCSlmRyPGJrkmD8K3PMO3XCNUejw97HXuDepyEIC0+DTiLfFRkbBYU7WGovQivjn3m0E9bo41hzsX3snBtoPsatoV1GNHq+bOZjITh9e/wseiLNww7wZWTlsZkmTCbNtsFuQu4Ndn/zpsY4TN5O9/wXKl1Bc//aBS6gtAeNoDiz5z8tPp9Wgq6tuG3lgE1c9etbOtpoWff3YOk7OTzA5HjE5yvQ236ReC6yjUbDY7EtFfWz2s/SkUnQull5gdjRi75Jo8iHFJ48hKzAp5H4vK5kq6Pd3DHt85XEopbEm2qFgSUnusluLM4pB8GC7JLOk7hzCabg63f0V/FxddzI+X/Dj4AWEklv60/E9BT9pFqtihNxnQd4FnlVJfBT7EyCifAliBkc3TEQGblWdk1nbUNDNv0sj/Qgn/vLaznj/9u5ovLyngQj/7VggxDHK9Dbdp54ElFnavgcmnmh2N8Hnjh9DbCSt+IY02hZnkmjwIpRSl2aVUOEKbt7E7jIRIsBMWYHwQjPSmm26Pm7pjdSwrWBaS409MmYhCUdNWE5LjRxt/ExYiePxNWLygtZ6vlDoXKAMU8KrW+q3ghSaGKy/DSlZyvPSxCKODTS7+49ltzM1P5wcrgv8PphD9yPU23KwZMOU0Y1nI+f9ldjQCoOpfsONpWPofkF1kdjRibJNr8gmUZZXxp8N/osvdFdDUihOpcFRgjbUyJXVK0I9ts9qobInsdnkNrgZ6dW9QG472Fx8Tz7ikcVJh4eXsdDI5bbLZYYxp/iYsFID34iwXaJMppZidl86OWklYhENXr5sb/26MKnromvnEx47uRjfCdAFdb5VSicC7QALGNf9ZrfWPlFKFwJMY3e63ANdprbuVUgnAX4CTgSbg81rrau+x7gK+BriB72mtXw/wtUWu6SvgtTugab98QDabuwfW3AYZk+H0W8yORgh5D3wCM7Jm0Kt72efcx8ycmSE5h73JzvTM6cRYgtM3rL8caw4b6jcE/bjB5EskhCph4Tu2VFgYmruayUwYWQ8LEVz+JixsSqlB3zVore/387jCT3Py03lk3VE6ut1Y44N/ARcf+9maCrbXtPC/153MpCzpWyFCLtDrbRdwjtb6mFIqDnhPKfUqxpjoB7TWTyqlfoeRiPit97dTaz1NKXUVcB/weaVUGXAVMBOYCLyplCrxNpobfaZfaCQs7C/B6d83O5qxbf0j0FgBVz8J8XLNFaaT98An4FumUe4oD0nCwqM9VDgqWDltZdCPDUbCoq27LaQVIoHyJRLyU/JDdo781Hw21EV24iYcetw9HOs5JktCTObvV8MxQAqQOsiPCLPZeem4PZryulazQxnVXt1Rx/+9X81XTytk2czxZocjxoaArrfacMx7N877o4FzgGe9j/8ZuNR7e6X3Pt7nz1XG3LiVwJNa6y6tdRWwD1gY2EuLYJlTYOJJUP4PsyMZ21pqYd19UHKhkUQSwnzyHvgE8lPySY1LpaIpNH0sDrYexNXrojQrNMtxbUk2ILJHm9Yeq8WiLIxPCd370LyUPI64jtDt7g7ZOaJBc1czwIinhIjg8rfCok5rfU9QIxEBmZNvZP521DRz8hT5SxUKB5rauf3Z7cydlMGdF46NrrwiIgR8vVVKxWA0h5sGPAzsB5q11r3eTWoAX21pHnAIQGvdq5RqAbK9j6/vd9j++/Q/1/XA9QCTJ0f5ms+yS+HNH4GzGjILzI5mbHr9B6DdcOEqsyMRwkfeA5+AUooZ2TP6GmMGWygbboJRYQHQ6GoM6ZKLQNQeqyU3KZc4S1zIzpGXkodGU9dex5S04PcKiRbOLieAVFiYzN8KC2nPHWFy0xKwpSawXfpYhERXr5sbntiCUvDQ1SdJ3woRTgFfb7XWbq31PCAfoypioHd6+gTn0yd4/NPnelRrvUBrvcBms/kbcmSY6S06KX/R3DjGqn1vGRUuZ9wmCSMRSeQ98BBKs0rZ49xDr6d36I1HyN5kJ84SR1F6aHoL2azRUWER6mSK7/i1bWO78WZzp1RYRAJ/P3WdG9QoRMD6Gm/KpJCQ+OkrdnbWtvKrK+dJ3woRbkG73mqtm4F1wCIgQynlq7LLBw57b9cAkwC8z6cDjv6PD7DP6JRZABPmybIQM/R2wZr/gKypcNr3zI5GiP7kPfAQSrNL6XJ3UdVSFfRjlzvKKc4sJi4mNNUFviUhjR2NITl+MNS21ZKfGrr+FUDf8WuOje3Gm74lIVJhYS6/EhZaa0ewAxGBm52Xzr7GY7R3BT+jPZa9sr2Ov3xwgG+cUcj5ZblmhyPGmECvt0opm1Iqw3vbCpwH2IG1wGe9m30JeMF7+0XvfbzPv6211t7Hr1JKJXgnjBQDGwOJLSqUrYTaD6H5oNmRjC3v/wYc+2HFLyA2MhvfibFJ3gMPrSyrDCDoy0K01lQ4KkLWvwIgMyETi7LQ6IrMhEVnbydHOo6EvMLCZrURZ4mThIX0sIgIUtc+iszJT0drpPFmEFUfbeeO57Zz0uQMbl8ufStEVJoArFVKbQc2Af/UWr8M3AHcopTah9Gj4jHv9o8B2d7HbwHuBNBa7wKeBsqB14AbRu2EkP76loW8cOLtRPA4D8C7v4LSS2DaeWZHI4QYoSlpU7DGWrE3BTdhUddeR0tXS0gTFjGWGLITsyN2ScjhdqOwMdQJixhLDBNTJo75JSHOTqOHRXp8usmRjG3+Nt0UEWh2nvGXaXtNC6cUZJkcTfTr7DH6VsRYFA9dM5+4GMnvieijtd4OnDTA45UMMOVDa90JfG6QY/0U+GmwY4xoWVNh/BwjYbHku2ZHMza8dicoCyz/mdmRCCH8EGOJoSSzJOgVFr4ESKgabvrkWHMiNmHhSyCEekkIGEmR2mNjO2HR3NVMSlxKyJYgieGRT2CjyLi0RManJbKjptnsUEaFe18pZ9fhVu6/ci55GVazwxFCmGXmpVCzCVrGdmlsWOx+DXavgTNvh/TQvyEXQoRGaVYpFY4KPNoTtGPaHXZilJEMCaWITlh4EwjhmGAiCQtjSoj0rzCfJCxGmdn56TIpJAhe2naYv60/yDeXTuXcUulbIcSYVibLQsKi8h34x7chZzos+o7Z0QghAlCaXUp7TzuH2g4F7Zh2h53C9EISYxODdsyB2JJsEdt0s/ZYLfGW+L7xq6GUl5JHc1cz7T3tQT3uUxVPsduxO6jHDJXmzmbpXxEBJGExyszOS6eysZ22zh6zQ4laVUfbuWv1Dk6ekslty6abHY4QwmzZRZA7G3bJtJCQ0Brefwj+eikk2+Dqv0NsvNlRCSEC4OszEcw+FvYme0j7V/jkWHNwdDpweyKvTVPtsVompkzEokL/ES4v1ajiqGkLXnVhR28H9264l19u/mXQjhlKUmERGSRhMcrMzjf6WOyslcab/ujscfOdx7cQF6N48OqTpG+FEMIwcyXUbISWsV0eG3TdLlh9PbxxN0xfAd94y0gQCSGi2rSMacRaYoPWx+Jox1EaOxpD3r8CjAkZHu3B0Rl5A2Fq2mrC0r8CID/FOE8wl4UcaD0AwPq69VGx3EQqLCKDfBobZXyNN3fKshC/3PNyOfa6Vu6/ch4TpW+FEMKn7DLjt/1Fc+MYTZwH4I8XwI5n4Jz/hCv/CgmpZkclhAiCuJg4ijOKg1Zh4TvOjKzQT2yzWW0AEbkspOZYTVj6V8DHfTKCmVioaqnqu/2PfZFftdjc1SwVFhFAEhajTE5KAnkZVulj4YcXttbyxIaDfOvMIs6eMc7scIQQkSRnGoybKctCgqXyHXj0LHAehGuegqX/ARZ5SyLEaFKaXYrdYUdrHfCxfJUa4UhYZFuzASKu8WZrdytt3W19lQ+hlpGQQXJcclCXhFS1VKFQLMhdwPN7n4/IZTc+Xe4uXL0uqbCIAPLuYBSanZcuk0JGqMbp4gerd7BgSia3XRDa7tNCiCg181I4tB5aD5sdSfTq368iZRxcvxZKlpkdlRBho5SapJRaq5SyK6V2KaVu8j7+C6VUhVJqu1LqeaXUgF/rKqWqlVI7lFJblVKbwxv9yJRmldLc1UyDqyHgY9mb7ExOnUxqfOirsGxJRoVFpCUsfCNNfb0lQk0pFfRJIVUtVUxMmcjVM66mwdXAB3UfBO3YwdbcaXyWSk9INzkSIQmLUWh2fjrVTS5aXNJ4c7he21lPe7eb+6+cR6z0rRBCDMQ3LcT+krlxRKtuF6z+htGvYsZn4OtvSr8KMRb1ArdqrUuBRcANSqky4J/ALK31HGAPcNcJjnG21nqe1npB6MP1n6/fRHlTecDHsjvsYamuAPomcDS6ImtJSDhHmvoEO2FR3VpNYXohZ086m8yETFbvXR20Ywdbc5eRsMhMkAoLs8kns1Gor4/FYVkWMlzrKx0U5iQzOTvJ7FCEEJHKVgK2UlkW4o++fhXPwjk/lH4VYszSWtdprbd4b7cBdiBPa/2G1rrXu9l6IDx1/yFUklmCRVkCbrzZ0tVC7bHasDTcBEiISSAtPi3ieliYmbAIxrIej/ZQ3WIkLOJi4ri46GLWHlobkc1NwZgQAkgPiwggCYtRyJew2F4jCYvh8Hg0m6odLCzIMjsUIUSkm3kpHPwA2urNjiR6VK7r16/iaVh6GyhldlRCmE4pVQCcBGz41FNfBV4dZDcNvKGU+lApdX3oogucNdZKYVphwI03KxwVAJRllQUjrGGxWW0RtySkpq2G1LjUsC5RyE/Np6O3IyhJhfr2ejrdnRSmFwJwefHl9Hp6eWl/ZFYt+paESA8L80nCYhTKTI5nUpZVJoUM0+6GNlo6ejh1qiQshBBDKLsU0LIsZLh2vwp/vaxfv4oLzI5IiIiglEoBngO+r7Vu7ff43RjLRh4fZNfTtNbzgQsxlpMsHeT41yulNiulNjc2mlcp4Gu8GYi+CSHZ4VkSApCTlBORFRbh6l/hE8xJIb4JIQVpBQAUZRQxxzaH1XtXB6WCI9ikwiJySMJilJqTl8H2Wmm8ORwbKpsAOHVqtsmRCCEi3rgZYJshy0KG6/2HILNA+lUI0Y9SKg4jWfG41np1v8e/BFwEXKsH+QSntT7s/X0EeB5YOMh2j2qtF2itF9hstmC/hGErzSrliOtIQNUKdoed3KRcshLD98WSzWrjqCvCKiyO1YRtQohPMBMW1a3VAH0VFgBXFF9BZUsl2xq3BXz8YJOmm5FDEhaj1Oz8dA45OnC2d5sdSsTbUOUgL8NKXobV7FCEENGgbCUc+De0Bd75flRrPgQH3oO510i/CiG8lFIKeAywa63v7/f4cuAO4BKttWuQfZOVUqm+28AFwM7QR+0/X98J37IOf9gd9rD1r/DJseZwtONoxHzzr7Xm8LHDYe1fAR8nLIIx2rSqpYrU+FSyEz/+gnBZwTKssdaIbL7p7HKSFp9GrCXW7FDGPElYjFJzvH0sdsiykBPSWrOxyiHLQYQQw9e3LORFsyOJbDueNn7P/qy5cQgRWU4DrgPO8Y4m3aqUWgE8BKQC//Q+9jsApdREpdQa7765wHtKqW3ARuAVrfVrJryGYZueNR3wP2Hh6nFR3VId1v4VYCQsuj3dtHa3Dr1xGBztOEqXuyvsS0KS4pLISswK2pKQwvRCVL8eRslxySwvWM5r1a/R3tMe8DmCqbmrWfpXRAhJWIxSMyVhMSz7G4/R1N7NokJZDiKEGKZxpZBTAuUvmB1J5NIatj0FkxZBVuHQ2wsxRmit39NaK631HO9o0nla6zVa62la60n9HvuWd/vDWusV3tuVWuu53p+ZWuufmvtqhpYWn8ak1El+jzbd49yDRodtpKmPzWoso4mUxpsptXnJAAAgAElEQVRmTAjxyU/Jp+ZYcCosCtOO//fg8uLL6ejt4PXq1wM+RzA1dzZL/4oIIQmLUSrdGkdBdhLba6SPxYmsrzS6Hi8slAoLIcQwKWVUWRz4NxyLrKZsEaN+OxzdDXOuNDsSIYTJZmTN8HtSiC/REe4lIbYkI2ERKY03fQmDcPewAO9o07bAKiyOdR+jsaORgvSC456ba5vL1PSpPLf3uYDOEWzNXZKwiBSSsBjFZudnsLM2MkrZItXGKge5aQlMyU4yOxQhRDQpWwnaI8tCBrP9abDEwczLzI5ECGGysuwyao7V+LW8orypnKzELHKTckMQ2eByrDkANLoiI2HhSxhMTJkY9nPnpeZR316P2+P2+xgDNdz0UUpxefHlbG/czj7nPr/PEWzOrv/P3p3HR1me+x//3JN9D9lISICwRBI2AZFNqVvrrgjWViun2vZUa+3pYk9bted0PafH2lZP3epP69ZTa7XuWteqiFYBNzYlGCQBAmFLMiEhC1nu3x8zEwMkkGVmnicz3/frldckzzzL9STkZnLNdV93vRIWLqGERQSbXpjBdm8Le5vanA7Flay1rKysZe647IPm04mIHNXIKZA9ET7SaiGH6eqEdX+DY86AZFWviUS7sixfdcTGuo0DOm7dnnU8V/kc80fND/vrNDdOCclJyiExNjHs1y5MLaTDdrCrefCNpgNLmvaWsAA4b8J5xHpieXyTe5pvelvVw8ItlLCIYNOK1MfiSLbUNrNrX5umg4jIwAWmhVS9Cfvd8YLWNSpfh6Zdmg4iIgDd/ScG0seivrWea16/hrzkPK6bc12oQutTSlwKiTGJrklYOLGkaUAwljatbKgk1sQyOm10r89nJWZxyuhTePaTZ2nvbB/0dYKlpaOF1s5WVVi4hBIWEWzKqHSMgXXVSlj0ZlWlr3/FPK0QIiKDMeUC/7SQZ5yOxF3WPgIJGVByhtORiIgLZCdlk5ecx4a6/vWx6Ozq5IfLf0hdSx2/O/l3ZCRkhDjCwxljyEnKcU0Pi+2N28O+QkhAIFEylKVNq/ZVUZRWRJwnrs99lpQsob6tnte2vTbo6wSLt9XXA1AVFu6ghEUES0uMY3xOCmuVsOjVispaslPimZCb6nQoIjIcjZwKWeM1LaSnA/vho6dhyiKIC3/psoi40+SsyZTX9m9p09tX386KmhVcP/d6pmRPCXFkfctNznVFhUV7Vzs7m3c6skIIQH5qPh7jGdJKIZUNlb023OxpfsF88lPyebzC+Wkh9W31AKqwcAklLCLctMIM1mtKSK9Wbq5jzrgs9a8QkcEJTAupfAP21zodjTuUPwft+2H6F52ORERcpCy7jMp9lTS3Nx9xv9e3vc7d6+5m8cTFXHjMhWGKrnc5STmuaLq5c/9OumyXY1NC4jxx5CfnD3pKSEdXB1v2bemzf0VAjCeGCyZewFs73qKmqWZQ1woWb5sqLNxECYsIN60ok537Wtm9r9XpUFylur6Z7d4W5qp/hYgMxZQLwHZC+bNOR+IOax+G9CIYs8DpSETERUqzSumyXXxc/3Gf+2xr3MZ1b15HWVYZ18+9PozR9S43yR0VFoFEgVMVFuBbKWSwS5vuaNpBe1c749KPnLAAuGDiBQA8+YmzlYuBKSGqsHAHJSwi3HQ13uxVoH/F3PHZDkciIsNa/nQYMU7TQgCadsMnr8L0i8Cjlxci8qnJ2ZMBKK/rfVpIa0cr1yy7BoPhppNvcmQ1jEPlJufS1N5ES0eLo3EEEgVO9bAAX7JksBUWR1rStLfrzC2Yy5MVT9JluwZ1vWDQlBB30SuKCDe5IB2PQX0sDrFycx0ZSXFMGpnmdCgiMpwZA5MXwebXobnO6Wictf5xX7WJpoOIyCFGJo9kRMKIXhtvWmv5rxX/RXldOf+z8H8oSnNm6sOhcpJyANjb7GyVxfam7cSYGEYmj3QshsLUQva07KG1Y+AV24ElTYvTi/u1/4UlF7Jj/w5W1KwY8LWCxdvmxWBIj093LAb5lBIWES4lIZaJeamqsDjEyspaji/OwuNR/woRGSJNC/FZ+zDkT4O8MqcjERGXMcZQll3GhtrDExaPVjzKU588xZXTr+QzRZ9xILredScsWp1NWFQ3VlOQUkCsJ9axGALTUXbs3zHgYysbKslKzCIzsX/VCqeOOZWMhAxHm2/Wt9aTkZBBjCfGsRjkU0pYRIFphZmsrW7AWut0KK6wa18rVbXNWs5URIKjYAZkjoWPnnI6EufsrYAd78P0i52ORERcqjSrlApvBe2d7d3b1u9dz/+s/B8WjFrAVcde5WB0h8tNygVwvPHm9ibnljQNCFS9DKaPRWVDZb+rKwDiY+I5b/x5vLr11e5eEuHmbfNqOoiLKGERBaYVprO3qY1d+9qcDsUVVvr7V8xRw00RCQZjoOw837SQA0fugB+x1j4CxgNTne3qLyLuVZZdRkdXB5u8mwBfY8Nrll1DTlIOv174a9e9mx2osNjT4mzCorqp2rEVQgICFRaDWdq0al9Vv/pX9LS4ZDHtXe08u9mZykVvq1crhLiIEhZRYFqRL0O4ttqZLKXbrNxcS2pCLJMLNC9NRIKkeCF0tfuqDKKNtb7pIONOgvQCp6MREZeanOVrvLmhbgOdXZ1c+8a17G3Zy00n39Tv6QLhNCJxBLEm1tGVQprbm6lrrXN0hRDwJW8SYhIGXGHhbfVS11o34ITFMSOOYWr2VB6reMyRCvH6tnpVWLiIEhZRYHJBOjEeoz4Wfqsq65hdPILYGP3zF5EgGTPX97jlbWfjcMK2leDdomabInJERWlFpMSl8FHtR9y59k7+ueOfXDf3OqbmTHU6tF55jIespCxHp4TsaPL1jHA6YeExHkaljhrwSiEDWSHkUEuOWcIm7ybW710/4GOHShUW7qK/2KJAUnwMJXmpWikEqG1qo2J3k6aDiEhwJY2AvMmw9S2nIwm/tQ9DbBKUnet0JCLiYh7joTSrlJe3vMyda+7k/Ann8/mSzzsd1hHlJuU6WmERSBA43cMCBre0aWCFkHHpA09YnFV8FkmxSTxW8diAjx0Ka616WLiMEhZRYnpRBuu2q/HmKn//irnjsh2OREQizpj5sG0VdHY4HUn4dBzwLWdaeg4kaJloETmysqwy6lrrmDRiEv8x7z8wxt2rteUk5TiasAj0jHC6wiIQw0B7WFTuqyTOE8eo1FEDvl5qfCqnjz2d5yufp7k9fP2hWjpaONB1QAkLF1HCIkpMK8qkbv8BtntbnA7FUSsr60iKi2FaYYbToYhIpBkzHw40wa7wl686ZtPL0OrVdBAR6ZfPFH2G4vRibj75ZpJik5wO56hyknIcbbpZ3VhNUmwS2YnOv9FWlFpE44FG9h3Y1+9jKhsqGZs+dtANVc8Zfw7NHc28vzt8/aHq2+oBlLBwEUcSFsaYRGPMKmPMGmPMh8aYn/u3jzPGrDTGVBhjHjbGxPu3J/i/3uR/vtiJuIez6f4/0NdHeR+LlZV1zBqbSXyscnUiEmRj5/set65wNo5wWvswJOfAhFOcjkREhoH5o+bzzOJnGJ0+2ulQ+iU3OZf61no6upypnNvetJ3C1EJXVKIEpqUMpPFmVcPAVwjpaUrOFADK68oHfY6BCiylqh4W7uHUX21twKnW2mOBGcCZxph5wK+Bm621JUA98DX//l8D6q21E4Gb/fvJAEzKTyPWY6K6j0VDczvlO/dpOoiIhEZGEWSMjp4+Fi1e2PiCbynTmDinoxERCbrcpFwsltqWWkeuH0hYuEEgjv72sWjvbGdb4zaK04sHfc30+HRGp41mQ+2GQZ9joFRh4T6OJCysT5P/yzj/hwVOBR71b38AuMD/+SL/1/ifP824IdU4jCTGxTApPy2qVwp5p6oOa2GuGm6KSKiMme+rsIiGfkEfPQWdbZoOIiIRKycpB8CRPhbWWlcmLKob+9fHYlvjNjpt55AqLABKs0rZUBfGhEWrL2GhCgv3cKwu3hgTY4xZDewGXgY+AbzW2kDNVTUQ+A0tBLYB+J9vAPQ2+QBNL8pgbXX0Nt5cWVlLfKyHY0crYyoiITJmHjTtgrrNTkcSemsfgeyJUDjL6UhEREIiNykXwJE+Fg1tDexv3++ahEVGQgZp8Wn9brxZuc+/QsgQExaTsyezrXHbgHpnDIW3zTclRBUW7uFYwsJa22mtnQEUAXOAst528z/2Vk1x2F/dxpgrjDHvGmPe3bPHuQY5bjWtMJOGlna21UVn482VlXXMGJ1JYtzgGv+IiBzV2AW+x0jvY+HdBlve9FVXqOBRRCJUbrJzCQs3LWkaUJRa1O8pIYElTYcyJQR8K8sAbKzbOKTz9Fd9az0xJoa0eK185RaOdx601nqBZcA8INMYE+t/qgjY4f+8GhgN4H8+A6jr5Vx3WWtnW2tn5+bmhjr0YWd6ka/x5trtXocjCb+mtg7Wb29gnqaDiEgo5UyCxMzI72Ox7m++x2kXORuHiEgIBVbncGJKSKCSoSi1KOzX7kthauGAEhZ5SXmkxqcO6ZqlWaUAYetj0dDWQEZCBh7j+J/J4ufUKiG5xphM/+dJwGeBDcBrwOf9u10GPOX//Gn/1/iff9VG67yGIThmZBrxMZ6o7GPxblUdXRbmqOGmiISSx/NpH4tIZa1vdZDRcyFraKW+IiJuFhcTR2ZCJnubHUhY+HtFuGVKCPhi2dG0o1/Ty4e6QkhAdlI2ecl5YetjUd9Wz4gE9a9wE6dSRwXAa8aYtcA7wMvW2meBHwHXGGM24etRcY9//3uAbP/2a4BrHYh52IuP9VBakMa6KFwpZGVlHbEew6yxmo8mIiE2Zh7UboKm3U5HEho718Gecpj+BacjEREJuZykHMemhGQmZA65QiGYCtMKaetsO2rFibWWyn2VFGcUB+W6k7Mmh63CwtvmJSMhIyzXkv6JPfouwWetXQvM7GX7Znz9LA7d3gqo7jQIphVm8PSaHXR1WTye6Jl3vKqyjulFGSTHO/JPXkSiSc8+FpPPdzaWUFj7MHhiYcoSpyMREQm53KRcR6aEuGmFkICeS5sG+nv0pra1lsYDjUGpsAAozS5l+fbltHS0kBSbFJRz9qW+tZ6x6WNDeg0ZGE3OiTLTCjNobO1ga12z06GETcuBTtZWezUdRETCo2AGxCbC1redjiT4ujph3aNQcjokqyeQiES+3ORcxyos3JawCPTT2Na47Yj7BRpujksPTsKiLKuMLtvFx/UfB+V8R+Jt82qFEJdRwiLKTB6VDkD5zvAsDeQG72+tp73TMne8XlyLSBjExkPh7MhMWGx+DZp2ajqIyCAZY0YbY14zxmwwxnxojPmOf3uWMeZlY0yF/7HXSfTGmMv8+1QYYy7rbR8JrpykHPa27O1X34Zg6bJd7Gja4aoVQgBGpY4COGrjze6ERZAqLCZnTwZC33jTWou31cuIRPWwcBMlLKJMSV4aHgMbahqdDiVsVm6uxWNg9lgNPiISJmPmQc1aaGtyOpLg+uBBSBoBk852OhKR4aoD+L61tgzfCnlXG2Mm4+vP9oq1tgR4hV76tRljsoCfAnPxTaH+aV+JDQmenKQcOro6aGgLXw+43c27ae9qd9UKIQCJsYnkJuUeNWFRta+KpNgkRqaMDMp1RyaPJDMhM+SNN5vam+iwHaqwcBklLKJMUnwMxTkpUVVhsbKyjimjMkhLjHM6FBGJFmPng+2E6necjiR4muug/FnfUqaxCU5HIzIsWWtrrLXv+z9vxLdKXiGwCHjAv9sDwAW9HH4Gvkb1ddbaeuBl4MzQRx3dcpN8vRrCOS0kkBBw25QQ6N/SppUNlYxNHxu0pUGNMZRllYW8wsLb6gVQhYXLKGERhcry0ynfGR0VFq3tnXywzcvccZoOIiJhVDQHjCeypoWsfww6D8CMS52ORCQiGGOK8TWhXwmMtNbWgC+pAeT1ckgh0LN5QLV/m4RQTlIOMLCEhbWWF6peoLaldlDXdHXCIq2Q7Y1HT1gEq39FQFl2GRXeCto724N63p7q2+oBVGHhMkpYRKHS/DS21DbT1NbhdCght2ablwMdXcwdr4abIhJGiekwcmpkJSw++DOMnAYFxzodiciwZ4xJBR4Dvmut7W/Za2/Lu/XaWMEYc4Ux5l1jzLt79oS/YWQkCayGMZCVQh4qf4gfvP4DbnrvpkFds7qxGoPp7hnhJoWphexs3kl7V++Jg9aOVnY07Qha/4qAsuwyOro62OTdFNTz9uRt81dYJKjCwk2UsIhCZQW+xpsbo6DKYlVlHcbA8cUaeCQ6DbTBm/G5xRizyRiz1hgzq8e51OxtIMbMh+p3IYTvBoXNzvVQsxpmXgomepbEFgkFY0wcvmTFg9bax/2bdxljCvzPFwC7ezm0Ghjd4+siYEdv17DW3mWtnW2tnZ2b2/fyk3J03VNCmvuX+Fm9ezW/efc3xHvieanqJRoPDPz19vam7eQl5xEfEz/gY0OtKLWILtvFzv07e31+a+NWLDb4CYusMgDK68qDet6eAgkLVVi4ixIWUai0IA2IjpVCVlbWMWlkGpnJ7hvwRcJkoA3ezgJK/B9XAH8ANXsblLHzob3Z13xzuFv9IHjiYJpWBxEZCmOMAe4BNlhre779/jQQSARfBjzVy+EvAqcbY0b4x9/T/dskhJLjkkmOTe5XhUVtSy3ff/375Cfnc+upt9La2crzlc8P+JrVjdWunA4Cn05T6auPRWCFkOKM4qBed3TaaFLiUvio9qOgnren+lb/lJBEJSzcRAmLKFSYmURaQizlEb5SSHtnF+9tqWeepoNIFBtEg7dFwJ+szwog0/9un5q9DdSY+b7HrW85G8dQdRyAtQ/DpLMgReOpyBCdAPwLcKoxZrX/42zgBuBzxpgK4HP+rzHGzDbG/BHAWlsH/BJ4x//xC/82CbHc5Nyj9rDo6Orgh8t/SENbAzefcjPzR82nZEQJj1c8fsTjerO9aTtFae5aISQgsNRqdWN1r88HEhZj08cG9boe46E0qzSkK4V427zEmlhS41JDdg0ZOCUsopAxhtKCtIivsFi3vYGW9k7mqOGmCNDvBm99NXVTs7eBSsuHEeNg6wqnIxmaihehuRZmLnU6EpFhz1r7prXWWGunW2tn+D+es9bWWmtPs9aW+B/r/Pu/a6391x7H32utnej/uM+5O4ku2YnZR62wuO2D21i1cxX/Oe8/Kc0qxRjDkolL+LD2QzbWbez3tQ50HmB3827XVliMTB5JjIk5YoXFqJRRJMUmBf3aZVllfFz/MZ1dnUE/N/gqLDITMzGa+ugqSlhEqdL8dMprGrG2115NEWHlZt+bDkpYiAyowVtfTd361exNjd4OMXaBr/HmcB5rP/gzpObDhNOcjkRExBG5yblHTFi8uvVV7ll/DxcdcxGLJi7q3n7u+HOJ88QNqMqiZn8NFuvahEWsJ5aClII+Vwqp2lcV9P4VAWXZZbR0tLBl35aQnN/b5lX/ChdSwiJKlRak0djWwXZvi9OhhMzKylom5qWSk5rgdCgijhpgg7e+mrr1q9mbGr0dYsw8X3XC3gqnIxmcxl1Q8TIcezHExDodjYiII3KTcvtsurll3xZ+/OaPmZI9hWvnXHvQc5mJmZw25jSe3fwsbZ1t/bpWIBHg1oQF+Jc27aXCwlrrW9I0VAkLf+PNj+pC08eivrWeEYlqz+U2SlhEqdJ830ohkdrHYm21l5Wb61RdIVFvEA3enga+7F8tZB7Q4J8yomZvgzFmge9xuPaxWPtXsJ2aDiIiUS0nKYfmjmaa25sP2t7c3sz3ln2PGE8MN518U6+reiwpWcK+A/t4Zcsr/bpWdZOvN4Rbe1iAb6WQQJw97WreRUtHC8XpxSG57riMcSTEJLChNjR9LFRh4U5KWESpSfmRu1LI8o/3cPFdK8hOjeeqkyY4HY6I0wbU4A14DtgMbALuBr4JavY2aNkTICV3ePaxsBY+eBCK5kBOidPRiIg4JjfZv7Rpj8ab1lp+ueKXbKrfxI0Lb2RU6qhej51bMJfC1EIe39S/aSHVTdXEeeLIS847+s4OKUwtpK617rAETqDhZqgqLGI9sRwz4piQLW3qbfMyIkEVFm6j+s4olZoQy5isZDbsjKwKiyc/2M6//20NJSPTeOArx5OXnuh0SCKOsta+Se/9JwAOa0pgfY1tru7jXPcC9wYvuihgjG9ayJZhWGFR/S7s3Qjn3eJ0JCIijspJygFgT/Oe7tUvHtn4CM9ufparZ1zNgsIFfR7rMR4WTVzEHavvoLqx+qiVE9sbtzMqdRQe4973lQPTVXY07WDiiInd26v2VQGhS1iAb1rI85XPY60NanPMLttFQ1uDljR1Iff+JkjIleanUV4TORUWf3xjM999eDWzi0fw8JXzlKwQEXcYMx+8W2DfYS0/3G31nyE2CaYsdjoSERFHBRIWe1t9jTfX7lnLDe/cwGeKPsMV06846vGLJy7GYHhi0xNH3Xd703ZX96+AHkubHjItpLKhktS41O7vVyiUZpfS2N7Y65SUoWg80Ein7dSUEBdSwiKKlRakU7l3P63toVkaKFy6uiz//feP+K+/b+CcaQU88NU5pCfGOR2WiIjPmPm+x61vOxvHQBxohvWPw+RFkJjudDQiIo7KTfJNCdnbvJe61jquWXYNI5NH8qsTf9WvSoj8lHwWFC7gqU1PHXVJzmGRsPDHd2jjzcqGSorTi0O6LOjkrMkAQZ8W4m3zAihh4UJKWESxsvw0uix8vGv4Tgs50NHFNY+s5u43Krls/lhuuWQmCbExToclIvKp/OkQlwJbhlHCovxZaNunZpsiIvj+iI31xLKreRc/Wv4j6lvrufnkm8lIyOj3OS4suZBdzbt4a0ffUwT3t+/H2+Z1fcIiOzGbpNgkqhsPr7AI5XQQgIkjJhJrYoPeeLO+tR5Aq4S4kBIWUaysYHivFLK/rYOvPfAOT67ewQ/OmMTPzp9CjCd0GV0RkUGJiYXRxw+vxpsf/B9kjoWxJzgdiYiI44wx5CTl8PDGh1lRs4L/mPcflGWXDegcJxedTFZiFo9X9N18M5AACEy5cCtjDIWpBy9t2tzezK7mXSFPWCTEJDA+c3zQlzYNVFio6ab7KGERxcZkJZMUF8OGYbhSyN6mNi65ewVvfVLLjRdO5+pTJoa0/ExEZEjGzIdd66HF63QkR1e/BSqXw4xLwaOXCSIi4JsW0tLRwoUlF7K4ZOC9feJi4jh3/Lks27aM2pbaXvcJ9GUYnTp6SLGGw6EJi3A03AwoyypjQ+0GfH3CgyNQYaGmm+6jVyJRzOMxTMpPG3YVFltrm/n8H97i412N3PUvx/GF490/qItIlBszH7BQ/Y7TkRzdmocAAzMucToSERHXmJYzjZl5M7lu7nWDPseSkiV02A6e+eSZXp/f3uhLALh9Sgh8mrAIJA0CS5oWpxeH/Npl2WXUtdYdtMzsUKnCwr2UsIhyZQVplO/cF9QMZSit397Akj+8hbelnQf/dR6nlY10OiQRkaMrmg2eWPcvb9rVBR88CONPgswxTkcjIuIa1829jgfOfICEmIRBn2NC5gSOzT2Wxzc93utr7+1N20mJSxlQbwynFKYWsr99Pw1tDYAvYeExHsakh/7/jrIs33ScYPaxqG+rJ94TT1JsUtDOKcGhhEWUK81Pp765nd2NbU6HclSrKuu4+K4VxMcYHv3GfI4bqwyoiAwT8SlQcKz7+1hUvQENW2GGmm2KiBwqGNOPLyy5kMqGStbsWXPYc4EVQobDNOdAn43AtJCqfVUUpRYRHxMf8mtPypqEwQS1j0VDWwOZiZnD4nsfbZSwiHKl+WkAbKhxdx+Ljs4ufvjoGnLTEnjsmwuYmJfmdEgiIgMzZj5sfw86XJwgXv0gJGRA2blORyIiEpHOKD6D5NhkHqt47LDnhsOSpgFFqUUAbGvaBoRnhZCAlLgUxqaPpbw2eEub1rfWa0lTl1LCIsqV5vtXCtnp7j4Wz6zdQVVtM9eeVUpBhkq1RGQYGjMfOttgxwdOR9K71gb46GmYdiHEaZwVEQmF5Lhkzhp3Fi9WvUjTgabu7dbaYZWwCMS5vXE7nV2dbNm3JWwJC/D1sdhQF7wpId42r/pXuJQSFlEuIzmOURmJlLu4wqKzy3Lbq5sozU/jc+pZISLD1Zh5vke39rFY/zh0tGg6iIhIiC0uWUxLRwsvVL3Qva2utY6WjhaK0oocjKz/UuNTyUzIZHvTdmr219DW2RaWhpsBZVll1Oyv6V7dY6jqW+u1QohLKWEhlBaku7rC4vn1NXyyZz//dmoJHo/mlYnIMJWSAznHuLePxeoHIbcMCmc5HYmISESbnjOdCRkTeKLiie5tgSVNA1MthoPASiHhXNI0oCzb33gzSFUW3javpoS4lBIWQml+Gpt2N3Ggo8vpUA7T1WW59ZVNTMxL5ayp+U6HIyIyNGPmwbYVvtU43GTPRt+SqzMvBTUcExEJKWMMS0qWsHbvWirqK4DhtaRpQCBhEVjSNKwJC/9KIeV1Q+9j0dnVSUNbAyMSNSXEjZSwEEoL0unosnyyp+noO4fZSx/tYuOuRv7t1ImqrhCR4W/MAl+viD3Bm3cbFB/8GUwMTP+i05GIiESF8yacR6wnlscrHgc+XW1jVOooJ8MakMK0QnY07eAT7ydkJmSG9Q/+jIQMRqWMCsrSpvsO7MNiVWHhUkpYCGUuXSnEWsutr1YwLieFc6cPn8FbRKRPbuxj0dkBax+GY86A1DynoxERiQojEkdw6uhTeXbzsxzoPMD2pu1kJWaRHJfsdGj9VpRaRHtXO6t2rgpr/4qAYDXerG/z9cFQ0013UsJCGJeTQnysx3V9LF4t382HO/bxzZMnEKPqChGJBCOKIa3AXX0sNv0DmnbBTDXbFBEJpyUlS/C2eXlt22tUN1UPq/4V8On0lW2N28I6HSSgLKuMLSjXnmYAACAASURBVPu2HLTaymA0tDUAqOmmSylhIcTGeDhmZKqrKiystdzy6iZGZyVxwczhM5dPROSIjPFVWWx9G6x1Ohqf1X+GlFwoOd3pSEREosq8gnkUpBTweMXjbG8cPkuaBvSM15GEhb/x5sb6jUM6T2ClEU0JcSclLASA0nx3rRSyvGIva7Z5+ebJE4mL0T9TEYkgYxbAvu3QsM3pSMC7Dcqfg2MvgZg4p6MREYkqMZ4YLph4AW/veJsd+3dQmDa8EhajUkdh8FVBO1VhAQy5j4W3zQtoSohb6S9BAXwrhexpbGNvU5vTofiqK16pYFRGIhfOGl6lcSIiR9Xdx+JtZ+MAeOdu3+OcK5yNQ0QkSl0w8QIAumzXsJsSEh8TT16yr/eREz0scpNzyUnKGXIfi+4KC00JcSUlLASAsoJ0ADa6oMri7U9qeW9LPVedPIH4WP0TFZEIM3IKJKRD1XJn42hrgvfuh7LzIHO0s7GIiESpUamjmD9qPsCwq7AA37SQWE+sY7GXZpUOOWHhbfOSGJNIUmxSkKKSYNJfgwL4KizAHSuF3PJqBXlpCVw0Wy+gRSQCeWJg0tnw0dNwoNm5ONY85Ftidd43nYtBRERYWraUlLgUJmZOdDqUAZuZN5NZebOI8zgzrbAsq4zN3s20drQO+hz1rfWqrnAxJSwEgOzUBHLTEhzvY7Gqso4Vm+u48qQJJMbFOBqLiEjIzFwKbfug/Flnrt/VBSvvhMLjYPQcZ2IQEREAFhYt5K1L3iInKcfpUAbsu8d9l3vOuMex60/Onkyn7aSivmLQ5/C2edW/wsWUsJBupflplO90tsLi1lcryEmN50tzxjgah4hISI09ATLHwgd/dub6m/4BtZt81RVGy0aLiDjNY/Rn2WCUZpUCDGlaSH1bvVYIcTH9Zki3soJ0Pt7VREdnlyPXf39rPW9U7OXrC8eTFK/qChGJYB6Pr8qi8nWo3xL+66+4HdJGweRF4b+2iIhIkBSmFpIWnzakhIW31aspIS6mhIV0K81P40BHF1W1+x25/q2vVDAiOY6l88Y6cn0RkbA69hLA+HpJhNOuj2DzMpjzdS1lKhJmxph7jTG7jTHre2x72Biz2v9RZYxZ3cexVcaYdf793g1f1CLuZYxhctbkIS1tqikh7qaEhXQrzfetFLKhJvx9LNZVN/Daxj3868LxpCTEhv36IiJhlzkaxp8MHzzo6ykRLiv/ALFJcNzl4bumiATcD5zZc4O19ovW2hnW2hnAY8DjRzj+FP++s0MYo8iwUppVSkV9Be1d7QM+tqOrg30H9mlKiIspYSHdJuSlEOsxjqwUcuurFaQnxvLl+aquEJEoMnMpNGyFqjfCc739e2HNw3DsxZCcFZ5rikg3a+1yoK6354wxBvgCEOayK5HhrSy7jANdB9js3TzgYxvaGgA0JcTFlLCQbgmxMUzMSx3SSiEPrdrKc+tqaDnQ2e9jNtTs46WPdvHVE8eRlqjyZBGJIqXnQGJG+JpvvnsfdLbBvKvCcz0RGYiFwC5rbV/LHVjgJWPMe8aYK8IYl4irlWWXAYNrvOlt8wJoSoiLqfZeDlKan8aqyl4T/0f1ZsVernt8HQBJcTGcWprHOdMLOGVS3hGbaN726iZSE2L5yoJxg7quiMiwFZcEUz8Pqx+E1t/6kheh0nEA3rkbJn4WcieF7joiMliXcOTqihOstTuMMXnAy8aYcn/FxmH8CY0rAMaM0cprEtnGpo0lKTaJDbUbuGDiBQM6tr61HlCFhZupwkIOUlqQzo6GVhqaBzYHzFrLb14sZ1RGIv/3tTksmVXIyspavvng+8z65ctc/eD7/H1tDc0HOg46rmJXI8+tr+GyBWPJSFZ1hYhEoZlLoaMV1j8W2ut8+AQ07VJ1hYgLGWNigSXAw33tY63d4X/cDTwBzDnCvndZa2dba2fn5uYGO1wRV4nxxDBpxCTK68oHfKwqLNxPFRZykNL8NADKd+5j7vjsfh/34oe7WFPdwI0XTmdhSS4LS3L5xaKprKys5bl1Nbywfid/X1dDUlwMp5Tmcva0Ak4tzeO21zaRFBfD104cH6pbEhFxt1EzIW+yr/nm7K+G5hrW+pYyzZkEE04LzTVEZCg+C5Rba6t7e9IYkwJ4rLWN/s9PB34RzgBF3Kwsu4wnNz1Jl+3CY/r/nnx9m7/CQk03XUsJCzlIWYFvpZDynY39Tlh0dll+99JGJuSmsGRWYff2GI9hwYQcFkzI4efnT2VVZR3Pravh+fU7eW7dThLjPBzo6OLrC8eTlRIfkvsREXE9Y3xVFi9eD7vLIa80+NfY+jbUrIFzb/ZdT0QcYYx5CDgZyDHGVAM/tdbeA1zMIdNBjDGjgD9aa88GRgJP+PpyEgv8xVr7QjhjF3GzsqwyHup4iC37tjAuo//TzL2tvgoLTQlxr7AnLIwxo4E/AflAF3CXtfb3xpgsfGVwxUAV8AVrbb2/Y/LvgbOBZuBya+374Y47WuSlJTAiOY7ynf1fKeSJD7ZTsbuJOy6dRWxM7xnNGI9h/oRs5k/I5mfnT+GdKl/yYuPORr7+GVVXiEiUm/5FePknsPrPcPp/Bf/8K+6ApBEw/eLgn1tE+s1ae0kf2y/vZdsOfK9/sdZuBo4NaXAiw1ig8WZ5XfnAEhZtXpJjk0mISQhVaDJETvSw6AC+b60tA+YBVxtjJgPXAq9Ya0uAV/xfA5wFlPg/rgD+EP6Qo4cxhtL8dDbU9G+lkLaOTm5++WOmFWZw1tT8fh0T4zHMG5/NLxZN5eEr55OTqgFCRKJcSg4ccyas+St0Dnwd+SOqr4Lyv8NxX4H45OCeW0RExAUmZEwgzhPHhtqBrRTibfNqOojLhT1hYa2tCVRIWGsbgQ1AIbAIeMC/2wNAoMXrIuBP1mcFkGmMKQhz2FGltCCNjTsb6eqyR933r6u2sd3bwg/OmIRRmbGIyODNXAr790DFy8E976q7wXjg+H8N7nlFRERcIi4mjpIRJXxU99GAjqtvrdd0EJdzdJUQY0wxMBNYCYy01taAL6kB5Pl3KwS29Tis2r+tt/NdYYx51xjz7p49e0IVdsQry0+npb2TrXXNR9yv+UAHt766ibnjslhYkhOm6EREItTEz0FKHnzw5+Cds60R3v8TTL4AMnr9r1NERCQizMybyXs732P17tX9Psbb5tUKIS7nWMLCGJMKPAZ811p7pIYJvb1t3+tb/1rCKThKCz5dKeRI7vtnFXub2vjhmaWqrhARGaqYWDj2Yqh4EZp2B+ecHzwIbftg3jeDcz4RERGXuurYq8hPyef7r3+f2pbafh2jCgv3cyRhYYyJw5eseNBa+7h/867AVA//Y+DVWjUwusfhRcCOcMUajUry0vAYjtjHwtt8gDtf/4TPluVx3FhlJUVEgmLmUujqgLUPD/1cXZ2w8k4YPReKjhv6+URERFwsIyGDm0+5mYa2Bn60/Ed0dHUc9RhVWLhf2BMW/lU/7gE2WGtv6vHU08Bl/s8vA57qsf3Lxmce0BCYOiKhkRQfQ3FOChtq+q6w+H/LN9PU1sG/nzEpjJGJiES43ElQdLxvWog9eh+hI/r4RaivhHlXBSc2ERERlyvNKuU/5v0HK3eu5LYPbjvivu2d7TS1N6nppss5UWFxAvAvwKnGmNX+j7OBG4DPGWMqgM/5vwZ4DtgMbALuBlTXGgZl+emU7+y9wmL3vlbu+2cli44dRWl+epgjExGJcDMuhT3lsH2IK3ivuAMyRkPpecGJS0REZBi4YOIFXFhyIfesv4dXt77a537eNi8AIxJVYeFmTqwS8qa11lhrp1trZ/g/nrPW1lprT7PWlvgf6/z7W2vt1dbaCdbaadbad8MdczQqK0hja10zTW2Hl1Ld+uomOjot3/vcMQ5EJiIS4aYugdgkWD2E5ps1a6HqDZhzha83hoiISBS5bu51TM6ezI/f/DFb9m3pdZ/6tnoAVVi4nKOrhIh7BSonNh5SZbG1tpmHVm3li8ePZmx2ihOhiYhEtsQMmHw+rHsM2lsGd46Vd0JcCsz6l+DGJiIiMgwkxCRw88k3E+OJ4XvLvkdLx+H/nza0NQCqsHA7JSykV32tFPK///iY2BjDt08rcSIsEZHoMHMptDXAhmcHfmzTblj3N5jxJUjSizAREYlOo1JH8euFv2ZT/SZ++fYvsYf0hqpv9VVYZCRkOBGe9JMSFtKrwswk0hJiKe+xUsjGnY08sXo7ly0oZmR6ooPRiYhEuLEnQuYY+OD/BnbczvXwyJeh8wDM/UZoYhMRERkmTig8gatmXMUzm5/hkY2PHPRcdw8LrRLiakpYSK+MMZQWpB1UYfHblzaSGh/LVSdNcDAyEZEo4PHAjKVQuRzqe597e5CmPfDMd+D/LYQ9G2HR7ZAzMfRxioiIuNyV06/kxMITueGdG1i7Z2339kCFhXpYuJsSFtKn0vx0ymsasdby/tZ6Xv5oF1d8ZjyZyfFOhyYiEvlmXOJ7XPNQ3/t0HIB/3gK3zvIthTr3G/Dt931TSkRERASP8XDDwhsYmTySa5ZdQ11rHeCrsEiNSyUuJs7hCOVIlLCQPpUWpNHY1sF2bwu/fXEjOanxfPXEcU6HJSISHTLHwPiTYPWD0NV18HPWQvnf4Y658PJ/wpj5cNXbcOb/qG+FiIjIITISMrjp5Juob63nR8t/RGdXJ/Vt9aquGAaUsJA+BVYK+eMblbz1SS1XnzKRlAQtjyciEjYzloJ3q2+J0oBdH8KfFsFfvwSeOFj6GFz6CORqqWkREZG+TM6ezI/n/ZgVNSu4ffXteFu9WiFkGNBfn9KnSfm+lULuf6uKwswkvjR3jMMRiYhEmbJzISHDV2Uxcgq89t/w3v2+pU/P+g3M/gqolFVERKRflpQsYc2eNdy97m5S41KZmTfT6ZDkKFRhIX1KTYhlTFYyAN/9bAkJsTEORyQiA2WMudcYs9sYs77HtixjzMvGmAr/4wj/dmOMucUYs8kYs9YYM6vHMZf5968wxlzmxL1EpbgkmHYhfPgk3DIL3nsA5lwB//Y+zL1CyQoREZEBum7OdZRlldHU3qQKi2FACQs5otnFIyjNT2PxzEKnQxGRwbkfOPOQbdcCr1hrS4BX/F8DnAWU+D+uAP4AvgQH8FNgLjAH+GkgySFhcNzlYDth9PHwzbfhrF9DcpbTUYmIiAxLibGJ3HTyTYxIGMHotNFOhyNHoSkhckS/vnA6nV2W2BjltkSGI2vtcmNM8SGbFwEn+z9/AFgG/Mi//U/WWgusMMZkGmMK/Pu+bK2tAzDGvIwvCXKE5SskaAqOhR9VQUKa05GIiIhEhKK0Il648AUSYxOdDkWOQgkLOaK4GA9xmgkiEmlGWmtrAKy1NcaYPP/2QmBbj/2q/dv62i7homSFiIhIUCXHJTsdgvSD3jYXEZEA08s2e4Tth5/AmCuMMe8aY97ds2dPUIMTERERkeiihIWISPTZ5Z/qgf9xt397NdBzMmcRsOMI2w9jrb3LWjvbWjs7Nzc36IGLiIiISPRQwkJEJPo8DQRW+rgMeKrH9i/7VwuZBzT4p468CJxujBnhb7Z5un+biIiIiEjIqIeFiEgEM8Y8hK9pZo4xphrfah83AI8YY74GbAUu8u/+HHA2sAloBr4CYK2tM8b8EnjHv98vAg04RURERERCRQkLEZEIZq29pI+nTutlXwtc3cd57gXuDWJoIiIiIiJHpCkhIiIiIiIiIuI6SliIiIiIiIiIiOsoYSEiIiIiIiIirqOEhYiIiIiIiIi4jhIWIiIiIiIiIuI6xtcUPvIYY/YAWwZ4WA6wNwThuE203CdEz71Gy33C8L/XsdbaXKeDCAeNw0cVLfcaLfcJ0XOvw/0+o2YcBo3FRxEt9wnRc6/Rcp8w/O+1X2NxxCYsBsMY8661drbTcYRatNwnRM+9Rst9QnTdazSKpp9vtNxrtNwnRM+9Rst9RrNo+RlHy31C9NxrtNwnRM+9akqIiIiIiIiIiLiOEhYiIiIiIiIi4jpKWBzsLqcDCJNouU+InnuNlvuE6LrXaBRNP99ouddouU+InnuNlvuMZtHyM46W+4TouddouU+IkntVDwsRERERERERcR1VWIiIiIiIiIiI6yhh4WeMOdMYs9EYs8kYc63T8YSKMabKGLPOGLPaGPOu0/EEkzHmXmPMbmPM+h7bsowxLxtjKvyPI5yMMRj6uM+fGWO2+3+uq40xZzsZYzAYY0YbY14zxmwwxnxojPmOf3vE/UzFJ1rGYYjcsVjjsMZhGd40DkcGjcUaiyOJEhaAMSYGuB04C5gMXGKMmexsVCF1irV2RgQug3M/cOYh264FXrHWlgCv+L8e7u7n8PsEuNn/c51hrX0uzDGFQgfwfWttGTAPuNr/exmJP9OoF4XjMETmWHw/Goc1DsuwpHE4otyPxmKNxRFCCQufOcAma+1ma+0B4K/AIodjkgGy1i4H6g7ZvAh4wP/5A8AFYQ0qBPq4z4hjra2x1r7v/7wR2AAUEoE/UwE0DkcEjcORReNw1NE4HCE0FkeWaB+LlbDwKQS29fi62r8tElngJWPMe8aYK5wOJgxGWmtrwPfLDuQ5HE8ofcsYs9ZfHhdRJWHGmGJgJrCS6PqZRpNoGochusbiaPqd1Tgsw5nG4cgWTb+3GosjiBIWPqaXbZG6fMoJ1tpZ+Mr9rjbGfMbpgCQo/gBMAGYANcDvnA0neIwxqcBjwHettfucjkdCJprGYdBYHIk0Dstwp3FYIoHG4gijhIVPNTC6x9dFwA6HYgkpa+0O/+Nu4Al85X+RbJcxpgDA/7jb4XhCwlq7y1rbaa3tAu4mQn6uxpg4fAPzg9bax/2bo+JnGoWiZhyGqBuLo+J3VuOwRACNw5EtKn5vNRZHHiUsfN4BSowx44wx8cDFwNMOxxR0xpgUY0xa4HPgdGD9kY8a9p4GLvN/fhnwlIOxhExgsPJbTAT8XI0xBrgH2GCtvanHU1HxM41CUTEOQ1SOxVHxO6txWCKAxuHIFhW/txqLI4+xNpIrvfrPv+TN/wIxwL3W2v92OKSgM8aMx5dBBogF/hJJ92mMeQg4GcgBdgE/BZ4EHgHGAFuBi6y1w7o5Tx/3eTK+0jcLVAFXBua0DVfGmBOBN4B1QJd/8/X45uxF1M9UfKJhHIbIHos1DmscluFN43Bk0FissTiSKGEhIiIiIiIiIq6jKSEiIiIiIiIi4jpKWIiIiIiIiIiI6yhhISIiIiIiIiKuo4SFiIiIiIiIiLiOEhYiIiIiIiIi4jpKWEhUMcY0HfL15caY23p8fYUxptz/scq/jFDguSpjTE6Pr082xjzb4zx7jDGr/cd+Lxz3IyIy3GgcFhFxnsZiGS6UsBDxM8acC1wJnGitLQW+AfzFGJPfz1M8bK2dAZwA/NgYMzpEoYqIRCSNwyIiztNYLG6ihIXIp34E/MBauxfAWvs+8ABw9UBOYq2tBTYBBUGPUEQksmkcFhFxnsZicY1YpwMQCbMkY8zqHl9nAU/7P58CvHfI/u8Clw3kAsaYMUAisHawQYqIRDCNwyIiztNYLMOCEhYSbVr8JWqAb54dMPsI+xvA+j+3vTzfc9sXjTGnAJOAr1trW4cYq4hIJNI4LCLiPI3FMixoSojIpz4Cjjtk2yz/doBaYESP57KAvT2+fthaOwVYCPxuAPP8RETER+OwiIjzNBaLayhhIfKpG4FfG2OyAYwxM4DLgTv8zy8D/sX/XAywFHjt0JNYa98G/g/4TsgjFhGJLBqHRUScp7FYXENTQkT8rLVPG2MKgbeMMRZoBJZaa2v8u/wS+IMxZg2+srgXgD/3cbpfA+8bY35lrW0MdewiIpFA47CIiPM0FoubGGt7m4IkIiIiIiIiIuIcTQkREREREREREddRwkJEREREREREXEcJCxERERERERFxHSUsRERERERERMR1lLAQEREREREREddRwkJEREREREREXEcJCxERERERERFxHSUsRERERERERMR1lLAQEREREREREddRwkJEREREREREXEcJCxERERERERFxHSUsRERERERERMR1lLAQEREREREREddRwkJEREREREREXEcJCxERERERERFxHSUsRERERERERMR1lLAQEREREREREddRwkJEREREREREXEcJCxERERERERFxHSUsRERERERERMR1lLAQEREREREREddRwkJEREREREREXEcJCxERERERERFxHSUsRERERERERMR1lLAQEREREREREddRwkJEREREREREXCfW6QBCJScnxxYXFzsdhojIQd5777291tpcp+MIB43DIuJG0TQOg8ZiEXGn/o7FEZuwKC4u5t1333U6DBGRgxhjtjgdQ7hoHBYRN4qmcRg0FouIO/V3LNaUEBERERERERFxHSUsRERERERERMR1lLAQEREREREREdeJ2B4WvWlvb6e6uprW1lanQxEXSUxMpKioiLi4OKdDEQk6Y8y9wLnAbmvt1B7b/w34FtAB/N1a+0P/9uuArwGdwLettS/6t58J/B6IAf5orb1hMPFoHI5eGmtF3ENjsQSLxnYJtahKWFRXV5OWlkZxcTHGGKfDERew1lJbW0t1dTXjxo1zOhyRULgfuA34U2CDMeYUYBEw3VrbZozJ82+fDFwMTAFGAf8wxhzjP+x24HNANfCOMeZpa+1HAw1G43B00lgr4i4aiyUYNLZLOETVlJDW1lays7M1MEs3YwzZ2dl6h0EilrV2OVB3yOargBustW3+fXb7ty8C/mqtbbPWVgKbgDn+j03W2s3W2gPAX/37DpjG4eiksVbEXTQWSzBobJdwiKqEBaCBWQ6jfxMShY4BFhpjVhpjXjfGHO/fXghs67FftX9bX9sHRb9z0Uk/dxF30e+kBIP+HUmoRdWUEBERAXxj/whgHnA88IgxZjzQ26sOS+/JbdvbiY0xVwBXAIwZMyYowYqIiIhIdIq6CguntbS0cNJJJ9HZ2QnAxx9/zNlnn83EiRMpKyvjC1/4Art27QLgzTffZM6cOZSWllJaWspdd93VfZ7LL7+cRx999KBzp6amAlBVVYUxhltvvbX7uW9961vcf//9XH311cyYMYPJkyeTlJTEjBkzmDFjxmHnGqpf/epXAz5m2bJlvPXWW91f93aPR3PLLbdQVlbGpZdeetj5brvtNu67774BxyUSgaqBx63PKqALyPFvH91jvyJgxxG2H8Zae5e1dra1dnZubm5Igh+q4TgO/+xnP+O3v/1t0L4HPS1btoxzzz03KOdat24dl19+eVDOJSKRbTiOxYcqLi5m7969g/4eDMb999/Pt771rQEfV1VVxdSpU4++Yw89v7cXX3wxFRUVA76uyFCpwiLM7r33XpYsWUJMTAytra2cc8453HTTTZx33nkAvPbaa+zZswdrLV/60pd48sknmTVrFnv37uWMM86gsLCQc84556jXycvL4/e//z1XXnkl8fHx3dtvv/12wDdonXvuuaxevTok9/mrX/2K66+/fkDHLFu2jNTUVBYsWDDo695xxx08//zzjBs3jp/97GcHne+rX/0qJ5xwAl/5ylcGfX6RCPEkcCqwzN9UMx7YCzwN/MUYcxO+ppslwCp8lRclxphxwHZ8jTm/5ETgwRAt43BPnZ2dxMTEBOVcHR0dxMb2/vJh2rRpVFdXs3XrVlXYiMgRRepYbK3FWovHE1nvC1911VXceOON3H333U6HIlEmZL9JxpjRxpjXjDEbjDEfGmO+49+eZYx52RhT4X8c4d9ujDG3GGM2GWPWGmNm9TjXZf79K4wxl4Uq5nB48MEHWbTI16vuL3/5C/Pnz+8emAFOOeUUpk6dyu23387ll1/OrFm+b0NOTg433ngjN9zQv5UEc3NzOe2003jggQeGHPOqVatYsGABM2fOZMGCBWzcuBE4PMN77rnnsmzZMq699lpaWlqYMWMGl156KQA33XQTU6dOZerUqfzv//4vALa9nfY9e7AdHVRVVXHnnXdy8803M2PGDN544w0Ali9fzoIFCxg/fvxBGe/f/OY3HH/88UyfPp2f/vSnAHzjG99g8+bNnH/++dx8882HnS85OZni4mJWrVo15O+JyHBhjHkIeBuYZIypNsZ8DbgXGG+MWY+vgeZl/mqLD4FHgI+AF4CrrbWd1toOfEugvghsAB7x7zssDcdxGGDNmjWceuqplJSUdL9gPLQ6IvDOIfje+fvFL37BiSeeyN/+9jfeeecdpk+fzvz58/nBD37Q6zttRxrvL7roIs477zxOO/WzLF26lKeeeqr7uEsvvZSnn34agPPOO4+//vWvQblnEYlcw3Esrq2t5fTTT2fmzJlceeWVWOubHVlVVUVZWRnf/OY3mTVrFtu2beuu8gB49NFHu6vPPvnkE+bNm8fxxx/PT37yk4P26+mZZ55h7ty5zJw5k89+9rPd1SY97dq1i8WLF3Psscdy7LHHdlcW9/a6G3zJ669//etMmTKF008/nZaWFgBWr17NvHnzmD59OosXL6a+vv6way1cuJB//OMfdHR0DO6b50Ib/vk6tdVbnQ5DjiKUFRYdwPette8bY9KA94wxLwOXA69Ya28wxlwLXAv8CDgL37t5JcBc4A/AXGNMFvBTYDa+OdPv+ZfTO/w3aQB2/upXtG0oH8opDpNQVkr+EaoKDhw4wObNmykuLgZg/fr1HHfccb3u++GHH3LZZQfnZmbPns2HH/b/b4Rrr72Ws846i69+9av9PqY3paWlLF++nNjYWP7xj39w/fXX89hjj/W5/w033MBtt93Wnal+7733uO+++1i5ciXWWubOnctnFi5kSmYmXS0tdO7dS1FBAVdeeSVpaWn8+7//OwD33HMPNTU1vPnmm5SXl3P++efz+c9/npdeeomKigpWrVqFtZbzzz+f5cuXc+edd/LCCy/w2muvkZOTQ0NDKrZPzgAAIABJREFUA6mpqd3nA9/38I033mDOnDlD+p6IDBfW2kv6eGppH/v/N/DfvWx/DnguiKHxxiMfs3dbUzBPSc7oVBZ+4Zg+nx+u4zDA2rVrWbFiBfv372fmzJn9emcxMTGRN998E4CpU6dy1113sWDBAq699tpe9z/SeP/222/z3jvvYw4k8s7qFdx93x0sWrSIhoYG3nrrre4/BmbPns0NN9zAD3/4wyHfs4iE3mv338XuLZuDes68seM55fIr+nx+uI7FP//5zznxxBP5yU9+wt///veDpqZs3LiR++67jzvuuOOI5/jOd77Dd77zHS655BLuvPPOPvc78cQTWbFiBcYY/vjHP3LjjTfyu9/97qB9vv3tb3PSSSfxxBNP0NnZSVNTU6+vu0866SRGjBhBRUUFDz30EHfffTdf+MIXeOyxx1i6dClf/vKXufXWWznppJP4yU9+ws9//vODEh0AHo+HiRMnsmbNmj5/VsNJx4EDPH/b7yiZs4Dzvtf7/4niDiGrsLDW1lhr3/d/3ojvXblCfEvhBVKcDwAX+D9fBPzJ/y7fCiDTGFMAnAG8bK2t8ycpXgbODFXcobR3714yMzP7ta+1tteuu4FtR3ouYNy4ccyZM4e//OUvg4j2Uw0NDVx00UVMnTqV733vewP6DwJ88w4XL15MSkoKqampLF68mGXPPktXSwtx+QWY+Hjaq6vpamjAHpK1veCCC/B4PEyePLk7s/zSSy/x0ksvMXPmTGbNmkV5eXm/59Tl5eWxY0evU+9FJAoM13EYYNGiRSQlJZGTk8Mpp5zSr2qxL37xiwB4vV4aGxu7p8h96Uu9z+g50nj/uc99jvQ03/fu+BnzqKjYxO7du3nooYe48MILu6eJaJwVkaMZrmPx8uXLWbrUl+8/55xzGDFiRPdzY8eOZd68eUc9x9tvv81FF10E9D0WA1RXV3PGGWcwbdo0fvOb3/T6+vvVV1/lqquuAiAmJoaMjIzDXncvWbKku3J53LhxzJgxA4DjjjuOqqoqGhoa8Hq9nHTSSQBcdtllLF++vNeYIml837ttC7ari20freuulBF3CksPC2NMMTATWAmMtNbWgC+pYYzJ8+8WluX0Ao5UCREqSUlJB61TPGXKFF7//+zdeXyU5bn4/889M9n3FUIWwhKWhIRVFiEIQcGt2PaoVVt3iz3V9ttf21NrPT32e2xf2p5zbD3aarVSbW2t/bauqCiyqCAg+74nIQSykZns68zcvz9mBgdIQpaZPJPM9X695uVwP888zxUMdybX3Pd1ffxxl+fm5eWxfft2li9ffm5sx44d5ObmApCUlHTeci2r1UpycvJF1/nJT37CjTfeyMKFC/sd909/+lMWL17MG2+8QWlpKYsWLQLAYrHgdDrPndddD+YLJwFnSws6LIwXVq1ipXvZ8NuvvIKzsxN7bS12qxWz+wdAWFjYRdfRWvPwww9z//339/lraWtrIyIios+vE0L4Xk8rIfxlqM7DcPEbcKXUJefhqKgo4OJ5uDvdzfeeazk6naDAbDZx4w0388orr/Daa6+xcuXK82KQeVaIoaOnlRD+MpzmYg/PfNvVed29R/b2yCOP8O677wKuLRrf+c53+P73v8/y5cvZsGEDP/vZz3oVX0/zvff7arPZfG5LSG8Np/m9utS1qqi1oZ7a8jKSM0cbHJHojt+rwSilooF/At/TWjf0dGoXY7qH8a7utUIptV0ptb2mpqbvwfpZQkICDofj3KR122238dlnn52bnABWr17Nvn37eOCBB3jppZfObauora3loYceOrfEdtGiRbz22mt0dHQArv3FixcvvuiekyZNIjc3l1WrVl0yvmeeeYZnnnnmovH6+nrS09PP3ccjOzub3bt343Q6OXXq1Hmf9oWEhNDZ2QnAwoULefPNN2lpaaHhzBneeucdCq+4gu889BC7d+9m9+7dZE2ZQkJWFk3t7XSeOUNHSSnaXTX6QsuWLWPlypU0NbmWkp8+fZrq6uqLzouJiaGxsfG8saNHj/a5QrIQYvgYqvMwwFtvvUVbWxu1tbVs2LCByy67jNGjR3Pw4EHa29upr69n7dq13X7dMTExbNmyBaDbGhPdzfcejk4nZouJmKRwbvrqbfzm164lw3l5eefOkXlWCHEpQ3UuXrhwIX/5y18AeP/997us9eAxYsQIDh06hNPp5I033jg3Pnfu3HNb7bzn4l/84hfn3hfD+fNxd/U3lixZwrPPPgu46lM0NDSc9767ubmZN954g8LCwm7jjIuLIyEh4dwqjD//+c/nVltc6OjRo+fN90NZdWkxJrPrs/tTB/cZHI3oiV8TFkqpEFzJir9orV93D1e5t3rg/q/nN82gaKe3dOnSc/uJIyIiWLVqFU8//TQ5OTnk5uby0ksvkZqaSlpaGq+88grf/OY3mTRpEpdffjn33HPPuWJE119/PYWFhcycOZNp06axadMmfvnLX3Z5z0ceeYTy8vJLxnb48GGSkpIuGv/Rj37Eww8/zPz588+1ngKYP38+Y8aMIT8/nx/+8IfniiEBrFixgoKCAr7+9a8zY8YM7rrrLmbPmsW8K67g7ltu4bKlSy/KUC//yld4Z8MG5t56K59u2oizsRFHQ8NFmeKlS5dy2223MW/ePPLz87nxxhsvSkyAq/DbG2+8cV4Rz02bNnHllVde8u9CCDF8DcV5GGD27Nlcd911zJ07l5/+9KeMGjWKzMxMbr755nPz7fTp07u99osvvsiKFSuYN28eWmvi4uIuOqe7+d7D3unEEmIiNNxCVnY648dO4I7bz99bvn79+l7V1xBCBLehOBc/+uijfPLJJ8yYMYMPP/ywx25ITzzxBNdffz1FRUWkpaWdG//Nb37Dk08+yezZs6moqOhyLgZXO+ubbrqJwsLCLleMADz11FOsX7+e/Px8Zs6cyYEDB7543z17NnPmzOG+++7r8WcDuBIi//Zv/0ZBQQG7d+/mP/7jPy46p6qqioiIiPO+lqGsprSYtJwJxKakcurAXqPDET3xtN7x9QPXyog/Ab+5YPy/gB+7n/8Y+JX7+XXA++7XzQU+d48nAiVAgvtRAiRe6v4zZ87UFzp48OBFY4Nt586d+hvf+IbRYXTpuuuu0+3t7X65tqOjQ7ceOqRbDx/Wzs7OXp3fXnpSt+zbp9uOH9eO1tYBx9DT330gfG+I4ABs136adwPtIfNw3/lzHm5sbDz3/PHHH9ff/e53+/R6p9Opq0rrdaPVNR83NDTq0VnZuvTIae10OrXWWre1tek5c+bozm7m+UD4/y9EMM3DWubifvHnXNzc3Hxuznz11Vf18uXL/XIfX3vyySf1H/7why6PBcL3U184HQ791O3/oteufE6//9sn9W/vvVU7HQ6jwwo6vZ2L/VnDYj5wO7BPKeVpbPwT4Ang7+7WemXATe5j7wHXAseBFuBuAK21VSn1GLDNfd5/aq2tfozbr6ZPn87ixYtxOByYzWajwzlPb5bI9Yd2Ouk8eRKcTkLHjkVZLv1tZwoJISQrE3NDA51nKmg/cQJLcjKWlBRUP/tanz17lscee6xfrxVCDB/BOA8DvPvuuzz++OPY7XZGjx7d5ZaPnjjsrloZ5hATH330Effccw/f+fZ3iQiLpq25k4joUMrKynjiiSfOFeAUQojuBOtcvGPHDh588EG01sTHx59XAyiQxcfHc/vttxsdhk/YKivobG8jJXsMJpOZAx+v5Wx5GSlZ2UaHJrrgt3cUWuuNdF1/AmBJF+dr4IFurrUSGBr/mnvBF+3thgqttasDSFsboVlZmMLDe/1apRTmuDhMUVF0VlZir6nB2dpKmLsFVl9dddVV/XqdEGL4CaZ52ONrX/vaua4h/eHodCUsLCFmrrzySsrKytBaU1fVQpOtnbAICzk5OeTk5PgqZCHEMBeMc3FhYSF79uwxOow+u/vuu40OwWdq3G18U0ePJSImFoBTB/ZJwiJA+b3oZqBx5UXEYLFXV+NoaCBk5EjMsbH9uoayWAjNyMCSnIyzqemi1qcDJd8TQgwu+Tc3NNk7v1hh4aGUIiYxHO3UNNnae3y9/H8XIrDIv0nhC0Px+8hVcNNMUuZoYlNSiUsdIXUsAlhQJSzCw8Opra0dkv+whiJ7XR32mhrMCQmYuyki1xfmWFdRIoe7O4gvaK2pra0lvA8rP4QQ/Sfz8NDl6HRiMitMpvMXT1pCzUTGhtLW3ElHW9cJZZlrhQgsMhcLXxiqc3t1aTFJ6ZlYQkIAyMjNp/zQfrRXm3AROIJqk2lGRgbl5eUEYsvT4UZ3dGA/exYVGorFZIKGnjra9vaims6aGlRDA5aEhIFfzy08PJyMjAyfXU8I0T2Zh4eulvp2UIqaxtCLjmmtaa7roOwMRMaFXtQFCmSuFSKQyFwsfGUozu01pcVkT/2iu2FWXgEHNnxETVkpqdljDYxMdCWoEhYhISGMGTPG6DCGvc6KCkpuvpnQsHCy//4alsREn1379B9fonnTJnI2ftrv4ptCCOPIPDw0aa158QefMn5mKjO/PqnLc0r3nuXd3+1l7pfHMvPq7MENUAjRJzIXi2DVXGejuc5GyugvEhMZufkAlB/cJwmLACS/8Qmfcra0cOrbD6BbWsl89nc+TVYARBcuwGG10nbgoE+vK4QQonttTZ20t9hJGBnV7TnZBcmMnZ7C9ndLaTjbOojRCSGEEL1TXeouuJn9RcIuNjmF+BFplB3YZ1RYogeSsBA+deYnj9B+5AjpT/4PYX6oFB+1YAEoRfPGT31+bSGEEF2zVbYAED8yssfzCm/OQZkUH796VPbGCyGECDiehEXKBSspXHUs9uF0OowIS/RAEhbCZ5zNzTSuXk3inXcSfcUVfrmHJTGR8Lw8mj7d6JfrCyGEuFhdlSthkTCi54RFdEI4c5aPpexALcW7ZG+8EEKIwFJdWkxsygjCo6LPG8/Ky6e9uZmak6XGBCa6JQkL4TN2Wx0AYePH+fU+UYULaN29G0d9vV/vI4QQwsVW2Yw5xER04qUrwecvSic5M5pPXztKR6tv21ALIYQQA1FTWnzedhCPjDxXHQtpbxp4JGEhfMZhswJgTvBt3YoLRRcWgtNJ8+bNfr2PEEIIF1tVC/GpkRe1NO2KyWxi0W2TaG7oYOs7xYMQnRBCCHFpHW2t2CrPkJp98YerMYnJJKSN4tRBqWMRaCRhIXzGYbMBYEn0XcvRrkQUFGCKjaXpU6ljIYQQg6GusoX4S2wH8TZiTCxTFqazb305NWWNfoxMCCGE6J2ak6Wg9UX1KzwycvM5feiA1LEIMJKwED5jt3pWWPg3YaEsFqIuv5zmTzdKUTchhPAzR6eThrOtJFyi4OaF5n55HBExoWz4y2GcTpmrhRBCGKumiw4h3jLzCmhvaaamtGQwwxKXIAkL4TMOq2uFhdnHrUy7El24AHt1Ne1Hj/r9XkIIEczqa1rRmj6tsAAIi7Aw/6bxVJ9s5ODGM36KTgghhOid6pPFhEfHEJOU0uXxzFxXHYsyqWMRUCRhIXzGYbNBSAim6OhLnzxAUQsKAWiWbSFCCOFXtqpmgD6vsADImTWC9InxbHnzBK1NHb4OTQghhOi16hJXwU2luq7HFJ2QSMKoDMqljkVAkYSF8Bm7zYolPr7bScCXQkakEjZxorQ3FUIIP7NVulqa9nWFBYBSisKvTaCzzcGWN6UApxBCCGM4HQ7OniolZXTX9Ss8MnOnUH5oP06H1LEIFJKwED7jsNX5vX6Ft+jCBbTs3ImjqXnQ7imEEMGmrqqFqPgwQsMt/Xp90qho8osyOLjpDFWlDT6OTojAp5TKVEqtV0odUkodUEr9H/f4z5RSp5VSu92Pa71e87BS6rhS6ohSapnX+NXuseNKqR8b8fUIMRRZz5Tj6OwkdczFHUK8ZeYV0NHaSnXJiUGKTFyKJCyEzzis1kGpX+ERtaAQOjtp2bpl0O4phBDBxlbZ0q/tIN5mXzeGyJhQPnn1iBTgFMHIDvxAaz0ZmAs8oJTKdR/7tdZ6mvvxHoD72C1AHnA18DullFkpZQZ+C1wD5AK3el1HCNGDak/BzdFdF9z0kDoWgUcSFsJnHFar31uaeoucMR1TZKS0NxVCCD/RWlNX2dyv7SDeQiMszL/RVYDz0CYpwCmCi9a6Qmu90/28ETgEpPfwkhuAv2mt27XWJcBxYLb7cVxrXay17gD+5j5XCHEJ1aXFmENCSEzP7PG8qPgEEtMzpY5FAJGEhfAZe10d5vjBS1io0FAi582T9qZCCOEnLQ0ddLQ5BrzCAiDnshGMyoln85snaGvq9EF0Qgw9SqlsYDqw1T30oFJqr1JqpVLK8yYqHTjl9bJy91h340KIS6gpPUFyZjYms/mS52bmFVB++CAOu30QIhOXIgkL4RO6sxNnff2gbgkBVx2LztOn6SiRfslCCOFrde6CmwkjogZ8LaUUC2+ZQEergy1vyd5gEXyUUtHAP4Hvaa0bgGeBccA0oAL4H8+pXbxc9zDe1b1WKKW2K6W219TUDDh2IYYyrTXVpSWkZve8HcQjMzefzjapYxEoJGEhfMJRXw+AOSF+UO8r7U2FEMJ/bFXuDiE+WGEBkJQeTcGiDA5sPEP1SSnAKYKHUioEV7LiL1rr1wG01lVaa4fW2gm8gGvLB7hWTnivW88AzvQwfhGt9fNa61la61kpKSm+/WKEGGIaa8/S1tRIanbPBTc9MnOnAFLHIlBIwkL4hN1qBcAyyCssQjPSCR07VtqbCiGEH9RVtmAJNREdH+aza172pTFExITyyd+OoqUApwgCytXv/UXgkNb6Sa/xNK/TvgLsdz9/G7hFKRWmlBoD5ACfA9uAHKXUGKVUKK7CnG8PxtcgxFDmKbiZkt1zS1OPyLh4kjKypI5FgJCEhfAJh60OAHPC4CYswN3e9PPPcba2Dvq9hRBiOLNVuQpuKlNXK9H7JyzCwvyvjqOqpIFDmyt8dl0hAth84Hag6IIWpr9SSu1TSu0FFgP/H4DW+gDwd+AgsBp4wL0Sww48CHyAq3Dn393nCiF6UFNaDEqRMjq716/JzCvgtNSxCAiSsBA+4bC5VliYEwav6KZH1IJCdEcHLdu2Dfq9hRBiOKuraiFhgB1CujJhzkjSxsex+fUTtDVLAU4xvGmtN2qtlda6wLuFqdb6dq11vnt8uda6wus1v9Baj9NaT9Rav+81/p7WeoL72C+M+YqEGFqqS4tJGDmK0PCIXr8mMy+fzvY2qoqP+TEy0RuSsBA+8cWWkMFPWEReNgsVFibbQoQQwofsHQ4aatuIHznwgpsXchXgnEh7q52tbxX7/PpCCCGER3Vpca+3g3hkTHbVsTh1QLaFGE0SFsInHDYbAOb4wS26CWAKDydyzmwpvCmEED5UV90KGr+ssABIzogm/4p09n96mpqyRr/cQwghRHBra26ioaaK1NG96xDiERkbR3JWNqekjoXhJGEhfMJhtWGKjUWFhBhy/+gFhXSUltJx6tSlTxZCCHFJdT7uENKV2V8aQ0R0CB+/ekQKcAohhPC5mpMlAKSO6V2HEG+ZefmcPnIQh122LhpJEhbCJxw226C3NPUWVbgAgCZZZSGEED5hq2wGIN5PKywAwiJDuPyr46kqaeDwFinAKYQQwreqS1zbDlP7uCUEIDM3H3t7O5XHpY6FkSRhIXzCbrNiMaBDiEdodjYhGRk0Sx0LIYTwibqqFqITwwgJNfv1PhPnjGTk2Dg+kwKcQgghfKzmZDFR8QlExfe9zl5Gbj4oxakDe/0QmegtvyUslFIrlVLVSqn9XmOvebVzKlVK7XaPZyulWr2OPef1mpnulk/HlVL/6+5lLQKMw2rDnGhcwkIpRfTCQpq3bsXZ0WFYHEIEmq7mYq9jP1RKaaVUsvvPyj3PHldK7VVKzfA6906l1DH3487B/BqEMWyVLST4oeDmhZRJsfDWCbQ3d/L521KAUwghhO/0p+CmR0R0DClSx8Jw/lxh8RJwtfeA1vprnnZOwD+B170On/Bq9fQtr/FngRVAjvtx3jVFYDB6Swi425u2tNC6Y4ehcQgRYF6ii3lTKZUJXAWUeQ1fwxdz7Qpc8y9KqUTgUWAOMBt4VCk1+C2BxKDRWlNX1eLX7SDeUjJjmHJFBvs/OU3NKSnAKYQQYuDsnZ3Ulpf1ueCmt8y8As4cOYS9U1YAGsVvCQut9SeAtatj7lUSNwOv9nQNpVQaEKu13qy11sCfgC/7OlYxMFpr7DYbFgNXWABEzZkNISHS3lQILz3Mxb8GfgR4Vzq8AfiTdtkCxLvn4WXAGq21VWttA9YgyeNhrbmug852h986hHRlzvIxhEeHsGblQdkaIoQQYsBqy8twOhz9KrjpkZmbj72zg8rjR3wYmegLo2pYFAJVWmvvCiZjlFK7lFIfK6UK3WPpQLnXOeXuMRFAnM3N0NmJuR97w3zJFBVF5MyZ0t5UiEtQSi0HTmut91xwKB3wbrXjmXO7GxfDlK3KVXAzwY8dQi4UFhnC0nvzqK9u4b1n92LvdAzavYUQQgw/1aUnAEgZ3b8tIQAZk6e461jIthCjGJWwuJXzV1dUAFla6+nA94G/KqViga7qVXTb90wptUIptV0ptb2mpsanAYvuOayuD2+NrGHhEV1YSPuxY3RWSLV5IbqilIoEHgH+o6vDXYzpHsa7ur7Mw8NAXaW7pekI/9ew8JYxKZEr786l4ng9a1YexCmtToUQQvRTTWkJIWHhJIxM6/c1wqOjSR09VgpvGmjQExZKKQvwVeA1z5jWul1rXet+vgM4AUzA9SlehtfLM4Az3V1ba/281nqW1npWSkqKP8IXXXDYbABYEo3f0n6uvelG2RYiRDfGAWOAPUqpUlzz6k6l1Ehcc26m17meObe78YvIPDw82KpaCAkzExUfOuj3zpk1ggU35VC8q4ZPXzuKa0eoEEII0TfVpcWkjB6DMg3sV97MvHzOHDuMXQr7G8KIFRZXAoe11ue2eiilUpRSZvfzsbgKvhVrrSuARqXUXHfdizuAtwyIWfTA7llhkWB8wiIsJwfLiBHS3lSIbmit92mtU7XW2VrrbFzJiBla60rgbeAOd7eQuUC9ex7+AFiqlEpwF9tc6h4Tw1RdZTMJIyMxqjHX1CWZTF+axf6PT7Pj/ZOGxCCEEGLo0k4nNSf73yHEW2ZePo7OTiqOHfZBZKKv/NnW9FVgMzBRKVWulLrXfegWLi62uRDYq5TaA/wD+JbW2lMk7l+BPwDHca28eN9fMYv+cVhdKywCYUuIUoqowgU0f/YZWqr5CtHTXNyV94BiXPPtC8C3Adzz8WPANvfjP73maDEM2QaxQ0h35n15HBPmjGDr28Uc+qzbxZVCCCHEReqrq+hobSU1u/8dQjzSJ+WhlEnamxrE4q8La61v7Wb8ri7G/omrzWlX528Hpvg0OOFTjjp3wsLgopse0YULqf/HP2nds4fIWbOMDkcIQ3U3F3sdz/Z6roEHujlvJbDSp8GJgNTZ7qDJ2j6oBTe7okyKotsn09rYyfpXjhARE0p2frKhMQkhhBgaqk8WA5Ca3f8OIR7hUdGkjhnrKrx504AvJ/rIqKKbYhixW62o0FBMUca+ufWImjcXzGZpbyqEEP1QV2VMwc2umC0mrl4xheSMaD54fj+VJfVGhySEEGIIqC4pRplMJGeO9sn1MvMKqDh2mM6Odp9cT/SeJCzEgDlsdZgTEgzb63whc2wsEdOmSXtTIYToB0/CwugVFh6h4Rauf3AqkfFhvPvMXmyVzUaHJIQQIsDVnCwmKT0TS6hvikdn5RXgsNsp23dhR3jhb5KwEAPmsFoDon6Ft+jCBbQdPIhd2ioKIUSf2CqbQUFcaoTRoZwTGRvK8u9ORZngnaf30Fwvn3AJIYToXnWpbwpuemTlTyUyLp796z/02TVF70jCQgyY3WbFEgAdQrxFFRYC0LRxk8GRCCHE0GKraiE2KRxLiNnoUM4TlxLJ9Q9OpbWpk3ee3kN7q93okIQQQgSgloZ6mqy1pI4eeMFND7MlhLxFV3Jix+c02aTu+GCShIUYMM+WkEASPnkyIaNGUffaa7jqCAohhOiNuqqWgKhf0ZXU0bFcc/8UbGeaef+5fTg6nUaHJIQQIsBUl7oLbo4ZeMFNb/lFS9FOJwc2fOTT64qeScJCDFggbglRJhOJ995D6+7dtGzbZnQ4QggxJGinpq6yhQSDW5r2JCs3iaI7JnH6iI2PXj6IdkpSWgghxBdq3AmLFB+usABIGDmKrCkF7Fv3AdopCfPBIgkLMSC6owNnUxPmhHijQ7lI/L/8C+akJGp//7zRoQghxJDQVNeOvdNJfIAU3OzOxLlpzPvqOI5vr2bzGyeMDkcIIUQAqS4tJiYphYiYWJ9fO79oGfXVVZzcL8U3B4skLMSA2G11AFgCbIUFgCk8nMQ776R50yZa9x8wOhwhhAh4ng4cgdIhpCfTr8oi/4p0dq0p48Cnp40ORwghRICoLi0mdYzvCm56Gz/7csJjYtn30Wq/XF9cTBIWYkAcdTYAzAmBl7AASLj1FkwxMdQ+L6sshBDiUmyVrpam8QG8JcRDKcWCm3PIykvi41ePcuqgFEETQohg19nehu3MaVJG+ydhYQkJIW9hEce3b6HZ/XuQ8C9JWIgBcVhdbxADcUsIgDkmhoSv30bjmjW0n5Blw0II0ZO6qhZCIyxExvqmb72/mcwmlt2XR2JaJKuf30ftmSajQxJCCGGgs2Un0dpJarZv61d4y1+yDKfDwYGP1/rtHuILkrAQA2J3JywCcUuIR+Idd6DCwqh94Q9GhyKEEAHNVtlCwshIlFJGh9JroREWrntgKpZQM+8+s5eWhg6jQxJCCGGQcx1Csn3bIcRbUnom6ZPyXMU3pRuh30nCQgyIw13DItDamnqzJCYSf9NN1K9aRedp2ecshBDdqauM2zfTAAAgAElEQVRsHhLbQS4UkxjOdQ8U0NrYwXvP7sXe4TA6JCGEEAaoLj1BWGQUsSmpfr1PwZVXU1dZwakD+/x6HyEJCzFADqsVlMIcF2d0KD1KuuduAGpX/tHgSIQQIjB1tNlpru8YEgU3u5I6Opar7s2jqrSBj146JO1OhRAiCNWUlpCSPcbvKwVz5lxOeFQ0e9dK8U1/k4SFGBBHnQ1zbCzKYjE6lB6FpKURd8Ny6v7xD+xnzxodjhBCBJy6qqFTcLM7Y6elcPlXx3NiZzVb3i42OpxunTpo5f3n9tFc3250KEIIMWw4nQ5qykr9uh3EIyQ0jMkLF3P8889oaaj3+/2CmSQsxIDYrTbMAVy/wlvSffehOzqwvvwno0MRQoiA4+kQkjAiyuBIBmbalZnkFo5i5+qTHPrsjNHhXKSuqoXVz++jeHcNb/1mt9TcEEIIH7GdOYO9o53UbP90CLlQQdEyHHY7Bz9ZNyj3C1aSsBAD4rBah0zCImzMGGKWLcP26qs4GhqMDkcIIQJKXVULyqSIS4kwOpQBUUqx8JYJZE5OYMMrRyg/HDjtTjva7Lz33D5MZhNX3jWZxrOtvP3ULlqbJGkhhBADVX3SU3BzcBIWyVnZpE2YxL61UnzTnyRhIQbEYbMFbEvTriSv+CbOpiZsf33V6FCEECKg2CqbiU0Kxxwy9N8amM0mlq3IJ35kJKuf34+tstnokNBas+5Ph6irbGbpfXlMnJvGtQ8UUFfdyttP7aatudPoEIUQYkirLjmB2WIhMT1j0O5ZsORqrGfKOX34wKDdM9gM/XclwlB2mw1LwtBYYQEQnptL1MJCrC+/jLO11ehwhBAiYNRVtQzZgptdCYuwcN23CzCZFaue2UNro7GrGHZ9WMaJnTXM/co4Mie7fm5mTkrk2m/lY61o5u2ndtPeIkkLIYTor1MH9jFibA5mS8ig3XPi3AWERkSyb+0Hg3bPYCMJC9FvWmv3CovAbWnaleT778dhs1H3//5hdChCCBEQnE5NXVXrkC642ZXY5Aiu/XYBzfUdvPfsPuydxrQ7PXXIypY3TzB+ZirTr8o671hWXhLX3J9P7ekm3nl6Dx2tdkNiFEKIoay5zkZV8THGzrhsUO8bEh7O5MLFHNmykdamxkG9d7CQhIXoN2dDAzgcmBOHVsIicuZMImbOpPaPf0R3yL5hIYRorG3DYXeSMHJoF9zsysgxcVx5Vy6VxfV8+IcDWCsGd3tIw9lWPvzDARLSolh8+6QuW+1l5yez7JtTqDnZyKpn9tDRJkkLIYToi5LdOwAYM33WoN+7YMkyHJ2dHPp0/aDfOxhIwkL0m8NmA8AyRIpueku+fwX2igrq31lldChCCGG4cy1Nh9GWEG/jZ6Zy+b+Mp2TvWV79v1t59T+3su3dEr8nL+wdDt7//T6cTs019+cTGt59C/Cx01K46t48KksaePe3e+lsN2Y1iBBCDEUlu7YTnZBIyugxg37v1OyxjByXI8U3/UQSFqLf7FZXwmKobQkBiCosJGzyZGpfeAHtkDeFQojg5ilKmTDMtoR4m35VFnc9Pp/Cr+UQFmnh81Ul5yUvfF2YU2vNhr8e4eypJq66O7dX223Gz0zlqrtzqThex7u/24u9Q34+CSHEpTjsdk7u3cWY6bO6XMU2GPKXXM3ZUyepOHbYkPsPZ5KwEP3msLlaxZmHUNFND6UUyfevoKO0lMY1a4wORwghDFVX1UJYlIXw6MErVGaEqPgwChZn8tUfzrwoefHXn23lb49tZft7vkle7P/4NEe2VHLZ9WPILkju9etyLhvBkjsnc/qojfeeM67uhhBCDBVnjh6ivaXZkO0gHpPmLyQkPIK9UnzT57pfmyjEJZzbEjKE2pp6i7nqKkKzszn7++eJWbbMsIysEEIYzVbZQsKIqKCaBz3Ji4LFmTTZ2jmxq5oTO6vZ+nYJW98uISk9mpzLUpk0L42ouLA+XfvM8To2/v0Y2flJXHZtdp9jmzg3DYdDs/7Ph1n9+/1cc3/+sGg3K4QQ/lCyazsms4WsKdMMiyE0PILJ86/g4KfrWXznNwmLHH41oYwiP/1Ev53bEjIEa1gAKLOZpG/eR/uhQzRv3Gh0OEIIYRhbVcuwrV/RG9EJYUwtcq28uPPx+Sy4OYeQMDNb3izm5Yc/471n91K69yxOh/OS12qua+eD5/cTkxzOlXfnokz9SwLlzh/Foq9P5OT+Wla/sB+H/dL3FkKIYFSyazsZk3MJizT251j+kmXYO9o5tPHjPr1Oa83pI4doaaj3U2RDm6ywEP3msNlQ4eGYIiKMDqXf4r70JWqefoazv/890YWFRocjhBCDrr2lk9aGjmFdv6IvPMmLqUWZ1FW1cOizMxzaXEnJnrNExYUy6fI0Jl8+iriUi3/2OexOVj+/j452B8u/N42wyIFtsckrTMfp0Hzyt6N8+OIBlt6Xh9ksnzUJIYRHw9lqzp46yRWL7jU6FEaMHU9q9jj2rl3N1KuuueSqRafTwfHPN7P1jf9HdekJcgsXc82DPxikaIcO+akn+s1htQ65lqYXUqGhJN1zD63bd9CyfbvR4QghxKCzeTqESMLiIvEjIpn3lfHc+fjlXPOtfJKzYti5+iSv/HQzb/56F0e3VZ5XY2Lj349RWdzAkjsmkzQq2icx5C/KYMFNORTvquGjPx7s1SoPIYQIFiW7XO/fjaxf4aGUIn/JMmpKi6kqPt7teQ67nf0bPuKlHzzAO79+gs72NlKzx3Fy/x7pMtIFWWEh+s1us2IZggU3LxR/042cffZZzj7/PFmzjJ/shBBiMNVVuhIWCUG8JeRSzGYTY6elMHZaCk22Ng5vruDQZxWsefEgYZEWJs4ZSURsKPs/Oc30pVmMn5nq0/tPXZKJw+Fk8+snMJkVS+7MxdTPrSZCCDGcFO/aTlzqCBJHZRgdCgCTF1zBx6+8yN61qxk5Lue8Y53tbexbt4btq16n8WwNKdljuf57PyZnzjz2r/+INc8/jfVMOUnpmQZFH5gkYSH6zWGrG5ItTS9kiogg8c47qPnNU7SfOEHYuHFGhySEEIPGVtWCyaSI7WKLg7hYdEI4s64dw8yrsyk/auPQxjPs//Q0TrsmY1ICc28Y65f7zlg6GqdDs/WtYkwmRdHtk/tdH0MMLqVUJvAnYCTgBJ7XWj+llEoEXgOygVLgZq21TbnWkT8FXAu0AHdprXe6r3Un8O/uS/9ca/3yYH4tQgQSe0cHZfv3MGXRlQFTNDosMoqJ8wo5vPFjFt1+L6ERkbS3NLP7g3fZ8d5btDbUM2piLlfd9wDZ02aeiztrylQATu3fKwmLC/gtYaGUWglcD1Rrrae4x34GfBOocZ/2E631e+5jDwP3Ag7gu1rrD9zjV+OatM3AH7TWT/grZtE3DquV0DHZRofhE3Ff+So1v3mKxjUfScJCCBFU6ipbiE2JkNoIfaRMisxJiWROSqStqZOTB2rJzk/C5Me/x1nXZON0aLatKsFkNrHotomStBga7MAPtNY7lVIxwA6l1BrgLmCt1voJpdSPgR8DDwHXADnuxxzgWWCOO8HxKDAL0O7rvK21tg36VyREACg/tB97eztjp19mdCjnKVhyNQc2fMSu1avobG9j1+pVdLS2kD1tJnO+fBMZk6dc9Jq41BHEpqRSdmAP05ZdZ0DUgcufKyxeAp7BlVH29mut9X97DyilcoFbgDxgFPCRUmqC+/BvgauAcmCbe2I+6Me4RS85bDYsw2CFBUDIiFTC8/NpXL+O5G/db3Q4QggxaOqqW6R+xQCFR4cwcc7IQbnXZddl47Q72bH6JCazYuEtEwLmk0XRNa11BVDhft6olDoEpAM3AIvcp70MbMCVsLgB+JN2bWbfopSKV0qluc9do7W2AriTHlcDrw7aFyNEACnetQ1LSCgZeflGh3KetJyJJGeOZuPf/gRKMWH25cz+8k2MGDu+29copcjMK+DE9q1opxNlkg8RPPyWsNBaf6KUyu7l6TcAf9NatwMlSqnjwGz3seNa62IApdTf3OdKwsJgzvZ2nC0tmIdBDQuPmCVF1PzmKTqrqwlJ9e3+YyGECERaaxrOtpI5afjM5cOdUoo5N4zF6dDsWlOGyaxYcFOOJC2GCPd74+nAVmCEO5mB1rpCKeV585EOnPJ6Wbl7rLtxIYJSya7tZE4pICQ0zOhQzqOU4oo77qN4x+dMXXptr7d4ZE2ZyoENH1FTVkpqtn+2Fw5FRqRuHlRK7VVKrVRKeT6e98nErJRaoZTarpTaXlNT091pwgccNtfqw6HeJcRb9OIiAJo2bDA2ECGEGCRtTZ3YO5zEJIUbHYroA6UU8746jqlFmexdV85nr5+QyvJDgFIqGvgn8D2tdUNPp3YxpnsY7+pe8p5YDGu2itPUVVYERHeQrmQXTKfo7vv7VI8i071SpGz/Hn+FNSQNdsLiWWAcMA3X0rj/cY8PeGIG0Fo/r7WepbWelZKSMtBYRQ8cVivAsCi66RE2IYeQ9HSa1q4zOhQhhBgUDbVtAJKwGIKUUsy/aTz5V6Sze00ZW98qlqRFAFNKheBKVvxFa/26e7jKvdUD93+r3ePlgPdvORnAmR7GLyLvicVw52lnOjZAExb9EZOYTMKoDE4d2Gt0KAFlUBMWWusqrbVDa+0EXuCLbR8DnpjF4LJbXSssLInDZxmxUoroJUU0b96Ms6XF6HCE8An3arZqpdR+r7H/Ukoddq92e0MpFe917GGl1HGl1BGl1DKv8avdY8fdxeHEMNDoTljEJkvCYihSSlH4tQnkFo5ix+qTbFtVYnRIogvurh8vAoe01k96HXobuNP9/E7gLa/xO5TLXKDevXXkA2CpUirBvUp5qXtMiKBTvGs7iemZxKUOTv2gwZKVV8Cpg/tx2O1GhxIwBjVh4ckiu30F8LyBfhu4RSkVppQag6sq8ufANiBHKTVGKRWKqzDn24MZs+jauS0hw2iFBUBMURG6o4Pmzz4zOhQhfOUlXEXZvK0BpmitC4CjwMNwUQHkq4HfKaXMSikzrgLI1wC5wK3uc8UQ50lYxCRKwmKoUibFolsnMunyNLa9W8r290qNDklcbD5wO1CklNrtflwLPAFcpZQ6hqvAvKcT3ntAMXAc1wd83wZwF9t8DNf7423Af3oKcAoRTDraWik/uC9gt4MMRNaUAjrbWqkqPm50KAHDn21NX8VVzThZKVWOqw3TIqXUNFzbOkqB+wG01geUUn/HVUzTDjygtXa4r/MgruyxGViptT7gr5hF7zlsw29LCEDkzJmYYmNpXLuOmCuvNDocIQasqwLIWusPvf64BbjR/VwKIAeZxtpWQiMshEWGGB2KGABlUiz+xiS0Q7P17WJMFsWMpaONDku4aa030vU2Z4AlXZyvgQe6udZKYKXvohNi6CnbvxeH3T6stoN4ZOS66licOrCXURMmGRxNYPBnl5Bbuxh+sYfzfwH8oovx93BlmkUAsdtsYDJhjoszOhSfUiEhRC9cSNOGDWiHA2U2Gx2SEP52D/Ca+3k6rgSGh3eh4wsLIM/xf2jC3xqsbVK/YpgwmRRFd07G6XCy+fUTxKVEMG66dLwSQgw/Jbu2ERoRQfqk4bfYMzI2jpTRYyjbv4c5X7nZ6HACgjR4Ff3isNowx8cPyx7BMUuKcNhstO7ebXQoQviVUuoRXKva/uIZ6uI0qUw/jDXWtsl2kGHEZFJceXcuscnh7Ntw2uhwhBDC57TWFO/azuj86Zgtw3N1YNaUAs4cOYS9o8PoUALC8PttUwwKh9U6rFqaeosqLISQEBrXSbcQMXwppe4Erge+rr9oLSCV6YOI1prG2jZiZYXFsGIym5g0L43TR2001LYaHY4QQvjU2VMnaao9OyzrV3hk5k3F3tlBxbHDRocSECRhIfrFYbNhiR+eCQtzdDRRs2dLe1MxbCmlrgYeApZrrb1b4kgB5CDS3myns90hW0KGoYlzRoKGo1srjQ5FCCF8ytPOdMy0mQZH4j8Zk6egTCbKpL0pIAkL0U92mw3zMGppeqHoosV0lJbSXiwt4sTQ5i6AvBmYqJQqV0rdCzwDxABr3NXqnwNXAWTAUwB5Ne4CyFprO+ApgHwI+LsUQB76Gq3uDiGSsBh2YpMjSJ8Qz6HNlXyxgEoIIYa+kl3bSc0eR3RiktGh+E1YZCQjx+ZQtl8SFiAJC9FPDptt2HUI8RZTVARA07q1BkcixMBorW/VWqdprUO01hla6xe11uO11pla62nux7e8zv+F1nqc1nqi1vp9r/H3tNYT3McuKpAshh7PdoHYpAiDIxH+MGleGg01rVScqDc6FCGE8Im25iZOHzk4rLeDeGROKaDy+BE62mRrnyQsRJ9ppxNHXd2wrWEBEJKWRljuZBrXrTc6FCGE8IvGWllhMZyNnZ6CJczMkc0VRocihBA+cXLvLrTTGRQJi6y8qTgdDk4flg7ykrAQfeaorwenE0vC8N0SAhBTtITWXbuw19YaHYoQQvhcY20bIeFmwiL91uFcGCg03ML4GSkc21FNZ4fD6HCEEGLASnZtJzw6hrScCUaH4nejJk7CbLFQtn+P0aEYThIWos8cNhvAsN4SAhBTtBi0pmnDx0aHIoQQPtfgbmmqVFdda8VwMGleGp1tDop3SYthIcTQpp1OSnbvIHvqDEwms9Hh+F1IWDhpEyZxSgpvSsJC9J3DagUY1ltCAMImT8aSlibtTYUQw5K0NB3+Ro2PJyYpnMOyLUQIMcRVlZygpb6OsUGwHcQjK28qVSUnaGtqMjoUQ0nCQvSZ3b3CwjLMV1gopYhZvJjmTZtwtrUZHY4QQvhUo7WNGCm4Oawpk2LS3JGUH7Gd6wojhBBDUfHObaAUo6fOMDqUQZM5pQC05tShfUaHYihJWIg+c1jdW0KGcVtTj+glRei2Npo/22x0KEII4TPtLZ10tNqJSZQVFsPdxLlpoOHI1kqjQxFCiH4r2b2dtPETiIyNMzqUQZM2fgKWsDBOBXl7U0lYiD4LlhoWAFGXXYYpOpqm9bItRAgxfDRIh5CgEZcSwaiceA5vrkBrbXQ4QgjRZy31dVSeOMbY6ZcZHcqgMltCSJ+YG/SFNyVhIfrMYbNiiozEFBZmdCh+p0JDiV5YSOP6DWin0+hwhBDCJzwtTWOTJWERDCbNG0l9dStVJQ1GhyKEEH1WumcnaB0U7UwvlDVlKrXlZTTX2YwOxTCSsBB9ZrfagmI7iEf04iIcZ8/Stje4l2MJIYYPT8JCtoQEh3EzUrGEmjgkxTeFEENQ8c5tRMUnkJo91uhQBl1WXgFAUHcLkYSF6DOHzRYU20E8ohcWgsVC41rZFiKEGB4aa9uwhJoIjw4xOhQxCELDLYybkcrxbVXYOxxGhyOEEL3mdDgo3buT7GkzUabg+9U1dcw4wiKjKJOEhRC957Bah31LU2/muDgiZ82iUepYCCGGiYbaVmKSIlBKGR2KGCST5qXR0eageE+N0aEIIUSvnTl2mPbmZsbOCK76FR4ms5mM3ClBXXhTEhaiz+x1NizxwZOwAIgpKqLj+Ak6Tp40OhQhhBiwRmubbAcJMuk58cQkhnNks3QLEUIMHSW7tmMymxmdP83oUAyTlVdAXVUFDTXVRodiCElYiD5zBFkNC4DooiIAGtetNzgSIYQYuMbaNmKlQ0hQUSbFxLkjOXXISpOt3ehwhBCiV0p2biN9Yi5hkVFGh2KYzClTAYJ2W4gkLESfOFtb0W1tQbUlBCA0I52wiRNpWifbQoQQQ1tHq532Fru0NA1Ck+aNRGs4slWKbwohAl9j7VlqykqDsjuIt+SMLCJi4zgVpO1NJWEh+sRhtQJgCaKimx7RRYtp2bEDuy142woJIYa+Rqu7Q4gkLIJOXEokaePjOLKlEq210eEIIUSPjnz2CQBjZ842OBJjKZOJzLwCyg7sDcq5WxIWok/sVtcv68G2JQRcdSxwOmn+5BOjQxFCiH5rqJWERTCbNC8NW2ULVaUNRocihBDd0lqzb92HjJowmaT0TKPDMVxWXgFN1lpsFWeMDmXQScJC9Imjzp2wCLKimwDheXlYUlOlvakQYkhrrG0FIDYpwuBIhBHGz0jFEmLisBTfFEIEsNNHDmI9U05+0VKjQwkIWVMKADh1IPi2hUjCQvTJuS0hQVbDAlzLsaIXL6Zp40ac7VKwTAgxNDXWtmEOMRERE2J0KMIAoREWxs5I4fj2KuydDqPDEUKILu1b+wGhEZFMnFdodCgBIX7kKKKTkikLwvamkrAQfeKp32AOwhoWADFLitAtLbRs3Wp0KEII0S+Nta6Wpkopo0MRBpk0L432Fjsle84aHYoQQlykrbmJo1s2MXnBFYSEy/ZFAKUUWXkFnDqwF+10Gh3OoJKEhegTh9UGFgum2FijQzFE5Jw5qMhIGqVbiBBiiGqQlqZBL2NCAtEJYbItRAgRkA5t3IC9o538omVGhxJQsqZMpbWxgbPlZUaHMqgkYSH6xGGzYk6ID9pP5kxhYUQvWEDTuvVBl90UQgwPjbVtUnAzyCmTYuLckZw6WEtznWxxFEIEDq01+9Z+QOqYcYwYO97ocAJKZl4+QNC1N5WEhegTu82GJQgLbnqLLlqMvbqatgMHjQ5FCCH6pKPNTltzpyQsBJPmpqE1HPlcVlkIIQJH1Ylj1JwsoWCJrK64UGxyKvEj0yg7EFx1LCRhIfrEYbUFZUtTb9FXXAEmE43r1hodihBC9EmjVVqaCpf4EZGkjYvj8OZKtNZGhyOEEADsW/chlrAwJs2/wuhQAlJW3lROHdiH0xE8RZP9lrBQSq1USlUrpfZ7jf2XUuqwUmqvUuoNpVS8ezxbKdWqlNrtfjzn9ZqZSql9SqnjSqn/VcG6FyFAOGy2oC246WFJSCByxgwa33sf3dlpdDhCCNFrjbWuhIW0NBXgKr5pq2im+mSj0aEIIQQdba0c2vQxE+cWEhYZZXQ4ASlzSgEdrS1Ul5wwOpRB06+EhVJqVC9Oewm4+oKxNcAUrXUBcBR42OvYCa31NPfjW17jzwIrgBz348JrikHksFqDsqXphRLvuZuOkyepffFFo0MRQayXc7EQ53gSFrLCQgCMm5mKOcTE4c0VRocyZMk8LITvHPnsUzrbWsmX7SDdysx11bEIpm0h/V1hseVSJ2itPwGsF4x9qLW2e10jo6drKKXSgFit9WbtWq/4J+DL/QtZDJS223E0NGBOCO4tIQAxRUXEXHM1Z3/7O9pPBE+GUwScS87FQnhrrG3DZFFExoQaHYoIAGERFsZOS+HYtiocnVJIup9kHhbCR/at/YCkjCxGTZhkdCgBKyo+geTM0ZQFUeHN/iYsfLEt4x7gfa8/j1FK7VJKfayUKnSPpQPlXueUu8eEARz19aB10G8J8Rj5yCOYIiOpeOTf0UG0j0wEFNkiJ/qkobaNmMRwlEm+dYTLpLkjaW+xc3J/rdGhDFXyj0kIH6gpK6Xi+BHyi5YFbTfC3sqcUsDpwwdx2INja3p/ExYDqs6klHoEsAN/cQ9VAFla6+nA94G/KqVi6fqHQLf3VkqtUEptV0ptr6mpGUiIogsOq2vBjGwJcbEkJzPiJw/Tuns3tr++anQ4IjhJpTzRJ43WNmJlO4jwkjEpgYiYEI5uk24h/STzsBA+sG/tB5gtFnIXLjY6lICXlTcVe0c761/+Ax1trUaH43eW7g4opZ6m60lYAfH9vaFS6k7gemCJe5sHWut2oN39fIdS6gQwAdeKCu9tIxnAme6urbV+HngeYNasWfIDxMfsNhuArLDwErt8OfWr3qX6178mevFiQjNkAZDwLX/NxSI4Nda2klyQbHQYIoCYzCZyZo3gwKdnaG+1ExbR7VvDoCXzsBD+1dnRzsFP15EzZz4RMbFGhxPwxs68jGnLrmP3B+9SsmsbV973AGOmzTQ6LL/p6afS9n4e65ZS6mrgIeAKrXWL13gKYNVaO5RSY3EV1yzWWluVUo1KqbnAVuAO4On+3FsMnMPqTlgEeVtTb0op0n72KMVfWk7lo4+S+YcXZBmb8DWfz8UiOHV2OGht7CRGOoSIC+TMHsHe9eUU76pm8uVSQ7ILMg8L4UfHt35Ge3Mz+UVLjQ5lSDCZzCy551+ZePlC1vz+aV5//FEmFy5m0R33ERkbZ3R4PtdtwkJr/XJX40qpcOBLl7qwUupVYBGQrJQqBx7F1RUkDFjj/qVui7sjyELgP5VSdsABfEtr7SnY+a+4Oo5E4Kp54V33QgwiR507YREvKyy8haSnk/KD71P12M+pf/Mt4r8idWGF7wx0LhbCo8kqHUJE10ZkxxKbEsHRz6skYdEFmYeF8K+96z4gfkTauQ4YoncyJuVx+y//l61v/p3P3/x/lO7eweK7VjBp/hXD6gPUXtWwUEqZlVLXKKX+BJwEvnap12itb9Vap2mtQ7TWGVrrF7XW47XWmRe2L9Va/1Nrnae1nqq1nqG1fsfrOtu11lO01uO01g96tpGIwWf31LBIkNWPF0q49VYiZs6k6oknsEv9FOEn/ZmLhfBokJamohtKKSbMHsHpIzaa69uNDiegyTwshG9Zz5ym/OB+phQtRZn6W14xeFlCQ5l/8zf4xhNPET8ijfee/m/eeOJnNNRUGx2az/T4XaGUWqiUeg4oBe4DlgJjtNY3DkJsIsA4bHWYYmJQodIO70LKZCLtscfQra1UPvZzo8MRw4zMxcIXGt0JCym6Kboy4bIRaA3HtlUZHUpAknlYCP/Yt+4DTGYzUxZdaXQoQ1pKVja3PPYrFt+1gvJDB3jpB99m5/tv43T6t5Ohw25n+6o3sHd0+O0e3SYs3Ns4ngA2Abla638BWr1rT4jg4rBapeBmD8LGjiH5wQdp/PBDGj740OhwxDAhc7HwlcbaVkxmRWRcmNGhiACUMDKKlKwYjn4uCYsLyTwshH847J0c+HgtY2fMJh1VwIQAACAASURBVEq2nA+YyWRmxjXLuet/fkf65DzWv/Q8f/vpjzhbVuqX+zXUVPPazx7i4z+/yPFtm/1yD+h5hcU/gXRcS92+pJSKQlo3BTWHzYpFEhY9Srr7LsJyJ1P52GM46uuNDkcMDzIXC59orG0jOiEMk2n47GsVvjVh9ghqyhqxVTYbHUqgkXlYCD84sX0rrQ31FCxZZnQow0psSipf/fHPuPY7P6SuqoI///h7bHrtz3S2t/nsHse3beHPD32X2vIyrv/eQ0yaf4XPrn2hbhMWWuv/A2QDTwKLgaNAilLqZqVUtN8iEgHLbquTFRaXoEJCGPXzn+Ow2aj65a+MDkcMAwOdi5VSK5VS1Uqp/V5jiUqpNUqpY+7/JrjHlVLqf5VSx5VSe5VSM7xec6f7/GPu9tRiiGmobZMOIaJHOZeNAAVHZVvIefw0D/9MKXVaKbXb/bjW69jD7nn4iFJqmdf41e6x40qpH/vyaxTCCPvWfUhMUgqjp043OpRhRynF5AWLuOvJZ5l4eSFbXn+NP37/Xzm6dRMDKQnpsHey/uUXeOu/f05s6gi+8cRTTJxX6MPIL9ZjDQvtsk5r/U1cE/VtwJdx7d8TQcZhtUpL014Iz80l6d57qX/9dZo2bTI6HDEMDHAufgm4+oKxHwNrtdY5wFr3nwGuwdVWOgdYATwLrgQHrk5Pc4DZwKOeJIcYOhpr26R+hehRVFwYGRMTOPp51YDe0A5HfpiHAX7tVYj+PQClVC5wC5Dnfs3v3IU+zcBvcc3TucCt7nOFGJLqq6so3buLKYuvxGQyGx3OsBUZG8e1D/6Amx99nLDIKN558nH+8fN/p7a8rM/Xqquq5NWf/oid773F9Ku/xK2P/TcJI/3fWaqnGhYvef9Za92ptX5Ha30bkOnvwERg0VrjsNmwJMrvKL2R/MC3Cc3OpvI/HsXZLEtrRf8NdC7WWn8CWC8YvgHwtOl7Gdebbs/4n9xvzLcA8UqpNGAZsEZrbdVa24A1dP3mWwQoe6eDloYO6RAiLmnC7BE01LRSVdpgdCgBw0/zcHduAP6mtW7XWpcAx3ElimcDx7XWxVrrDuBv7nOFGJL2b1gDwJTFVxkcSXDIzM3n9ieeouieb1FVcpyX/+1B1r/8Au0tvfs95ejWTfz5oe9SV3mG5d//CUV3348lJMTPUbv0tMKioLsDWutWP8QiApizuQXd0SFbQnrJFBZG2i9+Tufp01Q/9ZTR4YihzR9z8QitdYX7GhVAqns8HTjldV65e6y78YsopVYopbYrpbbXSIvfgNFkdbWqlISFuJSx01MxW0wck+Kb3vz1nvhB9/a7lV6r1gY8DwsR6JwOB/vXr2HM1BnEJqde+gXCJ0xmM9OXXc89v3me/MVL2fn+26z83v3sX78G7XR2+Rp7RwdrVz7LO08+TuKodG7/5VPkzLl8UOO29HAsUik1HeiyOpfWeqd/QhKByGFzfTBgTpAtIb0VOXMmCbfdhu3PrxB7zTVETpf9eaJfBnMu7uoeuofxruJ5HngeYNasWbKmPEA01Lp+p5ItIeJSwiIsZOcncWx7FfNvHI/J3OPu4WDhj3n4WeAxXHPpY8D/APd0cw9N1x8ydjvHKqVW4NraR1ZWVj/CE8J/SnbvoMlaS9Hd9xsdSlCKjI3jqhUPUnDl1az943N88NxT7P1oNUV338/I8RPOnWerOM2q3/yK6tITzLzuyxTedidmy+CsqvDWU8IiHdfk2d3EWeSXiERActhsAJgT4g2OZGhJ+f73aVy/nop//ylj3ngdU2ioz++hnU50ZyemMGlVOEz5Yy6uUkqlaa0r3Fs+qt3j5Zy/vDkDOOMeX3TB+IZ+3FcYpLHWVRlcim6K3pgweyQndtVQfthGVl6S0eEEAp/Pw1rrc0tYlFIvAKvcf+xuHqaH8a6uL8ljEbD2rfuAyLh4xs6YbXQoQW3E2PHc+n9/xcFP1/PJX/7IXx75PlMWX0XhrXdStn8Pa154BpPJzJd/9FPGzZxjWJw9JSyOa60lKSEAsFtdKyws/z979x0eVZn2cfz7zKT3SSGBhN5C79hFpUgTEETAArruomtZe8e1srrW1dXXgqK4iggIgoggYsFGCU1K6CWkkAkpk4RkkszM8/6RwY1LT2Zykpn7c125Jjk5c+an1+7JeM/z3Lc03Twr5ohwmj75BIem3kzeq6+SeP/9Hr2+drnIuvNOytZvoPnbbxParatHry8aBG/cixcDU4Dn3I+Lahy/XSk1h+oGmzZ3UWM58I8aS5aHAA97OJPwopJ8O8qkCI/2fNFU+J6WXeMICg1g19pcKVhU8/h9+FjR2P3jlcCxCSKLgdlKqZeBZlQ3QV5LdbGkvVKqNZBFdWPOazyZSYj6UFqQz74N6+h3xVjMAaf6T1FRH5TJRJcBA2nX7zxWL5jDhqWL2PHzKhyVFTTtkMrIOx8wfNuO/K9EnBFnYRGA9LCohYiLLyZmwgQK3ptJWJ8+RF7mufc8BTNnUrLiG0yRkWRMmULKG68Tft55Hru+aPyUUp9QvToiXimVSfW0j+eAuUqpm4AMYLz79KXAcKqbvJUBNwJorQuUUk8D69znPaW1PtMGcqIBKM63E2EJluX94oyYA0207Z3AnjQrVZVOAoOkg39dnOQ+fIlSqifVKzQOADcDaK23KaXmAtsBB3Cb1trpvs7twHLADMzUWm+r538UIeps2w8r0S4XXS8bYnQUUUNwWBgDrvsTXS8dzM9z/kNscnPOu2pSgygqnSrBgwBKqRCgHdU31L1aa3t9BBMNi9O9wkLGmtZO4iMPY9+yhewHH6L1gs8Ial73QTtl69ZhfeVfRA4dSuLDD3Hoz3/h0NSbafbCC0QNvfz0FxCNRZ3uxVrrSSf51cATnKuB205ynZnAzDN5TdHwlBbISFNxdjr0TyL95xwO/HaE9n0TjY5jNG/ch987xfnTgeknOL6U6sKyEI2SdrnY8u1ymnfpXi/jMMXZi0tuzqh7HzE6xh+c6qOW75RSz1O9l24W8BFwSCn1vFKq/rttCEM5iwpRgYGYwsONjtIomYKDSX7tVTCZyLzzTlwVFXW6nuPIEbLuuZeglBSaPvM0gYmJtPzoP4R07UrW3XdT+OlcDyUXDYDci0WdFefbiYyVgoU4c83axxAeE8wumRYCch8WwiP2b16PzZpL90EyGV2cuVMVLJ4HYoHWWus+WuteQFsgBnixPsKJhsNRUIDZYkGpEzbIFmcgKCWFZv98jort6eQ+80ytr6OdTrLuux9ncTHJr72KOSICAHN0NC1mvkf4xRdx+PHHOfLWW1R/YC4aObkXizpxVrk4aquQkabirJhMivZ9m5CxNR97aZXRcYwm92EhPGDT8i8Jt8TSvr9sXxZn7lQFi5HAX7TWJccOaK2Lgb9SvcdZ+BFnQaFsB/GAyEsuIe7mmymaN5+iBQtrdY0jb7xB2erVJP3974R07PiH35lCQ2n++utEjbqCvH+9Su6zz550rrJoNOReLOqkpNAOWiaEiLPXoX8SLpdmzwbr6U/2bXIfFqKOig7nsH/TeroPvNyQ0Zii8TpVwULrE3w86278Ix/b+hlnYaGMNPWQhL/dQdi553L4ySex79hxVs8t/fEnjrz5FtFjxxIzbuwJz1GBgTR77jlip0ym8MP/kP3QQ+gqv/90rDGTe7Gok5KC6m320sNCnK345hFYksLYtfaw0VGMJvdhIepo04qlmEwmug+U7SDi7JyqYLFdKTX5fw8qpa4Dzu6/skSj5ygsIMAiKyw8QZnNJL/0IuboaDLvvBNnScnpnwRU5eSQff/9BLdvT9Jj0079GiYTTR56iIS77qJ48Rccuv12XOXlnogv6p/ci0WdlORXFyxkS4g4W0opOvRPJGePjeJ8v/4bIvdhIeqgqsLO1u++pl3/84mIlVHJ4uycakrIHcB8pdSfgPVUV5D7AaFUz4sWfsRZWCRbQjwoIC6O5H+9wsHJU8h++GFS/v3vU/YH0VVVZN19D7qqiuRX/4Up9PRLu5VSxN9yM2aLhcNPPknGn26i+Zv/hzlGVso0MnIvFnVSkm9HKQi3BBsdRTRC7fslsWbxfvakWel9eUuj4xhF7sNC1MGOn1dRcfQovS4fYXQU0QidaoXFIq31OcDTVM+HzgCe0lr311pn1Uc40TDoqipcxcWyJcTDwnr3psl991L6zUoKZr5/ynOtL75E+aZNNJ3+DMGtW5/V61gmXE3yK69g37qVg9dPpipXOr43MnIvFnVSkm8n3BKM2XyqP/lCnFh0QihJbaL8fVuI3IeFqCWtNRuXLyG+RSuSU7sYHUc0QqdaYaEAtNYrgZX1E0c0RI7CQgACZIWFx8VOmUL5xk1YX36Z0O7dCOvX77hzir/+moJZs7Bcdx1RQ2u37y/q8iGYo98h89bbODjpGpq/8zbB7drVNb6oH3IvFnVSnF8uI01FnbTvl8SPn+4iP6uUuOQIo+MYQe7DQtRS9q4d5B3Yx+C/3C7TBkWtnKpgkaCUuudkv9Rav+yFPKIBchYWAWC2WAxO4nuUUjSd/gwVO3eSec89tFmwgICEhN9/X3nwIDmPPEpI9+4kPnB/nV4r/NxzafHhhxyaOpV9V44l7oYpxN9yC6bw8Lr+YwjvknuxqJOSfDvJHeT+LWqvXZ8m/DRvN7vWHua8K/2y2C33YSFqadPyJQSHhdPpwkuMjiIaqVOtDzUDEUDkSb6En3AWFgBglqabXmGOiCD51VdxlZSSde99aIcDAJfdTuadd4HZTMorL6OCgur8WqFdu9Bm8SKiR44kf8a77B0xkuJlyzhB83PRcMi9WNSa0+niaFGFNNwUdRIWFUTzTrHsWpeLdvnl3wu5DwtRC0eLCtm1+me6XDKIwBD5OyRq51QrLHK01k/VWxLRYDndW0Kkh4X3hHTsQNMnnyD7wYfIe/U1mtx7D7nTp1OxYwcpb71JYHKyx14rID6eZs/+g5jx4zn89NNk3XU3YeedS9JjjxHcpo3HXkd4jNyLRa0dLaxAa5kQIuquQ/9Evnk/n5y9Npq197v3A3IfFqIWtqxcjsvpoOeQ4UZHEY3YqVZYyCYjAYCjoHqFhfSw8K7o0aOJmTCB/BkzyJ42jaJ584mbOpXISy7xyuuF9e5F6/nzSHxsGvat29g3egzWF1/EdfSoV15P1Jrci0WtFctIU+EhrXvEExBk8tfmm3IfFuIsuZxONn/zFS2798LS1HMfvAn/c6qCxcB6SyEatN97WMg4TK9LfORhQrp0wTb/M8L69SPhb3d49fWU2UzstdfSdtlXRF9xBfnvvsfe4SMo/uor2SbScMi9WNRaibtgESUFC1FHQSEBtO6RwJ4NVpwOl9Fx6pvch4U4S3vSVlNakE+voSONjiIauZMWLLTWBfUZRDRczoICTNHRqIBT7SASnmAKDibltVexXDOJ5Jdfqrd/5wFxcTT7x3RafjIbc1wsWXffQ8aNf6Ji7956eX1xcnIvFnVRkl8OCiIsUrAQddehXyIVRx1kbPev25Lch4U4e5uWLSEqoQmte/U1Oopo5GQouzgtR2EBATIhpN4EJieT9Pe//2FaSH0J69WL1vPmkfj3x7Bv386+0WPIff4FXHZ7vWcRQtRdSb6d8OhgzAHy517UXfMusYSEB/rrthAhxBk6cuggh7Zvocfg4ZhMZqPjiEZO3sGI03IWFslIUz+izGZir7mmepvI6FEUzJzJgWuuofLQIaOjCSHOUnG+XbaDCI8xm0206RnPwa35/rgtRAhxhjYt/xJzYCBdLx1sdBThA7xasFBKzVRKWZVSW2sci1VKrVBK7XY/WtzHlVLqNaXUHqXUb0qp3jWeM8V9/m6l1BRvZhbHcxYUYJaGm34nIDaWZtOnk/LWm1RlZrF/3FWUfP+90bGEEGehpMAuDTeFR7XsFk+V3UnOniKjowghGqCKsqNsX/UtqecPICwq2ug4wgd4e4XFB8DQ/zn2ELBSa90eWOn+GWAY0N79NRV4E6oLHMDjwDlAf+DxY0UOUT+chYUExMq/cn8VeckltP5sPoHJyWTe8lfyXnsN7XQaHUsIcRoup4vSwgoiY6VgITwnJdWCKUBxYGu+0VGEEA3Qth++parCTs/LRxgdRfgIrxYstNargP9tVDQamOX+fhYwpsbxD3W11UCMUqopcDmwQmtdoLUuBFZwfBFEeInWGkdREeYYKVj4s6DmzWn1yWyix47lyP+9yaGpN+MoLDQ6lhDiFEqLKtAuLSsshEcFhQSQ3MHCwS1SsBBC/JHWmk1ff0nTdh1Jatve6DjCRxjRwyJRa50D4H5s4j6eDNTcJJ/pPnay46IeuEpKoKpKtoQITCEhNJ3+DElPPUnZ2rXsHzeO8i1bjI4lhDiJ0oJjI01DDU4ifE2rbnEU5ZZRlFtmdBQhRAOSsWUzhdmZsrpCeFRDarqpTnBMn+L48RdQaqpSKk0plZaXl+fRcP7K6f4U3WyJMTiJaAiUUliuvpqWs2ejUBy85loKP52L1if8v6QQwkDF+dUFC1lhITytZdd4AA7KthAhRA2bvl5CaFQ0Hc690OgowocYUbDIdW/1wP1odR/PBJrXOC8FyD7F8eNord/RWvfVWvdNMGAkpC9yFFTv6AmQFRaihtBuXWn12XzCzjmHw48/Ts4jj8roUyEamBJ3wSIiNtjgJMLXRCeEYkkK48CWI0ZHEV6w89efSP/xO6NjiEam+IiVvWlr6XbZEAKCgoyOI3yIEQWLxcCxSR9TgEU1jk92Tws5F7C5t4wsB4YopSzuZptD3MdEPXAWVncBl7Gm4n8FWCw0f/st4m+9FdvChRyYJKNPhWhISvLthEUHERBoNjqK8EEtu8WTvbuISrvD6CjCg7TWbF6xlBUz3qDocI7RcUQjsnnFVwD0GDzM4CTC13h7rOknwK9AR6VUplLqJuA5YLBSajcw2P0zwFJgH7AHmAHcCqC1LgCeBta5v55yHxP1wFlY/a/abJEVFuJ4ymwm4W930Pztt6jKzmb/uKso/eEHo2MJIajeEiITQoS3tOoah8upOZQub8l8iVKKobfejclsZukbL+GSqWDiDDgqK9mycjlt+/YnKr7J6Z8gxFnw9pSQSVrrplrrQK11itb6Pa11vtZ6oNa6vfuxwH2u1lrfprVuq7XuprVOq3GdmVrrdu6v972ZWfzRsR4WMtZUnErEgAHVo09Tkjl0+x3Y09ONjiSE3yvJLydK+lcIL0lqF01QaIBMC/FBUfEJDLzpr+Ts2sHaz+cZHUc0ArtW/0R5STE9h4w0OorwQQ2p6aZogBwFhajgYFSodJkXpxaUkkKL994jICaGrPvul54WQhjI5dKUFlYQKRNChJeYzSZadI7l4NZ8tEsaL/uaThdeQuoFA/j1s084vHe30XFEA7dp+ZdYmqXQolsPo6MIHyQFC3FKzoICzLGxKHWiYS1C/FGAxULTZ5+lcu9erC+8aHQcIfxWma0Cl1PLhBDhVS27xVFWXEneoRKjowgvGPinvxIWY2Hpv1+kSj6EECdxeO9ucvbspOeQEfLfC8IrpGAhTslhzSUgPt7oGKIRibjwAiyTr6fw448pXbXK6DhC+CUZaSrqQ8sucaDggGwL8UkhEREMu/VuCnOy+OGjmUbHEQ3UxmVfEBgSSpcBA42OInyUFCzESWmtsafvILhjB6OjiEamyb33Ety+PdmPPIojX97IClHfjo00lR4WwptCI4NIbBXFQRlv6rNadO1BnxFj2LxiKfs2rjM6jmhgio/ksePnH+h66SCCw8KMjiN8lBQsxEk5cnNxFhYSktrJ6CiikTEFB9PsxRdw2WzkTHsMrWV/sxD16VjBQqaECG9r1S0O68ESjtoqjI4ivOTCiZOJb9GK5W++Slmxzeg4ogHZsPRztNb0HXGl0VGED5OChTgp+/bqSQ8hnaVgIc5eSMeOJNx7D6XffUfRp3ONjiOEXynJLyc0MpCAILPRUYSPa9m1ettoxjZZTeerAoKCGH77vVQcLWXFO/+WDyEEAOWlJfz2zXJSLxhAVIKMMhXeIwULcVL29O2gFCEdOxodRTRSsZMnE37+eeQ+9xwV+/YbHUcIv1Gcb5cJIaJexDePIDw6SMab+riElq25YOJk9qxbzdbvVxgdRzQAm79eSlWFnX6jxhkdRfg4KViIk7KnpxPUsiWm8HCjo4hGSplMNH32OUzBwWTffz+6stLoSEL4hZICu/SvEPVCKUXLbvFkpBfgdLiMjiO8qO+IMTTv0p3vPphBUe5ho+MIA1VVVrDhq8W07tmHhBatjI4jfJwULMRJVWxPl+0gos4CE5uQ9PRT2LdtI+/1N4yOI4TP0y5NSYFd+leIetOyaxxVdifZe4qMjiK8SJlMDL31bkwmE1+9/hIup9PoSMIg275fSXmxjX6jrzI6ivADUrAQJ+QsKqIqO5vgTlKwEHUXNWQI0ePGkj9jBmXrpMt4Q6GUulsptU0ptVUp9YlSKkQp1VoptUYptVsp9alSKsh9brD75z3u37cyNr04mbLiSlwOLSNNRb1JSbVgDjDJthA/EBWfwMCb/kr2rnTWfj7P6DjCAC6Xk7QlC0hq14GUTl2NjiP8gBQsxAnZd+wAIKRTZ4OTCF+R9MgjBDZvTtaDD+IsLjY6jt9TSiUDfwP6aq27AmZgIvBP4BWtdXugELjJ/ZSbgEKtdTvgFfd5ogEqKXBPCJGChagnQSEBJHeI4YCMN/ULnS68hI7nX8yvn33C4b27jY4j6tnuNb9gyz1M/1FXoZQyOo7wA1KwECdkT3cXLGRLiPAQU3g4yS88jyPXyuGnnjY6jqgWAIQqpQKAMCAHuAyY7/79LGCM+/vR7p9x/36gkncqDVJxfjkgBQtRv1p2i8NmLacot8zoKKIeDLrpVsJiLCx9/SWqKuxGxxH1RGvN2kXzsTRNpm2/c4yOI/yEFCzECdnTtxOQmEhAbKzRUYQPCe3Rg/hb/0rxkiXYvlhidBy/prXOAl4EMqguVNiA9UCR1trhPi0TSHZ/nwwccj/X4T4/rj4zizNTku9eYSE9LEQ9Ojbe9OBW2RbiD0IiIhj617sozM7kh4/eNzqOqCcZWzdj3b+XvldcickkY7NF/ZCChTihivR0QlJTjY4hfFD8zTcT2qsXh598kqqsLKPj+C2llIXqVROtgWZAODDsBKfqY085xe9qXneqUipNKZWWl5fnqbjiLNjyygmNDCQoJMDoKMKPRCeEYkkKk20hfqRlt570GTGazV9/yYHNG4yOI+rBusWfER5jofNFlxkdRfgRKViI47jsdir27SdYtoMIL1ABATR7/p+gNVkPPoiWLuNGGQTs11rnaa2rgAXA+UCMe4sIQAqQ7f4+E2gO4P59NFDwvxfVWr+jte6rte6bkJDg7X8GcQI2azkxTcKMjiH8UMtu8WTvLqLS7jj9ycInXDhxCpamzfj2g3dwOqqMjiO8KHffHg7+tpHew0cTEBRkdBzhR6RgIY5TsWsXOJ2EyIQQ4SVBzZuTOG0a5WnryZ850+g4/ioDOFcpFebuRTEQ2A58BxybUzYFWOT+frH7Z9y//1ZrfdwKC2G8ImsZ0U1CjY4h/FCrbnG4nJpD6cfVMoWPCggK4pLJf6EwO5ONy2Srpy9b98UCgkJD6T5oqNFRhJ+RgoU4jn17OgAhnWVCiPCe6DGjiRw8iCOvv0HloUNGx/E7Wus1VDfP3ABsofrvwTvAg8A9Sqk9VPeoeM/9lPeAOPfxe4CH6j20OK1Ku4MyWyXRssJCGCCpbTRBoQEckPGmfqVN73607tmHX+d/QpmtyOg4wguKcg+z69ef6D5oGCHhEUbHEX5GChbiOPb0dExRUQQmJ5/+ZCFqSSlF4qOPosxmDj/5FPJhff3TWj+utU7VWnfVWl+vta7QWu/TWvfXWrfTWo/XWle4z7W7f27n/v0+o/OL49nyqieERCfICgtR/8xmEy26xHJwaz7aJff0mpRSM5VSVqXU1hrHYpVSK5RSu92PFvdxpZR6TSm1Ryn1m1Kqd43nTHGfv1spNeVEr2WEAZP/jKOygp/mfGh0FOEFaUsWokwm+gwfbXQU4YekYCGOY3c33JSJhcLbApOSSLjrLo7+9BMlX31ldBwhGj2btbpgIT0shFFadY2jvLiSvEMlRkdpaD4A/nct/UPASq11e2Al/125Ngxo7/6aCrwJ1QUO4HHgHKA/8PixIofR4pKb02voFWz5bgW5+/YYHUd4UFmxjW3fraDzxZcSESvDwUT9k4KF+APtcFCxc6f0rxD1xnLtNYR06cLhfzyLs7jY6DhCNGq2vDIA6WEhDNOiSxwoOPCbTAupSWu9iuMbFY8GZrm/nwWMqXH8Q11tNdXNkJsClwMrtNYFWutCYAXHF0EMc+64iYRGRvHtB+/IqkkfsnHZFzgcVfS9YqzRUYSfkoKF+IPKAwfQFRWEyIQQUU+U2UzSk0/iLCjA+sorRscRolErspYTFhUkI02FYUIjg0hqHcXBrdLH4gwkaq1zANyPTdzHk4GazZ0y3cdOdrxBCAmP4MKJk8neuZ2dv6wyOo7wgEp7OZuWLaFd33OIS25udBzhp6RgIf7Anl7dcDM4VQoWov6Edu2C5bprKZrzKeWbNhkdR4hGyyYTQkQD0LJrPNaDJRy1VRgdpbE60Z5cfYrjx19AqalKqTSlVFpeXp5Hw51K10sH0aRVW374+H2q7PZ6e13hHVtWfo39aCn9Ro0zOorwY1KwEH9g356OCgoiuE1ro6MIP5PwtzsJaNKEnMefQFfJLHchaqPIWi79K4ThWnar3ud+tqsssncXkbZ0Py6nyxuxGqJc91YP3I9W9/FMoObH2SlA9imOH0dr/Y7Wuq/Wum9CQoLHg5+MyWTm0hunUpp/hLWLP6u31xWe53Q4WP/l5ySndqFZB/kgUxhHChbiD+zp6QR3gT1BPwAAIABJREFU6IAKDDQ6ivAz5ohwEqc9SsXOnRR8KF3GhThbleUOyosrZYWFMFx8SgThMcFnXLAoyi3jq7e2sPClDaxZvJ+cvTYvJ2wwFgPHJn1MARbVOD7ZPS3kXMDm3jKyHBiilLK4m20OcR9rUFJSu9Dx/ItJW/wZxXnW0z9BNEg7f1lFSX4e/UdfZXQU4eekYCF+p7WunhAiDTeFQSIHDSLissvIe/0NqrKyjI4jRKPy35GmssJCGEspRctucRzaXoDTcfLVEvbSKn78dBefPLmGQ+kF9B3eCqUgc0dhPaatH0qpT4BfgY5KqUyl1E3Ac8BgpdRuYLD7Z4ClwD5gDzADuBVAa10APA2sc3895T7W4Fx87Y2gFD98NNPoKKIWtNasW/wZcSktaN2zj9FxhJ+TgoX4nSM7G5fNJg03hWGUUiRNexSU4vBTT0uXcSHOQpG1ekJITKKssBDGa9U1jqoKJ9m7i477nbPKxcavM/jPY7+y5ftMOl3QlOuePo9zRrUhoWWUTxYstNaTtNZNtdaBWusUrfV7Wut8rfVArXV792OB+1yttb5Na91Wa91Na51W4zoztdbt3F/vG/dPdGpR8Qn0H30Vu1b/xKFtvxkdR5yl/ZvSOHLoIP1GjUOZ5D8XhbHkf4Hid8cabsoKC2GkwGbNSLjjDkp/+IGSr1cYHUeIRsNmlRUWouFISY3FHGDi4Jb/bgvRWrM7LZePn1jNLwv20LRtNBMe688l16YSFhXkfp4F64FiKu0Oo6ILD+k7aiyR8Ql898E7uFxOo+OIs7Bu0WdExiWQesEAo6MIIQUL8V/27elgMhHcsaPRUYSfi73+OoI7dSJ3+nScpaVGxxGiUbBZywiPDiIw2Gx0FCEIDDaT3DGGA1uPAJCz18Znz6/n63e3ERQSwKg7ezLy9h7ENYv4w/NSUi24XPqEKzNE4xIYFMyA624iL+MAW1Y2uFYb4gTKbEX8OPsDMtO30mfEaMwBMiJbGK/eCxZKqY5KqU01voqVUncppZ5QSmXVOD68xnMeVkrtUUrtVEpdXt+Z/YU9PZ2g1q0xhcpyYmEsFRBA0yefwJGXR96/XjU6jhCNQpG1nGiZECIakJZd47FZy/ni35tY8MJ6SgrsXDY5lasf7UfzTrEnfE7TNtGYA0w+uS3EH3U49wJSOnflp08/wi4fQDRYhTlZrJjxOjNu+xNrF39Gh3MuoPvAoUbHEgKAei+baa13Aj0BlFJmIAtYCNwIvKK1frHm+UqpzsBEoAvQDPhGKdVBay1ryzzMvmMHYX2ksY5oGEK7d8cyaRKFH39M9OhRhHbrZnQkIRo0W14ZrbvHGx1DiN+16hbHj59C9h4b/a9oTc9BLU67AiggyExS22gpWPgIpRSXTpnKRw/dxa/zZ3PpDVONjiRqyNm9k3WLP2P3ul8xBwTQ+eLL6DvySmKbpRgdTYjfGb3OZyCwV2t9UCl1snNGA3O01hXAfqXUHqA/1Z2WhYc4Cgtx5OQQ0inV6ChC/C7h7rsoWbGCnMcfp/XcuShZmijECVWUOygvqZIVFqJBiYoP5cr7ehOdEEp4dPAZPy8l1cKaRfsoK678vbeFaLyatGpD90GXs3H5EroPGkpcSgujI/k17XKxb2MaaV8sIDN9K8Hh4ZwzZjy9hl5BeIzF6HhCHMfoHhYTgU9q/Hy7Uuo3pdRM93xpgGTgUI1zMt3HhAdVSMNN0QCZIyNJfPQRKranU/jxx0bHEaLBsh2bECIFC9HANGsXc1bFCoCUjtVvAbN2ySoLX3H+1dcRFBrKd7NmyAQwgziqqtj63Qo+uO82Pn/+KWx5uVwy+S9MfeN9Lpw4WYoVosEyrGChlAoCRgHz3IfeBNpSvV0kB3jp2KknePoJ73RKqalKqTSlVFpeXp6HE/u2YxNCgqVgIRqYyMsvJ3zAxVhffY2qnByvvIZ2ucieNo3CefNOf7IQDdDvE0KaSA8i0fg1aRlJUIhZtoX4kLCoaM4ffy0Hf9vI3vVrjY7jdzavWMp7d9zE8rdexWw2M/z2e7np1Rn0GTGaoFApdIuGzcgVFsOADVrrXACtda7W2qm1dgEzqN72AdUrKprXeF4KkH2iC2qt39Fa99Va901ISPBidN9j355OQNOmBFikuioaFqUUSY/9HVwuDk+f7pXXKPzoY2zzP8P6wou4jh71ymsI4U1F7hUWUQlSsBCNn8lsolkHC5k7pWDhS3oMHk5cSgt++PBdqux2o+P4jdz9e/nm3f8jOjGJcY88xfXP/5tOF10qE0BEo2FkwWISNbaDKKWa1vjdlcBW9/eLgYlKqWClVGugPSClWQ+zp6fLdhDRYAWlJJNw+22UfrMS25dfevTalQcPYn35ZYLbt8dVXEzRgoUevb4Q9cFmLSfCEkxgkIw0Fb4hpaOF4rxyivPLjY4iPMQcEMBlN95CkfUwy996VbaG1JP1SxYSGBLKmAf+TqsevTlF30AhGiRDChZKqTBgMLCgxuHnlVJblFK/AZcCdwNorbcBc4HtwDLgNpkQ4lmusjIq9++XgoVo0GKnTCG0Z08O//1xKjMyPHJN7XKR8+g0VGAgzd+dQWivXhR8+CHaKbcY0bgUWctkO4jwKSmp1Ss+ZVuIb2nRtTsXTpzMzl9/JO2LBad/gqiT4iN57PhlFd0HDiEkPMLoOELUiiEFC611mdY6Tmttq3Hseq11N611d631KK11To3fTddat9Vad9Raf2VEZl9m37kTtCaksxQsRMOlAgNJfulFMJvJuudedGVlna9ZOPsTytLSSHzoIQITE4m94QaqDh2i5JuVHkgsRP2xWctlQojwKbHNwgmNCpKChQ/qP/oqOpx7IT/OnsWBzRuMjuPTNixdBEDv4aMNTiJE7Rk9JUQ0ABU7dgAyIUQ0fIHJyTT7x3TsW7difenlOl2rMiMD60svEX7xRUSPvRKAyEEDCWzenIL33/dEXCHqhf1oFfajVcQkSMFC+A6lFCkdLWTtLJStAz5GKcXlf72TuOYt+PLV5yk67J2G2v7OfrSU31Yup+N5FxEV38ToOELUmhQsBPbt6Ziiowlo2vT0JwthsMhBg7Bcdx0Fs2ZR8u13tbrG71tBzGaaPvXU7/s5ldlM7OTJlG/aRNnGjZ6MLYTXyIQQ4atSUi2UFVdSkCPNkH1NUEgoo+99FIBFL02XJpxesGXlcqrs5fS9YqzRUYSoEylYiN8bbkoTHtFYNHngfoI7dyLn4YdrNeq08JNPKFu3jsSHHyIwKekPv4sZeyWmqCgKPpjlqbhCeJUtr3pCSIxsCRE+JqWj9LHwZTFJTRnxt/vJP5TBsjf/JStpPMjpqGLDV4tp0bUHia3bGh1HiDqRgoWf01VVVOzaJdtBRKNiCgoi5eWX0VVVZN17H9rhOOPnVh46hPWllwm/8EKixx7/qYMpPBzLhKspWbGCysxMT8YWwiuKrOWgICohxOgoQnhUVHwoUfEhUrDwYa169uHCSZPZtfon1i6ab3Qcn7Hj51WUFuTL6grhE6Rg4ecq9u1HV1ZKw03R6AS1akXSk09SvmEDea+/fkbP+X0riFI0ffqpk64qslx3HZhMFMz60JORhfAKm7WMCEswAYEy0lT4npTUWLJ3FeJyuoyOIryk36hxdDzvIn6a8yH7N603Ok6jp7UmbclC4pu3pFWP3kbHEaLOpGDh5+zp2wFpuCkap+grRhI9biz5b7/D0V9+Oe35hXPmULZ2LU0eepDAU/RsCUxMJHrEcIo++wynzXbS84RoCIqs5bIdRPislFQLlXYn1owSo6MIL1FKcfktd5LQvCVfvvY8hYezjY7UqB3cvIEjGQfoe8VY2e4tfIIULPxcRXo6KiSEoNatjY4iRK0kPfooQW3bkPXAgzjy8k56XmVmJtYXXyL8gguIueqq01439sYb0WVlFM6d68m4QniczVomI02Fz5I+Fv4hMCSEUfdNQ6FY9MIzVNrLjY7UaK1bspAISyypF1xsdBQhPEIKFn7Ovj2d4I4dUGZZSiwaJ1NYGMkvv4yrpITsBx9Eu45fNnymW0FqCklNJey8cyn8z0foykpvRBeizuylVVSUOYiRCSHCR4VGBhGXHCEFCz8Qk5jEiLsepCArk2X/94o04awF64F9ZGzZRK9hozAHBBodRwiPkIKFH9NaY9+xQ7aDiEYvpEMHEqc9ytFffiX/nRnH/b7o008pW7OGJg8+QGCzZmd83bgbbsBhtVK8bJkn4wrhMUXW6gkhssJC+LKUVAuH99pwVDqNjiK8rFX3Xlx07Q3sXvMLaz+fZ3ScRiftiwUEhoTSfdBQo6MI4TFSsPBjVVlZuEpKCEmVgoVo/GKuuoqo4cPJe+01ytb/t2lXZWYWuS+8SPj55xMzfvxZXTP8oosIatuW/Pc/kE96RINky6teNi0rLIQvS+lowelwkbNPegr5g74jryT1ggH89Ol/2LdxndFxGo3iI3ns+GUV3QcOISQ8wug4QniMFCz8mH27u+GmTAgRPkApRdJTTxKYkkLWvffhKCxEa03ONPdWkGeePuvmU8pkIvaGKVSkp1O2Zo2XkgtRe0XWMpSCqDgpWAjf1ax9DMqkZFuIn1BKMeTmO0ho0Yqlr71IYU6W0ZEahQ1fLQag97DRBicRwrOkYOHH7OnpYDYT3KGD0VGE8AhzRATJL7+MIz+fnEcepWjOHMpWr6bJA2e3FaSm6FGjMMfFkf/++x5OK0Td2azlRMSGYA6UP+fCdwWFBpDYKpKsnVKw8BeBwSGMvu9RlMnEgmefwGbNNTpSg1ZRdpQtK5fR8byLiEpoYnQcITxK3uH4sYrt6QS3aY0pJMToKEJ4TGjXLiTefz+l333H4aefIfz884i5+uy2gtRkCg7Gcs0kjv6wioq9ez2YVIi6s1nLZDuI8AspqbFYDxRTUe4wOoqoJ9FNkrjywccpLy1mzhMPUpCdaXSkBuu3b5ZRWV5O35FXGh1FCI+TgoUfs6enEywNN4UPslx/HZGDB2EKDyfpqbPfCnLc9SZNQgUHU/DBLA8lFKLutNYUWcul4abwCykdLWgN2btklYU/adYhlav//iwuh4M5jz+I9cA+oyM1OE5HFRu+WkyLrt1JbNPO6DhCeJwULPyUIz8fh9VKSKfORkcRwuOUUiS/+irtvllBUEpyna8XEBtL9OjR2BYtwpGf74GEQtSdvbSKynIHMVKwEH4gqU00AYEm6WPhh5q0asOEJ57DHBjI3CcfJntXutGRGpQdP6+itCCfvleMMzqKEF4hBQs/Zd9efbOXkabCVymTCXN0tMeuF3vDFHRlJYWzP/HYNY2mlIpRSs1XSu1QSqUrpc5TSsUqpVYopXa7Hy3uc5VS6jWl1B6l1G9Kqd5G5/d3RdbqCSHRsiVE+AFzoImm7aLJlD4Wfim2WQqTnnye0Kgo5j/zGAe3bDI6UoOgtSZtyULim7ekVQ/5syx8kxQs/JQ9/VjBItXgJEI0DsFt2hBxySUUzp6Ny243Oo6nvAos01qnAj2AdOAhYKXWuj2w0v0zwDCgvftrKvBm/ccVNdmsZQCywkL4jZTUWAqyj3LUVmF0FGGAqIQmTHzyeaITk1j43BPsSZPpXQd/28iRjAP0GXllnbe/CtFQScHCT9nTtxOYnOzRT6CF8HWxN96Is7AQ26LFRkepM6VUFHAx8B6A1rpSa10EjAaONeuYBYxxfz8a+FBXWw3EKKWa1nNsUYMtrxxlUkTGSeNk4R9SUi0AMi3Ej4XHWLj68WdJaNWGxS9NJ/2n742OZKh1XywgwhJLpwsHGB1FCK+RgoWfqkjfQbCsrhDirIT170dw504UzJqFdrmMjlNXbYA84H2l1Eal1LtKqXAgUWudA+B+PDYfLRk4VOP5me5jwiBF1jIiY4MxB8ifcuEf4ptHEhwWIH0s/FxoRCTjpz1DSmoXlr7+Er99s8zoSIawHthHxpZN9Bo2CnNAoNFxhPAaeZfjh1xHj1J58KD0rxDiLCmliLvxRir37aN01Sqj49RVANAbeFNr3Qs4yn+3f5zIidaa6uNOUmqqUipNKZWWl5fnmaTihGzWctkOIvyKyaRI7mAhc0chWh93+xF+JCg0jCsffoI2vfqyYsbrrPtigdGR6l3akoUEhoTSfdBQo6MI4VVSsPBD9p07QWuZECJELUQNHUpAUhIF739gdJS6ygQytdbHNgHPp7qAkXtsq4f70Vrj/OY1np8CZP/vRbXW72it+2qt+yYkJHgtvL+rHmlaJiNNhd9JSbVQUmCn+Ei50VGEwQKDghl17yN0OO8iVn00k5/nfuQ3haziI3ns/GUV3QcOISQ8wug4QniVFCz80O8TQjrLCgshzpYKDCT2+usoW7MG+/btRsepNa31YeCQUqqj+9BAYDuwGJjiPjYFWOT+fjEw2T0t5FzAdmzriKh/5SVVVNmdMiFE+J1jfSxkW4gAMAcEMuJv99HtsiGs/mwO38+a4QtbNk9rw9LP0VrTe9hoo6MI4XUBRgcQ9c+evh2zxUJAYqLRUYRolGLGj+fozz+jq6qMjlJXdwAfK6WCgH3AjVQXsucqpW4CMoDx7nOXAsOBPUCZ+1xhkCKZECL8VExiGOHRQWTuKKTLRdJGR4DJZGbw1DsICg1l/ZeLiIyLp+8VY42O5TXFR/LY9PVSOl14CVEJTU7/BCEaOSlY+CF7ejohnTrJ+CMhaskcFUWLmTONjlFnWutNQN8T/GrgCc7VwG1eDyXOyLGRprLCQvgbpRTJqRYythWgXRplkvcyovp/FwOu/zP5WZms+Xwe3QYOJTjMNwu6v8z7GLTmgquvMzqKEPVCtoT4GV1ZScXuPbIdRAghGjGbtRyTSRElI02FH0rpGIu9tIr87FKjo4gGRCnFhROux15awoali07/hEboSMYBtv/wLT0vHymrK4TfkIKFn6nYuxeqqgiWCSFCCNFoFVnLiYwPwWSWP+PC/0gfC3EyiW3a0a7feaQtWUh5aYnRcTzuxzkfEhQayjlXXm10FCHqjbzT8TNlaesBCOksE0KEEKKxsuWVEZ3gm8udhTidyNgQopuESsFCnND5V19Lpb2c9UsWGh3FozLTt7Jv/Vr6jb6K0Mgoo+MIUW+kYOFHtNYUzZ1LSOfOBLVqZXQcIYQQtVA90rScGOlfIfxYSmos2buLcDp9fyKEODsJLVqRev7FbFi6mDJbkdFxPEJrzarZHxBhiaX3sCuMjiNEvTKsYKGUOqCU2qKU2qSUSnMfi1VKrVBK7XY/WtzHlVLqNaXUHqXUb0qp3kblbszKN26kYvduYiZNlIabQgjRSJUVV+KocBItE0KEH0vpaKGqwon1gO8t+xd1d95Vk3BUVrJ20Xyjo3jEnrTV5OzawXnjryUwWHoXCf9i9AqLS7XWPbXWx7rUPwSs1Fq3B1a6fwYYBrR3f00F3qz3pD6g8JM5mCIiiB4xwugoQgghasn2+0hTWWEh/FdKRwsoyNxRYHQU0QDFNkuh88WXsfnrpZQUHDE6Tp24nE5+mj2L2GYpdL1kkNFxhKh3Rhcs/tdoYJb7+1nAmBrHP9TVVgMxSqmmRgRsrBwFBZQsW0b06NGYfHTMkxBC+IMiazmArLAQfi0kIpD4lAif6GMhq46947yrJuJyOVmzcJ7RUepk6/ffUJCdyYXXTMFkNhsdR4h6Z2TBQgNfK6XWK6Wmuo8laq1zANyPx+b1JAOHajw3031MnCHbwoXoqiosEycYHUUIIUQd2KzlmMyKyNhgo6MIYahul6TQpleC0TE8RVYde1h0kyS6XTaELSuXY7PmGh2nVqoq7Pw672OadkilXd9zjY4jhCGMLFhcoLXuTfWN9zal1MWnOPdEDRf0cScpNVUplaaUSsvLy/NUzkZPu1wUfjqX0L59CG7f3ug4Qggh6sBmLSMqPlRGmgq/1/mCZvS4rLnRMbxFVh17wDlXTkCZFKsXzDE6Sq1s+OoLSgsLuPiaG6T/nPBbhr3b0Vpnux+twEKgP5B77KbrfrS6T88Eav5FSgGyT3DNd7TWfbXWfRMSfKbiXmdHf/mVqowMLBMnGR1FCCFEHcmEECF8jqw69pLIuHh6DB7Oth9WUpCdZXScs1JeUsy6RfNp06c/KZ26Gh1HCMMYUrBQSoUrpSKPfQ8MAbYCi4Ep7tOmAIvc3y8GJrv37Z0L2I7dxMXpFc75BHNsLJFDBhsdRQghRB1orbHllRGdIP0rhPAhsurYi/qPvgpzYCC/zp9tdJSzsmbhXCrLy7lo4mSjowhhKKNWWCQCPymlNgNrgS+11suA54DBSqndwGD3zwBLgX3AHmAGcGv9R26cqg4fpvTb74gZNxZTUJDRcYQQQtTB0aJKHJUuomWFhRA+Q1Yde1d4jIXeQ69gxy+rOHLooNFxzkhxnpVNy5fQecBlxLdoZXQcIQxlSMFCa71Pa93D/dVFaz3dfTxfaz1Qa93e/VjgPq611rdprdtqrbtprdOMyN0YFc2bD1oTM0GabQohRGP335GmssJCCF8gq47rR99R4wgKCeWXeR8bHeWM/Dz3I5Qycf74a42OIoThpGOXD9NVVRTNm0f4RRcSlJJidBwhhBB1VOQuWMgKCyF8hqw6rgehEZH0GTGG3Wt+IXffHqPjnFLewf1s//E7eg27gqh4/14dIwRIwcKnlXz3HQ6rFcvEiUZHEUII4QG2vHJMAYqI2BCjowghPEBWHdefPiNGExIR2eBXWfz4ySyCw8LoP3q80VGEaBCkYOHDiuZ8SkDTpkQMGGB0FCGEEB5gs5YTHR+KySTj7YQQ4mwEh4XT94qx7Nuwjuxd6UbHOaFD235j/8Y0zhlzNSEREUbHEaJBkIKFW1VWFpWZmUbH8JjKAwc4+ssvWK4ejzKbjY4jhBCNisulyd5diNPpMjrKHxRZy4iW/hVCCFErvYdeQVh0DD9/+pHRUY6jtWbV7A+IiIun59CRRscRosGQggXVN4hDd9xBxpQbqMo+rtFyo1Q4dx4EBBA9bpzRUYQQolFxVDpZPmMrC1/ayIIXNmDLKzc6EgDapbHllRMj/SuEEKJWAkNC6D96PBlbN5Ox9Tej4/zB7rW/cHjPLi4Yfy2BQcFGxxGiwZCCBaCUoulTT+O02Th4441U5VpP/6QGzFVRgW3BAiIHDiSwSROj4wghRKNRXlLJ569sZN+mPLpenIzNWsan09eyc81ho6NRWlSBs8olKyyEEKIOegweRkRsHD/P/QittdFxAHA6HPz0yYfEpbSg84DLjI4jRIMiBQu30K5daD7jHZx5R8i48UYc+flGR6q1kmXLcBYVYZkoo0yFEOJMFeWWMf/59RzJLGXY1G4MuKYjE6b1Jz4lgm/e3843H2yn0u4wLJ9NJoQIIUSdBQQFce7YCWTv3M6BzRuMjgPApuVfUpiTxYWTpmAyyVZuIWqSgkUNYb160fztt6jKzibjxj/hKCw0OlKtFM75lKBWrQg791yjowghRKOQs6eIz55fT2W5gzF396JNr+pRcpGxIYy5uxf9RrZm15rDzJ2+DuvBYkMyFlmrt6bEyAoLIYSok66XDiYqIZGfP/0P2mVsryKbNZefP/0PrXv1pW2f/oZmEaIhkoLF/wjr14/m//cGlQcOcOimP+MsNuaNaW3Zd+6kfONGYiZOQCnpIi+EEKezZ72VRf/aRHB4AOMe6ENSm+g//N5kNtF/ZGvG3NMbp8PFZ/9cz4avD6Jd9buU2JZXjjnQRESM7G0WQoi6MAcEcsHV15K7bw8/zvnQsBxaa7559w0ABv35VnnvLsQJSMHiBMLPP5+Uf7+GffduMv7yF5ylR42OdMYK58xBBQcTM2aM0VGEEKJB01qzcUUGy2dsJaFFJOMe6HPK1QvN2scwYVp/WveI59cFe/ni35s4aquot7w2axnRCaEoGWkqhBB11umiS+kxeDjrFs1n09dLDcmw46fvObB5AxdOmkJUvPSdE+JEpGBxEhEDBpDyysvYt27j0C034yorMzrSaTlLj1K8aDFRw4ZhjokxOo4QQjRYLpfmxzm7+OWzPbTtncDou3oSGhF02ueFhAdy+dSuXHJtR3L22Pj0mbUc2HKkHhJXbwmJTpD+FUII4QlKKS678Wba9O7HtzPfYu/6tfX6+mXFNr6dNYOmHVLpefnwen1tIRoTKVicQuSgQSS/8DzlGzZy6NbbcNntRkc6peIlX+AqK8MyaaLRUYQQosGqqnDy1Vtb2PJDFj0Ht+DyP3clIOjMm5wppehyUTLjH+lHWFQwX77xGz/O3YWzynv7oLVLU5xXLv0rhBDCg0xmMyPvfJAmrduw5NV/cnjv7np77e9nzaCyrIwhU++QRptCnIIULE4javhwmj37D8rWrCHzb3/DVVlpdKQT0lpTOOdTgjt1IqR7d6PjCCFEg1RWXMnnL2/g4JYjXDShAxeMa1frLRaxTcO56qE+dL80hd++zWTOM2vZsPwgJQWeL26XFNpxOlwyIUQIITwsMCSEKx98nLCoGBb+80lsVu+Psd6/MY30n77nnCvHE9+8pddfT4jGTAoWZyB69GiSnnyCo6t+JOvue9BVVUZHOk75pk1U7NiBZeJEadgjhBAnUJBzlPn/TKMg+yjDbulG90tT6nzNgEAzF03owIjbuhMSHsCvC/fy4SO/sODF9WxdlUV5qWeK3Db3hJBoWWEhhBAeFx5jYexDT+ByOFjw7BOUl5Z47bUq7eWsePcNYpOb03/M1V57HSF8hRQszpDl6qtJnDaN0pUrybr/AbTDYXSkPyia8ymm8HCiR44wOooQQjQ42bsLWfDCehyVTsbc25vWPRI8ev1W3eIZ90Bfrnv6PM4Z1QZ7aRU/zN7JBw/8zJdvbGbXusNUVThrfX2btbqPUoyssBBCCK+IS2nO6PumYbMeZvGL03F46QPKn+f8h5L8Iwy5+W8EBAZ65TWE8CUBRgdoTGKvuxY7flxAAAAgAElEQVRdWYn1+efJDgqk2bPPoszG7zlzFBZS/NVXxFw1DlN4uNFxhBCiVpwOF5u+yaDHZc3PqqfE6exad5iVs9KJigtl5O09vNq4MjohlL7DW9FnWEvys0rZtSaX3Wm5HNiST0CwmTY94mnfL5HmnWMxm8/8M4OivHICAk2ER8tIUyGE8JaUzl25/Na7WfraCyz7v1cYccd9KJPnPt/N2b2TDcu+oOeQ4SR37OSx6wrhy6RgcZbi/nQjurKSvH/9C2d+AU3/8Q8CE40dQ2Rb+Dm6spKYCdJsUwjReGVsL2D15/vYtTaXIX/uQlyziDpdT2vNhuUHWf35Ppq1j2HYLd0ICa+fT7OUUsSnRBKfEsl5V7YlZ28RO9fmsne9lV1rcwmJCKRVtzhSUmNJ6WghPObUhQibtZzoJjLSVAghvK3TBQMoOZLHj7M/ICqhCRdfc4NHrut0VPH1268RERvHRZOmeOSaQvgDKVjUQvwtN2O2WMh99ln2jxpF0lNPEXX5EEOyVB48SOHs2YT27k1Ixw6GZBBCCE9o3T2ekXf0YOUH25n3bBoXjm9Pl4ua1aovj8vp4oc5u9j+Yzbt+zZh4JTOmAON2QWpTIpm7S00a2/h4gkdyNhewO51uRz4LZ8dv1Y3d7MkhZHc0UJKqoXkDpbjCis2axmWprKCTggh6kO/UeMozstl3aL5RCc0ocfguo8dXbtoPkcOHWTMA38nKFT6EQlxpqRgUUuWCVcT1q8f2Q88QNadd1I6ZgyJ0x7FHFG3TwTPVGVmJkfefBPb54tQgYEkPfFEvbyuEEJ4U8sucUx87BxWfrCdH2bvJGNbPpdd34mQiDNfGVFpd7B8xjYytuXT+/KWnDu6TYNZmWAOMNG6ezytu8ejXZojWaVk7igka2chO1YfZusPWaAgoXnk7wWMpm2isR0pp3WPeKPjCyGEX1BKcdmNt1CSf4SV771FRGw8bfv0r/X18jMPsWbBp3Q8/+I6XUcIf6S01kZn8Iq+ffvqtLQ0r7+OrqriyJtvcuSttwls2pRmz/+TsD59vPZ6VTk5HHnzLYoWLECZTFgmTSTuz38mIMGzDeSEEN6hlFqvte5rdI76UJf7sHZpNn97iF8X7iU0MojBN3YmuaPltM87WlTBkjc2k59ZysWTOtL14uRavb4RnE4X1v3FZO4sJHNHIYf323A5NMqk0C7Npden0vmCZkbHFKLR86f7MNTfe2JfVGkvZ+6TD5OfdYgJjz9HUtv2Z30N7XIx54mHKMg6xI0vv0lYdIwXkgrR+JzpvVgKFh5StmEj2Q8+SFVWFnF/+QsJt92KCgry2PWrcq3kv/02RfPmoQHL+PHE3TyVwMREj72GEML7/OmNsifuw3kZJXz93jaKrGX0HdaKfiNaYTpJs8r87FKW/Hsz9jIHl/+5C626Ne4VCVWVTg7vsZG5s5D87FIGTOpIZGyI0bGEaPT86T4MUrCoq6NFhcyedi+OykqueeZFopskndXzN329lJXv/R9Db72bLgMGeimlEI2PFCwMuDk7S4+S++w/sH22gJDOnWn24gsEt2lTp2s68vLIf/ddCj+Zg3a5iBk7lvhbbiawmXzKJkRj5E9vlD11H660O/hx7m52/JJDUpsoBv+pC1Hxf5z0kbmjgK/e3kpAoImRt/cgoUVknV9XCOGb/Ok+DFKw8IT8zEN88vf7cFZWkdypCy269qBl9140adn6lFNESvKP8MG9f6Vp+1TGPfJUrXoyCeGrpGBh4M255JtvyJn2GC67nSb334flmmvO+gblKCgg/733KPx4NrqqiujRo4m/9a8EpaR4KbUQoj40tDfKSikzkAZkaa1HKqVaA3OAWGADcL3WulIpFQx8CPQB8oEJWusDp7q2p+/Du9fl8v3HOwC45NpU2verXmG2c3UO3/5nB9FNwhh5e3ei4rw3tlQI0fg1tPuwt0nBwjOOZBxgy3crOPjbRvIzMwAIjYp2Fy960rJbT6Li/zs5UGvN5y88TcbWzdzw4htnvTJDCF93pvdiabrpBZGDBhHSvTs5j04j9+lnKP3+B5pOfwZzTAyu4mKcxcXVjyUlOG3FuEqKcRaX4Cy24SouwWmzUfrTT+jycqKuGEnCrbcS1KqV0f9YQgjfdCeQDkS5f/4n8IrWeo5S6i3gJuBN92Oh1rqdUmqi+7wJ9Rm0fb9EEltH8fV72/j6vW1kpBcQaQlm3ZcHSO4Yw7CbuxEcVj9jS4UQQviX+BatuHTKXwAoLcjn4JZNZGzZxMEtm9j5yyoALE2T3cWLXthLS9i3fi0Drr9JihVC1IGssPAirTWFn3yC9Z/Poysr4TT/rlVQEKboKMyRUYR06UL8LTcT3LZtPaUVQtSHhvTJnlIqBZgFTAfuAa4A8oAkrbVDKXUe8ITW+nKl1HL3978qpQL+n707j4+6uvc//jqTPWQhkASQAGEPSyBAIFBExQ2tFa37UgWttbZqbau9br2FuvRX69LeWpdaF/ReVKrWQq21iEsRW5YAkX1fwxoCk42sk/P7YyYxQBICyeQ7mXk/H488mDnfZT7fGebMmc+cBdgPpNhmPkT8VQ97PLUs+2A7yz/aCRYG53Rn8k0ZhIU7s2ypiHQsgVQPt4dAaBMHM2sthbt3stOXvNi9bjU1lZUAdOs3kBseewpXWJjDUYoEHvWwCADGGLrccAOdxo+naN48XNExhCUm4IpPICwhHld8PGGJiYTFx+NKSMAVFeV0yCISWn4H/BdQN+FDV8Btra3x3c8H6pbZ6AnsBvAlM4p8+x9qeEJjzO3A7QC9e/f2S9BhYS7GX9af3sO64t5/lCETe2hcsIiIOMIYQ3LvdJJ7pzPmksvx1FSzd9MG9mxYx+BvTFKyQqSVlLBoB1H9+pH64x87HYaISD1jzLeAg9ba5caYc+qKG9nVtmDb1wXWvgS8BN5f9dog1CadMaAzZwzQ8nAiIhI4wsIj6DU0k15DM50ORSQoKGEhIhKaJgJTjTHfBKLxzmHxO6CzMSbc18siDdjr2z8f6AXk+4aEJAKH2z9sEREREQkVGvArIhKCrLUPWmvTrLXpwHXAp9baG4HPgKt8u00D5vpuz/Pdx7f90+bmrxARERERaa12T1gYY3oZYz4zxqw3xqw1xtzjK59pjNljjMnz/X2zwTEPGmO2GGM2GmOmtHfMIiIh5H7gp8aYLXjnqHjFV/4K0NVX/lPgAYfiExEREZEQ4cSQkBrgXmvtCmNMPLDcGPOxb9tvrbVPNdzZGDMU769/w4AzgAXGmEHWWk+7Ri0iEqSstZ8Dn/tubwPGNbJPBXB1uwYmIiIiIiGt3XtYWGv3WWtX+G6XAOv5ehb6xlwGvG2trbTWbge20EhjWkRERERERESCh6NzWBhj0oFRwBJf0V3GmFXGmFeNMUm+svql9HwaLrN3/PluN8bkGmNyCwoK/BS1iIiIiIiIiPibYwkLY0wc8B7wY2ttMfAC0B/IAvYBT9ft2sjhjU70Zq19yVqbba3NTklJ8UPUIiIiIiIiItIeHElYGGMi8CYrZltr/wJgrT1grfVYa2uBP/H1sI+6pfTqNFxmT0RERERERESCkBOrhBi8s82vt9Y+06C8R4Pdvg2s8d2eB1xnjIkyxvQFBgJL2yteEREREREREWl/TqwSMhG4CVhtjMnzlT0EXG+MycI73GMH8H0Aa+1aY8yfgXV4Vxi5UyuEiIiIiIiIiAS3dk9YWGsX0fi8FB82c8zjwON+C0pEREREREREAoqxttH5Kzs8Y0wBsPMUD0sGDvkhnEATKtcJoXOtoXKd0PGvtY+1NiRmBVY9fFKhcq2hcp0QOtfa0a8zZOphUF18EqFynRA61xoq1wkd/1pbVBcHbcLidBhjcq212U7H4W+hcp0QOtcaKtcJoXWtoSiUXt9QudZQuU4InWsNlesMZaHyGofKdULoXGuoXCeEzrU6tqypiIiIiIiIiEhTlLAQERERERERkYCjhMWxXnI6gHYSKtcJoXOtoXKdEFrXGopC6fUNlWsNleuE0LnWULnOUBYqr3GoXCeEzrWGynVCiFyr5rAQERERERERkYCjHhYiIiIiIiIiEnCUsPAxxlxkjNlojNlijHnA6Xj8xRizwxiz2hiTZ4zJdTqetmSMedUYc9AYs6ZBWRdjzMfGmM2+f5OcjLEtNHGdM40xe3yva54x5ptOxtgWjDG9jDGfGWPWG2PWGmPu8ZUH3WsqXqFSD0Pw1sWqh1UPS8emejg4qC5WXRxMlLAAjDFhwHPAxcBQ4HpjzFBno/KrydbarCBcBmcWcNFxZQ8An1hrBwKf+O53dLM48ToBfut7XbOstR+2c0z+UAPca60dAowH7vS9L4PxNQ15IVgPQ3DWxbNQPax6WDok1cNBZRaqi1UXBwklLLzGAVustdustVXA28BlDsckp8hauxA4fFzxZcDrvtuvA5e3a1B+0MR1Bh1r7T5r7Qrf7RJgPdCTIHxNBVA9HBRUDwcX1cMhR/VwkFBdHFxCvS5WwsKrJ7C7wf18X1kwssB8Y8xyY8ztTgfTDrpZa/eB980OpDocjz/dZYxZ5eseF1Rdwowx6cAoYAmh9ZqGklCqhyG06uJQes+qHpaOTPVwcAul963q4iCihIWXaaQsWJdPmWitHY23u9+dxpiznA5I2sQLQH8gC9gHPO1sOG3HGBMHvAf82Fpb7HQ84jehVA+D6uJgpHpYOjrVwxIMVBcHGSUsvPKBXg3upwF7HYrFr6y1e33/HgTex9v9L5gdMMb0APD9e9DhePzCWnvAWuux1tYCfyJIXldjTATeinm2tfYvvuKQeE1DUMjUwxBydXFIvGdVD0sQUD0c3ELifau6OPgoYeG1DBhojOlrjIkErgPmORxTmzPGdDLGxNfdBi4E1jR/VIc3D5jmuz0NmOtgLH5TV1n5fJsgeF2NMQZ4BVhvrX2mwaaQeE1DUEjUwxCSdXFIvGdVD0sQUD0c3ELifau6OPgYa4O5p1fL+Za8+R0QBrxqrX3c4ZDanDGmH94MMkA48GYwXacx5i3gHCAZOADMAP4K/BnoDewCrrbWdujJeZq4znPwdn2zwA7g+3Vj2joqY8yZwBfAaqDWV/wQ3jF7QfWailco1MMQ3HWx6mHVw9KxqR4ODqqLVRcHEyUsRERERERERCTgaEiIiIiIiIiIiAQcJSxEREREREREJOAoYSEiIiIiIiIiAUcJCxEREREREREJOEpYiIiIiIiIiEjAUcJCQooxpvS4+9ONMX9ocP92Y8wG399S3zJCddt2GGOSG9w/xxjzQYPzFBhj8nzH/qQ9rkdEpKNRPSwi4jzVxdJRKGEh4mOM+RbwfeBMa20GcAfwpjGmewtPMcdamwVMBB42xvTyU6giIkFJ9bCIiPNUF0sgUcJC5Gv3Az+z1h4CsNauAF4H7jyVk1hrC4EtQI82j1BEJLipHhYRcZ7qYgkY4U4HINLOYowxeQ3udwHm+W4PA5Yft38uMO1UHsAY0xuIBladbpAiIkFM9bCIiPNUF0uHoISFhJpyXxc1wDvODshuZn8DWN9t28j2hmXXGmMmA4OB71lrK1oZq4hIMFI9LCLiPNXF0iFoSIjI19YBY44rG+0rBygEkhps6wIcanB/jrV2GDAJePoUxvmJiIiX6mEREeepLpaAoYSFyNd+AzxhjOkKYIzJAqYDz/u2fw7c5NsWBnwH+Oz4k1hr/wP8L3CP3yMWEQkuqodFRJynulgChoaEiPhYa+cZY3oC/zbGWKAE+I61dp9vl0eBF4wxX+HtFvcR8H9NnO4JYIUx5lfW2hJ/xy4iEgxUD4uIOE91sQQSY21jQ5BERERERERERJyjISEiIiIiIiIiEnCUsBARERERERGRgKOEhYiIiIiIiIgEHCUsRERERERERCTgKGEhIiIiIiIiIgFHCQsRERERERERCThKWIiIiIiIiIhIwFHCQkREREREREQCjhIWIiIiIiIiIhJwlLAQERERERERkYCjhIWIiIiIiIiIBBwlLEREREREREQk4ChhISIiIiIiIiIBRwkLEREREREREQk4SliIiIiIiIiISMBRwkJEREREREREAo4SFiIiIiIiIiIScJSwEBEREREREZGAo4SFiIiIiIiIiAQcJSxEREREREREJOAoYSEiIiIiIiIiAUcJCxEREREREREJOEpYiIiIiIiIiEjAUcJCRERERERERAKOEhYiIiIiIiIiEnCUsBARERERERGRgBPudAD+kpycbNPT050OQ0TkGMuXLz9krU1xOo72oHpYRAJRKNXDoLpYRAJTS+vioE1YpKenk5ub63QYIiLHMMbsdDqG9qJ6WEQCUSjVw6C6WEQCU0vrYg0JEREREREREZGAo4SFiIiIiIiIiAQcJSxEREREREREJOAE7RwWjamuriY/P5+KigqnQxE/iY6OJi0tjYiICKdDEZFGqB4OfqqHRQKf6mKRwKTP0BOFVMIiPz+f+Ph40tPTMcY4HY60MWsthYWF5Ofn07dvX6fDEZFGqB4ObqqHRToG1cUigUefoY0LqSEhFRUVdO3aVRVzkDLG0LVrV/1aIBLAVA8HN9XDIh2D6mKRwKPP0MaFVMICUMUc5PT6igQ+vU+Dm15fkY5B71WRwKP35YlCLmHhtPLycs4++2w8Hg8AmzZt4pvf/CYDBgxgyJAhXHPNNRw4cACARYsWMW7cODIyMsjIyOCll16qP8/06dN59913jzl3XFwcADt27MAYw7PPPlu/7a677mLWrFnceeedZGVlMXToUGJiYsjKyiIrK+uEczU0a9Ys7rrrrjZ7DtrCBx98wIwZM5wOQ0REREROQ0dsEzfl888/59///nezMbWHX/ziFyxYsKDdH7e1XnzxRd54441TPs7tdvP888/7ISL/Kygo4KKLLnI6jA5BCYt29uqrr3LFFVcQFhZGRUUFl1xyCT/4wQ/YsmUL69ev5wc/+AEFBQXs37+fG264gRdffJENGzawaNEi/vjHP/L3v/+9RY+TmprK//zP/1BVVXVM+XPPPUdeXh4ffvgh/fv3Jy8vj7y8PK666qo2u8aampo2O1dTLrnkEubNm8fRo0f9/lgiElyCqZHcVs455xxyc3NP6Zj77ruPTz/91E8RiUiwC6Y28fEJi9aw1lJbW3vKx3k8Hh555BHOP//8NomjPd1xxx3cfPPNp3ycPxMWdW0Ef0lJSaFHjx58+eWXfn2cYKCERTubPXs2l112GQBvvvkmEyZM4NJLL63fPnnyZIYPH85zzz3H9OnTGT16NADJycn85je/4de//nWLHiclJYXzzjuP119/vU3j/9vf/kZOTg6jRo3i/PPPr2/Uz5w5k9tvv50LL7yQm2++GY/Hw3333UdmZiYjRoyob7QvX76cs88+mzFjxjBlyhT27dsHeBvL999/P+PGjWPQoEF88cUXAEyaNIm8vLz6x584cSKrVq3CGMM555zDBx980KbXFwpqK2qwHut0GCKOCaZG8uloi6Syx+Ph7rvvbvFnkoSuysrK0/ryJcGvI7aJDx8+zOWXX86IESMYP348q1atYseOHbz44ov89re/JSsrq74Nu3DhQr7xjW/Qr1+/YxLSTz75JGPHjmXEiBH1vYV37NjBkCFD+OEPf8jo0aPZvXv3MY/bVLs6PT2dRx55hDPPPJN33nnnmER6eno6Dz30EBMmTCA7O5sVK1YwZcoU+vfvz4svvthsPGVlZVxyySWMHDmS4cOHM2fOnBOei9LSUs477zxGjx5NZmYmc+fOrd/26KOPkpGRwQUXXMD111/PU089BcCf/vQnxo4dy8iRI7nyyivrf3icOXNm/T5NfSdYu3Yt48aNIysrixEjRrB582YeeOABtm7dSlZWFj/72c9OiHH69OnccccdTJo0iUGDBtV/b/B4PPzsZz+rv+4//vGPgDfxNHnyZG644QYyMzObfB4++eQTRo0aRWZmJrfeeiuVlZX1z/mMGTPqn5MNGzYA8K9//av+x4lRo0ZRUlICwOWXX87s2bOb+N/Wdqz1UF1d5PfH8ZeQWiWkIffftlK1t6xNzxl5Ric6X9q/ye1VVVVs27aN9PR0ANasWcOYMWMa3Xft2rVMmzbtmLLs7GzWrl3b4ngeeOABLr74Ym699dYWH3MyZ555JosXL8YYw8svv8xvfvMbnn76acCbjFi0aBExMTG88MILbN++nZUrVxIeHs7hw4eprq7m7rvvZu7cuaSkpDBnzhwefvhhXn31VcDbiF66dCkffvghv/zlL1mwYAG33XYbs2bN4ne/+x2bNm2isrKSESNG1D8fX3zxBddcc02bXV8ws9Ueij/Pp+Rf+cRkJNHlxiEaJyeO+sc//sH+/fvb9Jzdu3fn4osvbnaf2bNn8+abbwJNN5IB/vu//7vRRvLMmTO55JJLThpLSkoKEydO5PXXX+d73/ve6V4S4G3Mbd++nX379rFp0yaeeeYZFi9ezD/+8Q969uzJ3/72NyIiIkhPTyc3N5fk5GRyc3O57777+Pzzz5k5cyZ79+5lx44dJCcn88orr3DLLbewbt06hgwZQnl5ef1jzZ8/nxkzZlBZWUn//v157bXXiIuLIz09nVtvvZX58+dz1113cd1111FYWMj+/fvp3r17q65PglNVVRXPPPMMU6ZMqX8fSeDZtOlRSkrXt+k54+OGMGjQfze5vaO2iWfMmMGoUaP461//yqeffsrNN99MXl4ed9xxB3Fxcdx3330AvPLKK+zbt49FixaxYcMGpk6dylVXXcX8+fPZvHkzS5cuxVrL1KlTWbhwIb1792bjxo289tprjfYYeOmll05oV9eJjo5m0aJFAHz00UfHHNerVy/+85//8JOf/ITp06fz5ZdfUlFRwbBhw7jjjjuajKegoIAzzjijPkFfVHTil93o6Gjef/99EhISOHToEOPHj2fq1KksX76c9957j5UrV1JTU8Po0aPrX9srrrii/vPw5z//Oa+88gp33333Cedu7DvBiy++yD333MONN95IVVUVHo+HX//616xZs+aYHzePt2PHDv71r3+xdetWJk+ezJYtW3jjjTdITExk2bJlVFZWMnHiRC688EIAli5dypo1a+jbty/vvffeCc9DRUUF06dP55NPPmHQoEHcfPPNvPDCC/z4xz8GvG2FFStW8Pzzz/PUU0/x8ssv89RTT/Hcc88xceJESktLiY6OBrz/j3/+8583GXtbqKkpY9Wq2ykqXkHvXt+lT58fEB7eya+P2dbUw6IdHTp0iM6dO7doX2tto18m68qa21anb9++jBs3rr5h3hby8/OZMmUKmZmZPPnkk8d8WEydOpWYmBgAFixYwB133EF4uDcn1qVLFzZu3MiaNWu44IILyMrK4rHHHiM/P7/++CuuuAKAMWPGsGPHDgCuvvpqPvjgA6qrq3n11VeZPn16/f6pqans3bu3za4tWFlrKV9ziP1PL6fkk11EdIulfE0hZUvb9ouiSEdwqo3k47edTiP56aefbpOupVu3buXvf/87c+fO5Tvf+Q6TJ09m9erVxMTEtKjXx/Lly5k7dy5vvvkmL7zwArGxsaxatYqHH36Y5cuXA97Pqccee4wFCxawYsUKsrOzeeaZZ+rPUdcwvu666wAYPXq0urNKk9xuN5WVlezatcvpUCTAdNQ28aJFi7jpppsAOPfccyksLGz0yzx4fz13uVwMHTq0vkfy/PnzmT9/PqNGjWL06NFs2LCBzZs3A9CnTx/Gjx/f6Lkaa1fXufbaa5uMd+rUqQBkZmaSk5NDfHw8KSkpREdH43a7m4wnMzOTBQsWcP/99/PFF1+QmJh4wrmttTz00EOMGDGC888/nz179nDgwAEWLVrEZZddRkxMDPHx8cf8ILBmzRomTZpEZmYms2fPbvLztLHvBBMmTOBXv/oVTzzxBDt37qz/znEy11xzDS6Xi4EDB9KvXz82bNjA/PnzeeONN8jKyiInJ4fCwsL612HcuHH1S4o29jxs3LiRvn37MmjQIACmTZvGwoULm4194sSJ/PSnP+X3v/89bre7/nVs+F2mtrYGa9u2N1pNTQl5edNwFy0jKWkCO3a+wH8Wn8++fe+3+WP5U8j2sGiuJ4S/xMTEHLNMzbBhw/jXv/7V6L7Dhg0jNze3vqIBb2Nz6NChAHTt2pUjR47Ubzt8+DDJycknnOehhx7iqquu4qyzzmqTa7j77rv56U9/ytSpU+t/tavTqdPX2brGPlystQwbNoz//Oc/jZ47KioKgLCwsPouy7GxsVxwwQXMnTuXP//5z8eMsa6oqGhxZRWqqg8exf23rVRudhPeLZbk72US1TeRQ6+toeiDbUSlJxDRrWNlWSV4nKwnhD901EYyeJ+viIgIMjMz8Xg89ZN1ZWZm1jeKmtMwqbxw4UJ+9KMfATBixIj6nmuLFy9m3bp1TJw4EfAmeCZMmFB/juMbxkocS3PcbjcABw8edDgSaU5zPSH8paO2ia09cUhtU71V69q1DY+z1vLggw/y/e9//5h9d+zYcUw7+v333+eXv/wlAC+//HKTn0dwbPu7qRhcLtcx8bhcLmpqapqMB7zP8YcffsiDDz7IhRdeyJQpU+r3e+SRRzh8+DAFBQUsX768vodfRUVFo89RnenTp/PXv/6VkSNHMmvWLD7//PNm4274neCGG24gJyeHv//970yZMoWXX36Zfv36HXPcww8/XJ/Ar+t1cfzzZozBWsuzzz7LlClTjtn2+eefH/N8Dho06ITnoeH/w5bG/sADD3DJJZfw4YcfMn78eBYsWEBGRkb9d5nq6iIqKvIxJoKYmD7Nnr+lqquPsDJvOqWlGxk+7Pekpl5EUdEKNm16lHXr7yN/z/8xaOB/k5iY1SaP50/qYdGOkpKS8Hg89RX0DTfcwL///e9jfhn76KOPWL16NXfeeSezZs2qf7MVFhZy/+6Q80cAACAASURBVP3381//9V+Ad3zXnDlz6sdGz5o1q74bc0MZGRkMHTq0RXM9/OEPf+APf/hDs/sUFRXRs2dPgGbHAl544YW8+OKL9W/Uw4cPM3jwYAoKCuoTFtXV1S36pfK2227jRz/6EWPHjj0mo7xp0yaGDx9+0uNDUW1FDe4Pt3Hgdyuo2l1C4qX96Paj0UT374xxGbpcMxgTGcbhtzZgqztOhlWktRprJNf1LjheXSO5odNtJD/xxBOtHsffsOEZERFR3wira3gChIeH1z/O8eu4H9+obazxa63lggsuqJ9XY926dbzyyitNnkOJY2lOXcKioKBA81jIMTpqm/iss86qn3Pg888/Jzk5mYSEBOLj4+vnJWjOlClTePXVVyktLQVgz549jSb0vv3tb9fXw9nZ2Y22q9tCU/Hs3buX2NhYvvOd73DfffexYsUKcnJy6mOaOnUqRUVFpKamEhERwWeffcbOnTsB7/Dxv/3tb1RUVFBaWnrMa1pSUkKPHj2orq4+5bkbtm3bRr9+/fjRj37E1KlTWbVq1QnP++OPP14fY5133nmH2tpatm7dyrZt2xg8eDBTpkzhhRdeoLq6GvB+pygrO3GqgMaeh4yMDHbs2MGWLVsA+N///V/OPvvsZmPfunUrmZmZ3H///WRnZ9fPbbFx40aGDh1EefkuXK5IrK3h6NEteDwVzZ7vZCqrDrFixY2UlW1iROYLpKZ6f+BITBxNdvZ7DB3yJBUVe8hdfiVr191LZeWBVj2ev/ktYWGMiTbGLDXGfGWMWWuM+aWvfJYxZrsxJs/3l+UrN8aY3xtjthhjVhljRjc41zRjzGbf37SmHrMjuPDCC+vHmcXExPDBBx/w7LPPMnDgQIYOHcqsWbNITU2lR48e/N///R/f+973yMjI4Bvf+Aa33nprfbeqb33rW0yaNIkxY8aQlZXFl19+yRNPPNHoYz788MPHDL1oyoYNG+jatWuz+8ycOZOrr76aSZMmNdowr3PbbbfRu3dvRowYwciRI3nzzTeJjIzk3Xff5f7772fkyJFkZWW1aEblMWPGkJCQwC233HJM+WeffdaiceShxFpL2cqD7H86l9KFe4gdnUr3+7KJn9gTE/b1l5Ow+EiSrh5E9f6jFP1ju4MRi7SvjtpIbqn09PT6BMx7773X5H4NG91r1qxh1apVAIwfP54vv/yyviF29OhRNm3a1OR5lDiW5tQlLKqrq+tvhyJjzKvGmIPGmDUNyp40xmzwtXnfN8Z0brDtQV97eKMxZkqD8ot8ZVuMMQ+093W0tY7YJp45cya5ubmMGDGCBx54oP7Hu0svvZT333//mEk3m7rmG264gQkTJpCZmclVV13VokRHY+3qttBUPKtXr66f4PLxxx9vdJ6FG2+8kdzcXLKzs5k9ezYZGRkAjB07lqlTpzJy5EiuuOIKsrOz64eUPProo+Tk5HDBBRfU799Sc+bMYfjw4WRlZbFhwwZuvvlmunbtysSJExk+fHijk24CDB48mLPPPpuLL76YF198kejoaG677TaGDh3K6NGjGT58ON///vcbnZC6sechOjqa1157jauvvprMzExcLhd33HFHs7H/7ne/Y/jw4YwcOZKYmBguvvhirPUwf/77XHBBDhERScTG9qdTpwG4XJFUVxeybfvvT2vYRkXlflasuJ6j5bsYOeJlkpOPbZcY46JHjyuYMH4Bffr8gAMHPuQ/i89nx47n8XgqT/nx2oW11i9/gAHifLcjgCXAeGAWcFUj+38T+IfvuPHAEl95F2Cb798k3+2kkz3+mDFj7PHWrVt3Qll7W7Fihf3Od77jdBiNuuSSS2xlZaXTYZxgz549duDAgdbj8dSX7d+/35577rmN7h8Ir7MTKvNL7IHn8+zu+xfa/c+usJW7ik96zJF5W+zu+xfao+sL2yFCsdZaINf6qd4NtL9ArYdvvfVW+/HHH9ffX79+vZ0yZYodMGCAHTJkiL322mvt/v37rbXW/utf/7LZ2dl28ODBdtCgQfb5558/5lwzZ860w4cPtyNHjrRXXHGFPXjwoLXW2u3bt9thw4bV75eXl2eNMfa1116rLzt+H2utvfPOO+2bb755QswzZsywTz75ZP39Tp06Nbpt4cKFduDAgfbMM8+09957rz377LMbPf7o0aP22muvtZmZmfamm26yEyZMsMuWLbPWWvvJJ5/Y7Oxsm5mZaTMzM+3cuXOttdb26dPHFhQU1J+jqqrKZmRk2Orq6hPiDYTXWZw3Z84cO3PmTDtjxgy7fv16p8Op1971MHAWMBpY06DsQiDcd/sJ4Anf7aHAV0AU0BfYCoT5/rYC/YBI3z5DW/L4gVoXq00cvEpKSqy11paVldkxY8bY5cuXOxLHtGnT7DvvvOPIYzfH46m0JaWb7De+Mdru27fZ1tbW1m+rrfXYr7760i74pJ/N++p7trr65O35OkeP7rZffnmO/ezzEfbwkaUtPGan/WrVD+yCT/rZRV+eZQ8c+Mcx8fhTS+tiv81h4Qui1Hc3wvfX3FqKlwFv+I5bbIzpbIzpAZwDfGytPQxgjPkYuAh4y1+x+9OoUaOYPHkyHo+HsLAwp8M5RiAuEfrGG2/w8MMP88wzz+Byfd0haNeuXfWrk4S62qPVFM3fSdmSfbhiI0i6ciCxY7phXCdfASTxor5UbiviyDsbibxnDGEJke0QsYiz7rrrLp555pn6teozMjJOmFm9zllnncWyZcuaPNeMGTPql4FrKD09nTVr6n9MZeTIkSd0iT9+H/COY244yWWdhvMFAfXdd4/fNmnSpEZ7RBx/fExMDG+//fYJ+4F3IrnGrvn4eTI++OADrrrqqvrJw0SO53a7SUtLY/fu3Rw4cOCUf1ENFtbahcaY9OPK5je4uxioW9f4MuBta20lsN0YswUY59u2xVq7DcAY87Zv33V+DN2v1CYOXrfffjvr1q2joqKCadOmaZWgBmpqSikv38WhQ4f56U/vo3v3AcdsN8ZFREQSgwb+gs1bfsWy3G+TmfkCcZ0GNnveo0e3s2LlTXg8ZYwa9QaJCSNbFE9MTG9GZD7P4cP/ZvPmx1i95k46d85h8KCZxMUNOu3rbEt+bWUYY8KA5cAA4Dlr7RJjzA+Ax40xvwA+AR7wVco9gYaLDuf7ypoq77DacpnRYHfzzTdz8803n1A+duxYB6IJPJ6SKgr+tIqaQ+XETTiDhAv64Ipp+dvaRLjocn0GB59dyeE/byT51uEtSnSIdGRqJLeNmpoa7r33XqfDkADmdrsZMmQIpaWlmnizebcCc3y3e+JNYNRp2O49vj2c4//Q/Ett4uDUlisUtsasWbOcDuEYVVWFVFTsw+WKpHfvsfTte2aT+/bqNY24+KGsXn0nublXMnTIb+rnojheadlmVq68CWs9jB71JvHxQ045ti5dvsHYsfPYu3cO27b/lmW5l9G/38/o1Ws6xjg77aVfH91a67HWZgFpwDhjzHDgQSADGIt3mMf9vt0b+5Zkmyk/gTHmdmNMrjEmt6CgoNXxiwSyumSF50glyd/NpPPU/qeUrKgTkRpL4rf6UbnFTemiPX6IVCTw3HrrrQGXrOhorr766havuCKhp6qqiqNHj9K5c2dSU1OVsGiCMeZhoAaom4Gw1e1h33nVJhYJENbWUl6xh4qKvYSHx9GpU3/CwqJOelxS57GMGzePTp0GsnrNnWzZ+hTWHrtMeknJOlasuAEwjB59esmKOi5XOGlpNzI+5yO6dDmLzVseZ2XezVRUOLsaWLukS6y1buBz4CJr7T7fsJVK4DW+7uaWD/RqcFgasLeZ8sYe5yVrbba1NjslJaWpWFpzKRLgQuX1PSZZccswovu37ktDp3HdiRnWlaJ/7qAq/+STP4m0Rqi8T0OVXl8B76piAImJiaSmplJYWNjopHahzDeR/LeAG+3Xb5xWt4dBbWKRQFFbW8PRozuorjpMZGQKMTF98A5CaNzx78voqO6MGf0mZ5xxLTt3vkDeV9+luto7iXFR8VesWHkjYa5oxox+66TDRloqMjKZEZkvMiTj/1Fc/BVLll7C/v3z2uTcp8Ofq4Sk1M14bIyJAc4HNvjmpcB411O7HKgbwDsPuNm3Wsh4oMhauw/4J3ChMSbJGJOEd5Kif55OTNHR0RQWFqqCDlLWWgoLC4mOjnY6FL86PlkR1a/1v3AaY0i6ciBhcREcfnsjtZWekx8kHY4xppcx5jNjzHrf6k33+Mq7GGM+9q3E9LGvrm3s+Fav2KR6OLiFSj0sJ1e3KkhdD4va2loOHTrkcFSBwxhzEd5exlOttUcbbJoHXGeMiTLG9AUGAkuBZcBAY0xfY0wkcJ1v39OiuljE/zyecu8ypbVHiYnpRXR090aXFK/T1GeoyxXFkIxfkTH4cY4cWcLSZZezZ+8cVq68mYjwzowe/TaxseltGrsxhjPOuIZxYz+gU6cBrF33E9asuYfq6qI2fZyW8OccFj2A133zWLiAP1trPzDGfGqMScHbtS0PqFsH5kO8K4VsAY4CtwBYaw8bYx7FW1EDPFI3AeepSktLIz8/H3WNC17R0dGkpaU5HYbfeEqqKHhpFR53Jcm3DCeqX2KbndsVG0GXawdT8KfVuOdtpcvVgTHRjrSpGuBea+0KY0w8sNw3kfF04BNr7a99S+U9wNfD9QBvUgOYAWTj7Ya83Bgzz1p75FQCUD0c/IK9HpaWaZiwiIrydn0+ePAg3bt3dzIsRxhj3sI7iXyyMSYfb136IN6VQD72fYFZbK29w1q71hjzZ7yTadYAd1pfH3BjzF14f7QLA1611q493ZhUF4v4l8dz1NcTwkVkZBdcrn3AvpMe19xnaM+e1xEXN5jVa+5iw4aHiI3tz6hRbxAd5b96NTa2D6NHvcXOXX9k+/bf4y7KZeiQ39Cly0S/Pebx/LlKyCpgVCPl5zaxvwXubGLbq8CrrY0pIiKCvn37tvY0Io6oT1YUtX2yok5Uv87ET+5Fyae7iR7UmdiRqW3+GOIcX6+1fb7bJcaY9Xgnc7sMb2Ma4HW8Q/juP+7wKbTBik2qh0VCg9vtJiwsjLi4OGJjY3G5XCE7j4W19vpGil9pZv/HgccbKf8Q7w98raa6WMQ/amrK2LT5EQ4cfJfEhFFkZj5PVFTbtacTE0cxduxc9u55i549rycyMrnNzt0Ulyucvul30rXLJNauu5eVeTfTq9ct9O93H2Fh/u9R6eyUnyLSIp7iBsmK6f5JVtRJOK8Pkb3jOfKXLdQcrvDb44izfEvsjQKWAN18yYy6pEZjn6xBt2KTiPiP2+0mMTERl8tFeHg4ycnJIZuwEJHQUFy8mqXLprJv33uk9/kho0e/1abJijpRkcn07Xt3uyQrGkpIGMG4sfNIS7uJ3btfY1nu5ZSU+H9lZSUsRAKcp9g3Z0U7JCsATJihy3UZABx+ewPWo/GtwcYYEwe8B/zYWlvc0sMaKTvhP4dmphcR8CYsGq4io5VCRCRYWVvLzl1/Inf51dTWVjB61Gz6978XlyvC6dDaXFhYDIMHzSRr5GtUVxexLPcKduz84wmrl7QlJSxEAtgxyQo/DQNpTHiXaJK+PYCqXSUUf7KzXR5T2ocxJgJvsmK2tfYvvuIDDSZE7gE09q2iRTPUt2RmehEJfo0lLNxuN5WVlQ5GJSLStiorC8j76la2bPk1ycmTyRn3d5KScpwOy++6dj2L8TkfkpJ8Plu3/oYDBz7w22MpYSESoE5IVvRtn2RFndisVGJHp1Ly2W4qt7f/jMDS9nyrM70CrLfWPtNg0zygbtWPacDcRg5vsxWbRCS4VVdXU1ZWRmLi159b3bp1A1AvCxEJGocOfcaSpd/E7V7G4MGPkjn8eSIiWr96X0cREZHE8OHPMnLEy3TrdqnfHkcJC5EA5HSyok7ny/oTlhTN4Tkbqa2ocSQGaVMTgZuAc40xeb6/bwK/Bi4wxmwGLvDdxxiTbYx5GbwrNgF1KzYtoxUrNolIcCsq8ia5j+9hAUpYiEjH5/FUsnHTI3y16jaiolIZO/avpPW8odklS4OVMYbk5MkY47+0gj+XNRWRU1B7tJqqfWVU7yujbPE+PMWVJN86nKh0Z5IVAK6ocO9Spy9+5V3q9JrBjsUirWetXUTjc1EAnNfI/rnAbQ3ut8mKTSIS3BouaVonMTGRyMhIJSxEpEMrK9vCmrU/prR0PWlp0xjQ/37CwqKcDiuoKWEh0s5sraWmsJxqX3Ki7s9T9PW43rDESMeTFXWi+iR8vdRpRhdiR2heAhERaVpjCQuXy0VKSgoHDhxwKiwRkdNmrWXv3rfZtPkxwsJiGTniZZKTJzsdVkhQwkKkHZRvOEzFukJvcmJ/Gba61rvBBeEpsUT2TSCyRyciesQR0aMTYfGRzgZ8nITzelOx6QhH3t9CVJ8EwhKVSRYRkca53W5cLhfx8fHHlKemprJx40aHohIROT3l5XvYsPFhDh/+gi5JZzJ06JN+Wa5UGqeEhYifVe8vo/D1tZiocCJ6dKLT2O5E9Ojk/evWCRMR+FPJmDAXXa4dzMHfr+Twu5tIvmU4xhV64/REROTk3G43iYmJuFzHfr5169aNlStXUlpaSlxcnEPRiYi0jLW15O+ZzdatTwKWQQN/QVraTX6dr0FOpISFiJ8V/XMHJiqMHv+VjSu2467HHJESS+K3+uF+fwul/95L/Jk9nQ5JREQC0PFLmtZpOPGmEhYiEsjKyraxfsODFBXl0qXLJDIGP0ZMTJrTYYUkpYdE/KhyRxEV6w8Tf3avDp2sqNNpXHeiM7pQ9NF2qveXOR2OiIgEoJYkLEREAlFtbTU7drzA0mWXUFa2maFDfkPWyNeUrHCQEhYifmKtpeijHbjiI4ibeIbT4bQJYwxJVw3EFR3O4TkbsTW1TockIiIBpKamhtLSUhITT5w0Oi4ujtjYWE28KSIBqaRkLbm5V7J121N07Xou43P+SY8eV4bkcqWBRAkLET+p2HiEqh3FJJzXG1dkmNPhtJmwuEiSrhxI9b4yiubvdDocEREJIEVFRQCN9rAA7zwW6mEhIoHE46lky9anWJb7bSqrDpA5/DlGZD5HVJRWxgsESliI+IGttRR/tJ2wrtF0Gtvd6XDaXMyQrnTK6U7pF/lUbHU7HY4ECWst69evx1rrdCgicpoaW9K0odTUVA4ePEhtrXroiYjz3O5cli77Fjt3vkD37t9mfM58UlMvcjosaUAJCxE/KP+qgOr9R0m8sA8mLDjfZomX9CO8awxH/ryJ2vIap8ORILBhwwbmzJnDwoULnQ5FRE5TSxIW1dXV9T0xREScYK1ly5YnWL7iOmprK8kaOYuhQ54gIuLE4WzirOD8JiXiIFtTS9HHO4no0YmYzODtSuaKDKPLtYPxlFRyZO4Wp8ORIJCRkcGIESP47LPP+Oqrr5wOR0ROg9vtxhhDfHx8o9vrJt7UPBYi4qSCgn+yc9dL9OhxFTnj/kHXrpOcDkmaoISFSBsrW7ofz+EKEi9Kx7iCe5KeyF7xJJzXh/K8Ao7maUyytI4xhqlTp5Kens7cuXPZvn270yGJyClyu90kJiYSFtb43E1aKUREnFZdXczGTTOJjxtGxuDHCA/v5HRI0gwlLETaUG2lh+JPdxHVL5GoQUlOh9Mu4s/pRWTveI78dQs17kqnw5EOLjw8nGuvvZYuXbowZ84cCgoKnA5JRE5BU0ua1omKiqJz585KWIiIY7Zs/TXV1YfJGPIrXK5wp8ORk1DCQqQNlS7aQ21pNQkXpYfMEkgmzNDl2sFQazny543YWk2YKK0TExPDjTfeSFhYGLNnz6a0tNTpkESkhep6WDSnbuJNEZH2duTIEvbunUOvXreSED/c6XCkBZSwEGkjnrJqShbmEz20K1G9E5wOp12Fd42h86X9qdxWROmiPU6HI0EgKSmJG264gbKyMt58802qqqqcDklETqKmpoaSkpJme1iAN2Fx6NAhamo0YbOItB+Pp5L1Gx4iJro3/fre43Q40kJKWIi0kZLPdmOrPCRO6eN0KI6Ize5G9JAuFC/YSW2Vx+lwJAj07NmTK6+8kr179/Lee+9pGUSRAFdcXAw0vUJIndTUVGprayksLGyPsEREANix41nKy3eQkfEYYWExTocjLaSEhUgbqHFXULp4L7GjuxHRLTQn7jHGEHdmT2xVLRUbDzsdjgSJjIwMLr74YjZu3Mg///lPp8MRkWacbEnTOt26dQM08aaItJ+S0g3s3PUnenS/ki5dJjodjpwCJSxE2kDxx7vAQsIFvZ0OxVFRfRNxxUVQvvqQ06FIEMnJyWH8+PEsWbKExYsXOx2OiDShpQmLrl274nK5lLAQkXZhrYcN6x8kPDyBgQMfdDocOUVKWIi0UvWBMo6uOEDchDMI7xztdDiOMi5DzPBkKtYf1rAQaVMXXnghGRkZfPTRR6xfv97pcESkEW63G2MMCQnNz+MUHh5O165dlbAQkXaxO/8NiktWMWjQL4iICI1V/IKJEhYirVQ0fycmMoz4yb2cDiUgxGQmY6s1LETalsvl4oorrqBnz56899575OfnOx2SiBzH7XaTkJBAWFjYSfdNTU3lwIED7RCViISy8vJ8tm59mq5dJ9Mt9VtOhyOnQQkLkVao3FVMxdpC4s9KI6xThNPhBIT6YSGrNCxE2lZkZCTXX389cXFxvPXWWxw5csTpkESkAbfbfdLhIHVSU1Nxu91UVlb6OSoRCVXWWjZs/DnGuMgY/AjGGKdDktOghIXIabLWUvSPHbjiIog7s6fT4QSM+mEhGzQsRNpeXFwcN954Ix6Ph9mzZ1NeXu50SCLi43a7SUxMbNG+dRNvFhQU+DMkEQlhBw7M4/DhL+jf716io89wOhw5TUpYiJymys1uqrYXkXBub1xRJ+/+Gkrqh4Vs0LAQaXspKSlcd911HDlyhHfeeQdrrdMhiXRYBw4c4N1336WmpqZV5/F4PJSUlJxSDwvQSiEi4h9VVYVs2vwoCQmjSEv7jtPhSCsoYSFyGmytpeij7YQlRdFpXHenwwk4Wi1E/C09PZ3zzz+fbdu2sXv3bqfDEemwNm3axJo1a9izZ0+rzlNcXIy1tsUJi86dOxMREaGERYCx1pK/503y82c7HYpIq2ze/CtqakoZkvE4xuiHxY7MbwkLY0y0MWapMeYrY8xaY8wvfeV9jTFLjDGbjTFzjDGRvvIo3/0tvu3pDc71oK98ozFmir9iFmmp8tUFVO8tI+HCdEy48n7H07AQaQ9jxowhOjqaJUuWOB2KSIdVXFwM0OqERUuXNK3jcrlISUnRxJsBx1J46DM2bX4Ed9Fyp4MROS2FhQvZf+Cv9OnzfeLiBjsdjrSSP79pVQLnWmtHAlnARcaY8cATwG+ttQOBI8B3fft/FzhirR0A/Na3H8aYocB1wDDgIuB5ozSZOKi2soaiD7cT0aMTsSNTnA4nYGlYiPhbZGQko0ePZt26dRQVFTkdjkiHVJewaO3KO6easADvPBbqYRFYjHExdOjTREefwerVd1FZqTlGpGOpqSljw8afExvbn77pP3Q6HGkDfktYWK9S390I358FzgXe9ZW/Dlzuu32Z7z6+7ecZ71SulwFvW2srrbXbgS3AOH/FLXIyxfN34imuovPlAzAuzTbcFA0LCTzGmFeNMQeNMWsalM0xxuT5/nYYY/KaOHaHMWa1b7/c9ou6eePGeT8Oli1b5nAkIh1TSUkJ0HYJi4SEhBYfk5qaSllZGWVlZa16bGlbEREJZGa+QE1NMWvW3E1tbbXTIYm02Lbtv6OiYg9DMn6FyxXldDjSBvzal90YE+Zr/B4EPga2Am5rbd3MTvlA3fIKPYHdAL7tRUDXhuWNHCPSrqr2lFL67710GtedqD4tb5SFIg0LCUiz8PZUq2etvdZam2WtzQLeA/7SzPGTfftm+zHGU9K5c2cyMjJYvnw5VVVVTocj0uEUFxfjcrkoLi6u721xOtxuNwkJCYSHh7f4GE28Gbji4zIYkvH/cBctY8vWJ5wOR6RFioq/YvfuWfTseQOdOwdMU0Vaya8JC2utx9cITsPbK2JIY7v5/m3sp2rbTPkJjDG3G2NyjTG5WiZL2pqttRz5y2ZcnSJIvKiv0+F0CBoWElistQuBRl8MX4+2a4C32jWoNpCTk0N5eTmrV692OhSRDqWmpobS0lL69esHtG4eC7fbfUrDQeDrhIXmsQhM3btPJS1tGrt3v8b+/fOcDkekWYWHF5GXN52oqFQG9P8vp8ORNtQuswVaa93A58B4oLMxpi79ngbs9d3OB3oB+LYn4m1Y15c3cszxj/OStTbbWpudkqK5BaRtlf5nL9V7Sul8aX9cMS3/BSmUaVhIhzIJOGCt3dzEdgvMN8YsN8bc3o5xnVSfPn3o3r07ixcv1hKnIqegtNQ7cnfQoEG4XK5WDQtxu90kJiae0jFxcXHExMSoh0UAGzjgQRITs1m/4SFKSzc6HY7ICay17Nr9Gnl5txAd1YMxo98mPDze6bCkDflzlZAUY0xn3+0Y4HxgPfAZcJVvt2nAXN/teb77+LZ/ar0tz3nAdb5VRPoCA4Gl/opbpDE1RZUUz99J1KAkYkYkOx1Oh6FhIR3K9TTfu2KitXY0cDFwpzHmrMZ2cqKnmzGGnJwcCgoK2L59e7s8pkgwqBsCkpSURI8ePU47YeHxeCguLj7lHhbGGE28GeBcrggyhz9LeHgcq1b/gJqaEqdDEqlXW1vJ+vX3s3nzY6SknM+YMe8QE9Pr5AdKh+LPHhY9gM+MMauAZcDH1toPgPuBnxpjtuCdo+IV3/6vAF195T8FHgCw1q4F/gysAz4C7rTW6puPtKuieVuxHkvSZf3x9pyXloodoWEhgc7Xq+0KYE5T+1hr9/r+PQi8TxOTHzvV02348OHExsayePHidntMkY6uLmGRkJBAz5492bt3jaGs2AAAIABJREFULx7PqTexSkpKsNaecsICvMNCDh48qN5RASwqKpXM4X+gomIPa9fdh7W1TockQmVlAStW3Mi+/e/RN/1HZA5/jvDwTk6HJX7gz1VCVllrR1lrR1hrh1trH/GVb7PWjrPWDrDWXm2trfSVV/juD/Bt39bgXI9ba/tbawdba//hr5hFGlO+rpDytYUknN+b8K4xTofT4USm+4aFrNK8MgHsfGCDtbbRn1eNMZ2MMfF1t4ELgTWN7euUiIgIsrOz2bRpE4WFhU6HI9IhNExYpKWlUV1dfVq9HU5nSdM6qampVFVVaWniANe5czYDBzzIoUML2LHzBafDkRBXXLyKZbmXU1K6gczhz9Gv3z0Y0y4zHYgD9MqKNKO20oN77lbCu8USP0mL05yO+mEhG49QW6nOUU4yxrwF/AcYbIzJN8Z817fpOo4bDmKMOcMY86HvbjdgkTHmK7xD8v5urf2oveJuqbFjx+JyuVi6VKMGRVqiuLiYiIgIoqOjSUtLA05v4s3WJixAE292BGlp0+jWbSrbtv2WwsKFTocjIWr//nksX3EdxoSRPeYdUlMvOvlB0qEpYSHSjOIFO/EUVZJ0xUBMmN4up0vDQgKDtfZ6a20Pa22EtTbNWvuKr3y6tfbF4/bda639pu/2NmvtSN/fMGvt407EfzLx8fEMHz6clStXUlFR4XQ4IgGvpKSEhIQEjDEkJSURGxt7WvNY1CUsTnXSTdDSph2JMYYhGY8T12kQa9b+hPLy05+kVeRUWethy5bfsHbdT0hIGMnY7PeJj29sAUoJNvoGJtKEqj2llH65h0453Ynqk+B0OB1a/bCQ1RoWIv6Vk5NDVVUVeXl5TociEvCKi4tJSPB+vhljSEtLO+2ERXx8POHhp76CVnR0NImJiUpYdBBhYbFkZj4PeFi95od4PEoOi//V1JTw1arvs3PXH+nZ8wZGZb1OZGRXp8OSdqKEhUgjbK3lyPubccVGkDgl3elwOjzjMsRkJlO+QcNCxL969uxJr169WLJkCbW1mhhOpDkNExbgff8cOnSI8vLyUzrP6Sxp2lDdxJvSMcTGpjNs6DOUlKxl46YZmjBV/Oro0e0sy72Sw4e/YPCgR8gY/CguV6TTYUk7UsJCpBFlS/ZRnV9K52/1wxUb4XQ4QSE2MxlqNCxE/C8nJ4cjR46wefNmp0MRCVi1tbWUlJQQHx9fX1Y3j8XevXtP6Vxut/u05q+ok5qaSkFBwWmtUCLOSE4+l/T0u9i371327G1uRWyR03fkyGKW5V5BdfVhRmW9QVrajU6HJA5QwkLkOJ7iSoo+2kHUwM7EjGy/ZRmDXWR6Iq54rRYi/jdkyBASEhK0xKlIM8rKyqitrT2hhwVwSsNCamtrKS4ubnXCora2Viv8dDD9+v6Irl3OYtOmR9i37y9a7lTa1IEDH7Ay7xaioroxNvt9kpJynA5JHKKEhchx3H/bhvVYki4fgDHG6XCCRt1qIeVaLUT8LCwsjLFjx7J9+3atPCDShIZLmtaJjo4mJSXllBIWJSUl1NbWtiph0a1bN0ATb3Y0xoQxbNhviYvLYN36n7F06bc4dOhTDRGRVtu16xXWrL2HxISRjBk9h5iYXk6HJA5SwkKkgfINhylffYiE83oR3jXG6XCCTmxmim9YiH5FE/8aM2YM4eHhLFmyxOlQRAJSYwkL8PayyM/Pb/GXztYsaVonOTkZY4wSFh1QRERnxmb/hWHDfoentoKvVn2P5Suu4cgRLS8tp87aWjZtfpzNW35FasrFZGW9TkTE6c+PI8FBCQsRn9oqD+6/biE8NZb4SWlOhxOUItMTfMNCDjkdigS52NhYRowYwapVqygrK3M6HJGA01TCIi0tjfLyco4cOdKi87RFwiI8PJyuXbsqYdFBGeOie7dLGZ/zTzIGP0ZF+R5WrLyevK9upaRkndPhSQdRW1vJmrX3sHv3q6SlTWP48N8TFhbldFgSAJSwEPEpXrALj7uSpCsGYML11vAHDQuR9pSTk0NNTQ0rVqxwOhSRgFNcXIzL5SI2NvaY8rqJN1s6LKQuYdGaVULAO4+FhnB1bC5XBD17Xs+ECZ8yoP/9FBXlsXTZpaxZcw9Hj+5wOjwJYNXVxazMu4WDBz9kwIAHGDTwvzFGbXHx0v8EEaB842FKF+XTaVx3otLV9cyfNCxE2ku3bt3o27cvS5cu1eoDIscpKSkhISEBl+vYpmBqaioRERGnlLCIi4sjIqJ1K2qlpqZy5MgRqqqqWnWeQGWMedUYc9AYs6ZBWRdjzMfGmM2+f5N85cYY83tjzBZjzCpjzOgGx0zz7b/ZGDPNiWs5mbCwaPr0uZ1vTPic9D4/pODQJyxeMoUNG35OZaWSUnKsiop9LF9xLUVFKxg29Lf06f09zSEnx1DCQkKarbUUL9hJ4ay1RHTrROJF6U6HFPTqhoUc1bAQaQfjx4+npKSE9evXOx2KSEApLi4+YTgIgMvlqp/HoiXcbnere1fA1xNvFhQE7UpSs4CLjit7APjEWjsQ+MR3H+BiYKDv73bgBfAmOIAZQA4wDphRl+QIRBERCfTvfy/fmPAZPXtez9597/Lv/0xm2/bfa2JOAaC0dBO5y6+iomIvWSNfoXv3qU6HJAFICQsJWZ6yag7NWkvxgl3Ejkol5QcjccW27hciObm6YSEVGhYi7WDgwIEkJSVpiVOR4zSVsADvxJv79++nurr6pOdxu92tmr+iTmpqKhC8K4VYaxcCh48rvgx43Xf7deDyBuVvWK/FQGdjTA9gCvCxtfawtfYI8DEnJkECTlRUCoMHzWTC+I/p0mUS27f/D+XlO5wOSxx25MgSlq+4FmtrGTP6bbp0meh0SBKglLCQkFS1u4SDz66kcqubzt8eQNLVg3BFhjkdVsjQsBBpLy6Xi5ycHPLz89mzZ4/T4YgEBGstxcXFxMfHN7o9LS2N2tpa9u/f3+x5amtrKSoqapOERVJSEuHh4aE2j0U3a+0+AN+/qb7ynsDuBvvl+8qaKj+BMeb/s3fn0ZHd1aHvv7tm1aRSlYZWq3pyT56w27hpOwmzgzFOcp2BBAwJznR9eYEMN7nrXsh795JFSBbhZnhJCOSa4ADvAQ4JyYW8ZQwOdgIBbLCx2263sdWDulstdas11alBqvH3/qiqttwtqTVU1ak6tT9raUl16tSp3cvy0al99m/ve0XkCRF5ol2qVnp6trFr53uA6p111b3OTz3IU0//Ij7fIAdv/gcikWvsDkm1MU1YqK5ijCHz+CRTf30YgMF330j4lmFdK9di1WUhPl0WolriwIED+Hw+rbJQqmZhYYFSqbRihcVaG29mMhkqlUpDEhYul4uBgQHHVlis03IXJWaV7ZdvNOY+Y8xBY8zBgYGBhga3GaHQHkDIZjVh0a3OnPkUR478BtHoKzh489/R07Nszk2pizRhobpGpVBm7u9fZP6fjuHfHWPw12/Ct235u0uquarLQhK1ZSElu8NRDhcIBLjpppt47rnnSKfTdoejlO1WGmlaF4lE6O3tvWLCohEjTZcaGhrqtoTF+dpSD2rf6//4cWDbkv2SwMQq2zuG2x2kp2cbGU1YdB1jDCdO/N+8OPr7DAy8iZsOfAavtzHnDuVsHrsDUKoVStMLzHz2eYrnskRu2070tu2IS6sq7BS8YYDsdyZZfH6W4IHBK79AqU245ZZbePzxx/nYxz6Gx7O2P31er5d3vvOdJBKJJkenVGtdKWEBrKnxZqMTFoODgzz99NNks1lCoVBDjtnmvgzcA3y49v1LS7a/V0QeoNpgM2WMmRSRrwJ/uKTR5u3A+1sc86aFQvvIZkftDkO1kDEVXhz9EOPjn2br8M9x9dUfQkSXYqu10YSFcryFozPMfuEFECHxi9fRsz9ud0gK8O2I4or6yD01pQkL1XTxeJw777yTycnJNe1fqVQ4fPgwo6OjmrBQjrOWhEUymeTo0aOk0+kVe13UExaNmBIC0N/fD8DMzIzjEhYi8nng9UC/iIxTnfbxYeALIvIrwGngZ2u7PwjcCRwDcsAvARhjZkXk94Hv1fb7oDHm0kaebS8c2sfMzL9SqeRxufx2h6OarFIp8YMfvJ/Jc//Itm2/zN49v6tLsdW6aMJCOZYpG6yHT5H+1zN4R8Ik3nkNnnjA7rBUjbiE0MEh0o+eoTS7qP9tVNMdOnRoXfufPHlyzaMdleoklmUhIoTD4RX3qfexOHv2LFdfffWy+8zPzxMKhfD5fA2JKx6v3lCYnZ1l+/btDTlmuzDG3L3CU7cts68B3rPCce4H7m9gaC0XCu3FmBK53Bjh8H67w1FNVKnkOfLcb3Hhwte4atdvsXPnezVZodZNe1goRzLGMPP/HCX9r2cIHdrC4Ltv1A/EbSh0aBiA7ONru+utVCuNjIzoZBHlSOl0mnA4jNu9ckn28PAwLpdr1aTd/Px8w6oroDopRESYmdEJUk5WT1JoHwtnK5dzHD58LxcufI19e/87u3b9uiYr1IZowkI5Unkuz+IPZom8YRt9P70X8eqvejvyxPwErkmQfeIcplSxOxylXiaZTDI3N0c2m7U7FKUayrKsVZeDQLWHy5YtW66YsGhU/woAt9tNLBZjdrbjVjmodQgGdyHiIaujTR2rWEzx1FPvYnbu21xzzR+xbdsv2h2S6mD6KU45Uv5kCoDgje0zykstL3zrMJVsiYUjOuJUtZe1jnZUqtOsJWEB1SqjiYkJKpXLE8qVSoVUKtXQhAVAIpHQCguHc7l8BIO7tMLCofKFab7/1Duw0kd4xfUfZevwW+0OSXU4TVgoR8qfTCE9HjyDQbtDUVfg3xPDnQiQeUyXhaj2Mjw8jIhowkI5jmVZKzbSXCqZTFIoFLhw4cJlz2WzWcrlclMSFrOzs1TbOCinCoX2ktWEheMsLk7w5JNvI5c7xY03fILBwTfbHZJyAE1YKEcqjFn4d0R1dGkHEJcQPjRMYcyieE5L71X78Pl8DA0NaR8L5Sj5fJ58Pr+mCovVqowaPdK0Lh6PUygUyGQyDT2uai+h0D4WFs5QLi/YHYpqkGz2BE88+XMUizPcdOBTJBKvsTsk5RCasFCOU04XKE0v4N915Ysx1R6CB4fAI1plodpOMpnk7Nmzy5bEK9WJ1jLStC4ej9PT09PShEV9jLD2sXC2cGgfYMhmj9kdimqAdPooT37/bVQqeV550+eIxQ7aHZJyEE1YKMfJj1Uvxnw7G9e5XDWXO+Ql+IoBck9NUcmX7Q5HqYuSyST5fJ7pae2xopxhPQkLEbmYtLtUPWHRyCkh8NJoU+1j4Wzh8D4AXRbiAKnUU3z/qXfgcvm5+ZV/RyRyrd0hKYfRhIVynMJYCvG68I2sPF9etZ/QrcOYfJnc01N2h6LURdp4UznNehIWUG28OTU1xeLi4su2z8/P09PTg9/vb2h8vb29uFwurbBwuJ6e7bhcPm282eHK5TzPPffbeDwxDt78BUKhq+wOSTmQJiyU4+RPpvBtiyAe/fXuJL7tEbzDIbKPTWqztSYRkftFZEpEjizZ9nsiclZEnq593bnCa+8QkRdE5JiIvK91UdsrHo8TCAQ0YaEcI51OA6yp6Sa8lLSbmJh42fZGjzStc7vd9PX1aYWFw4m4CQb36GjTDnfmzN+ysHiaq6/+EIHAVrvDUQ6ln+iUo1QWSxQns/h26XKQTiMihG4dpjiZpXA6bXc4TvUp4I5ltv+ZMeZA7evBS58UETfwV8BbgGuBu0WkK2o+XS4XIyMj2nhTOYZlWQSDQbxe75r2HxkZAS6vMmpWwgJemhSinC0c2qcVFh0sn59i7NTH6O//URLxV9sdjnIwTVgoRymcssCAf6c23OxEwQODiN9NVptvNoUx5hvARj4FHAKOGWNOGGMKwAPAXQ0Nro0lk0mmpqbI5/N2h6LUplmWteblIAA9PT309/e/LGlnjCGVSjUtYRGPx3W0aRcIhfeRz5+jVNKbFJ3o+PE/plIpsHfP++0ORTlc0xIWIrJNRB4VkedF5DkR+c3a9hXLj0Xk/bVy4xdE5M1LtndlKbJav/yYBS7wbdeERSdy+d0Ebxok9+wFytmi3eF0k/eKyDO1JSN9yzw/ApxZ8ni8tu0yInKviDwhIk9cuHChGbG2XDKZxBhzWUm8Up3Isqw1LwepGxkZYXx8/GICIZvNUiqVmlphUSwWLy5fUc5UnRSCVll0IMt6hslzX2T7tl8iGNxpdzjK4ZpZYVECfscYcw1wK/CeJSXEl5Uf1557O3Ad1ZLlj4mIu5tLkdX65U+m8G4N4/K77Q5FbVD41mEoGXJPnrc7lG7xcWA3cACYBP5kmX1kmW3L3vo0xtxnjDlojDk4MDDQuChttFJJvFKdaL0VFlBN2mWz2YuTQZo10rROJ4V0h1AtYaF9LDqLMYYXXvwgPl8/O3f+mt3hqC7QtISFMWbSGPP92s9p4HlWuCNXcxfwgDEmb4w5CRyjWobc1aXIau1MsUJhPI1f+1d0NO+WEL6dUTKPT2IqWg7cbMaY88aYsjGmAnyC6jn3UuPAtiWPk0DXlBsEg0Hi8bj2sVAdr1gsksvlNpSwgJeSds1OWCQSCUATFk4XCGzF7Q5phUWHOX/+y1jWU+y+6r/g8ayvWkupjWhJDwsR2QncBDxe27Rc+fFKJcdrLkVW3a0wnoaSwb9TExadLnzrMOWZRfLH5u0OxfFEZHjJw58Cjiyz2/eAvSKyS0R8VKvhvtyK+NpFMpl8WUm8Up2ovsRivQmLwcFBPB7PZQmL3t7m/L2NRqO43W5tvOlwIkIotFcrLDpIuZzj2PGPEIlcz/Dwz9gdjuoSTU9YiEgY+CLwW8YYi5XLj1cqOV5zKbIT106rtcuPpQDwacPNjtdzfT+ukJeMNt9sKBH5PPAdYL+IjIvIrwAfEZFnReQZ4A3Af67tu1VEHgQwxpSA9wJfpVot9wVjzHO2/CNskkwmyWQypFIpu0NRasMsywLWn7Bwu90vm5YzPz9PIBAgEAg0PEaoTueJx+NaYdEFqpNCRu0OQ63R2Kn/RT5/jn17/zsiOrtBtYanmQcXES/VZMVnjTH/CNXy4yXPfwL4/2oPVys5XlMpsjHmPuA+gIMHD+ptsC6TP2nhGQziDq1tVJtqX+JxETo4RPob45Tm83hifrtDcgRjzN3LbP7kCvtOAHcuefwgcNnI026xtCS+WWXwSjXbRhMWUO3l8vjjj1MqlZo60rSuPilEOVsovI+JyS9QKEzj8/XbHY5axcLCOKdPf4KhoZ8gFjtodziqizRzSohQvRB+3hjzp0u2r1R+/GXg7SLiF5FdwF7gu2gpsloDUzEUTln4d2l1hVOEbqmeKrLf1SoLZb+hoSE8Ho/2sVAdbaNLQqCatCuXy5w7d64lCYtEIsHs7CyVSqWp76Ps9dKkEK2yaHfHjv8RIOzZ/V/tDkV1mWbW8vwI8AvAGy8ZYbps+XGtvPgLwFHgIeA9tUZwXV+KrK6sOJnF5Mvav8JBPPEAgX19ZL93HlPWC1ZlL7fbzfDwsE4KUR3Nsiz8fj9+//qr1pZWGaVSqZZUWJTL5YtVIcqZQqG9gE4KaXdzc99laupBdux4N4HAVrvDUV2maUtCjDH/zvL9J1YsKTbG/AHwB8ts7+pSZHVl+ZO1/hU6IcRRQrcMs/iZoywcnSH4CmeMyFSdK5lM8t3vfpdSqYTH09QVlUo1xUZGmtZFo1Gi0SgvvvgixWKxJRUWUJ0UosuwnMvnG8DjiZHVCou2ZUyZF0d/H79/mB3bf9XucFQX0m4pyhEKYyncMb/2OnCYwNVx3DE/WW2+qdpAvST+/PnzV95ZqTZkWRaRyMbHEI6MjHDy5EmgeSNN6+LxOID2sXA4ESEc3qejTdvYxMTfk8kcZe+e9+F299gdjupCmrBQHc8YQ37Mwq/VFY4jLiF0yxbyx1MUL+TsDkd1uaUl8Up1os1UWED1/4H6aN9mJywikQgej0cnhXSBUGgf2eyLOja6DZVKaY6f+BN6ew8yOPhjdoejupQmLFTHK00vUMkUdZypQ4UObgG3aJWFsl00GiUcDmvjTdWRyuUymUxm0wmLut7e5t4kqI821QoL5wuH9lIqpcnnz9kdirrEyZN/SbE4x759/53qPAWlWk8TFqrjFcaqDbm0wsKZ3BEfPdclyD45RaVQtjsc1cVEhGQyqRUWqiNlMhmMMZtKWAwPDyMi+P1+enqaXxqeSCS0wqILhGqTQrK6LKStZLMnODP+abYO/yzRyPV2h6O6mCYsVMfLn0zhCnnwDOi6OqcK3zqMWSyx8MwFu0NRXS6ZTDI7O0sup0uUVOt85Stf4cEHN9d7vD5tYzMJC5/Px5YtW+jr69tULGsVj8eZm5ujXNZktZOFw9VJITratL2MHvtDXK4AV+3+HbtDUV1OExaq4+XHLHw7e7VUzcF8u3rxDAbJ6LIQZTPtY6HscPz4cY4cObKpNf6NSFgA/NiP/Rh33nnnpo6xVolEgkqlQiqVasn7KXt4vX34fIM62rSNzMz8GzMzj7Jr13vx+/rtDkd1OU1YqI5WTuUpzy7i36nLQZxMRAjfsoXieIbCRMbucFQXq5fEax8L1SrGGFKpFLlcjrm5uQ0fJ51OA5tPWCSTSbZv376pY6yVTgrpHuGQTgppF5VKkRdH/4Cenp1sS95jdzhKacJCdbb8WPWui3+XNtx0up4bBwBYfEEvXJV9/H4/g4ODWmGhWiafz1MsFoHNVfZYloXH42lJ74lGSSQSANrHoguEwnvJZkcxpmJ3KF1vbOyvyOWOs3fv7+Jy+ewORylNWKjOlj9pIT433uGw3aGoJnOHfXi3hMgfm7c7FNXl6o03KxW9sFbNV1/KAZtPWESj0Y5aPhkOh/H5fFph0QXCoX1UKossLJyxO5SuNjv7bU6OfZThLT/DQP9tdoejFKAJC9XhCmMpfDsiiLtzLsDUxvn3xMifsjBFbcCm7JNMJsnn83rXV7VEPWHh8/k2tRTJsiwikUijwmoJESEej+v/a13gpUkh2njTLvnCNM8d/W2CwavYv//37A5HqYs0YaE6ViVXpHgup/0ruoh/TwxKhvyYdeWdlWqSkZERQBtvqtaoJyz27t3L5OTkxeUhGznOZvtX2CEej2uFRRcIhfYAOtrULsZUOPrc71AqWbzi+r/E7Q7aHZJSF2nCQnWs+odW7V/RPfy7esEl5I/rshBln/7+fvx+vzbeVC1RT1hcc801VCoVzp07t+5jVCoV0ul0RyYsEomEjjbtAh5PmEAgqY03bXLq1P9idu7f2bf3fxAO77c7HKVeRhMWqmPlxyxwC75tnVXiqjbO5Xfj2xZhUftYKBu5XC5GRka0wkK1hGVZhEIhduzYAWyssieXy1EulzsyYRGPxzHGMD+v532nC4X26mhTG8zPP8GJk3/G0OCPs3Xr2+wOR6nLaMJCdazCWApfMoJ43XaHolrIvydG8WyGykLJ7lBUF0smk5w/f55CoWB3KMrh6pURkUiE3t7eDSUs6lUanZiw0Ekh3SMc2kc2d4JKZWPLntT6FYtzHHnuNwkERrj66g91VFNe1T00YaE6UqVQpjCewb+z8y6+1OYE9sTAQP6E3m1T9kkmkxhjmJiYsDsU5XBLe0+MjIxsaClSOp0GOjNhEY/HAbSPRRcIhfdhTJGFhVN2h9IVjDEcPfpfKRRmuf76v8Tj0Ypl1Z40YaE6UuF0GioG3y5tuNltfNsiiNely0KUreqNN7WPhWq2pQmLZDLJ/Pw8mUxm3ceAzkxYhEIh/H6/Vlh0gXBtUoj2sWiNM2f+lumZR9i7531EI9fbHY5SK9KEhepIhbEUCPh3dN7Fl9oc8bjw7eolrwkLZaNQKERfX5/2sVBNVSgUWFhYuDiONJlMAuvvY2FZFi6Xi1Ao1PAYm60+2lQrLJwvGNwNuLSPRQukrMMcO/4RBvrfRDL5LrvDUWpVmrBQHSk/ZuHdEsLV47E7FGWDwJ4YpQsLlFN5u0NRXSyZTG44YXH06NENTXtQ3eXSpRzDw8O4XK4NJSzC4TAuV2de9iUSCa2w6AJut59gcIdWWDRZsWhx5Mhv4vcPcs01f6R9K1Tb68y/XKqrmXKFwikLn/av6Fr+3TEAFnW8qbJRMpkknU6TSqXW9brDhw/zhS98gW9+85tNikw5xaVLObxeL0NDQxtKWHTicpC6eDxOKpWiVNJmy04XCu0jqwmLpjHG8IMf/C75/CTXX/fneL26tFq1P01YqI5TnMhiihX82r+ia3mHQ7iCHl0WomxV72Oxng+PJ0+e5Etf+hLw0odRpVayXO+JZDLJxMQElUplXcfp5IRFIpHAGMPc3JzdoagmC4f2kcudolzWCspmOHv2c0xd+Aq7r/odentvsjscpdZEExaq4+RPVu9m+ndqwqJbiUvw746RPzaPMcbucFSX2rJlC263e82NN6empnjggQeIx+Ps379fExbqilZKWBQKBS5cuLCmYxhjHJGwAJ0U0g1C4X1AhVzuuN2hOE46fZTRYx8ikXgd27f/qt3hKLVmmrBQHSd/MoUnEcAd9dkdirKRf0+MslWgNL1gdygdQ0TuF5EpETmyZNv/FJEfiMgzIvJPIhJb4bVjIvKsiDwtIk+0Lur25fF4GB4eXlOFRTqd5rOf/Swej4d3vvOdDA4Okk6n13WXXHUfy7IIBAL4fC/9vVtv483FxUWKxWJHJyzqo021j4XzhUJ7AZ0U0milUoYjz/0GXk8f117zPxHRj4Cqc+hvq+oopmJq/Su0uqLbBWp9LHRZyLp8Crjjkm0PA9cbY24AXgTev8rr32CMOWCMOdik+DpOvTy/XC6vuE+hUODzn/88uVyOd7zjHfT19RGJRKhUKmSz2RZGqzpNOp2+LNEQj8fp6elZc8Kik0ea1gWDQXp6erTCogsEe3Yi4tVJIQ32wosfIJc7xXUcVW3SAAAgAElEQVTX/Rk+X8LucJRalw0lLERka6MDUWotShdyVHIl/Ls698JLNYY7EcAd82vComYt52VjzDeA2Uu2fc0YU+9k9xiQbEJ4jpVMJimVSpw/f37Z5yuVCl/84heZnJzkrW9968W+F/UPj7osRK1muaUcIsLIyMialyJdOmmkU8Xj8bassNBr4sZyubyEgldphUUDFYvznDv3v9m+7Zfo67vF7nCUWreNVlg81tAolFqj/Mnqxb32r1Aign9PjMXjKUxF+1jQmPPyLwNfWeE5A3xNRJ4UkXsb8F6OUE9ArPTh8atf/SovvPACd9xxB/v377+4XRMWai1W6j2RTCaZmppicXFxTceAzk9YJBKJdq2w0GviBguF95HNjtodhmNY1rMAJBKvszkSpTZmowkLHdirbJEfS+GKeHEnAnaHotpAYE8Ms1iiOJGxO5R2sKnzsoj8n0AJ+OwKu/yIMeaVwFuA94jIa1c4zr0i8oSIPLHWpoCdLBaLEQqFli3Pf+yxx3j88ce59dZbueWWl9/V0oSFupJSqUQmkyESiVz2XL2PxcTExBWPU/8dC4fDjQ2wxeqjTYvFot2hXEqviRssHNrH4uI4pZL+bW+EdLqasIhEXmFzJEptzEYTFno7U7WcMYbCyRT+Xb2I6PWBAn+tj8WiLguBTZyXReQe4MeBd5oVxq4YYyZq36eAfwIOrbDffcaYg8aYgwMDAxsNqWOICMlk8rKExfPPP89DDz3E1Vdfze23337Z64LBIG63WxMWakWZTPXD2nKVEesZqWtZFqFQCI/H09gAW6yNJ4XoNXGD1RtvZrPHbI7EGaz0s/T07MTr7ewqK9W9VvzrJSJ/yfInYQGW7SKvVDOV5/KUUwVdDqIuckd8eIaC5I/Pw+u32R1O0zXjvCwidwD/DXidMSa3wj4hwGWMSdd+vh344Ebez4mSySQvvPACuVyOYDDI+Pg4X/ziFxkZGeGnf/qncbkuvzfgcrmIRCKasFArWm0pR09PD4lEYs0Ji05fDgIvTQqZnZ1laGiope/dzGtiEfnPwK/Wjv8s8EvAMPAAEAe+D/yCMaYgIn7gM8DNwAzwNmPM2Gbevx2FQvsAyGZfpLf3gM3RdD7LepZYTHtlq861Wrp9tbF1OtJOtVx+LAWAb2fnX3ipxgnsiZH97jlMsYJ4HT/4aFPnZRH5PPB6oF9ExoEPUJ0K4gcerlUuPWaMeXetkdzfGGPuBIaAf6o97wE+Z4x5aDP/ECdZ2scikUjwuc99jnA4zN133/2ycZSXikajFxsiKnWpK/WeSCaTHDt2DGPMqlWHlmXR19fXlBhbqV5hYVPjzaZcE4vICPAbwLXGmAUR+QLwduBO4M+MMQ+IyF8DvwJ8vPZ9zhizR0TeDvwR8LaNvn+76unZhssVIKN9LDYtX5gmn58kqstBVAdbMWFhjPn0cttFJAD8xJUOLCLbqGaBtwAV4D5jzJ+LSBz4O2AnMAb8nDFmTqp/bf+c6kk6B/yiMeb7tWPdA/xftUN/aKXYlLMVxiwk4Ma7JWR3KKqN+HfHyHxrgvxp6+KoU6fa7HnZGHP3Mps/ucK+E1TPxxhjTgA3rj3S7lJPWBw7doyHHnqISqXCz//8z1+xZ0A0Gl1TDwLVndaSsDh8+DDz8/OrJiQsy2LHjh1NibGVAoEAwWDQliUhmz33XoEH6BGRIhAEJoE3Au+oPf9p4PeoJizuqv0M8A/AR0VEVlrK16lEXIRCe3W0aQOkLe1foTrfmm5HiohbRN4iIp8BTrG2bG4J+B1jzDXArVSbtF0LvA/4ujFmL/D12mOoNnLbW/u6l+qJmVqC4wPALVTXTH9ARDr/VoFat/zJFP4dUcSl/SvUS/xX9YKLrhtvusHzsmoCv9/P4OAgjz/+OPPz87z97W+nv7//iq+LRqNYloXDPmuoBrEsC6/XSyCwfJPpeuPN1ZaFFAoFFhcXHbEkBKpVFnaPNm3kudcYcxb4Y+A01URFCngSmF8ybnocGKn9PAKcqb22VNs/sdH3b2fh0D4dbdoAVvoIIEQi19odilIbtmrCQkReWytFG6O6vu52YJcx5q1XOrAxZrJeIWGMSQPPUz3R3kU1W0zt+0/Wfr4L+IypegyIicgw8GbgYWPMrDFmDngYuGN9/0zV6cqZAqULC/h2af8K9XKugAdfMlLtY9EFNnNeVs1T//B41113sXPnzjW9JhKJUCqVWFhYaGJkqlOl02mi0eiKyz0GBwfxeDyrJiycMtK0Lh6P29Z0sxnn3toNuLuAXcBWIET1Bt6l6lnN5X4Zls14dvrEplB4L4XCFMXinN2hdLS09QzB4G48ns6eEqS624oJi9r65g8D36K6tu5ngIWVmrKtRkR2AjcBjwNDxphJqCY1gMHabhezxjX1jPJK21UXKZyqXnT5tX+FWoZ/d4zCeJrKYunKO3ewRp6XVWO9/vWv513vehc33HDDml+jo03Vaq7ULNPtdrN161bOnj274j71HilOSVgkEgnS6TSFQqGl79vEc++PAieNMReMMUXgH4EfpnrTrr5sOwnU146NA9tqMXmAXmDZDE6nT2wK1xpvZjLax2KjjDFY6WeJRnU5iOpsq1VYfJFqYuBtwE/UOsOvu25VRMK1Y/2WMWa1q7KVssZdk01WK8uftMAj+JKXz6NXyr8nBhXIn0jZHUqzNeS8rBovGo1y1VVXrfs1oAkLtby1TPdIJpNMTk5SKi2frHVihQXYMtq0Wefe08CtIhKs9XK7DTgKPArUKzfuAb5U+/nLtcfUnn/Eaf0r6l6aFKIJi43KF85TKFzQhpuq462YsDDG/CbVxph/CrwBeBEYEJGfqyUhrkhEvFRP8p81xvxjbfP52lIPat+natsvZo1r6hnllbYvF3NHZ5PVyvKnLHzJCOJx/BQItQH+HVHE63J8H4tGnJdV+9CEhVpJpVIhnU4TiayepE8mk5TLZc6dO7fs8/XfrSsdp1PYNSmkWedeY8zjVJtnfp/qSFMXcB/VUdO/LSLHqPaoqDdH/iSQqG3/bV7qA+c4fv8WPJ6I9rHYhHrDTa2wUJ1u1U9/tX4Sjxhj/iPVE/U7qPacGLvSgWuZ4k8Czxtj/nTJU0uzw5dmjd8lVbcCqdqSka8Ct4tIX22t3+21bapLVAplimcz+Hdq/wq1PPG48O2MstgFfSw2c15W7SUcDiMimrBQl8lms1QqlTVVWMDKjTctyyIQCKw6XreT2Fhh0bRzrzHmA8aYq40x1xtjfsEYkzfGnDDGHDLG7DHG/KwxJl/bd7H2eE/t+ROb/Xe1KxEhFNpHVhMWG2aln0XETTh8jd2hKLUpq/Ww+NTSx8aYojHmn40x7+DlFQ8r+RHgF4A3isjTta87qa4BfJOIjAJvqj0GeBA4ARwDPgH8Wu19Z4HfB75X+/pgbZvqEoXTaagYfLucUdKqmsO/O0bpfI5yurVrm1upAedl1UbcbjfhcFgTFuoya13KEY1GiUQiqyYsnLIcBKoTecLhcMsrLPTca49QaC+ZzIs6SWmD0tazhEJ7cbt77A5FqU3xrPLcip3DjDFXbGlujPl3lu8/AdU1epfub4D3rHCs+4H7r/SeypkKYykQ8G93zkWXarzAnhgWkD8+T/DA4BX371CbOi+r9hONRi82RlSqbj29J5LJ5IqNN52WsADbJoXoudcG4dA+JkoPUChcwO937N/1pqg33Ozv/1G7Q1Fq01ZLWARF5CZWSDrUR5Yq1Wz5MQvvlhCuntV+XVW3824NIz0eFkcdnbDQ87LDRKNRpqen7Q5DtZn1Jiyef/55stksoVDosuMMDw83JUa7JBIJXnyx5csE9Nxrg1D4pcabmrBYn8XFsxSLc0Sja59cpVS7Wu0T4AjwJ6w8peONTYlIqSVMuULhtEXw5iG7Q1FtTlxC4Kpe8sfnMcZQbaPjOHpedphoNMqJE45dhq42yLIsXC4XwWDwivsu7WOxf//+i9tLpRLZbNaRFRbZbJbFxUUCgUCr3lbPvTa4ONo0+yLx+I/YHE1nsdK1hpuR622ORKnNWy1hccwYoydgZaviRBZTqGjDTbUm/j0xFp6boTyziKffkWs29bzsMJFIhHw+Tz6fx+/32x2OahPpdJpoNIrLdeXJWMPDw4jIZQmLTCYDOGekaV19Usjs7Cxbt25t1dvqudcGPl8CrzdONqONN9crbT2LiJdweP+Vd1aqzemMSNXW8mMpAPw7nXXBpZrDvycG0BXTQpQz6GhTtZz19J7w+XwMDQ1d1nhzPctKOomdk0JU64XD+0lnnrM7jI5jpZ8lHN6Py6WJcNX5VktY/DcAEQmIyPUicp2ItKz2Timo9q9wxwO4e/WEq67M09+DO+ojf8yxCQs9LzuMJizUctbbLLPeeLNSqbzsGODchEWLJ4Xoudcmvb03k04/T6mUsTuUjmGMIZ1+lmjkFXaHolRDrJaweFREPgKMA58G/l/gjIh8RES8LYlOdTVjDIUxS6sr1JqJCP49sWofi4ojx6DpedlhNGGhLmWMwbIsIpHIml+TTCYpFAova+Ba/51az3E6gc/nIxKJtLrCQs+9NumLHQIqpFLa13StFhbGKJXS2nBTOcZqCYuPAHFglzHmZmPMTcBuIAb8cSuCU92tNL1AJVvU/hVqXfx7YlRyJYqTWbtDaQY9LztM/cOkJixU3cLCAqVSaV2VESMjIwAvWxZiWRZer7eVjSlbJpFItLrCQs+9NuntvQkRD3Pz37U7lI5hWdWGmxGtsFAOsVrC4seB/2iMuTgg3hhjAf8HcGezA1OqcLJ6Ae/TCgu1DoFaH4u8M/tY6HnZYbxeL8FgUBMW6qKNLOVIJBIEAoHLEhbRaNSRE5Pi8XirKyz03GsTtztIJPIK5jVhsWbp9BFcLj+h0B67Q1GqIVZLWBhjzGU11caYMtURTko1VX4shSvkxTPgyGkPqkncUT+egR4WndnHQs/LDhSNRkmn01feUXWFjSQsXC4XIyMjnD179mXHcVr/irpEIkEul2NhYaFVb6nnXhv1xV6FZT1Dubxodygdodpw81pcLl2tpJxhtYTFURF516UbReTngR80LySlqvJjFr6dzrw7pJrLvydG4WQKU6pceefOoudlB4pGo1phoS7aaLPMZDLJ1NQU+Xz+4nGcmrCwYVKInnttFIsdwpgilvW03aG0PWPKpNPPEY1eb3coSjWMZ5Xnfh34BxH5ZeBJqhnkVwE9wE+1IDbVxcpWnvLsIuEfGrY7FNWBAntiZL8zSeF0Gv9VjuqBoudlB4pEIpeNpFTdy7IsRIRwOLyu1yWTSYwxTExMsGPHDtLptGMTFolEAqhOCqn372gyPffaqLf3ZkCYm/8efX232h1OW8vlTlIuZ3VCiHKU1RIWXzLGvFJEbgOuBQT4ijHm660JTXWz/Fj1DpM23FQb4b8qBgKLx+edlrDQ87IDRaNRcrkcxWIRr1dLeLtdOp0mHA7jdrvX9bqljTf7+/sxxjg2YdHX1we0tMJCz7028nqjhMPXMD//ONXckVrJxYabOiFEOchqCQsBqJ2M9YSsWip/MoV4XXi3huwORXUgV48H70iY/LF5eNMOu8NpJD0vO1D9Q2U6nb5Y6q6610aXcgSDQeLxOOPj41x11VXA+peVdAqv10tvb28rJ4XouddmfbFDnJ14gEqlgMvlszuctmWln8HtDhIKXmV3KEo1zGoJiwER+e2VnjTG/GkT4lEKgMKYhW9HFHGv1mZFqZUF9sdJP3Ka4vks3iHHJL70vOxA9Q+VlmVpwkJhWRb9/f0bem0ymeTEiROkUinAuQkLaPmkED332iwWO8SZ8U+RTh+ht/eVdofTttLWs0TC1yGyvgotpdrZap8G3UAYiKzwpVRTVBZLFM9l8es4U7UJ4R/eivjcpL56yu5QGknPyw60NGGhlGVZRCIb+985mUySyWQu9kTZ6HE6QSKRaGWFhZ57bRaLHQRgbv57NkfSviqVEunMUSJR7V+hnGW1CotJY8wHWxaJUjX5UxYY8GnCQm2CO+Ql8rok1tdOkT9l4d/hiN8nPS87kCYsVF0+nyefz2+4MqLex+Lo0aO43W6CwWAjw2sr8XicxcVFcrlcK/6deu61mc+XIBjcU+1jseM/2R1OW8rmjlGp5LXhpnKc1SosdJakskVhzAKX4NvuiA+YykbhV4/ginhJfeUkxhi7w2kEPS87kN/vx+/3a8JCbXikad3Q0BAej4f5+XkikQgul3OXVS6dFNICeu5tA319h5iffxJjynaH0pbStYabUa2wUA6z2l+y21oWhVJL5E+m8I6Ecfl0/Z3aHJfPTfS2HRTGLBZ/0LK1zs20qfOyiNwvIlMicmTJtriIPCwio7XvfSu89p7aPqMics9m4lCXi0ajpNNpu8NQNttswsLj8TA8PLypY3SKesKiRX0s9Jq4DcR6X0W5nCGded7uUNqSlX4WjydCT4+jmo0rtXLCwhjjiKt71VlMqUJhPO2U8n3VBkKvGsLT30PqoTFMpbOrLBpwXv4UcMcl294HfN0Ys5dq9/v3XfoiEYkDHwBuAQ4BH1gpsaE2JhqNaoWF2nTCAqp9LDZ7jE4Qi8UQkZZUWOg1cXuIxV4FwLz2sViWZT1DJHI9Is6trFLdSX+jVVspjKehZPDvcvaFlmodcbuI3r6D0vkcuaem7A7HVsaYbwCXXnjfBXy69vOngZ9c5qVvBh42xswaY+aAh7k88aE2IRKJaMJCXfwd2EyzzHofC6cnLDweD7FYrJWTQpTNAoFhegLbmZ973O5Q2k6lkieT+YH2r1COpAkL1VbyY9WLNZ9WWKgG6rm+H28yjPXwKUyxYnc47WbIGDMJUPs+uMw+I8CZJY/Ha9tUg0SjUTKZDOWyrs3uZul0mmAwiNfr3fAxtm3bhojQ1+f8Iqh4PN7KSSGqDcRir2I+9QTG6N/ypTKZFzGmqBNClCNpwkK1lcLJFJ6BHtxhn92hKAcRl9B7x07K83kyj03aHU4nWq7h3LLra0TkXhF5QkSeuHDhQpPDco5oNIoxhkwmY3coykaWZW26MqK3t5d7772XAwcONCiq9vWa17yG22+/3e4wVAvF+g5RLM6RzR6zO5S2YqVrDTe1wkI5kCYsVNswFVMdP7mr1+5QlAMF9vTh3xsj/ehpKoslu8NpJ+dFZBig9n25dTPjwLYlj5PAxHIHM8bcZ4w5aIw5ODAw0PBgnUpHmypoTMICYHh4eFNVGp1i586d7Nq1y+4wVAv1xQ4B2sfiUmnrWbzePgKBpN2hKNVwmrBQbaN4PodZLOtyENU0vXfsopIrkf7GuN2htJMvA/WpH/cAX1pmn68Ct4tIX63Z5u21bapBNGGhoPrffzP9K5RyukBgG37/FubmtY/FUlb6SK3hpk7gVc6jCQvVNgpjKQCtsFBN4xsJ03NDP5lvnqWcLtgdTsuJyOeB7wD7RWRcRH4F+DDwJhEZBd5Ue4yIHBSRv4GLHfJ/H/he7euD2jW/sTRhoYrFIrlczvHNMpXaDBGp9rGY/x7GdPbkr0YplxfJZl/U5SDKsTx2B6BUXX7MwhX14e7z2x2KcrDe23eycGQG6+un6fvJPXaH01LGmLtXeOq2ZfZ9AvjVJY/vB+5vUmhdr6enB4/HowmLLpZOpwHnT/dQarNisUOcP//PLCycIhjcaXc4tstknseYElFtuKkcSissVFswxlA4mcK/M6rlbKqpPP09hA5tIfvdc5SmF+wORymgetcwGo1e/NCquk89WaUJC6VWp30sXq7ecDOiFRbKoTRhodpCeS5P2SrochDVEtHbtiNuIfW1MbtDUeqiSCSiFRZdTBMWSq1NMLgbrzfO/Px37Q6lLaStZ/H5BvD7t9gdilJNoQkL1Rbytf4V2nBTtYI74iP8mhEWnpmmMK53tFV7iEajmrDoYpqwUGpt6n0s5jRhAVQrLKKRV2iFsnKspiUsROR+EZkSkSNLtv2eiJwVkadrX3cuee79InJMRF4QkTcv2X5HbdsxEXlfs+JV9iqMWUjAjXdLyO5QVJeIvDaJK+gh9dCY3aEoBbyUsKhUKnaHomyQTqfx+/34/drHSakricVexeLiOIuLy07Y7hqlUpZs9jgR7V+hHKyZFRafAu5YZvufGWMO1L4eBBCRa4G3A9fVXvMxEXGLiBv4K+AtwLXA3bV9lcPkx1L4d0QRl2aHVWu4Ah4ib9xO/tg8i6NzdoejFNFolEqlQi6XszsUZQPLsrS6Qqk16ovdAmgfi0zmeaCiE0KUozUtYWGM+Qaw1rF3dwEPGGPyxpiTwDHgUO3rmDHmhDGmADxQ21c5SDlbpDS1gG+n9q9QrRW+dRh3zE/qoTFMRcejKXvpaNPupgkLpdYuHN6PxxPp+mUhlvUMAJHI9TZHolTz2NHD4r0i8kxtyUhfbdsIcGbJPuO1bSttVw5SGKtenPt36YWaai3xuIi+aQfFsxkWjkzbHY7qcpqw6G6WZRGJROwOQ6mOIOKmt/dg1zfetNLP4vdvwe8fsDsUpZqm1QmLjwO7gQPAJPAnte3LrQMwq2xflojcKyJPiMgTFy5c2GysqkXyYylwC74RvVBTrRe8aRDvliDWV8cwZe0doOxjV8LiO9/5Ds8//3xL31O9XLlcJpPJaIWFUuvQF3sVudwJ8oXuveGQTj9LNHqD3WEo1VQtTVgYY84bY8rGmArwCapLPqBaObFtya5JYGKV7Ssd/z5jzEFjzMGBAc00dor8mIVvWwTx6tAa1XriEqJ37KI0s0j2e+ftDkd1sVAohMvlamnColAo8C//8i9861vfatl7qstlMhmMMZqwUGodYl3ex6JUSpPLndT+FcrxWvoJUUSGlzz8KaA+QeTLwNtFxC8iu4C9wHeB7wF7RWSXiPioNub8citjVs1VKZQpns3g1/4VykaB/X14k2Gyj0/aHYrqYi6Xi0gkQjrdulG7J0+epFwuMzk5SalUatn7qpfTkaZKrV8kch0uV0/XLgux0tWPURFNWCiH8zTrwCLyeeD1QL+IjAMfAF4vIgeoLusYA/4TgDHmORH5AnAUKAHvMcaUa8d5L/BVwA3cb4x5rlkxq9YrnE5DxeDbqRdpyj4iQvCmQVL/fILiVA7vYNDukFSXikQiLa2wGB0dBapLEs6dO0cymWzZe6uXaMJCqfVzubzEel/ZtQmLtPUsANGoNtxUztbMKSF3G2OGjTFeY0zSGPNJY8wvGGNeYYy5wRjzH4wxk0v2/wNjzG5jzH5jzFeWbH/QGLOv9twfNCteZY/CWAoE/Dv0Ik3ZK3jDAAjkDmv/G2WfaDTasoSFMYbR0VG2bt0KwNmzZ1vyvupymrBQamNisVeRybxAsThvdygtZ6WfJRDYhtfbd+Wdlepg2jRA2So/ZuHdEsLV07RiH6XWxB3x4b+ql4XDFzBGR5wqe9QTFq34Hbxw4QKpVIqbb76ZSCTC+Ph4099TLS+dTuPxeOjp6bE7FKU6Six2CDDMp560O5SWs6xniUZ1OYhyPk1YKNuYsqFw2tLlIKptBG8cpDS9QHEia3coqktFo1GKxSKLi4tNf6/6cpA9e/aQTCY1YWEjy7KIRqOILDccTSm1kmj0ACK+rlsWUizOsbh4Rhtuqq6gCQtlm+JkBlOoaMNN1TZ6rk+AW8gdnrI7FNWlWjnadHR0lKGhIXp7e0kmk8zNzZHNarLODvWEhVJqfdxuP73RG7tuUohl1RpuaoWF6gKasFC2yZ+sXpD7tcJCtQlX0Etgbx8Lh6cxFV0WolqvVQmLxcVFTp8+zd69ewEYGRkBtI+FXSzLIhKJ2B2GUh0pFnsV6fQRSqWM3aG0TDpda7gZ0Yabyvk0YaFsUxhL4Y4HcPf67Q5FqYuCNw5QTuUpnG7dpAal6lqVsDhx4gSVSuViwmLr1q2IiC4LsUGlUiGdTmuFhVIbFIsdwpgyqdRTdofSMvOp7xMM7sLj0USncj5NWChbGGPIj1k6HUS1ncC1CcTr0mkhyhbhcBhofsJidHQUv99/cYypz+djaGhIExY2yOVylMtlTVgotUG9vTch4u6aPhbl8iJzc98hHn+N3aEo1RKasFC2KE0vUMkW8e3SCzTVXlx+N4Fr4iw8O40p67IQ1Voej4dwOEw6nW7ae9THme7Zswe3231xezKZ5OzZs1Qqlaa9t7qcjjRVanM8njCRyPVd08dibu47VCqL9CfeaHcoSrWEJiyULQpj9f4V2nBTtZ/gDQNUMkXyJ7pvrruyXyQSaWqFxblz58hkMheXg9SNjIyQz+eZnp5u2nury2nCoruJSExE/kFEfiAiz4vID4lIXEQeFpHR2ve+2r4iIn8hIsdE5BkReaXd8beLWOxVpKzDlMvNn7Bkt+mZR3G7g/T1HbI7FKVaQhMWyhb5MQtX0INnQGfOq/YT2B9H/G5yT+uyENV60Wi0qQmLpeNMl6ovD+mkxpszMzMdXxGiCYuu9+fAQ8aYq4EbgeeB9wFfN8bsBb5eewzwFmBv7ete4OOtD7c9VftYFLCsw3aH0lTGGKanHyEefzUul/aAU91BExbKFoWxFL6dvTpzXrUl8brouS7BwnPTmFJnfxhSnacVCYutW7de7JdRl0gkCAQCHdPHYmZmho9+9KMcPXrU7lA2JZ1O43K5CIVCdoeiWkxEosBrgU8CGGMKxph54C7g07XdPg38ZO3nu4DPmKrHgJiIDLc47LYU6z0IiOP7WGSyL5DPT+pyENVVNGGhWq6cLlCaWdRxpqqtBQ8MYhbLLL4wZ3coqstEo1EWFxcpFAoNP3Yul2N8fPyy5SAALpeLkZGRjklYnD59GmMM58+ftzuUTamPNHW59JKsC10FXAD+VkSeEpG/EZEQMGSMmQSofR+s7T8CnFny+vHatq7n9fYSDl/t+D4WM9OPAJBIvN7eQJRqIf3rqFouP5YCwKcJC9XG/Lt7cYU85JBBO8IAACAASURBVA5P2R2K6jLNHG16/PhxjDHLJiyguixkamqKfD7f8PdutHpiZWZmxuZINseyLF0O0r08wCuBjxtjbgKyvLT8YznLlaUu2x1aRO4VkSdE5IkLF7pjeWMs9irmU9+nUinaHUrTTE8/QjRyA37/gN2hKNUymrBQLVc4aSFeF76t4SvvrJRNxO2i5xUDLD4/S6VQtjucphKR/SLy9JIvS0R+65J9Xi8iqSX7/A+74nW6ZiYsRkdHCQaDbN26ddnnR0ZGMMYwOTnZ8PdutHrCYnZ21uZINqdeYaG60jgwbox5vPb4H6gmMM7Xl3rUvk8t2X/bktcngYnlDmyMuc8Yc9AYc3BgoDs+3MZih6hUFkinj9gdSlMUCjOkrKdJ9OtyENVdNGGhWi5/ysK3LYJ49NdPtbfgDQOYYoXFo519B/dKjDEvGGMOGGMOADcDOeCfltn1m/X9jDEfbG2U3aNZCYtKpcKxY8fYs2fPissP6o03231ZSKFQYGpqChFhZmYGYzpzBLExRissupgx5hxwRkT21zbdBhwFvgzcU9t2D/Cl2s9fBt5VmxZyK5CqLx1R1QoLgLm5x2yOpDlmZv4NMPT3v8HuUJRqKf3EqFqqki9RnMjochDVEXw7o7h7feQOd0c5bc1twHFjzCm7A+lW9bvtjU5YTExMkMvlVlwOAhAMBonH422fsJiYmMAYw+7duykWi2QyGbtD2pDFxUWKxaImLLrbrwOfFZFngAPAHwIfBt4kIqPAm2qPAR4ETgDHgE8Av9b6cNuX39dPOHwNM7PftDuUppieeRS/b4hI+Dq7Q1GqpTx2B6C6S+FUGgz4d/XaHYpSVyQuoeeGATLfnqCSK+IKeu0OqRXeDnx+hed+SEQOUy1B/i/GmOdaF1b38Pl8BAIB0ul0Q487OjqKiLB79+5V90smk5w4cQJjTNtOcqonVG644QaOHTvGzMxMRy6r0JGmyhjzNHBwmaduW2ZfA7yn6UF1sET8NZw+cz+lUgaPxzlLjyuVAjMz32Bo6Mfa9rysVLNohYVqqfxYCgR82zvvwlJ1p+CNA1A2LDzn7GUhACLiA/4D8PfLPP19YIcx5kbgL4H/vcIxuq7RWzM0Y7Tpiy++SDKZJBgMrrrfyMgImUymqaNVN2t8fJx4PH5xCUun9rHQhIVSjRWPvwZjSo5bFjI//wTlckbHmaqupAkL1VKFMQvv1jAuvxb3qM7gHQnjSQS6ZVnIW4DvG2MumxNpjLGMMZnazw8CXhHpX2a/rmv01gyNTlik02kmJydXXQ5S1+59LIwxjI+PMzIyQm9vLy6Xq2MnhWjCQqnGisVuxu0OOm5ZyPTMo7hcPuLxH7Y7FKVaThMWqmVMqULhTBq/9q9QHURE6LlxgPzxecrpgt3hNNvdrLAcRES2SK0OVUQOUf370ZmfEjtAoxMWx44dA1hTwmJoaAi32922CQvLsshkMiSTSdxuN319fR1bYVFf9hMOO6d0XSk7uVx++mK3MjvzDbtDaajp6Ufo6/sh3O7VK+SUciJNWKiWKUxkMMWKNtxUHSd44wAYWHjGuVUWIhKk2tztH5dse7eIvLv28K3AkVoPi78A3m46dTRDB4hGo2SzWUqlUkOONzo6SjgcZsuWLVfc1+PxsHXr1rZNWNTjqleCJBKJjq6wCIfDeDxadahUo8QTr2Vh8TS53JjdoTRELneShYUxXQ6iupYmLFTLFMaqdwv9O7Xhpuos3qEQ3i1Bcs9M2x1K0xhjcsaYhDEmtWTbXxtj/rr280eNMdcZY240xtxqjPm2fdE6X32JQCMab5bLZY4fP87evXvX3KxtZGSEyclJyuXypt+/0cbHx3G73QwNDQEQj8eZnZ2lUqnYHNn66UhTpRovEX8NADOzzqiymJ5+BIBEQseZqu6kCQvVMvkxC08igDviszsUpdat58ZBCqcsSnOLdoeiukD9Q2wjloWcOXOGfD6/puUgdclkklKpxPnzl7Uzsd34+DjDw8MXqxISiQSlUqnhU1VawbKsjpxuolQ7CwZ30tOzndkZZ/SxmJ5+hHBoPz09I3aHopQtNGGhWsJUDIWxFD6trlAdKnhjtYGkk5eFqPbRyITF6OgoLpeLq666as2vadfGm+VymcnJyYvxQbXCAjpzUohWWCjVHPH4a5md+w6VSt7uUDalWLSYTz1Bol+Xg6jupQkL1RKl6QUquZI23FQdyxMP4NsWIfe0JixU8zU6YbF9+3YCgcCaX9Pb20s4HG67hMX58+cplUovS1gkEgmAjutjUSgUWFxc1ISFUk2QSLyWSmWB+fkn7Q5lU2Znv4kxJfr7dTmI6l6asFAtkT9ZXRavDTdVJ+u5cYDiZJbiVM7uUJTD+f1+vF7vppc5pFIppqam1rUcBKrTcZLJZNslLC5tuAnV5I7b7e64CgsdaapU8/TFbkXEy2yHjzednnkEr7eP3ugBu0NRyjaasFAtURizcIW9ePp77A5FqQ0L3tAPArnDWmWhmktEGjLadHR0FFjbONNLjYyMMDs7Sy7XPgm68fFxwuEwvb0vLS90uVzE4/GOq7DQhIVSzePxhOjtfWVHN940pszMzL+RSLwOEbfd4ShlG01YqJbIj6Xw74iuuUO9Uu3IHfXj39XLwuEL6ERP1WyNSlj09vYyMDCw7tfWqxjOnj27qRga6ezZs4yMjFz2t6Q+KaSTaMJCqeZKJF5HJvMD8vn2ax68FinraYrFOR1nqrqeJixU05VSecpzeXy7tOGm6nw9Nw5Qml6gOJG1OxTlcJtNWJRKJU6cOLGucaZLbd26FRFpm2UhuVyOmZmZly0HqUskEh032rS+3EenhCjVHC+NN+3MZSHT048i4iFe+3co1a00YaGarjBWveDWhpvKCXqu7weX6LIQ1XTRaJR0Or3hD+GnTp2iWCxuaDkIVPtoDA4Otk3Col7psVzCIh6PUy6XG9KktFUsy6KnpwefT0d9K9UM4fA1+HwDHTvedGb6EWK9B/F69fpZdTdNWKimy4+lEJ8L73DY7lCU2jR3yEtgb6y6LKSiy0JU80SjUYwxZDKZDb1+dHQUt9vNrl27NhzDyMgIZ8+ebYvKhfHxcUSErVu3XvZcJ04K0ZGmSjWXiBCPv5rZuW9hTNnucNZlYeEsmewL9Os4U6Wam7AQkftFZEpEjizZFheRh0VktPa9r7ZdROQvROSYiDwjIq9c8pp7avuPisg9zYxZNV5hzMK3PYq4tX+FcoaeA4OUU3kKpzvnbq7qPJsdbTo6OsquXbs2dQc/mUyyuLjYFv0hxsfHGRgYwO/3X/ZcPB4HaIs418qyLF0OolSTJeKvpVicw0ofufLObWRm5lEATVgoRfMrLD4F3HHJtvcBXzfG7AW+XnsM8BZgb+3rXuDjUE1wAB8AbgEOAR+oJzlU+6sslCiey+pyEOUoPdfG6blxAPFp127VPJtJWMzOzjIzM7Ph5SB19eUXdi8LqVQqnD17dtnlIFDtA+HxeLTCQin1MvH4qwFhdqazpoVMzzxCT89OgsGNV8gp5RRNTVgYY74BXHq74y7g07WfPw385JLtnzFVjwExERkG3gw8bIyZNcbMAQ9zeRJEtan8aQsM+HZqw03lHC6/h8TdV+PbqsucVPNsJmFRH2e6Z8+eTcXQ39+P3++3PWExOzvL4uLiigmL+mjTTqmwKJVKZLNZTVgo1WQ+X5xI5PqOGm9aLueYm/uOVlcoVWNHD4shY8wkQO37YG37CHBmyX7jtW0rbVcdoHDSApfg265lr0optR7BYBC3231xmsR6jI6OkkgkLvZ22CiXy8XIyIjtCYv6+6+UsIBqH4tOqbCo/zfVhIVSzZdIvJZU6mmKxZTdoazJ7Oy3qVQK9CfeYHcoSrWFdmq6uVyDA7PK9ssPIHKviDwhIk9cuKAd/NtBfiyFdySMS0vnlVJqXUSESCSy7gqLQqHA2NjYppeD1I2MjHD+/HkKhUJDjrcR4+Pj+P1++vv7V9wnHo8zNzdHudz+zfXq/001YaFU8yXirwUqzM592+5Q1mR65hHc7jCx2EG7Q1GqLXhseM/zIjJsjJmsLfmYqm0fB7Yt2S8JTNS2v/6S7f+63IGNMfcB9wEcPHhQ2/fbzJQqFMbThG+9vKO7UkqpK4tGo+tOWIyNjVEqlRqWsEgmkxhjmJycZMeOHQ055nqdPXuWrVu34nKtfJ8lkUhQqVRIpVIXm3BuxvT0NBMTE5s+znLqI1o1YaFU80WjB/B4IszOfIOhwbfYHc6qjDFMTz9KIvFaXC4deawU2JOw+DJwD/Dh2vcvLdn+XhF5gGqDzVQtqfFV4A+XNNq8HXh/i2NWG1AYT0PJaMNNpZTaoGg0evHD7Vrk83keeeQRAoFAw5ILSxtv2pGwKBQKnDt3jle/+tWr7rd0UkgjEhZ///+zd+fxUVf3/sdfJ5PJTkgySVgSEJQlsgaJgIJsihuKdSsKWqy29Fa07fVqRbtI7c973VrX9ra2VWwLrsWliF4VlYpa2QyCBBFlcQbISvY9Ob8/ZhIDBAjZZjLzfj4eeWTmu36+mcyZmc+c8zkvvEBubm6Hj3M0TqeT3r1V30mkq4WFhZOYeCaFRe9jrcWYwJ21rqz8M2pr8zQcRKSFLk1YGGOewds7ItkY48Y728e9wPPGmBuAvcCVvs1XARcCO4FK4LsA1toiY8yvgfW+7e621vaMqlohrma391vBCCUsRETaJT4+npycnDa9yW5oaGj+kD1//nzCwzvnJT42NpbExES/1bHYv38/1tpj1q8Amut1FBYWdrjYaHV1Nbm5uUyaNInTTz+9Q8c6mujo6FanaBWRzudKmkp+/v9RUbmTuNjO6X3WFQoK3gUMLtc0f4ciEjC6NGFhrb36KKvObmVbCyw6ynGeBJ7sxNCkG9TuLiU8JRpHnLq0iYi0R3x8PA0NDVRWVhIbG3vU7ay1vP766+zcuZOLL764wx/YD5eWlsaePXs69Zht1ZQoSUs7dr3tuLg4IiIiOmWmkKahIEOGDOlw4VIR8T+XayoARYXvB3TCorDgHXrHZxIRoXZHpEkgFd2UIGIbLTW7S4nUdKYiIu3W1qlNP/zwQzZs2MCUKVMYP358p8eRnp5OWVkZJSXdX2Xf4/GQkJBAXNyxpxE2xpCUlNQpM4W0NUkiIj1DVFR/YmKGBPT0pjU1+ZSWfarpTEUOo4SFdIn6vEpsdb2Gg4iIdEBbEhZbt27lrbfeYtSoUcyc2TVvdJuGY5xIPY3O4na7jzscpElSUlKn9LBwu90kJycTHR3d4WOJSGBwuc6iuHgdDQ3V/g6lVYWF7wHgUsJC5BBKWEiXqNnt/RZOBTdFRNqvV69ewNETFnv37uWll15i4MCBXHLJJcecRaMj+vbti8Ph6PY6FqWlpZSWlrY5YeFyuTo8tam1Fo/Ho94VIkHGlXQWjY01FBev83corSoofIfIyH7ExQ73dygiAUUJC+kSNbtKCesVgSMpyt+hiIj0WHFxcRhjKCsrO2JdYWEhzzzzDAkJCVx11VU4nc4uiyM8PJy+fft2e8Ki6Xwn0sPCWsvBgwfbfc7i4mIqKirafE4R6RkSEiYSFhYZkMNCGhtrKCpaS3LyzICexUTEH5SwkC5Ru7uUyEHxanRFRDrA4XAQFxd3RA+LiooKli1bhjGG+fPnExMT0+WxpKens2/fvg71XjhRbrcbh8NB375927R9U4HMjgwLOdEkiYj0DA5HFAkJEygsfN/foRzh4MF/09BQqelMRVqhhIV0uvriahpKajQcRESkE8THxx+SsKirq+PZZ5+ltLSUq6++mqSkpG6JIz09nfr6evLy8rrlfOCtmdG3b982T9Ha9LfoSOFNt9tNeHg4qamp7T6GiAQmV9JUKit3Ul29z9+hHMKz73mczkQSE8/0dygiAUcJC+l0tbu8b6wjNEOIiEiHtUxYNDY28tJLL/H1119z2WWXMWDAgG6Lo6nHQXcNC2loaGDfvn0n1NMhNjaWyMjIDvWw8Hg89O/fH4fD0e5jiEhgSnKdBUBhYeAMC6mpyaWg4C369bschyPS3+GIBBwlLKTT1ewuwUQ6cPaL9XcoItJGxpjdxpgtxphsY8yGVtYbY8yjxpidxphPjTGn+SPOUNQyYbF69Wq2bdvGueeey4gRI7o1joSEBGJjY7stYZGXl0ddXd0JJSyMMbhcrnb3sKivr2f//v0aDiISpGJjhhAZ2S+g6ljs2/cC1jaQ1v8qf4ciEpDa1sdS5ATU7C4l4qR4TJjqV4j0MDOstQVHWXcBMNT3MxH4X99v6WLx8fHU1taydu1aPvjgA04//XTOOOOMbo/DGENaWlq3JSzaW0siKSmp3TEeOHCAhoYGJSxEgpQxBlfSWeTlv05jYz1hYf79KGRtA559z5KUOIWYmMF+jUUkUKmHhXSqxso66nMriTxJ9StEgswlwF+t17+BBGNMP38HFQri473t6dtvv82wYcM4//zz/VbQOD09ncLCQqqqqrr8XB6Ph5iYGBISEk5oP5fLRUlJCfX19Sd8ThXcFAl+Sa6p1NeXUVqa7e9QKCh8j5qa/aSlzfN3KCIBSwkL6VQ1u73dliMHK2Eh0sNY4E1jzEZjzMJW1qcBX7e47/Ytky7WlLDo168fl19+uV9rKzR9kN+xY0eXn8vtdpOenn7CyZmOTG3qdruJj49v/puLSPBJSpyMMY6AGBbi8SwnIiKV5OSZ/g5FJGApYSGdqmZPKTgMEQN6+TsUETkxk621p+Ed+rHIGDP1sPWtfWq0hy8wxiw0xmwwxmzIz8/vijhDTlpaGtOnT2fevHlERvq3INvAgQPp168fK1euZN++rquyX1VVRUFBQbt6OjRNbdqeOhYej4e0NOXhRIKZ0xlPfPxYivw8vWlV1dcUFq4hrf9cwsKcfo1FJJApYSGdqnZ3KRFpcRinqquL9CTW2n2+33nAS8CEwzZxAy2npEgHjvjEaq19wlqbZa3NSklJ6apwQ0p4eDjTp0+nVy//J4LDw8OZN28eMTExLF++nOLi4i45j8fjAdo3NKNpatMTnSmkoqKCgwcPajiISAhwJU2ltGwLtbXtn1Goozz7ngMM/ft/228xiPQESlhIp2msrqfWXabpTEV6GGNMrDGmV9Nt4Fxg62GbvQp8xzdbyCSgxFq7v5tDlQDQq1cv5s+fT11dHcuXL6e6urrTz9FUS6J///4nvG9MTAzR0dEn3MNC9StEQkeSaypgKSpa65fzNzbWsm/f8yQnzyQq6sTbOZFQooSFdJqqzwqhwRI90uXvUETkxPQB1hpjNgPrgNestW8YY/7DGPMfvm1WAV8BO4E/ATf6J1QJBKmpqcydO5eCggKef/55GhoaOvX4Ho+HlJQUoqKi2rV/UlLSCfewcLvdGGPo10+1ZEWCXXyvUTidiX6rY5Gf/yZ1dYWkq9imyHFpWlPpNJXZeTgSI4kY6P9uyyLSdtbar4CxrSz/Q4vbFljUnXFJYDv55JOZM2cOL7/8MitXrmTOnDmdMnuJtRa3201GRka7j+Fyudi9e/cJ7ePxeOjTpw8RERHtPq+I9AzGOEhKnExR0Vqstd0+85Lbs5yoqHSSks7q1vOK9ETqYSGdoqGslpqdxcRkpvptuj0REelemZmZTJs2jU8++YT33++cAnZFRUVUVVV1aGhGUlISpaWl1NXVtWn7xsbG5llJRCQ0uFzTqK3Np6xsS7eet6JiJ8XFH5PW/2qM0UcxkePRs8Sn8tN8Kjbl+juMHqvq03ywEJOpInsiIqFk+vTpjBkzhnfeeYdPP/20w8frjFoSTTOFtHVYSEFBAbW1tUpYiISQ5OSzMcZJbt6qbj2vx/MMxjjp3/+Kbj2vSE+lhAXe7qcV6w9w8B9fUPt1mb/D6ZEqN+fj7BeLs0+sv0MREZFuZIxhzpw5DBo0iFdeeeWEh2IczuPxEBERQUdmmTnRmUJUcFMk9DidvUlKmkxe3iq8ox67XkNDFfsPrCA15TwiIpK75ZwiPZ0SFnjfbCVdlYEjPoLCv22joazW3yH1KPWFVdTuLVPvChGREBUeHs7cuXNJTEzk2WefJT8/v93Hcrvd9O/fn7Cw9r9Faeph0daZQtxuN1FRUc2JDhEJDX1SL6S62kNpWcd7h7VFbu5r1NeXkqZimyJtpoSFjyPWievaETRW1VO4LAdb3+jvkHqMymzvG9PosUpYiIiEqujoaObPn4/D4WDZsmWUl5ef8DHq6uo4cOBAh3s6REVFERMT0+YeFh6Ph7S0tA4lSUSk50lOnoUxTvK6aViIZ99yYmKGkJAwoVvOJxIM9MrcQkT/OBKvGErt7lKKV37l73B6BGstldl5RAyKJzyhfdPPiYhIcEhMTGTevHlUVFTwzDPPUFt7Yj0W9+/fT2NjY6cMzXC5XG3qYVFTU0NeXp6Gg4iEIKcznqSkKeTldv2wkNKyrZSWbiY97WoVqBc5AUpYHCZmbCpxU9Op+Pd+KtYf8Hc4Aa9ufwX1+VXEZKb6OxQREQkAaWlpXH755Xg8HlasWEFjY9t7LHo8nuZjdFRSUlKbeljs27cPa60SFiIhqk/qhVTX7KO0dHOXnsfjWU5YWBR9+17WpecRCTbh/g4gEPU+fxB1+8s5+PJOwvvEEDkw3t8hBazK7DwIM0SPVuEgERHxysjI4IILLuD1119nxYoV9O/fv037ffbZZ/Tu3ZtevXp1OAaXy8XmzZupra0lIiLiqNs1FdzsjCSJiPQ8ycnnYEwEeXmr6N07s0vOUV9fRm7uP+nT52KcTn2uEDkRSli0woQZXFdnkPt4NoV/z6HPzeNw9Dr6m51QZRstVdn5RA1LxBHr9Hc4IiISQCZOnEhpaSkffPABW7dubfN+WVlZnXL+ljOF9O3b96jbeTwekpKSiImJ6ZTzipwoY4wD2AB4rLUXGWMGA88CScAm4Fprba0xJhL4KzAeKATmWmt3+ynsoOF0xuNynUVu3iqGDFmMMZ3fAf3AgVdoaKgkXcU2RU6YEhZHERbjLcKZ/3tv0iLl+6Mx4RpB01Lt7hIaSmvpfaGKbYqIyJFmzZrFtGnTTmhs+LF6Q5yIljOFHC1hYa3F7XZz8sknd8o5Rdrpx0AO0PTV+33AQ9baZ40xfwBuAP7X9/ugtXaIMeYq33Zz/RFwsElNvZCCgtWUlm6md+9xnXpsay1uzzJ69RpJr16jO/XYIqFAn8CPIaJfLIlXDqN2TynF//zS3+EEnMrsfExEGFEjXP4ORUREAlRERASRkZFt/umsYnQte1gcTUlJCeXl5apfIX5jjEkHZgN/9t03wEzgRd8mTwPf8t2+xHcf3/qzjao3doqU5LMJC4sgtwtmCykp2UhFxQ7S0uar2KZIOyhhcRwxY1LoNS2dio8PUL5uv7/DCRi2vpHKLQVEj3ARFuHwdzgiIiKHiIyMJC4u7pgzhTTVr1DCQvzoYeCnQFN1WhdQbK2t9913A00FVtKArwF860t820sHhYf3IilpKnl5q7C27YWC28LjeQaHI44+qRd16nFFQoUSFm0Qf94gIoclUvzKl9TsKfV3OAGhesdBbFU90ZodREREAtTxZgpxu92Eh4fTp0+fboxKxMsYcxGQZ63d2HJxK5vaNqw7/NgLjTEbjDEb8vPzOxhpaOiTeiE1NQcoKf2k045ZW1tEbt4q+vW9lPDw2E47rkgo8VvCwhiz2xizxRiTbYzZ4FuWZIx5yxjzhe93om+5McY8aozZaYz51BhzWrfGGmZwXTUcR+9ICv+eQ0NpTXeePiBVZucRFhNO1NAEf4ciIiLSKpfLdcweFh6Ph379+uFwqKeg+MVkYI4xZjfeIpsz8fa4SDDGNNWZSwf2+W67gQEAvvW9gVYzctbaJ6y1WdbarJQU1Rpri+TkmYSFRZCX23nDQvYf+AfW1pKWdnWnHVMk1Pi7h8UMa22mtbapJPhiYLW1diiw2ncf4AJgqO9nId7CQ90qLMZJ8ndGYGvqKfx7Dra+c7uL9SSNNfVU5xQRPSYF4/D3v5CIiEjrkpKSqKiooLq6+oh19fX17Nu3T8NBxG+stXdYa9OttYOAq4B3rLXzgXeBK3ybLQBe8d1+1Xcf3/p37IlUtJVjCg/vhStpGnn5b3TKsBBrG/F4nqF37yzi4oZ3QoQioSnQPm22LCZ0eJGhv1qvf+PNPPfr7uCcfWNJvGIYtXvLKH41dItwVm0rwtY1EpOpjL2IiASupplCWhsWkpubS0NDgxIWEohuB24xxuzEW6PiL77lfwFcvuW38M0Xe9JJUpuGhZRs6vCxig5+SFXVHk1lKtJB/pzW1AJvGmMs8Edr7RNAH2vtfgBr7X5jTFOBhOYiQz5NBYi6vQpmzJgU6vaVU/aeG9to6X3+IBxxnTMFW09RlZ2HIyGSiIHxx99YRETET1rOFNK/f/9D1qngpgQSa+17wHu+218BE1rZphq4slsDCzHeYSGR5OatIiEh6/g7HIPHsxynM5GUlPM7KTqR0OTPHhaTrbWn4R3uscgYM/UY27apyFB3FRiKP3cQcWelUbkpjwMPbKBsjTtkhog0lNdS/cVBYjJTMGGamklERAJXU8KitToWHo+HuLg44uOVfBcRr/DwOFyuaeTlvd6hYSFlZZ9RUPA2/fpdgcMR2YkRioQevyUsrLX7fL/zgJfwZpJzm4Z6+H7n+TZvLjLk07IAUctjdkuBIRNmSJh9Mn3+8zQiB/em5PVdHHhoI1WfFRDsQwmrthRAI8RodhAREQlwERER9OrVq9WEhdvtJj09HWOUfBeRb6SmXkhtbR7FJRuPv3ErGhtr2ZZzO05nEoNO+o9Ojk4k9PglYWGMiTXG9Gq6DZwLbOXQYkKHFxn6jm+2kElASdPQEX9ypsSQfN1Ikq8fhXGEUfi3HAr+tIXa/RX+Dq3LVGbnE94nBmdfTc0kIiKBz+VyHVHDoqKigqKiJLvK4QAAIABJREFUIg0HEZEjJLu8w0Ly8l5r1/679/yR8vIcMob/GqdTs+mJdJS/elj0AdYaYzYD64DXrLVvAPcCs4wxXwCzfPcBVgFfATuBPwE3dn/IRxc1LJE+Pz6NhEtOoe5ABXmPbuLgii9oKK/1d2idqr6omto9pepdISIiPUZSUtIRPSw8Hg+g+hUicqTw8Fhcrhnk5f0f1jac0L7l5Z+ze/fv6NPnYlJSZnVRhCKhxS9FN33FhMa2srwQOLuV5RZY1A2htZtxGOLO6E/M2BRKV++l/KP9VG7OJ37mQOIm98eEB9qELCeucrN3hE7MWM0OIiIiPYPL5aKqqoqqqiqio6MB73AQYwz9+nX7hGMi0gP0Sb2Q/Pw3KC7eSGLiEfVPW9XYWM+2nJ8SHt6LYUN/2cURioSOnv8pOsCExThJuPgU+vzk0PoWlVsKsA09t76FtZbKT/KJOCme8KQof4cjIiLSJk1Tm7bsZeHxeEhNTSUyUsXwRORIyckzCAuLIi9vVZv32bv3T5SVbWX48F8REZHUhdGJhBYlLLqIM7VlfQtD0bIc9v/Pxxx8ZSc1u0uwjT0reVF3oJL6vEpiMtW7QkREeo6WU5sCNDY2NhfcFBFpjcMRQ7JrBnn5r7dpWEh5xRd8tetRUlLOp0/qhd0QoUjo8MuQkFDSVN+iOqeIys35VKzPpeKj/TgSIokem0LM2BSc/WIDvkp5VXYehEH06GR/hyIiItJmiYmJwDc9LAoLC6mpqVHCQkSOKbXPheTlv05x8XoSEycddTtrG8jJWUx4eCzDh/+qGyMUCQ1KWHQD4wgjelQy0aOSaaypp2pbEVXZeZS/76F8jZvwlGhixqYQnZmKMzna3+EewTZaKjfnEzU0EUdchL/DEZFOZowZAPwV6As0Ak9Yax85bJvpeGdu2uVbtMJae3d3xinSHk6nk969ezf3sHC73QCkpaX5MywRCXDJrumEhUWTm/f6MRMWe79+itLSbEaOeIjICH2xJ9LZlLDoZmGR4cSOSyV2XCoNFXVUbS2gMjuf0tV7KX17L860OGJ8PS8cvQNjbG3tnlIaimvofd4gf4ciIl2jHvgva+0m35TTG40xb1lrtx223fvW2ov8EJ9Ih7hcruYeFh6Ph8jISJKT9cFCRI7O4YghOXkGeXmvM3zYLzHGccQ2lZW7+Oqr35KcfA59+lzshyhFgp8SFn7kiHUSN7EfcRP7UV9SQ9XmfCo351Oyahclr+8icnBvYsalEj0qmbBo/z1Uldl5GGcYUSNcfotBRLqOtXY/sN93u8wYkwOkAYcnLER6pKSkJLZu3Yq1FrfbTVpaGmFhKuMlIsfWJ3U2eXmrOFi8jqTEMw5ZZ20j23IWExYWScbwXwf88G6RnkoJiwAR3juSXlPT6TU1nbr8Sm/yIjufg//4goMv7yQqI4mYzFSiM5Iwzu57k2XrG6naUkDUCBdhkUdmlkUkuBhjBgHjgI9bWX2GMWYzsA+41Vr7WSv7LwQWAgwcOLDrAhU5AS6Xi+rqakpKSsjNzeWss87yd0gi0gO4XNMIC4smL2/VEQkLt/uvlJRsYMSp9xMZmeqnCEWCnxIWAciZEoPznJPodfZA6tzlVGbnUbk5n+rPCjFRDqJHJROTmUrkyb0xYV2bza3eWUxjZT0xYzU7iEiwM8bEAf8AfmKtLT1s9SbgJGttuTHmQuBlYOjhx7DWPgE8AZCVldWzpkOSoNU0U0hTLwsV3BSRtnA4oklOnkle3hsMG3oXYWHej06VlXvY+eWDuFzT6Nv3Mj9HKRLclLAIYMYYIgb0ImJAL3pfeDI1XxVT+UkeVVsKqNyQS1h8BDFjUogZl4qzf+fONNJQVkvlJ3mUf7SPsJhwooYldtqxRSTwGGOceJMVy6y1Kw5f3zKBYa1dZYz5vTEm2Vpb0J1xirSHy+Ud0rh582ZABTdFpO28w0Jeo7h4HUlJZ2JtIznb78AYBxnD79FQEJEupoRFD2EchqihiUQNTcTWNVCVU9ScUChf68GRFEV0RhJRpyYRObg3JvzEh43YhkaqtxdRsSGX6s+LoBEiToon/uyB7TqeiPQMxvtu6y9AjrX2t0fZpi+Qa621xpgJQBhQ2I1hirRbQkICxhjy8/NJTEwkNjbW3yGJSA/hck3D4YjxDgtJOhOP5xmKiz8mI+O/iYrq5+/wRIKeEhY9kHE6vD0rxqTQWFlH5dYCqrcVUb7uAOUf7sNEOogankjUqS6ihycSFuM85vHqciuoWJ9LZXYejeV1hPVyEndWOrHj++BMjemmqxIRP5oMXAtsMcZk+5bdCQwEsNb+AbgC+KExph6oAq6y1mrIh/QI4eHhJCQkcPDgQQ0HEZET4nBEkZx8Nnn5/8fAgd9n55f3kZQ4mf79vu3v0ERCghIWPVxYjJO4Cf2Im9CPxtoGanYWU51TRFVOIVWfFnAwzNtLIvpUF1GnJuFM8SYgGqvqqdycT8XGXOq+LoMwQ/SpScRk9SFqWBLGoe5tIqHCWrsWOOaT3lr7OPB490Qk0vmSkpKUsBCRdklNvYDc3H/ySfa1gCUj4781FESkmyhhEUTCIhxEj3ARPcJFQuMQ6jzlVOUUUp1T5J0qddUuwpOjCU+NoXrHQahvxNk3ht4XnUxMZgqOuAh/X4KIiEiXcLlcfPnll6pfISInzJU0DYcjlupqD8OH/YroaCU+RbqLEhZByoS1KNh57iDqD1ZTvb2Iqpwi6jxlxGb1ITarD860OGWIRUQk6J1yyil4PB769u3r71BEpIdxOKJIS5tHVdUe0tLm+TsckZCihEWICE+MIu6M/sSd0d/foYiIiHS74cOHM3z4cH+HISI91NAhi/0dgkhI0tQPIiIiIiIiIhJwlLAQERERERERkYCjhIWIiIiIiIiIBBwlLEREREREREQk4ChhISIiIiIiIiIBRwkLEREREREREQk4SliIiIiIiIiISMBRwkJEREREREREAo4SFiIiIiIiIiIScJSwEBEREREREZGAo4SFiIiIiIiIiAQcY631dwxdwhiTD+w5wd2SgYIuCCfQhMp1Quhca6hcJ/T8az3JWpvi7yC6g9rh4wqVaw2V64TQudaefp0h0w6D2uLjCJXrhNC51lC5Tuj519qmtjhoExbtYYzZYK3N8nccXS1UrhNC51pD5TohtK41FIXS4xsq1xoq1wmhc62hcp2hLFQe41C5Tgidaw2V64TQuVYNCRERERERERGRgKOEhYiIiIiIiIgEHCUsDvWEvwPoJqFynRA61xoq1wmhda2hKJQe31C51lC5Tgidaw2V6wxlofIYh8p1Quhca6hcJ4TItaqGhYiIiIiIiIgEHPWwEBEREREREZGAo4SFjzHmfGPM58aYncaYxf6Op6sYY3YbY7YYY7KNMRv8HU9nMsY8aYzJM8ZsbbEsyRjzljHmC9/vRH/G2BmOcp1LjDEe3+OabYy50J8xdgZjzABjzLvGmBxjzGfGmB/7lgfdYypeodIOQ/C2xWqH1Q5Lz6Z2ODioLVZbHEyUsACMMQ7gd8AFwAjgamPMCP9G1aVmWGszg3AanKXA+YctWwysttYOBVb77vd0SznyOgEe8j2umdbaVd0cU1eoB/7LWnsqMAlY5HteBuNjGvJCsB2G4GyLl6J2WO2w9Ehqh4PKUtQWqy0OEkpYeE0Adlprv7LW1gLPApf4OSY5QdbafwFFhy2+BHjad/tp4FvdGlQXOMp1Bh1r7X5r7Sbf7TIgB0gjCB9TAdQOBwW1w8FF7XDIUTscJNQWB5dQb4uVsPBKA75ucd/tWxaMLPCmMWajMWahv4PpBn2stfvB+2QHUv0cT1e6yRjzqa97XFB1CTPGDALGAR8TWo9pKAmldhhCqy0Opees2mHpydQOB7dQet6qLQ4iSlh4mVaWBev0KZOttafh7e63yBgz1d8BSaf4X+AUIBPYD/zGv+F0HmNMHPAP4CfW2lJ/xyNdJpTaYVBbHIzUDktPp3ZYgoHa4iCjhIWXGxjQ4n46sM9PsXQpa+0+3+884CW83f+CWa4xph+A73een+PpEtbaXGttg7W2EfgTQfK4GmOceBvmZdbaFb7FIfGYhqCQaYch5NrikHjOqh2WIKB2OLiFxPNWbXHwUcLCaz0w1Bgz2BgTAVwFvOrnmDqdMSbWGNOr6TZwLrD12Hv1eK8CC3y3FwCv+DGWLtPUWPlcShA8rsYYA/wFyLHW/rbFqpB4TENQSLTDEJJtcUg8Z9UOSxBQOxzcQuJ5q7Y4+Bhrg7mnV9v5prx5GHAAT1pr7/FzSJ3OGHMy3gwyQDiwPJiu0xjzDDAdSAZygbuAl4HngYHAXuBKa22PLs5zlOucjrfrmwV2Az9oGtPWUxljpgDvA1uARt/iO/GO2Quqx1S8QqEdhuBui9UOqx2Wnk3tcHBQW6y2OJgoYSEiIiIiIiIiAUdDQkREREREREQk4ChhISIiIiIiIiIBRwkLEREREREREQk4SliIiIiIiIiISMBRwkJEREREREREAo4SFhJSjDHlh92/zhjzeIv7C40x230/63zTCDWt222MSW5xf7oxZmWL4+QbY7J9+/5nd1yPiEhPo3ZYRMT/1BZLT6GEhYiPMeYi4AfAFGttBvAfwHJjTN82HuI5a20mMBn4mTFmQBeFKiISlNQOi4j4n9piCSRKWIh843bgNmttAYC1dhPwNLDoRA5irS0EdgL9Oj1CEZHgpnZYRMT/1BZLwAj3dwAi3SzaGJPd4n4S8Krv9khg42HbbwAWnMgJjDEDgSjg0/YGKSISxNQOi4j4n9pi6RGUsJBQU+XrogZ4x9kBWcfY3gDWd9u2sr7lsrnGmBnAcOD71trqDsYqIhKM1A6LiPif2mLpETQkROQb24Dxhy07zbccoBBIbLEuCShocf85a+1I4CzgNycwzk9ERLzUDouI+J/aYgkYSliIfON+4D5jjAvAGJMJXAf83rf+PeBa3zoHcA3w7uEHsdZ+BPwN+HGXRywiElzUDouI+J/aYgkYGhIi4mOtfdUYkwZ8aIyxQBlwjbV2v2+TXwP/a4zZjLdb3BvA349yuPuATcaY/7bWlnV17CIiwUDtsIiI/6ktlkBirG1tCJKIiIiIiIiIiP9oSIiIiIiIiIiIBBwlLEREREREREQk4ChhISIiIiIiIiIBRwkLEREREREREQk4SliIiIiIiIiISMBRwkJEREREREREAo4SFiIiIiIiIiIScJSwEBEREREREZGAo4SFiIiIiIiIiAQcJSxEREREREREJOAoYSEiIiIiIiIiAUcJCxEREREREREJOEpYiIiIiIiIiEjAUcJCRERERERERAKOEhYiIiIiIiIiEnCUsBARERERERGRgKOEhYiIiIiIiIgEHCUsRERERERERCTgKGEhIiIiIiIiIgFHCQsRERERERERCThKWIiIiIiIiIhIwFHCQkREREREREQCTpclLIwxUcaYdcaYzcaYz4wxv/ItH2yM+dgY84Ux5jljTIRveaTv/k7f+kEtjnWHb/nnxpjzuipmEREREREREQkMXdnDogaYaa0dC2QC5xtjJgH3AQ9Za4cCB4EbfNvfABy01g4BHvJthzFmBHAVMBI4H/i9McbRhXGLiIiIiIiIiJ91WcLCepX77jp9PxaYCbzoW/408C3f7Ut89/GtP9sYY3zLn7XW1lhrdwE7gQldFbeIiIiIiIiI+F+X1rAwxjiMMdlAHvAW8CVQbK2t923iBtJ8t9OArwF860sAV8vlrewjIiIiIiIiIkEovCsPbq1tADKNMQnAS8CprW3m+22Osu5oy49gjFkILASIjY0dn5GRccIxi4h0pY0bNxZYa1P8HUd3SE5OtoMGDfJ3GCIihwildhjUFotIYGprW9ylCYsm1tpiY8x7wCQgwRgT7utFkQ7s823mBgYAbmNMONAbKGqxvEnLfQ4/zxPAEwBZWVl2w4YNXXA1IiLtZ4zZ4+8YusugQYNQOywigSaU2mFQWywigamtbXFXzhKS4utZgTEmGjgHyAHeBa7wbbYAeMV3+1XffXzr37HWWt/yq3yziAwGhgLruipuEREREREREfG/ruxh0Q942jejRxjwvLV2pTFmG/CsMeb/AZ8Af/Ft/xfgb8aYnXh7VlwFYK39zBjzPLANqAcW+YaaiIiIiIiIiEiQ6rKEhbX2U2BcK8u/opVZPqy11cCVRznWPcA9nR2jiIiIiIiIiASmbqlhESjq6upwu91UV1f7OxQJMVFRUaSnp+N0Ov0diohfqR0OHWr3RAKX2mLpTno9kI4IqYSF2+2mV69eDBo0CGNam3xEpPNZayksLMTtdjN48GB/hyPiV2qHQ4PaPZHAprZYuoteD6SjuqzoZiCqrq7G5XKpYZZuZYzB5XLpWwwR1A6HCrV7IoFNbbF0F70eSEeFVMICUMMsfqH/O5Fv6PkQGvQ4iwQ2PUelu+h/TToi5BIW/lZVVcW0adNoaPBOdLJjxw4uvPBChgwZwqmnnsq3v/1tcnNzAVi7di0TJkwgIyODjIwMnnjiiebjXHfddbz44ouHHDsuLg6A3bt3Y4zhsccea1530003sXTpUhYtWkRmZiYjRowgOjqazMxMMjMzjzhWRw0aNIiCgoIjli9ZsoQHH3wQgF/+8pe8/fbb7Tr+7t27GTVqFAAbNmzgRz/6UfuDPYqWsbbVypUrueuuuzo9FhHpPMHcDi9dupSbbrrpiOUt28zOduutt/LOO+90ybFFREQktClh0c2efPJJLrvsMhwOB9XV1cyePZsf/vCH7Ny5k5ycHH74wx+Sn5/PgQMHmDdvHn/4wx/Yvn07a9eu5Y9//COvvfZam86TmprKI488Qm1t7SHLf/e735Gdnc2qVas45ZRTyM7OJjs7myuuuKIrLveY7r77bs4555wOHycrK4tHH320Q8do+uDSEfX19cyePZtXX32VysrKDh9PRLpGT2+H6+vrT/iaO+pY57z55pu59957uzEaEQkGwZw87mytXaM/tfz7Ll++vHn5li1buO666/wUlQQrJSy62bJly7jkkksAWL58OWeccQYXX3xx8/oZM2YwatQofve733Hddddx2mmnAZCcnMz999/f5jeFKSkpnH322Tz99NMdjnnJkiVce+21zJw5k6FDh/KnP/0JgPfee4+LLrqoebumF4AmDzzwABMmTGDChAns3LnziOO2bHzXr1/PmWeeydixY5kwYQJlZWVHbL9x40bGjh3LGWecwe9+97vm5S3jWLNmTfMLzrhx4ygrK8Nay2233caoUaMYPXo0zz33XPN+M2bMYN68eYwePRqAe+65h+HDh3POOefw+eefN5/jyy+/5Pzzz2f8+PGcddZZbN++vfkabrnlFmbMmMHtt9+OMYbp06ezcuXKdv2tRbqbMcZhjPnEGLPSd3+wMeZjY8wXxpjnjDERvuWRvvs7fesH+TPujuip7fDChQs599xz+c53vkN1dTXf/e53GT16NOPGjePdd99t3vbrr7/m/PPPZ/jw4fzqV79qXl5fX8+CBQsYM2YMV1xxRXNidePGjUybNo3x48dz3nnnsX//fgCmT5/OnXfeybRp07jnnnsYPHgwdXV1AJSWljJo0CDq6uo46aSTKCws5MCBAx2+ThEJHT09eSxHJixGjx6N2+1m7969foxKgo0SFt2otraWr776ikGDBgGwdetWxo8f3+q2n3322RHrsrKy+Oyzz9p8vsWLF/Ob3/ymU3oPfPrpp7z22mt89NFH3H333ezbt++4+8THx7Nu3TpuuukmfvKTnxx1u9raWubOncsjjzzC5s2befvtt4mOjj5iu+9+97s8+uijfPTRR0c91oMPPtj8AvT+++8THR3NihUryM7Obj72bbfd1vyGfN26ddxzzz18snUr//zgI5Y98wwbN21ixYoVrF+/vvm4Cxcu5LHHHmPjxo08+OCD3Hjjjc3rduzYwdtvv81vfvMbwPs4vf/++8f9+4gEiB8DOS3u3wc8ZK0dChwEbvAtvwE4aK0dAjzk267H6cnt8MaNG3nllVdYvnx5c9J2y5YtPPPMMyxYsKC5oNm6detYtmwZ2dnZvPDCC2zYsAGAzz//nIULF/Lpp58SHx/P73//e+rq6rj55pt58cUX2bhxI9dffz0/+9nPms9ZXFzMmjVruOuuu5g+fXrzB4Rnn32Wyy+/vHmKutNOO40PPvigw9cowaWh0XL7i5+ycc9Bf4ciAagnJo9b+2IMvF/SnX766YwZM6Z5aPD69esZM2YM1dXVVFRUMHLkSLZu3XrML/zuvvtuTj/9dEaNGsXChQux1h4znvLycs4++2xOO+00Ro8ezSuvvAJARUUFs2fPZuzYsYwaNar5y7rFixczYsQIxowZw6233grAP//5TyZOnMi4ceM455xzmnu1HD40etSoUezevfuQ8y9evJj33/8XmWNG8dBDDwFw8cUX8+yzz7bnzyvSqpCa1rSlX3zhZmt5Vacec1RcNL8emn7U9QUFBSQkJLTpWNbaVgvUNC071romgwcPZsKECYdkPtvrkksuITo6mujoaGbMmMG6deuOey1XX3118+///M//POp2n3/+Of369eP0008HvImOw5WUlFBcXMy0adMAuPbaa3n99deP2G7y5MnccsstzJ8/n8suu4z09HTWrl3L1VdfjcPhoE+fPkybNo3169cTHx/PhAkTGDx4MHuravjX++9z1uyL2d1ocEVEMdv3olleXs6HH37IlVde2Xyempqa5ttXXnklDoej+X5qamqbEjoi/maMSQdmA/cAtxhvIzITmOfb5GlgCfC/wCW+2wAvAo8bY4w93rupY/jVPz9j277S9u7eqhH947nr4pFHXd+T2+E5c+Y0J3PXrl3LzTffDEBGRgYnnXQSO3bsAGDWrFm4XC4ALrvsMtauXcu3vvUtBgwYwOTJkwG45pprePTRRzn//PPZunUrs2bNArzD4/r169d8zrlz5zbf/t73vsf999/Pt771LZ566qnm3nagdk9al/11Mc9t+Jr1e4p448dTiQjX92QB6fXFcGBL5x6z72i44OgJhRNNHi9YsOCQZe1JHl9wwQVcf/31bd6nNU1fjE2ePJny8nKioqJ48803+eKLL1i3bh3WWubMmcO//vUvpk6dypw5c/j5z39OVVUV11xzDaNGjeK999476vFvuukmfvnLXwLe97orV648JIlzuKioKF566SXi4+MpKChg0qRJzJkzhzfeeIP+/fs3J5lLSkooKiripZdeYvv27RhjKC4uBmDKlCn8+9//xhjDn//8Z+6///7mL+GO59577+XB/17CyqUPQ78xgPexuffee/npT3/apmOIHI9eObpRdHT0IVP6jBw5ko0bN7a67ciRI5u/FWuyceNGRowYAYDL5eLgwW++sSgqKiI5OfmI49x5553cd999NDY2dij2w9+EG2MIDw8/5LiHT1fUcp9jVQc+2oeC7373u2RmZnLhhRcedZvDLV68mD//+c9UVVUxadIktm/ffszsdGxsLDWNjRysbyDOEUZiRDhxDgd5tfUU1dVTVFtPSW0dCQkJzV0Fs7OzycnJOeQYLVVXV7faQ0QkAD0M/BRoeiK7gGJrbVPBAjeQ5rudBnwN4Ftf4tu+R+nJ7XDLtuZY7Vpr7fXRlltrGTlyZHPbtmXLFt58881Wzzl58mR2797NmjVraGhoOKSIp9o9ac2aHfkAfJVfwV8/2u3XWCSw9NTkcdMXY48++ijFxcWEh4fz5ptv8uabbzJu3DhOO+00tm/fzhdffAF4C8y/9dZbbNiwoU0f4N99910mTpzI6NGjeeedd46blLHWcueddzJmzBjOOeccPB4Pubm5jB49mrfffpvbb7+d999/n969exMfH09UVBTf+973WLFiBTExMQC43W7OO+88Ro8ezQMPPHBCiSAaG70/WKjzfhGsBLZ0tpDtYXGsnhBdJTExkYaGBqqrq4mKimLevHn8z//8D6+99hqzZ88G4I033iAtLY1FixYxceJELrvsMjIzMyksLOT2229vzrpOnz6dhx9+mAULFhAREcHSpUuZMWPGEefMyMhgxIgRrFy5kgkTJhwzvscffxyg1Qrzr7zyCnfccQcVFRW899573HvvvTQ0NLBt2zZqamqorq5m9erVTJkypXmf5557jsWLF/Pcc89xxhlnHPW8GRkZ7Nu3j/Xr13P66adTVlZGdHQ0Tz311CHb9e7dm7Vr1zJlyhSWLVvW6rG+/PJLRo8ezejRo/noo4/Yvn07U6dO5Y9//CMLFiygqKiIf/3rXzzwwAPNdSjyausxwAUzpvO966/nrjvvpJet44M3Xuey715PQXgkfQeexF+eeYbrrrqKMLxDZMaOHdtqDDt27OiyavwincUYcxGQZ63daIyZ3rS4lU1tG9a1PO5CYCHAwIEDjxnDsXpCdJWe3A63NHXqVJYtW8bMmTPZsWMHe/fuZfjw4WzatIm33nqLoqIioqOjefnll3nyyScB2Lt3Lx999BFnnHEGzzzzDFOmTGH48OHk5+c3L6+rq2PHjh2MHNn6Y/Od73yHq6++ml/84heHLN+xY8chvdBEwJuwGDcwgd7RTh55+wsuyUwjpVekv8OSwx2jJ0RXaS15vGbNmla3bUoez5kzp3lZe5PHV1xxBVOnTm133IsXL2b27NmsWrWKSZMm8fbbb2Ot5Y477uAHP/jBEdsXFRVRXl5OXV0d1dXVxMbGHvULv+rqam688UY2bNjAgAEDWLJkyRFfBn788cfN57n77rspKioiPz+fjRs34nQ6GTRoENXV1QwbNoyNGzeyatUq7rjjDs4991x++ctfsm7dOlavXs2zzz7L448/zjvvvMPNN9/MLbfcwpw5c3jvvfdYsmQJwHG/mASgvobmtwK1FRARqwS2dDr1sOhm5557LmvXrgW8jfXKlSt57LE4+3X/AAAgAElEQVTHGDp0KCNGjGDp0qWkpqbSr18//v73v/P973+fjIwMzjzzTK6//vrmbmEXXXQRZ511FuPHjyczM5MPPviA++5rfUj5z372M9xu93Fj2759e3M34sNNmDCB2bNnM2nSJH7xi1/Qv39/BgwYwLe//W3GjBnD/PnzGTdu3CH71NTUMHHiRB555JHmcW2tiYiI4LnnnuPmm29m7NixzJo1q9VG8amnnmLRokWcccYZR20IH374YUaNGsXYsWOJjo7mggsu4NJLL2XMmDGMHTuWmTNncv/999O3b18AGq3lYF09Sc5wJmRlMXfuXDIzM7n6yiuZPnUqfSKcDIiO4MEnl/LkX55kxJgxDB8xgn+89PJRr+fdd99t/uAjEsAmA3OMMbuBZ/EOBXkYSDDGNCWz04Gmr0ncwAAA3/reQNHhB7XWPmGtzbLWZqWkpHTtFbRTT22HW7rxxhtpaGhg9OjRzJ07l6VLlxIZ6f0gOGXKFK699loyMzO5/PLLycrKAuDUU0/l6aefZsyYMRQVFfHDH/6QiIgIXnzxRW6//XbGjh1LZmYmH3744VHPO3/+fA4ePNg85A+grq6OnTt3Np9HBOBgRS2fuouZNiyFX1w0gur6Bh74v+3+DksCRMvkMcC8efP48MMPDymk+cYbb7BlyxYWLVrE0qVLyc7OBmhOHjf1WJg+fTrPPfdcc1HNtiSPj+fxxx9vTiC31PTF2O23305WVhbbt2/nvPPO48knn6S8vBwAj8dDXl4e4K2B9utf/5r58+dz++23A3DSSSc1f+FXUlLC6tWrgW8SAsnJyZSXl7c6K8jEiRObe8TNmTOHkpISUlNTcTqdvPvuu+zZsweAffv2ERMTwzXXXMOtt97Kpk2bKC8vp6SkhAsvvJCHH364+e9ZUlJCWpq3M2XLOh+DBg1i06ZNAGzatIldu3YdEU+vaAdlFZVgHN6EBfriTrqAtTYof8aPH28Pt23btiOWdbdNmzbZa665xt9htGr27Nm2pqbmiOV33XWXfeCBB/wQUddzV9XY7NIKW93QcNxty+vr7Z7Karu5tMJml1TYLyuqbEV9/SHbHDhwwM6cObPV/QPh/0/8D9hgA6CNbPkDTAdW+m6/AFzlu/0H4Ebf7UXAH3y3rwKeP95x1Q6fuKO1w4HihRdeOOJvt2LFCvvzn/+81e0D4fEW/3gl22NPun2l3bSnyFpr7T2vbbODFq+02XsP+jmywGyHu/InUNvi66+/3r711lvN93Nycux5551nhwwZYk899VQ7d+5ce+DAAWuttWvWrLFZWVl2+PDhdtiwYfb3v//9IcdasmSJHTVqlB07dqy97LLLbF5enrXW2l27dtmRI0c2b5ednW2NMfapp55qXnb4NtZau2jRIrt8+fIjYr7pppvsyJEj7ZgxY+xVV11lq6urrbXWPvzww3bUqFF21KhRdtKkSXbnzp326aeftpdeeqm11tr6+no7YcIEu3r1amuttbfddpsdNmyYnT17tr300kub4/nZz35mTznlFHv22Wfb6667zt51113WWmsXLFhgX3jhhSPiyc/Pt5MmTbLjx4+3N9xwg83IyLC7du2yb7zxhh09erQdO3aszcrKsuvXr7f79u2zp59+uh09erQdNWqUXbp0qbXW2pdfftkOHjzYTpkyxd5666122rRp1lprKysr7axZs+zYsWPt9773veZjW2ttbGystdba2gPb7cwpE+2YkRn2t0tus7ax0S5atMi++uqrR8QaCP9zElja2hYb77bBJysryx4+9jgnJ4dTTz3VTxF948knn2TBggWHFGoMZEuWLCEuLq65mnCwqGtsJKeimoRwBwOj295Fta6xkaK6BvJr62iwkOB00DfSSWRYGOvXr8fpdJKZmXnEfoHy/yf+ZYzZaK0NqK+ifUNCbrXWXmSMORlvj4sk4BPgGmttjTEmCvgbMA5vz4qrrLVfHeu4aoeDy80338zrr7/OqlWrGDZsWPPyF154gVmzZrU6Hj1QHm/pfv/1/GZWb89l489n4QgzlFXXMePBNQxIiuYf/3EmYWHHr0vVVQKxHe5KgdoWf/LJJ/z2t7/lb3/7m1/jaM1FF13EihUriIiI8HcogctayN0KkfHgjIFSNzW9hzDt7FmsXbuW8PBDKw8Ewv+cBJa2tsUhW8PCnzpaobi7NY1lCzYFtfVYC6kRzhPazxkWRp/IMJIjwsmrrSO/tp6S+gZcznAyx2fh9OObMJH2sNa+B7znu/0VcEShBWttNRA0RQp6WjscCB577LFWl6t2hRyusdGyZkc+U4Yk4/C9JvaKcnL7+cO57cVPeekTD5eP7/5aYhJYxo0bx4wZM2hoaAi45HFbho2EvIZaaKyHiBhwegs07/3qc+69994jkhUiHaEaFhKS6hstBXX19HY6iHK072ngMIZ+kRFkxEaRGO6goLae7RVV5NbU0RCkPZdERESOJ+dAKQXlNUwbdmgdm8tPS2fsgATufWM75TX1R9lbQsn1118fcMkKaSNfzQoiYsEZBYQxdGBfpk+f7s+oJAiFXMIiWIfAyIkpqKun0UKfE+xd0ZqIsDAGREcyPDaKOIeDAzV1bK+oprC2rvn/Tf93It/Q8yE06HEOXf/aUQBwRMIiLMyw5OIR5JfV8Ng7X/gjNGlBz1HpkNoKMGEQHu39HRHzTRLjMPpfk44IqYRFVFQUhYWFetKEuAZrKaito1e4g+h29q5oTZQjjMExkZwSE0mEMbir6/i8opri2joKCgqIiorqtHOJ9FRqh0ODtZbCwkK1eyFqzY48Tu0XT2r8kY//uIGJXDE+nSfX7mJXQesfbqTrqS2WDqut8A4FMb6h0BGxUFcFjQ2HbKbXA+mokBpglJ6ejtvtJj8/39+hiB+V1TdQXN9An4hwcsK6LmfX0NDI/voG9lhLMWGMO2Vwl51LpKdQOxw6oqKiSE9XnYJQU15Tz4bdB7nhrKO/5v30/OG8sfUAv165jSevO70bo5MmaoulQ2wjlHggKh7y67zL6qqgIh8KgfBDi9nr9UA6IqQSFk6nk8GD9aExlFU3NDLh39sYHhvLCyOHdPn56hstzx4o4tdf7uO0Xbk8Mzauy88pEsjUDosEtw93FlDfaI8YDtJSaq8ofnT2EP571Xbe3Z7HjIzUboxQQG2xdNBXa+D5K2H+P2DoJO+yikJ4YAacfRecdYt/45OgElJDQkSeOVBEXm09Pz6pT7ecLzzMcE1/Fz8YkMK7RWXsrKzulvOKiIj4w5od+cREOMg6KemY21135mBOTo7l7pXbqK1v7KboRKRTfL3O+zu9xYyUsS5wDflmnUgnUcJCQkZdo+XxPblkxccwOaF7ezpc299FhDE85S7o1vOKiIh0F2u905meeUoyEeHHfosZER7GLy4ewa6CCp76YFc3RSgincK9DlJOheiEQ5cPmOhdp9oo0omUsJCQ8WJuEZ6aOn4yqC+mqUBQN0mJcDInNYHnDhRRXt9w/B1ERER6mF0FFbgPVjFt+NGHg7Q0Y3gqZ2ek8ujqL8grVQ9EkR6hsdHbi2JAK/Vn0k+HykIo+qr745KgpYSFhIQGa3lsTx6j46I5O6mXX2K4Pj2Z8oZGnjtQ5Jfzi4iIdKU1O7wFHKcNbVvCAuDnF42gtqGR+974vKvCEpHOVPgFVBd7e1McrmnZ1x93b0wS1JSwkJDwz7xivqqq4Ucn9en23hVNTouPZVyvGJ50F9CornIiIhJk1uzIZ3ByLANdMW3eZ3ByLDdMOZl/bHLzyd6DXRhd4DHGDDDGvGuMyTHGfGaM+bFv+QPGmO3GmE+NMS8ZYxJa7HOHMWanMeZzY8x5/oteQlZTjYrWEhYpGRAZrzoW0qmUsJCg12gtj+zJZWhMJLNTevs1lhvSk/myqoY1RWV+jUNERKQzVdc18O+vCo85O8jR3DRzCKm9Ilny6mc0NoZUQr8e+C9r7anAJGCRMWYE8BYwylo7BtgB3AHgW3cVMBI4H/i9Mcbhl8gldH39MUQnegtsHi4szDssRAkL6URKWEjQe6uwlJyKan50Uh/C/NS7osnFqQkkO8P5i0fFN0VEJHis311EdV1juxIWcZHhLL4gg83uEv6xyd0F0QUma+1+a+0m3+0yIAdIs9a+aa2t9232byDdd/sS4FlrbY21dhewE5jQ3XFLiPt6HaRPgKO9px4wAfK2QXVJ98YlQUsJCwlq1loe3p3LwKgILk1N9Hc4RIaF8Z00F6sLS9ldVePvcERERDrFms/ziQgPY+LJx57O9Gi+lZnGaQMTuO+N7VTW1h9/hyBjjBkEjAMOH/x/PfC673Ya8HWLdW7fMpHuUVkEBZ97kxJHM2ACYMG9odvCkuCmhIUEtfcPlvNJWSU3DUwlPMy/vSuafKd/Mg6DpjgVEZGgsWZHPhMGJRETEd6u/cPCDLeeO5yC8lre3Z7fydEFNmNMHPAP4CfW2tIWy3+Gd9jIsqZFreze6hgaY8xCY8wGY8yG/PzQ+ntKF/Js9P4+VsIiLQsw4F7fLSFJ8FPCQoLaQ3sO0DfCydx+7fvGpyv0jXRy0f9n777j5Cqrx49/npntvZdsSdnNpleSkNACoSUgTUAQaYLylaKCIsWffkUEBaQoXxQFaaFXJWIACSWhpZG22ZTNpu5sL7N9ts7z++POhiXZbLbMzJ1y3q/Xvmbnzr13TiTe3DlznnNSE3i5so5WGXEqhBDCz5U1ONhV3TKs5SB9HTsumZSYMJZvrXBTZL5PKRWKkax4UWv9Vp/tVwHfAr6n9cFO3TYgp8/h2UB5f+fVWj+htZ6jtZ6Tmjqy/y5CHFS6BpQVRs0+8j4RcZA2WSaFCLeRhIUIWGsbWviyoZUbclMJt/jWX/Vrs1Np6nbyRlVwdUQXQggReFb1jjOdMLIPxlaL4owpGXy8o5r2rsBP6CtjbNlTwHat9cN9ti8GbgfO1Vq39TlkGXCpUipcKTUWGA9Id0PhPaVrIGMqhMcMvF/OPGNJiNPpnbhEQPOtT3FCuNGf9leRFGrle6OSzQ7lMHPiopgeE8nTZbVoGXEqhBDCj60qriEzPoLxaUf5EDMIS6Zm0NbZw8rioFjGcDxwBbBIKbXJ9XMW8BgQC3zg2vY3AK11EfAasA14D7hRax34mR3hG3q6oWyD0XDzaHKOhY4mqNnh+bhEwBveQkMhfNzGpjY+qm/ml+Myibb63sQvpRTXZKdw845SPm9o4YTEWLNDEkIIIYasq8fJZ7tqOXt6JsoNk7jmj0smISqU97ZWcuaUDDdE6Lu01p/Rf1+K5QMccy9wr8eCEuJIqrdBZ4uRjDia3h4XpWsgfbJn4xIBTyosREB6cG8liSFWrslKMTuUIzo/LZGkUCtPSfNNIYQQJvlydx2L/7QKm73t6Dv3Y1NpA80d3Zw0wv4VvUKtFk6flM6KbVV0SJ8nIXxHb0+KgRpu9koaB1HJxghUIUZIEhYi4GxoauXD+iauz00jJsT3qit6RVgtXJ6ZzPu1jRyQEadCCCFMsGZvHTsqm/npK5vo6hn6evOVO2uwWhTH57vvC4KzpmXS3NHNFyV1bjunEGKEStdCTAYk5B59X6WMSgxpvCncQBIWIuA8tNfoXeHL1RW9rspKQSl4tkxuyoQQQnifze4gxKL4ar+dRz4oHvLxK4trmJWTQHxkqNtiOi4/mdjwEJYXBs+0ECF8nm0t5Mw1khGDkTMP6ndDq9zjipGRhIUIKBsaXdUVOb5dXdErKyKMxSnxvFRRR9swvtkSQgghRsJmb2NmTgKXzs3h8ZW7+XTX4Jtd1rZ0UFjWOOJxpocKD7Fy2uR0PtheNayqDyGEmzVXgX3f4PpX9OptzmmTZSFiZCRhIQLKg/sqSQq18n0/qK7odW1WKg3dPfxTRpwKIYTwMpvdQVZiJL85Zwrj02K45dVNVDe3D+rYz3YZPZhGOs60P4unZtDQ1sXqPfLtrBCm6006DCVhMWoWWEJkWYgYMUlYiICxobGVj+qb/aa6oteChGgmR0fwlK1GRpwKIYTwmu4eJ5WN7WQnRhIZZuWxy2bT0tHNz17djNN59H+PVhbXkBQdxtRR8W6PbWFBKlFhVt7dWun2cwshhqh0LVjDIHPG4I8Ji4KM6VC6znNxiaAgCQsRMP7oh9UVYIw4vTY7lW2t7axubDU7HCGEEEGiqrmDbqcmOzEKgIL0WO46ZwqfldTy+MrdAx7rdGpWFddw4vgULJaRjzM9VESolVMmpvHfokp6BpE8EUJ4UOlayJwJIeFDOy7nWCj7Cnq6PBOXCAqSsBAB4avGVj72w+qKXhekJ5IQYuUp2+DXDgshhBAjYas3RplmJ0Ye3HbJ3BzOmTGKhz8oZv2++iMeW1TeRF1rp9v7V/R11tRMals6WTdAHEIID+vugPKNgxtneqicudDtgMpC98clgoYkLERA6O1d4Q+TQfoTZbVwWWYy79Y2UtbeaXY4QgghgoDN7gAgK+HrhIVSit9fMJXsxEh+8vJGGtr6/zdplas554njPZewOHlCKuEhFt6VaSFCmKdiC/R0DDNh4ep5USqNN8XwScJC+L31faorov2wuqLX1VnJaA1Ly6XBmBBCCM/rTViM6pOwAIiNCOX/vjuLmpYObn19S7/9lVburGFqVhypsUMsER+C6PAQTp6QyntFlYPqqSGE8IDehpvZw0hYxGdDXJZMChEjIgkL4fce8vPqil65keGckRLH8+W1tMsYNyGEEB5W1tBGWmw4EaGHJ/unZydwx5JJrNhexbNf7PvGa03tXXx1wM5JHqyu6LVkaiZVTR1sLJVJWkKYonQNJORCXObwjs+ZJxUWYkQkYSH8Wm91xQ1+Xl3R69qsVOq7eni7usHsUIQQQgQ4m93xjf4Vh7rm+DGcNimNPyzfwdayxoPbvyippcepPdq/oteiSWmEWS28WyjTQoTwOq2NZMNQxpkeKnseNJZCU7n74hJBRRIWwq89uNc/J4McyQmJMRREGSNOqzq6qOnsoq6zG3tXN03dPbR099DW46S9x0mXU9OjtYxCFUIIMSxGwiLqiK8rpfjjRTNIjgnjppc20NLRDcDK4lpiwkOYPTrR4zHGRYRywvgU3t1aKf/eCeFtjTZorhjecpBe0sdCjFCI2QEIMVzrGlv5xN7Mr/NGBUR1BfSOOE3h9mIbM74oGvRxk6IjWDp9HDkRYR6MTgghRKDocWrKGxycPX3gMu/E6DD+fOksLn3iS371z0IeuWQmq4prOD4/mVCrd773WjI1g492VFNY1sj07ASvvKcQAmM5CAyv4WavjGkQEmEkLKac7564RFCRhIXwWw+5qiuuzko2OxS3uiwzmWirBYfTSY/GqKLAeHQe+hzocmqeKqvh/A27eG1mHnlRESb/CYQ/UEpFAKuAcIx/C97QWv9GKfUssBDorf++Wmu9SSmlgD8DZwFtru0bvB+5EMIdqpvb6XbqAZeE9Jo3NolbTivgoQ+KSY+LoKzBwY2n5HshSsPpk9MJsSiWF1ZKwkIIbypdC6FRkD51+OcICYNRs75OfggxRJKwEH7pG9UV1sCorugValFclJE0pGPOTo3nks17OG9DCa/OzGNKzNFvQEXQ6wAWaa1blFKhwGdKqXddr/1Ca/3GIfsvAca7fo4FHnc9CiH8UO+EkIGWhPR1wyn5fLmnjr+v2gPASQXeW4qZEBXGgrxk3ttawe2LJ2DkT4UQHle6BrKOAesIPzLmzIMv/wpd7RAqX6yJoZEeFsIvPbi3kuTQkICrrhiuqbFRvD07nzCL4tsbS1jf2Gp2SMLHaUOL62mo62egBeLnAUtdx60GEpRSw2wZLoQwm83eBjCoCgsAq0Xxp0tmkhwdRn5azKATHe6yZGom++ra2F7R7NX3FSJodbZCZeHIloP0yjkWnF1QsWnk5xJBx2MJC6VUjlLqY6XUdqVUkVLqp67tdymlypRSm1w/Z/U55k6lVIlSaqdS6sw+2xe7tpUope7wVMzCP6xtaGGlvZkbc9MCrrpiJPKjInh79niSQq18Z/NuPq2XmzoxMKWUVSm1CagGPtBa99Zr3quU2qKUekQpFe7algWU9jnc5tomhPBDtnqjwiIrYfAVeWlxEbz+owX87fJjPBXWEZ0xJR2Lgve2Vnj9vYUISuUbQfeMbEJIr96mnbIsRAyDJyssuoGfa60nAfOBG5VSk12vPaK1nun6WQ7geu1SYAqwGPir62baCvwFoxx5MvDdPucRQeihfVUkh4ZwlVRXHCYnIoy3Z40nNyKM723Zw/u1jUc/SAQtrXWP1nomkA3MU0pNBe4EJgJzgSTgdtfu/dVgH1aRoZS6Tim1Xim1vqamxkORCyFGqqzBQUpMOBGhQ0v8j0uNIT8txkNRHVlKTDjzxiaxfKuMNxXCK3qTC9lzR36umFRIHCuTQsSweCxhobWu6G3IprVuBrYz8Ldx5wGvaK07tNZ7gRJgnuunRGu9R2vdCbzi2lcEIamuOLq08FD+OSufyTGRXLN1L29V2c0OSfg4rXUD8Amw2HXt1lrrDuAZjGswGBUVOX0OywYOG6qutX5Caz1Haz0nNTXVw5ELIYbLGGnqX/2OzpqWSUl1C7uqpIJQCI8rXQfJ4yFqaH3VjijnWCNh4QvjiTtbYee78N6dcECqPnydV3pYKKXGALOA3r8RN7nKjZ9WSvUO8T5SufGgy5Dlm73A9+C+SlKkuuKoEkNDeGNmHvPio7lx236WltWaHZLwMUqpVKVUguv3SOA0YEdvXwrXVJDzga2uQ5YBVyrDfKBRay212UL4KZu9ze8SFmdOyQDgXamyEMKztDYqLNyxHKRXzjxorQb7Pvedc7C0hppi+PIvsPR8uH8MvHwprP4rvH+n9+MRQ+LxhIVSKgZ4E7hZa92E0Vk+D5gJVAAP9e7az+F6gO2Hb5Rv9gLamoYWVtlbpLpikGJCrLw0PY9Tk+O4rdjGY/urzA5J+JZM4GOl1BZgHUYPi3eAF5VShUAhkALc49p/ObAHo/rtSeAG74cshHAHp1NT3tBOlp8lLNLjIpgzOlESFkJ4Wt1ucNRDjhuWg/Tqbd7prWUhna2w8z34z8/hzzPgL3Ph/V9CUznMuw6u+Bec/jso+8ro1yF8lkfHmrpG5b0JvKi1fgtAa13V5/UngXdcTwcqNz5qGbIIfM+U1ZIUauVKqa4YtEirhaenjuHH2w9wz54KWnqc3D42Q0bCCbTWWzAq3w7dvugI+2vgRk/HJYTwvJqWDjp7nF6f9OEOi6dmcM9/trOvtpUxKdFmhyNEYOrtX+HOCou0yRAWY5x7xiXuO29frXWw5VUo+QD2fQ49HRAaBWMXwvE/gfzTIXH01/uPmgWf/AHWPQXnPeaZmMSIeXJKiAKeArZrrR/us73vGLwL+Ga58aVKqXCl1FhgPLAW45u/8UqpsUqpMIzGnMs8FbfwXZub21iQECPVFUMUZrHw18mj+V5mEn/aX8WvdpXh9IX1g0IIIUwx1JGmvmTJNOM2UqoshPAg21oIj4eUCe47p8UK2XOMc3tCWz08s9hY4tFog3k/NKoobt8Hl70Cc3/wzWQFQGQCTLsICt8AR4Nn4hIj5skKi+OBK4BC19g8gF9iTPmYibGsYx/wPwBa6yKl1GvANowJIzdqrXsAlFI3Ae8DVuBprXWRB+MWPqilu4d9jk4uznBT458gY1WKByfkEBNi5e+lNaxvauV7mcmcn55IXIgkgIQQIpjY7MZI0xw/TFhkJUQyIzued7dWcP3JeWaHI0RgKl1rLAexuPm77ZxjYdUfoaMZwmPdd97uDnj1cqM/xpXLYNzCwR8751rYsBQ2vwLzf+S+mITbeHJKyGdaa6W1nt53hKnW+gqt9TTX9nP7Nm3TWt+rtc7TWk/QWr/bZ/tyrXWB67V7PRWz8F3bW9vRwJQY/7u58hVKKe7KG8WDE3LocGpuK7Yx4/Ot3LRtP5/Zm6XqQgghgkRvwiIrwf+WhIBRZbHF1niwUsRfKaVylFIfK6W2K6WKlFI/dW1PUkp9oJTa5XpMdG1XSqlHlVIlrub1s839E4iA1N4I1dshe97R9x2q7HmgnUbfCHdxOuFf18P+z+H8x4eWrAAYNROyjoH1T/nGBBNxGK9MCRFipIpajJuryZKwGBGlFJePSubjuRN475gCvpORxH/rGrlo026OXb2dB/dWUtreaXaYQgghPMhmd5AcHUZkmH9W2C2ZakwLec//l4V0Az/XWk8C5gM3KqUmA3cAH2qtxwMfup4DLMFYMj0euA6jkb0Q7nVgDaDd23CzV/YcQBkVDT3d7jnnR3fD1jfhtLuM5R3DMedaqC2GfZ+6JybhVpKwEH5hW4uD+BAr2eGhZocSEJRSzIyL4v4JOWw+biqPTx7N2MgwHtpXybwvt3HxphLeqrLj6HGaHaoQQgg388eRpn2NTo5mcmac3/ex0FpXaK03uH5vBrYDWcB5wHOu3Z7DGDGNa/tSbVgNJBzSG06IkdvyCkQkQO5x7j93ZAKc9AsjwfDypdDeNLLzrX8aPnsE5lwDx988/PNM/bbxZ1731MjiER4hCQvhF7a2OJgcEyHTLTwg0mrhgvREXpuZz9oFk7l1TAb7HJ3csG0/M77Yyi+LbZK4EEKIAFJmd/jlhJC+lkzN4Kv9diob280OxS2UUmMwJjetAdJ7l0y7HtNcu2UBpX0Os7m29Xe+65RS65VS62tqajwVtgg0bfWw/d8w/RIIjfDMeyz6f3DOn2H3R/DMEqNB5nAU/9cYWTr+TFjyRxjJZ4TQSJh1Oex4B5r9OxEaiCRhIXxej9Zsb2mX/hVekBMRxs/HZrBm/iTemJnHqUlxPF1Wy6uV9WaHJoQQwg2cTo2tweHXFRbw9bSQ94v8/8OFUioGeBO4WWs90FfO/X0i63fRvdb6Ca31HK31nNTUVHeEKYLBltegpxNmX+HZ9znmauToSaYAACAASURBVLj8DWg4AE+eCuWbjnrIN5RvhNevhoxpcNHTYHXDHIk514CzGzY8P/JzCbeShIXwefscHTicTklYeJFFKU5IjOWvk0czKTqCVyokYSGEEIGgtqWDzm4nWX6esMhPi2F8WgzLCyuOvrMPU0qFYiQrXtRav+XaXNW71MP1WO3abgNy+hyeDZR7K1YR4LSGjc/DqFlGIsDT8hbBNe+DNdSotNj57tGPASPJ8dIlEJUMl70O4THuiSc5D8adDF89477+GsItJGEhfN5WV8NNSVh4n1KKSzOT2NTcxnbXfwchhBD+y9ZgXMv9vcIC4H8W5nH2dP9t4aCMda5PAdu11g/3eWkZcJXr96uAt/tsv9I1LWQ+0Nh32p4QI1K+Eaq2wiwPV1f0lT4ZfvAhpE6Al78Lq/828P4OO7xwEXS1w/deh9h098Yz9wfQVAa73nfvecWISMJC+LxtLe2EKCiI8tBaOjGgC9OTCFHwiiwLEUIIv9c70tTfe1gAXHRMNlcuGGN2GCNxPHAFsEgptcn1cxZwH3C6UmoXcLrrOcByYA9QAjwJ3GBCzCJQbVgKIZHDn7QxXLHpcPVymHg2vHc7LP9F/xUO3R3w6hVQvwcufRHSJro/loIlEDtKmm/6GDcs+BHCs4paHORHRRBhlfyaGVLCQjgjOZ43K+38atwoQi3S+FQIIfyVzd4GQFaC/1dY+Dut9Wf035cC4NR+9tfAjR4NSgSnzlZjcseU8yEi3vvvHxYF31kKH/wvfPkY2PcbvSl6l3toDW/fZIwd/fY/YOyJnonDGgLHXAWf/MFIjCSN88z7iCGRT4DC5xW1OGQ5iMkuzUyitqubD+tGOH5KCCGEqWx2B0nRYUSHy3dWQgiXbW9DR5N3l4McymKFM++Fsx+GkhXwzGJocrVo+egeKHwNFv0apl/s2ThmXwnKaoxMFT5BEhbCp9V1dlPR0SUJC5MtSoojNSyEVyrrzA5FCCHECJTZHVJdIYT4pg3PQ1IejD7O7Ehg7rVw2WtQv8+YILLit/DpgzD7Kjjx555//7hRxvKUjS8avTKE6SRhIXzaNmm46RNCLIqL0hNZUddETWeX2eEIIYQYJpu9LSAabgoh3KS2BA58YYwyVT6y7Hf8aXDNe0Y8nz0M+acZlRfeim/uteCoh23/8s77iQFJwkL4tCJXwmJyjDTcNNulmcl0a3iz0m52KEIIIYZBa43N7pCEhRDiaxuXGksgZlxmdiTflDHVmCBy2m/h4meN/hLeMnYhJOdL800fIQkL4dOKWh2kh4WQGhZqdihBb0J0BLNio3ilsh6j75cQQgh/UtvSSUe3MyAmhAgh3KCnCza9DAWL3T8i1B3iMuGEmyE81rvvqxTMuQZsa6Fii3ffWxxGEhbCpxU1O5gsy0F8xqWZSexobWdzs8PsUIQQQgxRWYNx7ZYeFkIIAIrfh9ZqYzmI+KaZlxljXtcPs8qiZIUxKlaMmCQshM/qdDrZ1dYh/St8yPlpCURYFK9U1psdihBCiCHqHWmanST/rgohgI3PQ0wG5J9udiS+JzIRpl4IW16H9iFMyetywH9uhRcuhGU/hv1fei7GICEJC+GzdrV10KU1UyVh4TPiQ0NYkhLPP6vstPc4zQ5HCCHEENjsUmEhhHBpKodd/zUqCbzZH8KfzL0Gulphy6uD279yKzxxCqx7Eo69HuKy4d3bwNnj2TgDnCQshM/a2tzbcFNurHzJpZnJNHb38F5to9mhCCGEGAKbvY2EqFBiI6QvlBBBb9NLoJ0w63KzI/FdWcdA5kxY9w8YqH+b1rD6b/DkImirg8vfhCX3wRl3Q+UWo5JFDJskLITP2tbiINKiyIsKNzsU0ccJiTFkhYfyqiwLEUIIv1Jmd0h1hRACnE7Y+AKMORGS88yOxrfN/QHU7ID9X/T/eks1vHgxvHc75J0CN3xpjGEFmPJtGH08fHg3OBq8F3OAkYSF8FlbWxxMiI7E6iszoQUAVqX4TkYSn9Q3U97eaXY4QgghBklGmgohANj/Gdj3wixptnlUUy+EiPj+m28W/xcePw72fQpnPQjffQWiU75+XSlYfB847PDJfd6LOcBIwkL4JK0121ocTImJMDsU0Y9LMpPQwOuVdrNDEUIIMQhaa1fCQkaaChH0NjwP4fEw+VyzI/F9YVEw4zLYtsyopgDoaoflt8FLF0N0Glz3Ccz7oZGgOFTmdJh9Fax9Aqp3eDPygCEJC+GTKjq6sHf3yIQQHzUmMpwFCdG8UlmHHmhNnxBCCJ9Q39qJo6tHKiyECHYOO2xfBtMvhlC5HgzKnGvA2WWMKa3aBk+eAmv/bjTW/OFHkDZp4OMX/RrCY+C9OwbuhSH6JQkL4ZO2thgNNyVh4bsuzUhmr6OTNY2tZociAkRbZzd/eHc7VU3tZociRMDpnRAiFRZCBLnCN6C7XZaDDEVqAYw9Cb58DJ44GVpr4HtvGI01QwdRDR6dDCf/EvZ8DDuXezzcQCMJC+GTtrXIhBBf9620eKKtFl6pkOabwj3W7q3nqU/3cuIDH3PXsiJJXAjhRmUNMtJUCIFRJZAxHUbNNDsS/zLvf4zqlHEL4fovYPzpQzt+7rWQOhHe/6WxpEQMmiQshE8qamlndEQYsSFWs0MRRxBttXJuWgLLahpo7Zb50mLkTp6Qxse3nsy3Z2Xxwur9BxMXlY3yD7sQI2WztwGQJUtChAhe5ZuMMZuzrzQ7Ev8z6Vtw03q47DWISRv68dZQowGnfR+s/ovbwwtkkrAQPqmoxSHLQfzApRlJtPU4+XeNjGoS7pGTFMV9F07/RuLipD9K4kKIkbLZHcRFhBAfGWp2KEIIs2x8HqzhMO0isyPxTynj+2+sOVh5p8DEb8Gqh6Cp3H1xBThJWAif09rTw15HhyQs/MC8+GjGRYbLshDhdkdKXPzm7a1DTlx09zg5UNfGZ7tqsbfKKF4RnGRCiBBBrssBW16HyedBZKLZ0QSvM+8FZzesuMvsSPxGiNkBCHGoHS3taKThpj9QSnFJRhJ/2FvBPkcHYyLDzQ5JBJjexMWNp+Tz109KeHHNAV5eW8p35+Vw/cn5ZMQbza66e5yUNTjYV9fGvtpW9tW1sq+2lf11bZTa2+jqMbpyXzAri0cukXW7IviU2R3kJkvCQoigtW0ZdDTCbGm2aarEMXDcj+HTB2HuDyBnntkR+TxJWAifs/Vgw81BdN0Vprs4I5H791bwakU9t4/LNDscEaBykqL4w7enc8PJ30xczB2bSHlDO6X1bXQ7vx4VFhVmZUxyNBMzY1k8NYMxydEs31rBJzur6XFqrJYRlHQK4We01tjsbRyXn2x2KEIIs2x83viwPPoEsyMRJ/4MNr0Ey38BP/wYLLLoYSCSsBA+p6jFQVyIhZyIMLNDEYMwKiKMhUmxvFZZz61jM7COZG2fEEfxzcTFbraWNTI5M44lUzMYkxLNmORoxqREkRoTjjrk72J4qIVPdtawtayRGTkJJv0JhPC+hrYuWjt7ZEmIEMGqbjfs+xQW/Vo+HPuCsGg4/W546wew6QVpgnoUkrAQPqeoxcHk6MjDPmwI33VJRhI/2rafz+wtLEyKNTscEQSMxMW0IR1zQn4KSsGq4hpJWIigYrMblYvZMiFEiOC08QVQFph5mdmRiF7TLoJ1/4AP7zb6ikTEmx2Rz5IUm/ApTq3Z3tou/Sv8zOKUeOJDrLxSUWd2KGKQlFIRSqm1SqnNSqkipdRvXdvHKqXWKKV2KaVeVUqFubaHu56XuF4fY2b8w5EcE860rHhWFteYHYoQXlXWYIw0lYSFEEFIa9j8Mow/A+JGmR2N6KUULLkfWmth5QNmR+PTJGEhfMo+RydtPU6mxMpNlT+JsFq4ID2Rd2sbaezqNjscMTgdwCKt9QxgJrBYKTUfuB94RGs9HrAD17r2vxawa63zgUdc+/mdhQWpbDhgp7Gty+xQhPCagxUWCbIkRIig07Afmiug4EyzIxGHGjXTaIK65m9QU2x2ND5LEhbCp/Q23JQKC/9zaUYS7U7Nv6obzA5FDII2tLiehrp+NLAIeMO1/TngfNfv57me43r9VOWH67YWFqTi1PD57lqzQxHCa2x2B7HhIcRFykpgX6OUelopVa2U2tpn20yl1Gql1Cal1Hql1DzXdqWUetRV6bZFKTXbvMiF36jYYjxmzDA3DtG/Rf8LodHw/p1GNYw4jCQshE/Z1uLAqmBClEwI8TczYiOZFB3Bc2W1tPU4zQ5HDIJSyqqU2gRUAx8Au4EGrXVvmYwNyHL9ngWUArhebwT8buTAzJwEYiNCWLlTloWI4GGzt5GVKL2hfNSzwOJDtj0A/FZrPRP4X9dzgCXAeNfPdcDjXopR+LPKQqN/RfpksyMR/YlJhZNvh5IVUPy+2dH4JElYCJ9S1OIgPyqCCKv81fQ3SiluGZPB9tZ2vrt5Nw2yNMTnaa17XDfE2cA8YFJ/u7ke+/ukc9hXAUqp61zfCK6vqfG9pECI1cKJ41NYtasGLd9kiCBhsztkQoiP0lqvAuoP3QzEuX6PB8pdv58HLHVVyK0GEpRSMk9cDKyyEFIKIFSql33WvOsgLssYPSsOI58KhU8panHIchA/dm5aAn+fMoaNTW2cv7GEyg7pE+APtNYNwCfAfIwb4N668Wy+vlG2ATkArtfjOfwmG631E1rrOVrrOampqZ4OfVhOGp9KRWM7u6pbjr6zEH5Oa02Z3SENN/3LzcAflVKlwIPAna7tByvdXPpWwQnRv8otkDHd7CjEQKyhMPYkKF0jy0L6IQkL4TPsXd2Ud3RJwsLPnZuWwIvTx1Ha3sm3NhSzu63d7JBEP5RSqUqpBNfvkcBpwHbgY+Ai125XAW+7fl/meo7r9Y+0n5YonFRgJFJkWYgIBk2Obpo7uiVh4V+uB27RWucAtwBPubYPqtINfL/aTXhJax00lUHG0MaACxPkzofWGqjfY3YkPkcSFsJnFB1suCn9K/zdiUmxvDUrH0eP5pwNu9jU1GZ2SOJwmcDHSqktwDrgA631O8DtwM+UUiUYPSp6b5SfApJd238G3GFCzG4xKiGSgvQYGW8qgkKpXUaa+qGrgLdcv7+OsWQP+lS6ufStgvsGf6h2E15QVWg8SsLC9+XMNx4PrDY3Dh8kCQvhM4pkQkhAmREbxb9njyfaauXCTSWsqm82OyTRh9Z6i9Z6ltZ6utZ6qtb6btf2PVrreVrrfK31xVrrDtf2dtfzfNfrfv0VwMKCVNburaetU3qtiMBW1uAaaSo9LPxJObDQ9fsiYJfr92XAla5pIfOBRq11hRkBCj9xcEKILAnxeSkFEJkIB740OxKfIwkL4TOKWhykhYWQGhZqdijCTcZFhfPv2ePJjQjje1v28Ha13eyQhABgYUEanT1OVu+pMzsUITzKZjcSFlkJ8mWAL1JKvQx8CUxQStmUUtcCPwQeUkptBn6PMREEYDmwBygBngRuMCFk4U8qC41mjtF+N9Qr+FgskHOsVFj0QwZyC58hDTcDU0Z4KP+alc+VhXv5UdF+6rt6+H5WitlhiSA3Z0wiEaEWVhXXsmhiutnhCOExNnsb0WFWEqLkywBfpLX+7hFeOqaffTVwo2cjEgGlcossB/EnufOh+D1orYVouVfuJRUWwid0Op0Ut3YwWRIWASk+NIRXZuRxenIcdxbb+OPeChkpKUwVEWplwbhk6WMhAl7vSFOl+uvXKIQIWF0OqC2W5SD+JHeB8Vi6xtw4fIwkLIRPKGnroEtrpkrCImBFWi08PXUsl2Qk8dC+Ku4ottEjSQthooUFqeytbWV/XavZoQjhMTYZaSpEcKreBtopFRb+JHMmWMOkj8UhJGEhfMJWV8NNqbAIbCEWxZ8m5nBjbhrPldfxP0X76HA6zQ5LBKmFE9IAWCVVFiKAldnbJGEhRDDqbbiZKRUWfiM0AkbNhgNSYdGXJCyETyhqcRBhUeRFhpsdivAwpRS/zhvFb/JG8U5NI9M/L+L7hXv5h62Gna3tslREeM2Y5Chyk6JkWYgIWI2OLprau8mShIUQwaeyEMLjIGG02ZGIocidD+UbjSU9ApCmm8JHbGtxMCE6ghCLrLENFtfnpjE5JpK3q+18am/h3dpGANLDQjghMZYTEmM4ITGWnIgwkyMVgUopxUkFKby1oYzObidhIZLDF4GlzC4jTYUIWpWFxnIQ6V/jX3Lnw+d/grINMOZ4s6PxCZKwEKbTWlPU4mBxSrzZoQgvW5gUy8KkWAD2Ozr4zN7Cp/ZmVtY382aVMQJ1TGQYJ7oSGMcnxJISJpct4T4LC9J4YfUB1u+v57g86cgtAovN3gYgS0KECDbOHqjaCrOvMjsSMVQ5xxqPpaslYeEid/7CdJWdXdR39chI0yA3OjKc0ZHhfG9UMlprdrS285m9hc8amvlXlZ3ny+sIVYql08ZySnKc2eGKALEgL5lQq2JlcY0kLETAKWuQCgshglL9Huhqk4ab/igqCVInwoHVZkfiM6T+VZiuqKUdQBIW4iClFJNiIvlhTirPTRvH9hOmsXz2eMZEhnHrzlJau3vMDlEEiJjwEOaMTmLlTuljIQKPze4gMtRKYlSo2aEIIbyp0tVwUxIW/innWGO0qTSmBzyYsFBK5SilPlZKbVdKFSmlfuranqSU+kAptcv1mOjarpRSjyqlSpRSW5RSs/uc6yrX/ruUUlLbFGCKmmVCiBhYiEUxOz6ahybkUNbRxQN7K80OSQSQhRNS2VHZTFVTu9mhCOFWNteEECVr2IUILhVbwBJqfFMv/E/uAmhvhJodZkfiEzxZYdEN/FxrPQmYD9yolJoM3AF8qLUeD3zoeg6wBBjv+rkOeByMBAfwG+BYYB7wm94khwgMRa0OciPCiAuxmh2K8HHzEmK4clQyT9pq2NjUZnY4IkCcND4VQKaFiIBjszukf4UQwaiyENImQog0LvdLufONxwNfmhuHj/BYwkJrXaG13uD6vRnYDmQB5wHPuXZ7Djjf9ft5wFJtWA0kKKUygTOBD7TW9VprO/ABsNhTcQvvK2p2yHIQMWi/yhtFalgIt+48QJdTRqCKkZuUGUtqbDirJGEhfNS6ffWs2VM35OPKGhzSv0KIYFRZCBnTzY5CDFfiGIhJN5aFCO/0sFBKjQFmAWuAdK11BRhJDSDNtVsWUNrnMJtr25G2iwDQ2tPDHkcHk2MizA5F+Im4ECu/L8imqKWdv5dWe/39e7SmrceJvaubDllbGBCUUiwsSOXTXbX0SBJM+BinU/OTlzfy/WfXsa+2ddDHNbd30dDWJRUWQgSb5kporZaEhT9TyqiykAoLwAtTQpRSMcCbwM1a66YB1lH294IeYHt/73UdxnIScnNzhx6s8LqdLe1oYKpUWIghODs1gSUp8Ty0r5JvpSUwJjJ8ROfr0Zr791TwVVMbnU5Nh9NJu1PTqZ10uJ73Pnb3ufosnTaWM2Qcb0BYWJDKG1/Z2GxrYHaurDoUvmPdvnoqGttRCm5+dRNv/GgBIdajf9/UOyEkSxIWQgSXykLjURpu+rfcBbDtbWgqh7hRZkdjKo9WWCilQjGSFS9qrd9yba5yLfXA9dj7FakNyOlzeDZQPsD2w2itn9Baz9Faz0lNTXXfH0R4zNYWabgphuf3BVlYleK2naVoPfxvxZ1ac+vOUh49UE1bj5MIqyItPJTx0eHMjovm5KRYzk1L5PLMZG7ISeMXYzL4f+My+V1+FgXRUhkUKE7IT8GikGkhwucs21xOZKiV+749jU2lDfzl492DOs5WLyNNhQhKFZuNx4yp5sYhRibnWONRxpt6rsJCGaUUTwHbtdYP93lpGXAVcJ/r8e0+229SSr2C0WCzUWtdoZR6H/h9n0abZwB3eipu4V1FLQ5irRZyI6QpkBiazPAw/l/eKO4stvF6lZ3vZCQN+Rxaa365q4yXK+r52Zh0bhub6YFIhT9IjA5jenYCK4truOX0ArPDEQKAzm4n/yms4Iwp6VwyN5cvd9fx6Ee7OKkghVlHqQTqrbCQJSFCBJnKQqMHQoRUgPq1jOkQGm0kLKZ+2+xoTOXJCovjgSuARUqpTa6fszASFacrpXYBp7ueAywH9gAlwJPADQBa63rgd8A618/drm0iAGxraWdKjIxcE8Nz1ahk5sZFc1dJGbWd3UM6VmvNXSXlPFtWe7ByQgS3hQWpbLE1YG/tNDsUIQD4rKSGhrYuzp1hlAP/9ryppMeGc8urm2jtGPiaZ7O3ERFqITlavhAQIqhUFspykEBgDYHsY6SPBZ6dEvKZ1lppradrrWe6fpZrreu01qdqrce7Hutd+2ut9Y1a6zyt9TSt9fo+53paa53v+nnGUzEL73JqTVGrQ5aDiGGzKMUfJ2bT3O3krpKyQR+nteYPeyr4u62Ga7NS+HVepiTNBAsnpOLU8FlJrdmhCAHA25vKSYgK5UTX6N34yFAe+s5M9te3cc9/tg94rM3uICtBvhAQIqh0NEP9bsiYYXYkwh1yF0DVVuO/axDzypQQIfqz39FJW49TGm6KEZkYHclNuWm8UWXnk/qmQR3zyP4qHj1QzRWjkrlnfJbc0AsAZmQnEB8ZykoZbyp8QFtnN/8tquKsaZmEhXx9u7YgL5nrThzHy2sPsGJb1RGPt9llpKkQQaeqyHiUCovAkDsftBNs68yOxFSSsBCmKZKGm8JNfjo6nfyocG7baaO1p2fAfR/bX8UDeyv5TkYi9xdkS7JCHGS1KE4cn8LK4poRNXIVwh1WbK/G0dXDeTMO7w7/szMKmJQZx+1vbqGmuaPf48saHNK/QohgIxNCAkv2XFCWoG+8KQkLYZrdbcZN1viokY2kFCLCauGPE3I40N7Jg3srj7jfP2w13LOngvPTEnhkYi4WSVaIQ5xUkEpNcwfbK4K7/FKYb9mmMjLjI5g75vCGwuEhVv586UyaO7q5480thyXYWju6qW/tlAoLIYJNxWaISg76MZgBIzwW0qdKwmI4Byml5P8FYsR2O9rJCAslOsRqdigiACxIiOHyzGT+XlrDlua2w15fWlbLr3aVcVZKPP83aTTWAE5WyDV6+BYWGL0CZFmIMJO9tZNPdtZwzoxRWCz9X6sK0mO5Y/FEPtxRzUtrD3zjtd4JIVlSYWEauQ4LU/Q23Azge5ygk7sAbOuhp2v459Aauhzui8nLhlthEdxpHuEWe9o6yJPqCuFGv8rLJDkshFt3lNLt/Pobx1cr6rmt2MZpyXH8bcpoQo/wASCAyDV6mNLjIpiYEcsqSVgIE727tZJupz44HeRIrj5uDCfkp3DPO9vZU9NycLvNbiRtZUmIqeQ6LLyrpwuqtxvjMEXgyD0Wulq/Xu4zHO/dAY/OAkeD++LyouEmLAL+bl943m5JWAg3SwgN4d7x2WxpcfAPm/GB859Vdm7ZcYCTEmP4x5QxhFmCYiWcXKNHYOGEVNbvr6flKGMjhfCUZZvLGJcazZRRcQPuZ7EoHrx4BmEhFm55dRNdPU7AaLgJkrAwmVyHhXfVFkNPhyQsAk3OfOOxdM3wjq8phrVPQHMFfP4n98XlRcO9c5duZGJE6ru6sXf3MC5SEhbCvc5JjeeM5Dju31vJk6U13LR9P/Pio3l22jgirEGRrAC5Ro/IwoJUuno0X+6uMzsUEYQqGh2s2VvPeTMGN8EoIz6C318wjc22Rv7voxIAyuwOwkMspMbIv7Emkuuw8C5puBmY4rMgIRcOfDm84z+6G0KjYPyZsPpv0FTu3vi8IORILyil/o/+L7YKSPBYRCIo7HE13BwnFRbCzZRS/KEgm5PW7uDXJWXMiYvihenjiAqwZIVcoz1nzugkosKsrCyu5vTJ6WaHI4LMO5sr0BrOnTn4FghnT8/kwx1ZPPbRLhYWpGKzO8hKjJQpSB7mjuuwUupp4FtAtdZ6ap/tPwZuArqB/2itb3NtvxO4FugBfqK1fn9EfwgROCq2QEgkpIw3OxLhbjnzYe8qoxfFUK7rpetg+7/h5F/CjEvg/+bAJ/fBuY96LlYPOGLCAlg/zNeEOKreCSH5UREmRyICUVZEGA9OyOGdmgYenpBDTGA2dpVrtIeEhVg4Li+ZT3Ya403lQ5/wprc3lzEjO56xKdFDOu63505h7d56bnl1ExGhFrISZDmIF7jjOvws8BiwtHeDUuoU4Dxguta6QymV5to+GbgUmAKMAlYopQq01gPP8xbBoXILpE8GS0De8wS33PlQ+BrY90HS2MEdozWs+A1Ep8KCGyE8BuZeaywPWXATpBZ4NGR3OmLCQmv9XH/blVIRwDkei0gEhd1t7YQoyIkIMzsUEaAuSE/kgvREs8PwGLlGe9bCglRWbK9mb20r41JjzA5HBIndNS1sLWviV2dPGvKxsRGhPPydmVzyxJdoDceMPnwcqnAvd1yHtdarlFJjDtl8PXCf1rrDtU+1a/t5wCuu7XuVUiXAPGCYteIiYGhtLAmZcr7ZkQhPyF1gPB5YPfiExa4PYP/ncNaDRrIC4KRfwMYXjWUil7zgmVg9YFA10kopq1JqiVJqKbAfuMSzYYlAt9vRweiI8GCY1iCEx8k12v3mj0sGYOMB/+yoLfzTsk3lKAXnHGU6yJHMG5vE9QvzAGm46W1uvg4XACcqpdYopVYqpea6tmcBpX32s7m2iWDXWArtDdJwM1ClToSIeCgd5PAhZw+suAsSx8IxV3+9PToFjvuxsUykdJ0nIvWIgZaEoJQ6CbgMOBtYCxwPjNVat3khNhHA9rR1SP8KIUZIrtGeMzYlmjCrhZ1VzWaHIoKE1pplm8tZMC6Z9LjhL5e8+bQCLEpxzvThJT3E0HjoOhwCJALzgbnAa0qpcfQ/eaTf5p5KqeuA6wByc3NHEIrwCwcbbkrCIiBZLJBzrFFhMRhbXoPqIrjoabCGfvO1BTfCuieN5SJX/2doPTFMcsQKC6WUDbgP+ByYrLW+RhW66QAAIABJREFUEHDIjbAYKafW7HXISFMhRkKu0Z4VYrWQnxbDjkpJWAjvKCxrZG9tK+cNodlmf8JCLNx65gRyk6PcFJk4Eg9eh23AW9qwFnACKa7tOX32ywb6bfmvtX5Caz1Haz0nNTV1hOEIn1dZCCijh4UITLnzoWYHtNUPvF9XO3x8L2TOhMkXHP56eAwsvN1YLrLrA8/E6mYDLQl5E6PM7BLgHKVUNDKiSbhBWUcX7U4tCQshRkau0R42MTOWHRVNZochgsTbm8oJtSoWT8k0OxQxeJ66Dv8LWASglCoAwoBaYBlwqVIqXCk1FhiPUdUhgl3FFmM6SNjQmvUKP5Iz33gsPcr/5dc/ZSwROu0uozKjP8dcbSwXWXGXsXzExx0xYaG1/ikwBngYOAUoBlKVUt9RSkkHMjFsB0eaRkrCQojhGuk1WimVo5T6WCm1XSlVpJT6qWv7XUqpMqXUJtfPWX2OuVMpVaKU2qmUOtMzfzLfMTEjlurmDupbO80ORQS4Hqfm35vLOXlCGvFRoUc/QPgEd9wrK6VexmiaOUEpZVNKXQs8DYxTSm0FXgGuclVbFAGvAduA94AbZUKIAIwKi4xpZkchPClrNlhC4cAAPXbbG2HVH2HcKZB3ypH3s4bCqb82lo0Uvu7+WN1swB4WWmsNfAR8pJQKBRYD3wX+ilGaJsSQ7W5rB2SkqRAjNcJrdDfwc631BqVULPCVUqq3NvARrfWDfXcOxnF6EzPiANhR2cRxefJPnvCcNXvrqG7uGPFyEOF9I71X1lp/9wgvXX6E/e8F7h1etCIgOezQeMAYWSkCV2gkjJo5cB+Lzx81/j6cdtfRzzf5Ash8FD66ByafD6G++7lsoB4Wz/Z9rrXu0lr/W2t9Gd9cPyfEkOxu6yDaaiEtbMB8mRBiACO9RmutK7TWG1y/NwPbGbjb/MFxelrrvUDvOL2ANTEjFoCd0sdCeNiyTeVEh1k5dWK62aGIIZB7ZeETDjbclAqLgJc7H8o3GH0qDtVcCV/+BaZeaCQ2jsZiMRIbjaXGMhIfNlAPiyO2mdVaOzwQiwgSexwd5EWGo/ygK60QPsxt12il1BhgFrDGtekmpdQWpdTTSqlE17agG6eXGhtOUnQYOyokYSE8p6O7h+WFFZwxJYPIMKvZ4YihkXtlYT6ZEBI8chdATydUbDr8tU/uA2cXLPrV4M+Xd4qxfGTVg8ZyEh810FfcUUqpWfQ/Qoneb+aEGKrdbR3MjpPu5UKMkFuu0a511m8CN2utm5RSjwO/w2gc9zvgIeCaI7zPYc3lAmmUnlKKCemx7JDRpsKDVu6soam9m3NlOYg/kntlYb7KQojNhBiZBhPwco41Hg98aVRb9KotgQ1LYc41kDRuaOc87S54YqGxnOTUX7srUrcaKGGRhXGjeqSb1EUeiUgEtA6nk9L2Ti7OSDz6zkKIgYz4Gu1ab/0m8KLW+i0ArXVVn9efBN5xPR3UOD2t9RPAEwBz5szx+6klEzNjeWVtKU6nxmKRqjDhfss2l5MUHcYJ+dInxQ/JvbIwX8UWWQ4SLKJTIHk8HFjzze0f3Q0hEbDwtqGfc9RMYxnJ6r/CvB9CbIZ7YnWjgRIWJVprudAKt9rr6EADedJwU4iRGtE1Whlrsp4CtmutH+6zPVNrXeF6egGw1fX7MuAlpdTDGE03g2Kc3sSMWBxdPRyob2NMioyLE+7V0tHNiu1VXHxMDqHWgVbpCh8l98rCXF3tULsTJiw2OxLhLbnzYcc74HQafShsX8G2t2HhHRCTNrxzLvqVcY6V98O3HnFvvG4g/zoKr5KRpkL4jOOBK4BFh4wwfUApVaiU2oIxpu8WgGAdpzfh4KQQWRYi3O+DbZW0dzllOYgQYnhqtoOzW/pXBJPc+cYkkNpi0BpW/AaiUuC4m4Z/zqRxcMz34avnjOUlPmagCovbAZRSEUA+Rmnbbq11P21JhRic3a6ERV6UJCyEGKERXaO11p/Rfxnz8gGOCbpxegXpMShljDZdPNX3yiSFf3t7UzlZCZEckyvLJP2U3CsLc8mEkOCTu8B4LF0NjTbY9ykseQDCY0d23oW3waaX4KPfwXeeG3mcbjRQhcXHSqkHMNYtPwe8AJQqpR5wrXsWYsh2t3WQFhZCbIh0QhdihOQa7QVRYSGMToqS0abC7epaOvh0Vy3nzBgl/VH8l1yHhbkqCyEsFhLHmh2J8JakcRCdCvu/gBV3QcJoozpipGLS4Lgfw7Z/GctMfMhACYsHgCRgrNb6GK31LCAPSAAe9EZwIvDscXTIchAh3EOu0V4yMSNOloQIt1u+tZIep+Y8WQ7iz+Q6LMxVsQUyphq9DERwUMqYFlL4BlQVwqJfQ0iYe8593E3G8pIVvzGWm/iIgf52fwv4odb64F2a1roJuB44y9OBicC0u61DloMI4R5yjfaSCRmx7KtrxdEZ8C07hBct21TG+LQYJmaMsIxXmEmuw8I8TidUbZXlIMEodwHoHuO//dQL3Xfe8Fhjaci+T6HkQ/edd4QGSlhorQ9PrbiarPlOykX4jYaubuq6umVCiBDuIddoL5mUGYvWUFwlVRbCPWz2Ntbts3PezFEYA3uEn5LrsDCPfS90tkjDzWCUfxqERMIZ97i/uuaY7xvLTFbcZSTFfMBAf8JtSqkrD92olLoc2OG5kMzxXk0jb1fb2drcRmuPfIvmCXuk4aYQ7hRU12gz9U4KkT4Wwh2a2ru4481ClIJzZshyED8n12FhnsotxqNUWASftInwyzIYd7L7zx0SZiwzqSqErW+6//zDMNCUkB8DbyilrgG+wsgUzwUigQu8EJtXPXqgig1NbQefjwoPJS8qnHGR4eRHRTAuKpz8qHCyI8Kwyrchw7LbISNNhXCjoLpGmyk3KYrIUKv0sRAjVlrfxjXPrmNvbSv3Xzid0cnRZockRkauw8I8lYVgCYG0SWZHIsxg8eAAg6kXwhd/ho/uhsnnQoi5n90GSli8rbWerZQ6FZiMMf7uXa217yxocaM3Zuaz19HB7rYOdre1ux47+Ge1nabur8thwpRiTGQ4BdHh/DpvFKPlw/eg7WnrwKpgdKSbGsMIEdyC6hptJqtFUZAew47KJrNDEX5s4wE7P1y6ns5uJ0uvmcdx+SlmhyRGTq7DwjyVhZA60fQPkyIAWSxw2l3wwoWw/hmY/yNTwxkoYaEAXBfdgL/wRlktTImJZEpM5De2a62p7epmjyuBsdthJDQ+rGvGoip4YsoYcwL2Q7sdHeRGhBEmnYyFcIegukabbUJGLCu2V6O1lp4DYsiWF1Zwy6ubSIsL55XrFpCfFmN2SMI95DoszFOxBfJOMTsKEajyToWxJ8GqB2DmZRARZ1ooAyUsUpVSPzvSi1rrhz0Qj89RSpEaFkpqWCjHJnx9g3FXSRn/sNVQ0dFJZrhUDAzG7rZ2xkVKw00h3ESu0V40MSOO19bbqGnpIC1WrmNicLTW/G3lHu5/bwezcxN48so5JMfIt6EBRK7Dwhwt1dBSKf0rhOcoZVRZPLkIvnwMTvmlaaEM9FW3FYgBYo/wE9SuzkqhR8Pz5XVmh+IXnFqzp61TGm4K4T5yjfai3tGT0nhTDFZXj5M73izk/vd2cM6MUbz0w/mSrAg8ch0W5jjYcFMmhAgPyjoGJp8PXzxmJMlMMlCFRYXW+m6vReJnxkSGc2pyHM+X13Hz6HRZ5nAUlR1dOJxOxknCQgh3kWu0F01wJSx2VDRz4vhUk6MRvq7R0cUNL37F5yV1/HhRPrecVoDFIkuJApBch4U5KguNx4yp5sYhAt+p/wvb/w0rH4CzHzQlhIE+Zcu/rEdxTVYKNZ3dvFPTaHYoPm+Pa0JIviQshHAXuUZ7UXJMOKmx4TIpRBxVaX0bFz7+BWv31vPgxTP4+RkTJFkRuOQ/rDBH5VaIz4XIRLMjEYEuOQ+OuRq+egbqdpsSwkAJi1O9FoWfOjkplrGRYTxtqzE7FJ9X0iYjTYVwM7lGe9nEjFh2VsmkEHFkGw7YOf8vn1PT3MHSa47lomOyzQ5JeJZch4U5andC2kSzoxDBYuHtYA2Dj+815e2PmLDQWtd7MxB/ZFGK72elsL6pjc3NbWaH49P2tHUQabGQER5qdihCBAS5RnvfxIxYiqta6O5xHn1nEVS6epz8a2MZ331iNTERIbx1w3EsyEs2OyzhYXIdFqZwOqG2BFIKzI5EBIvYdFhwI2x9E8o3ev3tB+phIQbhkowk7ttbyTO2Wv40KdfscHzW7rYO8qLCscg4QCGEn5qYEUdnt5N9dW0yljKIaa2x2R1sLG1g04EGNtsa2FrWSEe3k7ljEvn7FXNIipbpYUIID2myQbcDUsabHYkIJsf9BNY9BSvugivf9upbS8JihOJDQ7goPZFXK+v53/xRJIXK/6T92e1oZ3pslNlhCCHEsB1svFnZJAmLINLY1sVmWwObSo2fzaUN1LV2AhAeYmFaVjxXzB/NrNxETpucRniI1eSIhRABrbbYeEyWhIXwoog4OOkX8P6dsPsjyFvktbeWT9du8P2sFJaW1/FSeR03jU43Oxyf0+l0csDRyQVp0hhICOG/8tNisFoUOyub+ZZMkgtoDW2d/PWT3azYVsWe2lbAGEmflxrDKRPTmJmTwMycBCZkxBJqlSlhQggvqi0xHmVJiPC2udfC6seNKouxJ4OXpmRKwsINJsVEclxCDM+W13J9bhpWWfbwDfsdnThBRpoKIfxaRKiVsSnRbK+QSSGBqqvHyUtrDvDIimKaHF2cPCGNC4/JZmZOAtOy44mLkD5MQgiT1RZDRAJEp5gdiQg2IeGw6P/BP/8Hit6CaRd55W3lawE3uSYrBVt7Fx/USgf5Q/WONM2ThIUQws9NkEkhAeuTndUs+fOn/GZZEZMz4/jPT07k6avncuMp+RyfnyLJCuERSqmnlVLVSqmt/bx2q1JKK6VSXM+VUupRpVSJUmqLUmq29yMWpqstNqor5AtSYYZpF0P6VPjoHuju9MpbSsLCTRanxDMqPJSny2TE6aFkpKkQIlBMyoiltN5BS0e32aEINympbubqZ9Zy9TPr6O5x8uSVc3jxB8cyKTPu/7N35/FRlef//19XNhKyQAghgQCGAJIgIGCk7oIg4Abop1qrdam2atXutdraj1r7bR/a9lO7oj9bKdq6oLaitS5VlCpuyCYgCfsWtiQkAbJv9++PmWDAsAQyc2Z5Px+PPGbmzJlzrmPC7cw1931dXocm0WE2MPXgjWY2ADgf2NJu8wXAUP/PTcDDQYhPQk35WhXcFO/ExMKk+6ByIyx5PDinDMpZokBcjHFdv968U1nNmpp6r8MJKRtq68mIj6OnCpKKSJgblu37ELt6p5aFhLvKmkbue+lTpvz2XRZvruQnFxXwn++ey/nDszB9cylB4px7B+ioPepDwA8B127bdOAJ5/Mh0NPM+gYhTAkV9XuheqcSFuKtIZPghLPgvw9CQ3XAT6eERRe6ql8vEsyYva3c61BCSltLUxGRcJfv7xSihEX4ampp5a/vbWT8r+fzxAebuPLUAcz/wXi+dnYeCXF6WyTeM7NpwDbn3CcHPZUDbG33uMS/TaLF7rW+WxXcFC+Zwfk/hZoy+OBPAT+dvvLuQpkJ8Uzr05M5Oyv4UV5fUtXaDPDVsJiYoam1IhL++qcnkdItjuKdqmMRjt4uLuVn/17FhrIazhrSm59cXEB+tv7/JKHDzLoDdwOTO3q6g22ug22Y2U34lo0wcODALotPPFauhIWEiP6FUDAN3v89FN4AKZkBO5W+SuhiN/TvTU1LK8/u7Gh2X/TZ19xCaWOz6leISEQwM4Zlp1KsGRZhZe2ufVw7ayFfnf0xzsFj1xXytxvHKVkhoWgwMAj4xMw2Af2BJWaWjW9GxYB2+/YHtnd0EOfco865QudcYWZm4D5ISJCVr4GYOEjP9ToSEZh4DzTVwbu/DuhplLDoYmPTkhmd2p2/bivHuQ6T3lFlfa06hIhIZBmWnUrxjr0a48NARU0j97y4kqm/e5elW3x1Kl7/zjlMLFCdCglNzrkVzrk+zrlc51wuviTFWOfcTuAl4Fp/t5DTgD3OuR1exitBVr4G0gdBrLoWSQjoPRTGXgMfPwYVGwN2GiUsAuCG/r1ZV9vAu5WBL0IS6j5raZrocSQiIl2jIDuVvfXN7NyrAsuhqrG5lccWbGT8r97m7x9u5qpxA/nvHRNUp0JCjpk9DXwADDOzEjO78TC7vwJsANYBfwZuDUKIEkrK12k5iISWc++C9BNgT0nATqEaFgEwLbMn963bxqxtZZzTK9XrcDy1vrYeA3KTErwORUSkS7R1CinesY++PZI8jkbac87xVnEpP/93ERvKazh7aG9+ctFwhmVH9/+LJXQ55758hOdz2913wG2BjklCVEszVKyHE6d4HYnIZ9L6wm0fQ0zgvgwI2JHNbJaZlZrZynbb7jOzbWa2zP9zYbvnfmRm68xstZlNabd9qn/bOjO7K1DxdqXE2Biu6deb/5TvZYt/hkG0Wl/bwIDEBLoF8I9YRCSYhmX5PvyqjkVoWeOvU3Hj44sAmHV9IU/cME7JChGJDFWboaVRLU0l9AT4c14gjz4bmNrB9oecc6P9P68AmNlw4ErgJP9rZppZrJnFAn8CLgCGA1/27xvyru2XAcAT23d7HIm3NqilqYhEmB7d4+nXI1GdQkJERU0j/zt3JVN/+w6fbK3inouH8/p3z+G8fNWpEJEIog4hEqUCtiTEOfeOmeUe5e7TgWeccw3ARjNbB4zzP7fOObcBwMye8e+7qovD7XI5iQlckNmDJ7fv5vu52STFRt8MA+cc6+saGNcz2etQRES61LDsVFZrhoWnWlsdf31/E799cw21jS1cc9oJfGfSiaQnawmiiESg3f6ERcYQb+MQCTIvPkXfbmbL/UtG0v3bcoCt7fYp8W871Paw8NWc3lQ2tzC3tNLrUDyxq7GZmpZWtTQVkYiT3zeN9WXVNDa3eh1KVGptdfzviyv52curGDMwnde+fTY/nT5CyQoRiVzlayA5E7r38joSkaAKdsLiYXz9pUcDO4D/82/vaM6mO8z2DpnZTWa2yMwWlZWVHW+sx+3Mnimc2D2RWSXR2eJ0fa2vgr46hIhIpMnPTqWpxbGhXN2ggq0tWfHkR1v4xvjBPP7VUxmapToVIhLhytdChupXSPQJasLCObfLOdfinGvF146pbdlHCTCg3a79ge2H2X6o4z/qnCt0zhVmZmZ2bfDHwMy4oX9vVlTXsXhvrdfhBF1bS9M81bAQCTlmNsDM3jazIjP71My+7d/ey8zeMLO1/tt0/3Yzs9/7CyAvN7Ox3l6Bt/L9nUK0LCS4WlsdP2mXrPjhlGGqUyHipeZG2DAfmtTmOeDK16jgpkSloCYszKxvu4eXAm0dRF4CrjSzbmY2CBgKLAQ+Boaa2SAzS8BXmPOlYMZ8vC7PSic1NoZZ28q9DiXo1tc2kBhj5HSL9zoUEfm8ZuD7zrkC4DTgNn9R47uAec65ocA8/2PwFT8e6v+5Cd+MuaiVl5lMfKxRtEMJi2BpS1Y89dEWblWyQsRb1aUw/0H47Qh4YjosmuV1RJGttgJqd6vgpkSlQLY1fRr4ABhmZiVmdiPwSzNbYWbLgQnAdwGcc58Cz+IrpvkacJt/JkYzcDvwOlAEPOvfN2wkx8VyZd9e/Ku0irLGJq/DCar1tQ0MSupGjN5QioQc59wO59wS//19+MbYHHyFjR/37/Y4MMN/fzrwhPP5EOh5UBI6qsTHxjA4M4XV6hQSFK2tjrvnfpasuEPJChFvbFsM/7wZHjoJ5v8Cskf56iqULPQ6ssimDiESxQLZJeTLHWx+7DD7/xz4eQfbXwFe6cLQgu6qvhn8uaScF0ur+Fp/75eqBMuG2gbyU1S/QiTU+Ts6jQE+ArKcczvAl9Qwsz7+3Q5VBHlH8CINLfnZqXy0scLrMCJeW7Li6YVbuG3CYH4wWckKkaBqboSil+CjR6DkY0hIgVO+CuNugt5DYM41sH2p11FGtvI1vtve6hAi0Sf6em16oCAliREpSTy7M3re2Da1OjbXNzBEBTdFQpqZpQD/AL7jnDvcdIGjKoIcasWPAym/bxo79tSzpza6Zs8Fky9ZsULJChEvVJfCf38Jvx0J/7jRtyRh6oPwvSK48JeffXjOGQuVm3zLFiQwytdAbAL0PMHrSESCTgmLILk8O53l++pYUxMdRYm21jfS7FBLU5EQZmbx+JIVTzrn/unfvKttqYf/ttS//aiKIIda8eNAGpbt60yxepfqWATCZ8mKrdw+YYiSFSLBsn0pvHCLb9nH2z+H7BFw9fNw+2I47RZITDtw/37+GszblwQ/1mhRvhYyhkBMrNeRiASdEhZBcmmfdGKA56NklsW6/S1NlbAQCUXm++T3GFDknPtNu6deAq7z378OeLHd9mv93UJOA/a0LR2JVvn+hEWx6lh0uYOTFd+ffKKSFSLB8vL3oOhfcMr1cPsi+Mo/YOj5EHOIjw19T/bdallI4Oxeqw4hErUCVsNCDtSnWzzn9krlH7squSuvb8QXotxQq5amIiHuTOAaYIWZLfNv+zHwAPCsv1DyFuBy/3OvABcC64Ba4KvBDTf0ZKcl0iMpnmK1Nu1Sra2OH7+wgmc+VrJCxBOXPgKp2ZDY4+j2T+rp+/Z/mxIWAdHcCBUbYfiMI+8rEoGUsAiiy7N7ceuqzXxQVc2Z6alehxNQG+oa6BUfS694/YmJhCLn3AI6rksBMLGD/R1wW0CDCjNmxrDsVIp3aIZFV2mfrPjmeUP43vlKVogEXeawzr+m31jY9G7XxyJQuRFcizqESNTSkpAgmtq7B8mxMTy/q9LrUAJuXW2D6leISMQryE5lza5qWls/V39UOqm2sZnvP/eJkhUi4ajfGNi3A/ZG9UrBwNjfIURLQiQ6KWERRN1jY7g4syf/Kq2itqXV63ACakNtg5aDiEjEG5adRnVDM9uq6rwOJayt3LaHi/+wgLnLtvG9809UskIk3OS0Fd7UspAuV77Wd6uEhUQpJSyC7PLsdKpbWvlP+R6vQwmYmuYWdjY2MThJLU1FJLLl920rvKk6FseitdXxyH/Xc+nM96htaOHJG7/AtyYOVbJCJNxkjwKLUcIiEMrXQmpf6BbZy8lFDkUJiyA7o2cK/brF89zOyF0WsqHOV3BTHUJEJNKdmOVPWKiORaft2FPHVx77iAdeLWZifhavfvtszhjS2+uwRORYJHSHzAK1Ng2E8jWaXSFRTQmLIIsx47KsdOZX7qWsscnrcAJifa0SFiISHVK6xTGwV3eKd2mGRWe8tnIHU3/7Lku3VPHg/4zk4a+MJT05weuwROR45IyBbUvAqaZPl3HON8NCBTcliilh4YEvZqfT4mDuriqvQwmI9bUNGJCropsiEgWGZaeyWktCjkpNQzN3Pr+cW/6+hBMyuvPvb53Fl04dqCUgIpGg3xioq4CqLV5HEjlqyqBhjxIWEtWUsPBAfnISo1KSeG5XhdehBMSGugZyEuNJitWfl4hEvvzsVDaW11Df1OJ1KCFteUkVF/9hAc8u3so3xg/m+VvOIC8zxeuwRKSr9GsrvKllIV2mrUNIxhBv4xDxkD5ReuSL2eks31fH6pp6r0PpcutrG1RwU0SiRn52Gi2tjnWl1V6HEpJaWh0z56/jspnvU9/UwlNfO407p+aTEKe3ICIRJeskiE3wLQuRrrG/palmWEj00rsFj1yalU6swfM7I2uWhXOO9bX1amkqIlFjWLY6hRxK2b4Grv7Lh/zytdVMOSmb1759DqcPzvA6LBEJhLhuvqSFOoV0nfK1EN8d0nK8jkTEM0pYeCQzIZ5z01P5565KWiOoOFF5UzP7WlpVcFNEokZuRne6xcWweqc6hRzsl68Vs2RLFb/84ij+eNUYenSP9zokEQmkfmNhxyfQ2up1JJGhfK1vOUiMPrJJ9NJfv4cuz+7FtoYm3q+KnGnE+zuEqOCmiESJuNgYhmalaIbFQfbWN/Gv5dv5n7E5XFE4QIU1RTpgZrPMrNTMVrbb9iszKzaz5Wb2gpn1bPfcj8xsnZmtNrMp3kR9GDljoWEv7F7ndSSRQS1NRZSw8NKU3j1IiY3h+Z2VXofSZTb4ExZaEiIi0SQ/O42iHXtpbY2cGXPHa+7SbdQ3tfLlcQO9DkUklM0Gph607Q1ghHNuFLAG+BGAmQ0HrgRO8r9mppnFBi/Uo9BvjO9Wy0KOX1Odr+OK6ldIlFPCwkPdY2O4OLMnL5dVUdsSGVPn1tU2kGBG/8QEr0MREQmaM4dkUF7dyOItkZOAPh7OOZ76aAsjctIY1b/nkV8gEqWcc+8AFQdt+49zrtn/8EOgv//+dOAZ51yDc24jsA4YF7Rgj0bvYb6aC+oUcvx2rwecZlhI1FPCwmNfzE6nuqWV18v3eB1Kl9hQV09uUjdiNfVXRKLI5OHZJMXH8sLSbV6HEhKWbq2ieOc+za4QOX43AK/67+cAW9s9V+LfFjpi4yB7lGZYdAV1CBEBlLDw3Bk9U8jpFs9zEdItZH1tA0O0HEREokxytzimnJTFv5fvoKG5xetwPPf0R1vonhDL9NGh9VlKJJyY2d1AM/Bk26YOdutwHZqZ3WRmi8xsUVlZWaBC7FjOWNixHFqaj7yvHFpbHZBeg72NQ8RjSlh4LMaMy7LS+W/lPsoam7wO57g0tzo21TUySAkLEYlCM8bksKeuifmrg/zhIMTsqfMV25w+uh8p3eK8DkckLJnZdcDFwNXO7W8nVwIMaLdbf2B7R693zj3qnCt0zhVmZmYGNtiD9RsLzXVQVhTc80aa8jXQYyAkdPc6EhFPKWERAr6Y3YsWBy/sCu+1zxvqGmhyjmHJiV6HIiISdGcN6U3vlATmRvmykBeX+YptXjXuBK9DEQlLZjYVuBOY5pwvCfFmAAAgAElEQVSrbffUS8CVZtbNzAYBQ4GFXsR4WCq82TXUIUQEUMIiJAxLTmRUalLYdwsprqkHoEAJCxGJQnGxMVxycj/mFZWypy68Z8wdq7ZimyNzejCyfw+vwxEJeWb2NPABMMzMSszsRuCPQCrwhpktM7NHAJxznwLPAquA14DbnHOhtwatVx506wHbVHjzmDkH5etUv0IEJSxCxuVZvVheXUdxTZ3XoRyzouo6YoAh3ZWwEJHodOmYHBpbWnl1xQ6vQ/HEki0qtinSGc65Lzvn+jrn4p1z/Z1zjznnhjjnBjjnRvt/bmm3/8+dc4Odc8Occ68e7tieiYmBfqPVKeR47N0OTTXQe4jXkYh4TgmLEDEjqyexRljPsiiuqSevezeSYvVnJSLRaWROD/Iyk6O2W8jTC7eQnBDLtNH9vA5FRLzUbwzsWgVN9V5HEp7UIURkP32yDBGZCfGMT0/jn7sqaXUdFnwOecU1deRrOYiIRDEz49LROXy0sYJtVeE7Y+5Y7Klr4uXl25k2OkfFNkWiXc5YaG2CXZ96HUl4Kl/ru1XCQkQJi1ByeXY62xuaeL+q2utQOq2mpYVNdY0UJCd5HYqIiKfaWnm+uCy6ZlnMXeortnn1F7QcRCTq7S+8qWUhx6R8DXRLg5QsryMR8ZwSFiFkSu8epMbG8FwYLgtZU9OAA/JTNMNCRKLbwIzuFJ6QzgtLtuHCdMZcZ7UvtjkiR8U2RaJejwHQvbc6hRyr3WshYwiYeR2JiOeUsAghSbExXNynJy+XVVHb0up1OJ1S5C8WqhkWIiJw6dgc1pZW8+n2vV6HEhRLtlSxetc+rtLsChEB3wftnLHqFHKsytdqOYiInxIWIeaLWenUtLTyevker0PplNXV9STFGCckJXgdioiI5y4a2Zf4WGNulBTffOojf7HNk1VsU0T8+o2B8tXQEH5LnT3VsA/2boPeQ72ORCQkKGERYk7vmUJOt/iw6xZSVFPH0OREYjV1TUSEnt0TmDCsDy9+sp2W1sheFrKn1ldsc/qYHJJVbFNE2vQbC64Vdi73OpLwsnud71YzLEQAJSxCTowZF2f2ZEHVPmpaWrwO56gV1dRrOYiISDuXjsmhbF8D768v9zqUgHphaQkNza1cNU7LQUSknbbCm1oW0jn7O4RohoUIKGERkiZmpNHQ6nivMjym0JU3NlPW2EyBWpqKiOw3Ib8PqYlxvBDBy0Kcczy9cCuj+qvYpogcJDUL0nJUeLOzyteCxUCvPK8jEQkJSliEoC/0TKZ7bAzzdodHsbZif8FNdQgREflMYnwsF43sy+srd1Lb2Ox1OAGxZEulr9imZleISEf6jVFr084qXwPpuRDXzetIREKCEhYhqFtMDOekpzCvYm9YtMQrrqkH1CFERORgM8bkUNPYwhurdnkdSkA8+dEWUrrFcYmKbYpIR/qNgYoNUBdetdk8pQ4hIgdQwiJETcxIo6S+iTW1DV6HckTF1fX0io+lT4KKrYmItDcutxf9eiRGZLeQPbVN/Hv5DqaP7qdimyLSsZyxvtvty7yNI1y0tviKbmYM8ToSkZChhEWIOq9XGkBYLAspqqkjPzkJU4cQEZEDxMQY08fk8M7acsqrQz8B3Rn/bCu2+QUtBxGRQ2grvKllIUdnz1ZoadAMC5F2lLAIUTmJCRQkJ4Z8wqLVOYpr6slXwU0RkQ5dOiaHllbHy59s9zqULuMrtrmFk/v34KR+KrYpIoeQlA7pg1R482jt7xCihIVIGyUsQtjEjDQ+2lPNvubQbW+6tb6RmpZWClRwUySsmNksMys1s5Xttt1nZtvMbJn/58J2z/3IzNaZ2Wozm+JN1OHpxKxUhvdN44VlkZOwWLy5kjW7qjW7QkSOLGcsbFPC4qiUr/HdKmEhsp8SFiFsYkYazQ7eqdzndSiHtFoFN0XC1WxgagfbH3LOjfb/vAJgZsOBK4GT/K+ZaWaxQYs0Alw6JodPtlaxoSw82lUfyVMLfcU2Lx6lYpsicgT9xsLeEqgu9TqS0Fe+xjcrJTnD60hEQoYSFiGsMC2ZtLjQbm9aVO1LWAzTkhCRsOKceweoOMrdpwPPOOcanHMbgXXAuIAFF4Gmje6HGcyNgFkWbcU2Z4xRsU0ROQr761holsURla/T7AqRgyhhEcLiY4xz09OYtzt025sW1dTRPzGe1Dh92SoSIW43s+X+JSPp/m05wNZ2+5T4t8lRykpL5MzBvZm7dFvIjudHa3+xzXEneB2KiISDvicDBttUePOIytdA76FeRyESUpSwCHETM1LZ1djMp9V1XofSoeKaei0HEYkcDwODgdHADuD//Ns7agHU4aduM7vJzBaZ2aKysrLARBmmZozJYUtFLUu2VHkdyjFzzvHUR1s4eUBPhvdL8zocEQkH3VIgc5g6hRxJXSXUlGqGhchBlLAIcZ+1Nw29OhaNra2sq1WHEJFI4Zzb5Zxrcc61An/ms2UfJcCAdrv2Bzpc2+Cce9Q5V+icK8zMzAxswGFmyklZJMbHMHfpNq9DOWYfbqhgbWk1V49TsU0R6YR+Y31LQrp6hllrC1RugvVvwcI/w5v3QeXmrj1HsJSv891maIaFSHtafBri+nSLZ1RqEvMq9vLt3CyvwznA+toGmh0UpGiGhUgkMLO+zrkd/oeXAm0dRF4CnjKz3wD9gKHAQg9CDGupifGcPzybl5dv538vHk5CXPh9Z/CXdzeQkZzAtNEqtikinZAzFj55CvaUQM8BR96/vdYW3+sq1kPFBti94bP7lZugpfHA/Zvq4YIHuiz0oNmtlqYiHVHCIgxM7JXG7zbvorKpmfT40PmVFe3vEKIZFiLhxsyeBsYDvc2sBLgXGG9mo/Et99gE3AzgnPvUzJ4FVgHNwG3OudDttxzCLhuTw78+2c47a8qYNDy0ktBHsq50H/OKS/nupBNJjFfdIhHphPaFN482YVFdBi9/B9b+58CkRFwS9MrzLTMZdqHvfsZg6DUY5t4CG+Z3efhBUb4GYuIhXfWBRNoLnU+/ckiTMtJ4aPMu/luxjxlZ6Ud+QZAUV9cRZzC4ezevQxGRTnLOfbmDzY8dZv+fAz8PXETR4ayhvclITuCFpdvCLmHxl3c30i0uhmtO15tpEemkrBEQE+erYzF82pH3X/sGzP0G1O+FwhuhT8FniYnUvmAdlVYCBp8Hb9wDe3dAWt+uvYZAK1/ru8bYeK8jEQkpSliEgdFp3ekVH8ubu/eGVMKiqKaewd0TSYgJv2nNIiJeiI+N4ZKT+/HUwi3srW8iLTE83piW7Wvgn0u2ccWp/emVnOB1OCISbuITIeukI3cKaaqHN++Fjx6BPsPh2hd9rztaeeN9txvmw+iO8vIhrHyNloOIdECfNMNArBkTeqXxVsVeWkOoHV5RTZ2Wg4iIdNKMMTk0Nrfy2oqdXody1P72wSaaWlu58aw8r0MRkXDVbwxsX3bowpulRfDn83zJinE3w9ff6lyyAiBrJHTvDRvePv54g6mlyVeTQy1NRT4noAkLM5tlZqVmtrLdtl5m9oaZrfXfpvu3m5n93szWmdlyMxvb7jXX+fdfa2bXBTLmUDUxI42KphaW7av1OhQA9jW3UFLfpJamIiKddHL/HuRmdOdfyztstBJy6hpbeOLDzZxfkMWg3slehyMSUbrqvXJY6DcWGvb4Ppi355yvw8ej431tPa96Di78JcQfw3vMmBjIO9c3wyKEvuQ7osrN0NqsGRYiHQj0DIvZwNSDtt0FzHPODQXm+R8DXICv8vxQ4CbgYfAN2viKwX0BX4u9e9sG7mgyvlcqBszbvdfrUABY7S+4mZ+iGRYiIp1hZkw+KZsPN+xmX32T1+Ec0fOLt1JV28RN52h2hUgAzOY43yuHjbbCm+2XhdSUw9NXwis/gNyz4Rvvw4mTj+88eROgeheUrjq+4wRTW6xqaSryOQFNWDjn3gEqDto8HXjcf/9xYEa77U84nw+BnmbWF5gCvOGcq3DOVQJv8PmBPeL1io/jlLTuzNu9z+tQAN9yEIB8LQkREem0SQVZNLU43l1b7nUoh9XS6vjLgo2MGdiTU06Iuu8KRAKui94rh4c+BRCX6OsUArBuHjx8Bqx/C6Y+CFc/Byl9jv88eeN9t+HULeTTFyCxJ2SP9DoSkZDjRQ2LLOfcDgD/bdvIlANsbbdfiX/bobZHnYkZaSzbV0tZo/ffyBVX15McG8OARBVfExHprLEDe5LePZ43V+3yOpTDemPVLjbvruWms/OwQ1XlF5Gu1tn3yuEhNh6yR8HWj+D1u+Hvl0FSOnz9bTjtlkN3/uisngMgYwisD5M6FrUVUPwyjPqSrzipiBwglIpudjRKucNs//wBzG4ys0VmtqisrKxLgwsFEzPSAHi7wvtZFkU19eQnJxKjN7AiIp0WFxvDhPw+vLW6lOaWVq/DOaQ/v7uBgb26M/mkbK9DEZFIeE/cbwxsWwQf/BFO/TrcNB+yR3T9efImwOb3oLmh64/d1ZbPgZZGGHut15GIhCQvEha72qav+W9L/dtLgAHt9usPbD/M9s9xzj3qnCt0zhVmZmZ2eeBeG5GSRJ+EOM/rWDjnKK6p03IQEZHjcH5BFlW1TSzeXOl1KB1avLmCxZsrufGsQcTGKDktEkSdfa/8OSH7nnj4dMgsgC/PgYt+fWyFNY/G4AnQVAtbFwbm+F3FOVjyN18iJxCJG5EI4EXC4iWgrdPHdcCL7bZf66+AfBqwxz8N7nVgspml+4ttTvZvizoxZpzXK435FftobvWu8nFpYzMVTS0UpKhDiIjIsTr7xEwSYmN4syg0l4X8+Z2N9EiK5/LC/l6HIhJtOvteOXzkngm3fQjDAlyOLvcssNjQb2+6fQmUfqrZFSKHEei2pk8DHwDDzKzEzG4EHgDON7O1wPn+xwCvABuAdcCfgVsBnHMVwM+Aj/0/9/u3RaWJGWnsaW5h8d4az2IobusQohkWIiLHLKVbHKcPzuCNVbtwIdZ+b1N5Da+v2sk1p51A94Q4r8MRiVhd8V5ZOpDYA/oXhn7hzSVPQFwSjPgfryMRCVkBfRfinPvyIZ6a2MG+DrjtEMeZBczqwtDC1rm9Uok1X3vTL/RM8SSGouq2DiGaYSEicjwmDc/if+euZH1ZDUP6eDOmd2TWexuJj4nh2jNO8DoUkYjWVe+VpQN54+GdX0Fdpa+4Z6hprIEV/4CTZvgSLCLSoVAquilHIS0ulnE9kplX4V0di6KaejIT4uitb91ERI7LpAJf8f9QWhZSWdPIs4u2MmNMP/qkaiadiISpvAngWmHjO15H0rFP50LjPi0HETkCJSzC0MReaXxaXc+OhkZPzl9cU0eBloOIiBy3vj2SGJGTFlLtTf/+4Wbqm1r52tl5XociInLs+hdCQmrotjdd+jdf+9WBp3sdiUhIU8IiDLW1N31rd/Dbm7Y4x5qaei0HERHpIpMKsli8pZLd1d6336tvauHxDzYxYVgmJ2aleh2OiMixi433Fd8MxcKb5Wthywcw5howdWESORwlLMJQfnIiOd3iPWlvurmukbpWR36KZliIiHSFSQVZOAdvFZceeecAm7t0G+XVjXz9HM2uEJEIMHgCVG6Cio1eR3KgJU/4upicfKgSJiLSRgmLMGRmTMxI47+V+2hsbQ3quYtqfAU3CzTDQkSkS5zUL42+PRJ5w+NlIa2tjr8s2MiInDROz8vwNBYRkS6RN8F3G0rdQlqa4JOn4cSpkJrldTQiIU8JizA1MSONmpZWFu4JbnvT4up6DDgxuVtQzysiEqnMjEkFWby7tpz6phbP4pi/ppR1pdV8/ew8TFOURSQS9B4Kqf1Ca1nImtegpkzFNkWOkhIWYeqsnikkmPFmkJeFFNXUcUJSAsmxsUE9r4hIJJs0PIu6phbeX1/uWQyPvrOBfj0SuXBkX89iEBHpUma+ZSEb/gut3iWED7Dkb5CSDUMmeR2JSFhQwiJMJcfFcnrPlKDXsSiuqddyEBGRLnZaXi+SE2J5Y5U3dSyWl1Tx4YYKbjhrEPGxemsgIhEkbwLUV8GOZV5HAnu3w7o3YMzVEBvndTQiYUHvSsLYxIxU1tY2sLkuOJXl61ta2VDbQL5amoqIdKlucbGcOyyTeUW7aG11QT//n9/dSGq3OL506oCgn1tEJKDyxvtuQ6GOxbInwbXCmK94HYlI2FDCIoztb29aEZz2pmtr62kFdQgREQmASQVZlO5rYMW2PUE9b0llLa+s2MFVXxhIamJ8UM8tIhJwKZmQNRLWe1zHorUVlv4dcs+GXurEJHK0lLAIY3lJ3chNSgjaspCimnpAHUJERAJhwrA+xBi8WRTcbiGzFmzCgOvPzA3qeUVEgibvXNj6ETTWehfD5gW+FqsqtinSKUpYhDEzY2KvNN6r3EddS+DbmxZX15NgRl6SOoSIiHS19OQECnN7BbW96asrdjD7/Y1cOiaHvj2UjBaRCDV4ArQ0wub3vYthyRPQrQcUXOJdDCJhSAmLMDcxI426VseCysAvCymqqWNocjfiYtTuTkQkEM4vyKJ45z62VgT+W8B31pTxrWeWMmZgOj+dflLAzyci4pmBZ0BswvG1N53/IMy9FRprOv/aukpY9RKMuhzilRwW6QwlLMLc6T1T6JMQx51rStha3xjQc6lDiIhIYE0angXAvAAvC1m8uYKb/7aYIX1SmXX9qXRPULV6EYlgCd1h4GnHXsdizX9g/i98RTP/eiHs3dG51y9/DloatBxE5BgoYRHmkmJjeGpUHtUtLVyxbB2lDU0BOU9VUzM7GprUIUREJIAG9U5mcGYybxYFrr3pqu17uf6vH5PdI5EnbhhHjyQV2hSRKJA3AUo/hX2dTAjXlMOLt0Gfk+CKJ6B8LfxlEuxcefTHWPoEZI+Cvid37twiooRFJBiR2p0nRw1mZ0MzX/pkPZVNzV1+juK2gpspmmEhIhJIk4Zn8eGG3eyt7/oE9MbyGq6d9REp3eL4+9e+QGaqahKJSJTIG++73fjfo3+Nc/Cvb0N9FVz2KAyfDje8Cq4FZk2FtW8e+Rjbl8HOFZpdIXKMlLCIEKf2SGb2yEGsr23g6uUbqGlu6dLjt3UI0QwLEZHAOr8gi+ZWx39Xl3XpcbdX1fGVv3xEq4O/3fgFcnoqAS0iUaTvyZCU3rllIUv/DsUvw3n/C9kjPjvO1+ZBei48dQV8/Njhj7HkCYhLhJGXH3PoItFMCYsIcm6vVB456QQ+2VfLdSs2Ut+FnUOKqutIi4uhXzdNHRYRCaQxA9PplZzQpe1Nd1c38JXHPmJvXRNP3DCOIX1SuuzYIiJhISYWBp3rK7zp3JH3r9gIr90FuWfD6bcf+FyPHN9MiyET4d/fg9fvhtYO3nc31sKK56FgGiT17JrrEIkySlhEmAsze/JQ/kAWVFVz86pNNLUexYB8FFb7C26aqUOIiEggxcYY5+X34e3iUpq6IPG8t76J6/66kG2VdTx2/amMyOnRBVGKiIShwRNg3w4oW334/Vqa4YWbwWJhxsMQ08FHpm6pcOXTcOrX4YM/wrPX+BIU7RW9BA17tBxE5DgoYRGBrsjuxS+G5vB6+V6+U7yF1qPJIh+Gc46imjqGaTmIiEhQTCrIYm99Mx9vqjiu49Q1tvC12Yso3rGPR645hXGDenVRhCIiYShvgu92w/zD7/feQ7D1I7jo19BzwKH3i42DC38FUx+A4n/D7IsOLOq55G+QPghyzzru0EWilRIWEeqG/pn8aFBf/rGrkrvWlOCOI2mxvaGJvc2tKrgpIhIkZw/tTUJcDG+uOvZuIY3NrXzjycV8vLmCh740mgnD+nRhhCIiYSj9BOiV51sWcijblsD8B+Cky46u7oQZnPYNuPIpKCuGv0yEXatg93rYvADGXuPbR0SOiRIWEexbJ/ThtoF9eGL7bn6+oZP9ottpK7hZoBkWIiJBkdwtjjMHZ/BG0c5jSji3tDq+9+wy5q8u4xeXjuSSk/sFIEoRkTCUNx42LYCWDjoxNdb6loIk94GLf9O5REP+hfDVV3zHnTUFXr0TLAZOvqqrIheJSkpYRDAz4yd5fbm2XwZ/3FLK7zcfWwG34uo6QB1CRCKJmc0ys1IzW9luWy8ze8PM1vpv0/3bzcx+b2brzGy5mY31LvLoMWl4Flsr6lizq7pTr3PO8ZO5K3l5+Q5+dEE+Xx43MEARioiEobwJ0FgNJR9//rk374XyNXDpw76OIp3Vbwx8fR70GADr3oChkyGt7/HHLBLFlLCIcGbGAyf257KsdH6xYQd/3Vbe6WMU19TTt1s8PePjAhChiHhkNjD1oG13AfOcc0OBef7HABcAQ/0/NwEPBynGqDYxPwugU91CVm7bw42PL+LphVu4dfxgbj53cKDCExEJT4PO8c18OLi96bo3YeGjcNqtvlkYx6pHf7jhNTjjWzDxnuOJVERQwiIqxJjxu/yBTOmdxo/WlPDczs4VcSuqqdPsCpEI45x7Bzh4MJgOPO6//zgwo932J5zPh0BPM9NXRgGW3SORUf178MaqIycsVpTs4WuPf8zFf1jAok0V3HVBPndMGRaEKEUkUMzsu2b2qZmtNLOnzSzRzAaZ2Uf+mXBzzCzB6zjDTlJP6Df2wMKbtRUw9zbIzIeJ9x7/ORLTYPLPIOuk4z+WSJRTwiJKxMcY/9/wXM7qmcI3i7ZwwaI1/H9bS9le33jY1zW3OtbWNFCQrIKbIlEgyzm3A8B/21alMQfY2m6/Ev+2zzGzm8xskZktKisrC2iw0WBSQRbLtlZRuq++w+fbEhWX/HEBCzdW8P3zT2TBXedxy7mD1YZaJIyZWQ7wLaDQOTcCiAWuBB4EHvLPhKsEbvQuyjA2eAJsWwz1e8A5+Ne3oXY3XPZniNeXdCKhRAmLKJIYG8Pjowbxk7y+NDvHveu2M/aDVUxfspZZJWWUNX6++NCGugYanSM/RYO3SBTr6JNvh5UgnXOPOucKnXOFmZmZAQ4r8k0q8C0LeavowG4h7RMVH2+q3J+o+ObEoaQlxnsRqoh0vTggyczigO7ADuA84Hn/8+1nwkln5I0H1wIb34VPnoail+C8u6HvKK8jE5GDqChBlEmOjeX2E7K4/YQs1tfW81JpFXNLq/jx2m38ZO02zuiZwoysdC7M7EGv+DiKanwFN9UhRCQq7DKzvs65Hf4lH22fkkuA9o3o+wPbgx5dFCrom0pOzyTeLNrFleMGsqJkD7+bt4Y3i0rpkRTPDyafyHVn5JKqJIVIRHHObTOzXwNbgDrgP8BioMo51+zf7ZCz3eQI+o+D+GRY+jfY9B4MPMNXc0JEQo4SFlFscPdEvpubzXdzsymuqePFXVW8WFrFD1Zv5a41Wzk7PRXwTcMZ2l0JC5Eo8BJwHfCA//bFdttvN7NngC8Ae9qWjkhgmRnnD8/i6YVbuHH2x8wrVqJCJBr4uzRNBwYBVcBz+AogH6zD2W5mdhO+IskMHKhOQZ8TlwC5Z8Ka1yAhFS59BGJivY5KRDqghIUAkJ+cRH5eEj8clM3K6jpeLK1ibmklJfVNDEtOJDFWq4dEIomZPQ2MB3qbWQlwL75ExbNmdiO+b/Uu9+/+CnAhsA6oBb4a9ICj2OThWcx+fxOLNlcqUSESPSYBG51zZQBm9k/gDHxFj+P8sywOOdvNOfco8ChAYWFhh0mNqDd4Iqz9D1z4K0g/wetoROQQlLCQA5gZI1O7MzK1O3fn9WXpvlp6xCnjLBJpnHNfPsRTEzvY1wG3BTYiOZTTB2fw1Ne+wMj+PZSoEIkeW4DTzKw7viUhE4FFwNvAF4FnOHAmnHTWKdf7unjknuV1JCJyGEpYyCGZGWPTkr0OQ0QkqpkZZwzp7XUYIhJEzrmPzOx5YAnQDCzFN2Pi38AzZvb//Nse8y7KMBefCIPO9joKETkCJSxEREREREKMc+5efMv12tsAjPMgHBERT6gwgYiIiIiIiIiEHCUsRERERERERCTkKGEhIiIiIiIiIiFHCQsRERERERERCTlKWIiIiIiIiIhIyFHCQkRERERERERCjhIWIiIiIiIiIhJylLAQERERERERkZCjhIWIiIiIiIiIhBxzznkdQ0CYWRmwuZMv6w2UByCcUBMt1wnRc63Rcp0Q/td6gnMu0+sggkHj8BFFy7VGy3VC9FxruF9n1IzDoLH4CKLlOiF6rjVarhPC/1qPaiyO2ITFsTCzRc65Qq/jCLRouU6InmuNluuE6LrWaBRNv99oudZouU6InmuNluuMZtHyO46W64ToudZouU6InmvVkhARERERERERCTlKWIiIiIiIiIhIyFHC4kCPeh1AkETLdUL0XGu0XCdE17VGo2j6/UbLtUbLdUL0XGu0XGc0i5bfcbRcJ0TPtUbLdUKUXKtqWIiIiIiIiIhIyNEMCxEREREREREJOUpYiIiIiIiIiEjIUcLCz8ymmtlqM1tnZnd5HU+gmNkmM1thZsvMbJHX8XQlM5tlZqVmtrLdtl5m9oaZrfXfpnsZY1c4xHXeZ2bb/L/XZWZ2oZcxdgUzG2Bmb5tZkZl9ambf9m+PuN+p+ETLOAyROxZrHNY4LOFN43Bk0FissTiSKGEBmFks8CfgAmA48GUzG+5tVAE1wTk3OgL79s4Gph607S5gnnNuKDDP/zjczebz1wnwkP/3Oto590qQYwqEZuD7zrkC4DTgNv+/y0j8nUa9KByHITLH4tloHNY4LGFJ43BEmY3GYo3FEUIJC59xwDrn3AbnXCPwDDDd45ikk5xz7wAVB22eDjzuv/84MCOoQQXAIa4z4jjndjjnlvjv7wOKgBwi8HcqgMbhiKBxOLJoHI46GocjhMbiyBLtY7ESFj45wNZ2j0v82yKRA/5jZovN7CavgwmCLOfcDvD9Ywf6eBxPIN1uZsv90+MiakqYmeUCY4CPiK7faTSJpnEYomssjqZ/sxqHJZxpHIcXpJ8AACAASURBVI5s0fTvVmNxBFHCwsc62Bap/V7PdM6NxTfd7zYzO8frgKRLPAwMBkYDO4D/8zacrmNmKcA/gO845/Z6HY8ETDSNw6CxOBJpHJZwp3FYIoHG4gijhIVPCTCg3eP+wHaPYgko59x2/20p8AK+6X+RbJeZ9QXw35Z6HE9AOOd2OedanHOtwJ+JkN+rmcXjG5ifdM790785Kn6nUShqxmGIurE4Kv7NahyWCKBxOLJFxb9bjcWRRwkLn4+BoWY2yMwSgCuBlzyOqcuZWbKZpbbdByYDKw//qrD3EnCd//51wIsexhIwbYOV36VEwO/VzAx4DChyzv2m3VNR8TuNQlExDkNUjsVR8W9W47BEAI3DkS0q/t1qLI485lwkz/Q6ev6WN78FYoFZzrmfexxSlzOzPHwZZIA44KlIuk4zexoYD/QGdgH3AnOBZ4GBwBbgcudcWBfnOcR1jsc39c0Bm4Cb29a0hSszOwt4F1gBtPo3/xjfmr2I+p2KTzSMwxDZY7HGYY3DEt40DkcGjcUaiyOJEhYiIiIiIiIiEnK0JEREREREREREQo4SFiIiIiIiIiIScpSwEBEREREREZGQo4SFiIiIiIiIiIQcJSxEREREREREJOQoYSFRxcyqD3p8vZn9sd3jm8ys2P+z0N9GqO25TWbWu93j8Wb2crvjlJnZMv9rvxuM6xERCTcah0VEvKexWMKFEhYifmZ2MXAzcJZzLh+4BXjKzLKP8hBznHOjgTOBu81sQIBCFRGJSBqHRUS8p7FYQokSFiKfuRO4wzlXDuCcWwI8DtzWmYM453YD64C+XR6hiEhk0zgsIuI9jcUSMuK8DkAkyJLMbFm7x72Al/z3TwIWH7T/IuC6zpzAzAYCicDyYw1SRCSCaRwWEfGexmIJC0pYSLSp809RA3zr7IDCw+xvgPPfdx08337bl8xsAjAM+Lpzrv44YxURiUQah0VEvKexWMKCloSIfGYVcMpB28b6twPsBtLbPdcLKG/3eI5z7iTgbOD/OrHOT0REfDQOi4h4T2OxhAwlLEQ+80vgQTPLADCz0cD1wEz/8/OBa/zPxQJfAd4++CDOuQ+AvwHfDnjEIiKRReOwiIj3NBZLyNCSEBE/59xLZpYDvG9mDtgHfMU5t8O/y8+Ah83sE3zT4l4D/n6Iwz0ILDGzXzjn9gU6dhGRSKBxWETEexqLJZSYcx0tQRIRERERERER8Y6WhIiIiIiIiIhIyFHCQkRERERERERCjhIWIiIiIiIiIhJylLAQERERERERkZCjhIWIiIiIiIiIhBwlLEREREREREQk5ChhISIiIiIiIiIhRwkLEREREREREQk5SliIiIiIiIiISMhRwkJEREREREREQo4SFiIiIiIiIiIScpSwEBEREREREZGQo4SFiIiIiIiIiIQcJSxEREREREREJOQoYSEiIiIiIiIiIUcJCxEREREREREJOUpYiIiIiIiIiEjIUcJCREREREREREKOEhYiIiIiIiIiEnKUsBARERERERGRkKOEhYiIiIiIiIiEHCUsRERERERERCTkKGEhIiIiIiIiIiFHCQsRERERERERCTlKWIiIiIiIiIhIyFHCQkRERERERERCTpzXAQRK7969XW5urtdhiIgcYPHixeXOuUyv4wgGjcMiEoqiaRwWEQl3EZuwyM3NZdGiRV6HISJyADPb7HUMwaJxWERCUTSNwyIi4U5LQkREREREREQk5ChhISIiIiIiIiIhRwkLEREREREREQk5AathYWaJwDtAN/95nnfO3Wtmg4BngF7AEuAa51yjmXUDngBOAXYDX3LObfIf60fAjUAL8C3n3OvHElNTUxMlJSXU19cf38WJRKHExET69+9PfHy816FIGNM4LOFKY6CIiEjwBbLoZgNwnnOu2szigQVm9irwPeAh59wzZvYIvkTEw/7bSufcEDO7EngQ+JKZDQeuBE4C+gFvmtmJzrmWzgZUUlJCamoqubm5mFnXXKVIFHDOsXv3bkpKShg0aJDX4UgY0zgs4UhjoIiIiDcCtiTE+VT7H8b7fxxwHvC8f/vjwAz//en+x/ifn2i+d7PTgWeccw3OuY3AOmDcscRUX19PRkaG3iSLdJKZkZGRoW/F5bhpHJZwpDFQRETEGwGtYWFmsWa2DCgF3gDWA1XOuWb/LiVAjv9+DrAVwP/8HiCj/fYOXnMsMR3rS0Wimv7tSFfR35KEI/3dioiIBF9AExbOuRbn3GigP75ZEQUd7ea/7eidgDvM9s8xs5vMbJGZLSorKzuWkAOurq6Oc889l5YW34qWNWvWcOGFFzJkyBAKCgq44oor2LVrFwALFixg3Lhx5Ofnk5+fz6OPPrr/ONdffz3PP//8AcdOSUkBYNOmTZgZf/jDH/Y/d/vttzN79mxuu+02Ro8ezfDhw0lKSmL06NGMHj36c8dqb/78+bz//vuHPfeR/P73v6egoICrr776c8c72HPPPUdBQQETJkzo1DmCbdmyZbzyyitBP+/48eNZtGjR57YvWrSIb33rW4d9bW5uLuXl5YfdZ9KkSVRWVh5XjCKhLBzH4SOZPXs2t99+e4fPXXjhhVRVVVFVVcXMmTOP+RxHq/040/bfI9Duuece3nzzzeM+TmNjI+eccw7Nzc1H3llEREQCLpA1LPZzzlWZ2XzgNKCnmcX5Z1H0B7b7dysBBgAlZhYH9AAq2m1v0/41B5/nUeBRgMLCwg6TGl6bNWsWl112GbGxsdTX13PRRRfxm9/8hksuuQSAt99+m7KyMpxzXHXVVcydO5exY8dSXl7OlClTyMnJ4aKLLjriefr06cPvfvc7br75ZhISEvZv/9Of/gT43kxffPHFLFu27IjHmj9/PikpKZxxxhnHeNUwc+ZMXn31VQYNGsR999132OM99thjzJw583MJi+bmZuLigvIne1SWLVvGokWLuPDCC4/6NYG8hsLCQgoLC4/7ONdccw0zZ87k7rvv7oKoREJPOI7Dx6Mtsbpp0yZmzpzJrbfeGtDzHSvnHM45YmI6911KS0sL999/f5fEkJCQwMSJE5kzZw5XX311lxxTREREjl3AZliYWaaZ9fTfTwImAUXA28AX/btdB7zov/+S/zH+599yzjn/9ivNrJu/w8hQYGGg4g60J598kunTpwPw1FNPcfrpp+9/kwwwYcIERowYwZ/+9Ceuv/56xo4dC0Dv3r355S9/yQMPPHBU58nMzGTixIk8/vjjR975MDZt2sQjjzzCQw89xOjRo3n33XcBeOeddzjjjDPIy8s74FvBX/3qV5x66qmMGjWKe++9F4BbbrmFDRs2MG3aNB566KEOj9fm/vvvZ8GCBdxyyy3ccccdzJ49m8svv5xLLrmEyZMn45zjjjvuYMSIEYwcOZJnnnmGltYW3nzrTc4+52z+5/L/YejQoXzvju/xl9l/4dRxpzJy5EjWr1/f4fWlpKRw5513csoppzBp0iQWLlzI+PHjycvL46WXXgJ8a+6/+tWvMnLkSMaMGcPbb79NY2Mj99xzD3PmzGH06NHMmTOHiooKZsyYwahRozjttNNYvnw5APfddx833XQTkydP5tprrz3g/EVFRYwb91lJlk2bNjFq1CgAFi9ezLnnnsspp5zClClT2LFjx/79nnvuOcaNG8eJJ564/7/h/PnzufjiiwGorq7eH/OoUaP4xz/+8blr//vf/864ceMYPXo0N9988/5vm6dNm8bTTz992L8LkXAWbuMwwMiRI6mqqsI5R0ZGBk888QTgSzC2zSzYvn07U6dOZejQofzwhz/c/9q2GQ933XUX69evZ/To0dxxxx1Ax2P2wQ41njz99NOMHDmSESNGcOeddx42/urqaiZOnMjYsWMZOXIkL77o+1//pk2bKCgo4NZbb2Xs2LFs3br1gNe1tLTwgx/8YP+522as5Obmcv/993PWWWfx3HPPHTDbJTc3lx//+MecfvrpFBYWsmTJEqZMmcLgwYOZ+fvf7z/2oa59xowZPPnkk0f4jYiIiEgwBPLr6r7A42YWiy8x8qxz7mUzWwU8Y2b/D1gKPObf/zHgb2a2Dt/MiisBnHOfmtmzwCqgGbjtWDqEHOzBhQ9SXFF8vIc5QH6vfO4cd+g3bY2NjWzYsIHc3FwAVq5cySmnnNLhvp9++inXXXfdAdsKCwv59NNPjzqeu+66iwsuuIAbbrjhqF9zsNzcXG655RZSUlL4wQ9+APhmQOzYsYMFCxZQXFzMtGnT+OIXv8h//vMf1q5dy8KFC3HOMW3aNN555x0eeeQRXnvtNd5++2169+7Nnj17Djhee/fccw9vvfUWv/71ryksLGT27Nl88MEHLF++HOtuzPzbTN7/+H2efftZdpfv5orzryB7RDZb923lk08+4aX3XqJHeg+mFk7lsq9cxgvzXuAfs/7BH/7wB377299+7nw1NTWMHz+eBx98kEsvvZSf/OQnvPHGG6xatYrrrruOadOm7f82dMWKFRQXFzN58mTWrFnD/fffz6JFi/jjH/8IwDe/+U3GjBnD3Llzeeutt7j22mv3f3O6ePFiFixYQFJS0gHnLygo2P93kZeXx5w5c7jiiitoamrim9/8Ji+++CKZmZnMmTOHu+++m1mzZgG+mRoLFy7klVde4ac//ennpkL/7Gc/o0ePHqxYsQLgc0s8ioqKmDNnDu+99x7x8fHceuutPPnkk1x77bWkp6fT0NDA7t27ycjI6PTfjMjR2vmLX9BQ1LXjcLeCfLJ//ONDPh+O4zDAmWeeyXvvvccJJ5xAXl4e7777Ltdeey0ffvghDz/8MM8//zzLli1j6dKldOvWjWHDhvHNb36TAQM+m6D4wAMPsHLlyv3j0qHG7HPOOeeAc3c0nmzfvp0777yTxYsXk56ezuTJk5k7dy4zZsygI4mJibzwwgukpaVRXl7OaaedxrRp0wBYvXo1f/3rXztcrvLoo4+yceNGli5dSlxcHBUVFQccc8GCBQC89tprB7xuwIABfPDBB3z3u9/l+uuvZ8G777J3zRrGTp3KLV/7Gm8uWHDIax8xYsT/z96dx0dV3f8ff53JvpGNQNgEZJU9EXEXhbLo16p1A7GCVXEBt9Zd26pVaqvWLq5VoO5F68rPWtyKUrUuCAQSEAKyM4GQhASyT3J+f2SSRkzCkpm5M5P38/HIIzNn7tz7juAl+eScz+Hrr78+1D8iERER8QO/FSystSuBrBbGv6OFXT6stVXABa2caw4wx9cZA2337t2kpKQc1LHW2hYbfDWOtfVao759+zJmzBhefvnlw0jbtnPOOQeXy8WQIUOa1nq///77vP/++2RlNfyx79u3j/z8/B9883uoJkyYQFpaGhv2bODr/37NTy78CSlxKaQdkcZJJ5/EtjXbSO+UztGjjyZ7QDYu42JA/wFMnjiZ0upSBg0ZxOLFi1s8d3R0NJMnTwYafoMZExNDVFQUw4cPZ9OmTUDDGvbrrrsOgMGDB9O7d2/WrVv3g3N9+umnTb95HDduHEVFRZSWlgINsxb2L1Y0uvDCC3n11Ve5/fbbeeWVV3jllVdYu3Ytubm5TJgwAWj4LWO3bt2a3nPuuecCcPTRRzflbO7DDz9kwYIFTc9TU1O/9/pHH33EN998wzHHHAM0rOnv0qVL0+tdunRhx44dKlhI2AnV+/DJJ5/MkiVL6N27N9dccw1PP/0027dvJy0tralPxPjx40lOTgZgyJAhbN68+XsFi/0d7D27pfvJkiVLOPXUU8nIyADg4osvZsmSJa0WLKy13HnnnSxZsgSXy8X27dub/u3o3bs3xx13XIvv+/DDD7n66qubltKlpaU1vTZlypRWv7bGYsjw4cPZu3cvsWVlRMXFERMdTeG6dbz33nutfu0RERFER0ezd+9ekpKSWr2GiIiI+F/wNAQIsLZmQvhLXFzc97ZEGzp0KJ988kmLxw4dOpSlS5c2fdMFDb+lHzJkCADp6enf+615cXExnTt3/sF57rzzTs4///x2Fw32FxMT0/S4YeVOw+c77riDq6666qDPU1dX1/TbzbPOOqvFdcgJCQnU1ddR5aki2hVNWmwa3RO7AxAbGUunmE50iulEQlwCnWI6ARAZEUnX5K64jIuy2jI8Hk+L14qKimr6AcPlcjV9XS6Xq6npWuPXdyAtHdd47oSEhKaxn/3sZyxfvpzu3bvz7rvvMmXKFC644ALOPfdcjDEMGDCAVatWMXToUP773/+2eK3GnBERES02h2vtB63mr8+YMYMHHnigxderqqpaLbCI+EpbMyH8JVTvw6eccgqPP/44W7ZsYc6cObz55pu89tprnHzyyU3HNL8vt3ZvaK61e/bjjz/OM888AzT0v2jpfnKw98VGL730EoWFhXzzzTdERUXRp0+fpj+H5vfHN998k3vvvReAuXPntnkva/6+/TW/l0fX11NXWkpkl65EREVRs3cv9dXVbf57VV1dTWxs7CF9jSIiIuJ7ft0lRL4vNTWVurq6pm/Spk2bxueff84///nPpmMWLVrEqlWrmD17Ns8++2zT1N2ioiJuu+22pnXJp556Kq+88go1NTVAQ4f4lnbVGDx4MEOGDOGdd945YL7HHnusaXlDc0lJSezdu/eA7580aRLz589n3759AGzfvp1du3a1eb6IiAhWrFjBihUr2myaVlXX8N9s7NixvPLKK9TV1VFYWMiSJUu+1wOiuUhXJGmxaZTXllNv6w/6Wvs75ZRTmtYzr1u3ji1btjBo0KAf/HdpftzHH39M586d6dSp0w/O97e//e17O4z069ePiIgI7rvvvqbfGA4aNIjCwsKmgkVtbe0hTUOfOHHi9/4s918SMn78eF577bWmP5/i4mI2b94MNPwgUlBQ0DRlXiSchOp9uFevXuzevZv8/HyOPPJITjrpJB5++OHvFSwOZP97Vmv37NmzZzfdK7t3797i/eTYY4/lk08+Yffu3dTV1fH3v/+dsWPHtnrt0tJSunTpQlRUFIsXL2663+zvJz/5SdO1R48ezcSJE3nqqaeaii/Nl4QcjLrycuorK4lITSUyozO4XLhiYhifldXqv1dFRUVkZGQQFRV1SNcSERER31PBIsAmTpzYtOY2Li6Od955h0cffZQBAwYwZMgQnn32Wbp06UK3bt148cUXmTlzJoMHD+aEE07gsssua2oMd+aZZ3LyySdz9NFHM2rUKD777DN+//vft3jNu+66i23bth0w27ffftviEoAf//jHvPnmmy02ydz/a5s2bRrHH388w4cP5/zzz2+x0HGw52uuorYCgAvPu5ARI0YwcuRIxo0bx4MPPkhmZmar70uPS8eFi+q66oO6TktmzZpFXV0dw4cPZ8qUKTz77LPExMRw2mmnsXr16qamm/fccw9Lly5lxIgR3H777YfUaG/KlCm8+OKLXHjhhUDDUpXXXnuN2267jZEjRzJq1Kg2t4Ld3y9/+UtKSkoYNmwYI0eO/MGSmCFDhnD//fczceJERowYwYQJE5qaen7zzTccd9xxQbUji4gvheJ9GODYY49l4MCBQMMSke3bt3PSSScd9Nednp7OiSeeyLBhw7jlllsO+p7d0v2kW7duPPDAA5x22mmMHDmS7OzspkamLbn44otZunQpo0eP5qWXXmLw4MEHlfmKK67giCOOaLrvH8rSmrp9+6jbswcTFUVUt25NMzUiu3Rh/LHHMuWss1r82hcvXnxIuz+JiIiI/5hDndYZKkaPHm2XLl36vbE1a9Zw1FFHOZSowfLly3nkkUd44YUXHM3RkjPPPJM33njje9vvBYstZVuorqtmQOqAQ37vzoqd7K7YTb+UfsRGaorvgdxwww2cddZZjB8//gevBcP/Q6HOGPONtbb9+8+GAN2HD10w34dDSX1VFTUbN0JkJDFHHomJiPje6zVbtlC/bx8xAwZg9ptJce655/LAAw8waNCgH5w3GP7+Svt1pPuwiEio0wyLAMvKyuK0005r2kIymLzzzjtB+U2ytZYKTwXxUfGH9f702HRcxkVhRaGPk4WnYcOGtVisEAkXug+HN+vxULN5CxhDdO/ePyhWAER27Yq1ltr9li3W1NRwzjnntFisEBERkcBTwcIBl112GREtfAMlLaupr6Guvo64yMNrAhnpiiQ9Lp2ymjIqPZU+Thd+Zs6c6XQEEb/TfTg82fp6ajZvxno8RB9xBK5Wij+umBgi09KpKymhvvJ//y5ER0czffr0QMUVERGRA1DBQoJeZW3DN5PxkYc3wwI0y0JEJNxZa6ndto36ykqie/XEFd/2vxmRXTIwERHUFhQc8q4nIiIiEhgdrmChb0pCT4WnApdxERMRc+CDWxHhiiA9Lp29NXs1y+Iw6f8d8RX9XRJ/8OzcSV1ZGVGZmUS0sEPT/kxEBJFdulBfXk79QeyEpb+3IiIigdehChaxsbEUFRXpm44QU+mpJD4qvqnD++HSLIvDZ62lqKiI2Fg1LZX20X1Y/MFTXIxn924i0tKIaGWXlZZEpKXhiolpmGVRX9/qcboHioiIOKND7VvYs2dPtm3bRmGhfmANFfW2noLyApKik6iIrmj3+fbW7GVHzQ72xO0hKiLqwG+QJrGxsfTs2dPpGBLidB8WX6uvqqKuuBgTE0OkywWlpYf1fldpKRGJia0ep3ugiIhI4HWogkVUVBR9+/Z1OoYcgi/cX3Dj1zfy1I+e4qge7d9Kbm/NXia9PomjuxzNo+Mf9UFCETkUug+LL1WtXcvmK2YS16sXvV98kYjEhMM6z5arrqLym2X0e/89ItPSfJxSREREDleHWhIioSdnVw4AwzOG++R8SdFJzBgyg4+3fUze7jyfnFNERAKvrqyMrVdfgyshgV5PPXnYxQqArrfeSn1lJYWPqpAtIiISTFSwkKCWU5hD/5T+dIo+cAO1g3XxUReTHJPMEzlP+OycIiISWMXPPovH7abno38hKjOzXeeK6deP1IsuYs8rr1K1bp2PEoqIiEh7qWAhQave1rNy90pGZoz06XkToxOZMWQGS7YtYVXhKp+eW0RE/M9TUkLxc8+TNHEicSN9829E59mzcCUlsev3D6oprIiISJBQwUKC1qayTZRWl/q8YAEw7ahppMSkaJaFiEgIKp7/N+orKuh87WyfnTMyNZWMWddQ/tlnlC9Z4rPzioiIyOFTwUKCVmP/Cn8ULBKiEpgxdAafbv+UnMIcn59fRET8w1NURPGLL9Lp9NOJHTjQp+dOvegiovv0Yefvfo+trfXpuUVEROTQqWAhQSunMIdO0Z3ok9zHL+efNngaqTGpPLniSb+cX0REfK9o7jxsdbVPZ1c0MtHRdLn1Vmo2bqRkwSs+P7+IiIgcGhUsJGjlFOYwImMELuOfv6bxUfFcOuxSPtvxGSt2rfDLNURExHdqd+2i5OWXSf7xmcQceaRfrpF42qnEH38cux97jLo9e/xyDRERETk4KlhIUNpbs5cNezb4ZTlIc1MHTSU1JpUnVqiXhYhIsCt6Zi7W46HzrFl+u4Yxhq63307d3r0UPva4364jIiIiB6aChQSlVYWrsFi/Fyzio+L52bCf8V/3f1m+a7lfryUiIoevtqCAPQsWkHzO2UT37u3Xa8UOGkTq1CmUvPwylStX+vVaIiIi0joVLCQo5RTm4DIuhnce7vdrTRk0hbTYNM2yEBEJYrv/+lcs0Pka/82uaC7j5z8nMiMD9y9/pQacIiIiDlHBQoJSTmEO/VP6kxid6PdrxUfFc9mwy/jC/QUfbv7Q79cTEZFDU7t9O3tee52U884lumePgFwzIimJzLt/TfW6dRTNmx+Qa4qIiMj3qWAhQafe1rOycKXfl4M0d9HgixiWPoxfffYrtpRtCdh1RUTkwHY/9RQG6HzVVQG9btK4cSRNnszuJ56g+ruNAb22iIiIqGAhQei7Pd+xt3ZvQAsW0RHR/OHUP+AyLm765CaqPFUBu7aIiLSuZssW9rzxJilTphDVrVvAr595152Y2FgKfv1rbH19wK8vIiLSkalgIUEnpzAHIKAFC4Duid154OQH+Lb4W3731e8Cem0REWnZ7ieexERGkn7lTEeuH5mRQdfbbqVi6VL2/OM1RzKIiIh0VCpYSNDJKcwhJSaF3p382wW+Jaf0PIUrhl/B6/mvs3DDwoBfX0RE/qf6u42ULlxI6kUXEdWli2M5ks89l/jjjmPXQw9Ru3OXYzlEREQ6GhUsJOjkFOYwMmMkxhhHrj971GxGdx3Nff+9j/ySfEcyiASCMWaTMWaVMWaFMWapdyzNGPOBMSbf+znVO26MMX8xxqw3xqw0xmQ7m146gt1PPIGJiSF95hWO5jDG0O3ee7C1tey8/z5Hs4iIiHQkKlhIUCmtLuW70u8CvhykuUhXJA+NfYjE6ER+8fEvKK8tdyyLSACcZq0dZa0d7X1+O/CRtXYA8JH3OcDpwADvx5XAkwFPKh1KdX4+Zf/8J2k/vZjI9HSn4xDduzcZ113L3g8+pOz9952OIyIi0iGoYCFBZWXhSiDw/Sv21zmuMw+e8iBb9m7hns/vwVrraB6RADobeM77+DngnGbjz9sGXwApxpjAd0CUDqPw8SdwxcWRdtllTkdpknbppcQMOYqC++6jrqzM6TgiIiJhTwULCSo5hTlEmAiGdR7mdBSOyTyG67KuY9GmRSxYu8DpOCL+YIH3jTHfGGOu9I51tda6AbyfGxsH9AC2NnvvNu+YiM9VffstexctInXGdCJTU52O08RERtLtvvuoKy5h10MPOx1HREQk7KlgIUElpzCHgakDiY+KdzoKAJcNu4xTep7Cg18/yKrCVU7HEfG1E6212TQs95htjDmljWNbairzg6lHxpgrjTFLjTFLCwsLfZVTOpjCxx7DlZRE+qWXOh3lB+KGDiXt0hns+cc/KP/yK6fjiIiIhDUVLCRo1NXXsbJwJSMyRjgdz8gbLgAAIABJREFUpYnLuPjtSb+lS1wXbv7kZkqrS52OJOIz1tod3s+7gDeBMcDOxqUe3s+NWyJsA3o1e3tPYEcL53zaWjvaWjs6IyPDn/ElTFXm5rHvw49Iu3QGEcnJTsdpUca11xLVqxcFv/419VVVTscREREJWypYSNBYv2c9FZ4Kx/tX7C85JpmHxz7Mrspd3PnpndTbeqcjibSbMSbBGJPU+BiYCOQCC4EZ3sNmAG97Hy8Epnt3CzkOKG1cOiLiS7sffRRXcjJpM2Yc+GCHuOLi6Pabe6nZvJndT6j/rIiIiL+oYCFBI6cwB4BRXUY5nOSHhmcM59ZjbmXJtiXMz53vdBwRX+gKfGqMyQG+Av5prV0E/A6YYIzJByZ4nwO8C3wHrAeeAWYFPrKEu8oVK9j3ySekX3YZEYmJTsdpU8Lxx5N87rkUzZtH1bffOh1HREQkLEU6HUCkUU5hDmmxafRM7Ol0lBZNHTSV5TuX8+jyRxmZMZJjMo9xOpLIYbPWfgf8YDqTtbYIGN/CuAVmByCadFD11dXs/P2DRKSmkvbTi52Oc1C63noL+z75BPcvf0WfBX/HROrbKhEREV/SDAsJGjmFOYzMGIkxLfX2c54xhrtPuJsjko7glk9uobBCDQVFRHzB1tSw/fobqFy+nK533YUrIcHpSAclIiWFzF/eRVVuLsUvvOh0HBERkbCjgoUEhZKqEjaXbQ66/hX7S4hK4JFTH6G8tpybP7mZ6rpqpyOJiIQ06/Gw/eaGmQqZ99xD8pn/53SkQ5I0eTKJp51G4Z//TMXy5U7HERERCSsqWEhQWFm4EgjO/hX7G5A6gPtOvI9lu5Zxyye34Kn3OB1JRCQk2bo6dtxxJ3vff5+ud9xO6tQpTkc6ZMYYMu/+Na6kRDZfNI2ts6+lau06p2OJiIiEBb8VLIwxvYwxi40xa4wxecaYG7zj9xhjthtjVng/zmj2njuMMeuNMWuNMZOajU/2jq03xtzur8zinJzCHCJNJEPThzod5aBM7juZO8bcweKti7nn83u0c4iIyCGy1lJwzz2U/b//R8aNNwb1riAHEpWZSb9/LSLjhuup+OorNp5zDttvupmaTZucjiYiIhLS/NkdygPcZK1d5t067xtjzAfe1/5orX24+cHGmCHAVGAo0B340Bgz0Pvy4zR0q98GfG2MWWitXe3H7BJgKwpXMChtELGRsU5HOWjTjppGaXUpT+Q8QXJMMjePvjlo+2+IiAQTay07f/sAe/7xGulXX0Xnq69yOlK7RSQm0Pmaa0i96CKK5s2n+MUXKVu0iJRzf0Lna64hqnt3pyOKiIiEHL/NsLDWuq21y7yP9wJrgB5tvOVsYIG1ttpau5GGrfPGeD/WW2u/s9bWAAu8x0qY8NR7yN2dG/T9K1py9cirmTZ4Gs+vfp65q+Y6HUdEJOhZayl85BFKXniBtBkzyLjhBqcj+VRESgpdbvoF/d9/j9Rp0yh96202TJpMwZzf4tm92+l4IiIiISUgPSyMMX2ALOBL79C1xpiVxpj5xphU71gPYGuzt23zjrU23tJ1rjTGLDXGLC0s1A4OoSK/JJ9KT2VI9K/YnzGG28bcxplHnslflv+FV9e+6nQkEZGgtvvJJyl6Zi4pU6fQ5fbbwnZmWmRGBpl33Um/9xaRfM7ZlLz8MusnTGTXHx6hbs8ep+OJiIiEBL8XLIwxicDrwI3W2jLgSaAfMApwA39oPLSFt9s2xn84aO3T1trR1trRGRkZ7c4ugZFTmAMQkjMsAFzGxW9O/A1je47l/i/uZ9HGRU5HEhEJSkXz5rP7L4+SfPbZZP7612FbrGguqnt3ut13H/3++Q5J48ZRNHcu6ydMpGjefKxt8dsZERER8fJrwcIYE0VDseIla+0bANbandbaOmttPfAMDUs+oGHmRK9mb+8J7GhjXMJETmEOGXEZdEvo5nSUwxbliuLhsQ+T1SWLOz69g8+2f+Z0JBGRoFL88svseughkk6fTLc592NcHWujsug+fejxh4fp+9ZbxI0axa6HHqJyxQqnY4mIiAQ1f+4SYoB5wBpr7SPNxpv/VPoTINf7eCEw1RgTY4zpCwwAvgK+BgYYY/oaY6JpaMy50F+5JfBW7FrByIyRIf+bttjIWB4b/xj9U/rz849/zopd+kZURARgz+tvsPM395E4bhw9HnwQE+nPnt/BLXbQQHr+6Y+4EhLYs2CB03FERESCmj9/vXEicAkwbr8tTB80xqwyxqwETgN+DmCtzQNeBVYDi4DZ3pkYHuBa4D0aGne+6j1WwkBRZRHb9m0Lyf4VLUmKTuLJHz1JRlwGsz6axbqSdU5HEhFxVOk7/8T9y1+ScOKJ9PjjI5ioKKcjOc6VkEDy2WdR9q9FeEpKnI4jIiIStPy5S8in1lpjrR1hrR3l/XjXWnuJtXa4d/wsa6272XvmWGv7WWsHWWv/1Wz8XWvtQO9rc/yVWQIv1PtXtKRzXGeenvg0cZFxXPXBVWzdu/XAbxIRCUPlX3zJjttuI/7oo+n52KO4YmKcjhQ0UqZOxdbUUPrGm05HERERCVodawGpBJ2cwhwiXZEclX6U01F8qkdiD56e8DS19bVc+f6VFFZo1xoR6XhK3/l/uBIT6fnUU7ji4pyOE1RiBw4k7uijKXn1FWx9vdNxREREgpIKFuKoFbtWMCRtCDER4fdbt34p/Xhy/JMUVRVx1YdXUVpd6nQkEZGAqspbTdywYUQkJjgdJSilTp1K7eYtlP/3v05HERERCUoqWIhjautrWV20mpFdwmc5yP6GZwznz6f9mU2lm/j5xz+ntq7W6UgiIgFRX1VFdX4+sUOHOh0laCVNmkhEWpqab4qIiLRCBQtxzLridVTVVYVV/4qWHN/9eH5z4m/4uuBr5nw5B2ut05FERPyueu1a8HiIHaaCRWtc0dGknHcue/+9mNqdO52OIyIiEnRUsBDHNO6gMSRtiMNJ/O/MI89k5vCZvJ7/Os+vft7pOCIifleZ17ChV5xmWLQp5cILob6ePa/+w+koIiIiQUcFC3GMu9yNwZCZkOl0lIC4NutaJvSewB+W/oFPtn7idBwREb+qys0jIjWVyO7dnY4S1KJ79SLhpJPY849/YGu1bFBERKQ5FSzEMe5yNxlxGURFRDkdJSBcxsX9J97P4LTB3Lrk1qYZJiIi4agqL4/YoUMxxjgdJeilXjQVz65d7F282OkoIiIiQUUFC3GMu9xNZmLHmF3RKD4qnkfHPUpiVCLXfXQdRZVFTkcSEfG5+qoqqtevV/+Kg5Q4diyR3bqxZ8ErTkcREREJKipYiGMKygvoltDN6RgB1zWhK38Z/xeKq4q5YfENVNdVOx1JRMSnqr/9FurqiBs2zOkoIcFERJB64QWUf/45NZs2OR1HREQkaKhgIY6w1nbYggXA0PShzDlpDjmFOdz9+d3aOUREwkplbkPDTW1pevBSzj8fIiMpeeVVp6OIiIgEDRUsxBEl1SVU11V3mIabLZnYZyLXjrqWf373T55Z9YzTcUREfKYqN5eI9HQiMzvuPf5QRWZkkPSjH1H6xhvUV1U5HUdERCQoqGAhjnCXuwE67AyLRleOuJL/O/L/eHT5o3yw+QOn44iI+ERDw80harh5iFKnTqWutJSyRYucjiIiIhIUVLAQRxTsKwBUsDDGcO8J9zIyYyR3/udO8orynI4kItIu9RUVVG/YoP4VhyH+2DFE9+3Lnr8vcDqKiIhIUFDBQhyhGRb/ExMRw59O+xOpsalc/9H17Czf6XQkEZHDVvXtWqivJ1YFi0NmjCF16hQqc3KoWrPG6TgiIiKOU8FCHOEudxMXGUdyTLLTUYJC57jOPDb+MfbV7uP6xddT6al0OpKIyGGpys0F1HDzcCWfcw4mNpYSzbIQERFRwUKc4S53k5mQqfXNzQxMHciDpzzImqI13PXpXdTbeqcjiYgcsqq8XCIyOhPZpYvTUUJSRHIync44g9J33qFu3z6n44iIiDhKBQtxREfe0rQtY3uN5abRN/HB5g+Ynzvf6TgiIoesMi+PuCFDVZBuh9SLpmIrKihduNDpKCIiIo5SwUIc4S53q2DRiulDpnN6n9N5dPmjfF3wtdNxREQOWn15OTUbvlP/inaKGz6c2KFD2fP3BVhrnY4jIiLiGBUsJOBq6mrYXbmbrgldnY4SlIwx3H3C3RyRdAS3fHILhRWFTkcSETkoVd9+C9YSO0z9K9or9aKpVOfnU7lsmdNRREREHKOChQRc4y4YmmHRuoSoBB459RHKa8u5dcmteOo9TkcSETkgNdz0nU5nnIErKUnNN0VEpENTwUICTluaHpwBqQP41fG/YunOpTy+4nGn44iIHFBlXh6RXboQpYab7eaKjyf57LPZ+957eIqLnY4jIiLiCBUsJOBUsDh4Z/U7i/MGnMfcVXP5ZOsnTscREWlTVW6eZlf4UOrUKdjaWva8/rrTUURERByhgoUEXGPBQj0sDs4dx97B4LTB3PnpnWzft93pOCIiLarbV07Nxo3qX+FDMf37E3/MMex55VVsvba6FhGRjkcFCwm4gvIC0mPTiYmIcTpKSIiJiOGRsY9Qb+u5+eObqamrcTqSiMgPVK9Z3dBwUzMsfCr1oqnUbttG+WefOR1FREQk4FSwkIDTlqaHrlenXtx/4v3kFuXy0NcPOR1HROQHKnPzAIhTwcKnkn70IyI6d2bPq/9wOoqIiEjAqWAhAecud9MtUQWLQzW+93imD5nOgrULWLRxkdNxRES+pyovj8jMTCIzMpyOElZMdDSJp46l4quvtCxEREQ6HBUsJKCstRSUF5CZkOl0lJB049E3MipjFHd/fjfflX7ndBwJA8aYCGPMcmPMO97nfY0xXxpj8o0xrxhjor3jMd7n672v93EytwSfqtxcLQfxk/isLOpKS6nZuNHpKCIiIgGlgoUEVGl1KZWeSi0JOUxRrigeGvsQMREx3PTxTVTUVjgdSULfDcCaZs9/D/zRWjsAKAEu945fDpRYa/sDf/QeJwJA3d691GzaRJwabvpFXFY2ABXLljmcREREJLBUsJCA0pam7ZeZkMnvTvkdG/ZsYM6Xc7DWOh1JQpQxpifwf8Bc73MDjANe8x7yHHCO9/HZ3ud4Xx/vPV6EqtUNNS/NsPCP6L59iEhJoXL5CqejiIiIBJQKFhJQKlj4xgndT+DqkVezcMNC3sh/w+k4Err+BNwKNC6MTwf2WGs93ufbgB7exz2ArQDe10u9x4tQlZsLqGDhL8YY4rKyqNQMCxER6WBUsJCAaixYqIdF+1014iqO73Y8v/3yt6wpWnPgN4g0Y4w5E9hlrf2m+XALh9qDeK35ea80xiw1xiwtLCz0QVIJBVV5eUR270ZkumpY/hKXnUXNpk14ioudjiIiIhIwKlhIQO0s30m0K5q02DSno4S8CFcEvzvld6TEpnDrklvx1HsO/CaR/zkROMsYswlYQMNSkD8BKcaYSO8xPYEd3sfbgF4A3teTgR/85GStfdpaO9paOzpDu0V0GJV5udrO1M/isxv6WFSu0LIQERHpOFSwkIBq3NJUS999Iy02jbuOvYtNZZt457t3nI4jIcRae4e1tqe1tg8wFfi3tfZiYDFwvvewGcDb3scLvc/xvv5vqwYqAtSVlVG7eQuxQ4c5HSWsxQ4dClFRWhYiIiIdigoWElDucreWg/jYab1O46i0o/hrzl+pra91Oo6EvtuAXxhj1tPQo2Ked3wekO4d/wVwu0P5JMhUrV4NqH+Fv7liY4kbMoSKZcudjiIiIhIwKlhIQLnL3Wq46WPGGGaNmsW2fdt4Z4NmWcihs9Z+bK090/v4O2vtGGttf2vtBdbaau94lfd5f+/r3zmbWoJFU8NNbWnqd3HZ2VTl5lJfU+N0FBERkYBQwUICpra+lsKKQhUs/GBsz7EMTR/KX1dqloWIBFZlXh5RPXoQmZrqdJSwF5c1CltTQ1VentNRREREAkIFCwmYXRW7sFgVLPygcZbF9n3bWbh+odNxRKQDqcrN03KQAGlqvKllISIi0kH4rWBhjOlljFlsjFljjMkzxtzgHU8zxnxgjMn3fk71jhtjzF+MMeuNMSuNMdnNzjXDe3y+MWZGa9eU4Obepy1N/enkHiczvPNwnl75NLV1mmUhIv5XV1pK7datxA5Tw81AiOzcmagjjqBiuRpviohIx+DPGRYe4CZr7VHAccBsY8wQGhq1fWStHQB8xP8at50ODPB+XAk8CQ0FDuBu4FhgDHB3Y5FDQou7XAULfzLGcM3Ia9hRvoO3NrzldBwR6QAalybEDh3icJKOIz4ri8rlK9AmPSIi0hH4rWBhrXVba5d5H+8F1gA9gLOB57yHPQec4318NvC8bfAFkGKM6QZMAj6w1hZba0uAD4DJ/sot/lNQXgCoYOFPJ/U4iRGdR/DMymc0y0JE/K4yt6FgEaclIQETl5VFXVERtVu2OB1FRETE7wLSw8IY0wfIAr4Eulpr3dBQ1AC6eA/rAWxt9rZt3rHWxiXEuMvdpMakEhcZ53SUsNXYy8Jd7ubN9W86HUdEwlxVXh5RPXsSkZLidJQOIy47C0Dbm4qISIfg94KFMSYReB240Vpb1tahLYzZNsZbutaVxpilxpilhYWFhx5W/Mpd7tbsigA4ofsJjMwYydMrn6amTlvfiYj/VOXmqn9FgMX0748rKYnK5SpYiIhI+PNrwcIYE0VDseIla+0b3uGd3qUeeD/v8o5vA3o1e3tPYEcb4z9grX3aWjvaWjs6IyPDd1+I+ERBeYF2CAmAxlkWOyt28kb+Gwd+g4jIYfCUlFC7fTtxw7QcJJCMy0XcqFFUqvGmiIh0AP7cJcQA84A11tpHmr20EGjc6WMG8Haz8ene3UKOA0q9S0beAyYaY1K9zTYnesckhFhr2bFvB90SVbAIhOO7HU9WlyyeWfWMZlmIiF9U5a0G0JamDojPzqI6fz11paVORxEREfErf86wOBG4BBhnjFnh/TgD+B0wwRiTD0zwPgd4F/gOWA88A8wCsNYWA/cBX3s/fuMdkxCyt3YvFZ4KzbAIkMZZFrsqdvF6/utOxxGRMNS0Q8gQ7RASaHFZDTu/V+bkOJxERETEvyL9dWJr7ae03H8CYHwLx1tgdivnmg/M9106CTT3Pm1pGmjHZh5Ldpds5q6cy7kDziUmIsbpSCISRqpyc4k64ggikpOdjtLhxI0YDhERVCxbRuIppzgdR0RExG8CskuISOOWppphETjGGGaPms2uyl28tu41p+OISJipzMtV/wqHuOLjiR08mErtFCIiImFOBQsJCHd5wwwLFSwCa0y3MYzuOpp5q+ZR5alyOo6IhAlPcTGeHW5ih2qHEKfEZWdTuWoVtrbW6SgiIiJ+o4KFBIS73E2kK5L0uHSno3Q4s0bNorCyULMsRMRnmvpXqOGmY+KzRmErK6n6dq3TUURERPxGBQsJCHe5m8z4TFxGf+UC7ZjMYxiTOYZ5uZplISK+8b+ChRpuOiUu29t4U9ubiohIGNNPjxIQBeUF2tLUQdeMvIbdlbt5de2rTkcRkTBQmZtLdO/eRCQlOR2lw4rKzCSyezcqlquPhYiIhC8VLCQg3OVu9a9w0OjM0RybeSzzc+dT6al0Oo6IhLiqvNXEDlP/CqfFZ2VTuWw5DRutiYiIhB8VLMTvPPUedlXs0pamDps1ahZFVUWaZSEi7eLZvRuP262CRRCIy8rCs3Mnnh07nI4iIiLiFypYiN8VVhRSb+s1w8Jh2V2zOa7bcczPnU9FbYXTcUQkRKl/RfCIz84CoGL5CoeTiIiI+IcKFuJ3BRUFgLY0DQazR82muKqYBWsXOB1FREJUZV4eGEPsEBUsnBYzcCCu+Hgql6nxpoiIhCcVLMTv3PvcgAoWwWBUl1Gc1OMk5q2aR1lNmdNxRCQEVeXmEd2nDxGJiU5H6fBMZCSxI0eo8aaIiIQtFSzE79zlDQUL9bAIDjdk30BZTRnP5j7rdBQRCUFVeXnqXxFE4rOyqV67lrp95U5HERER8TkVLMTv3OVukmOSiY+KdzqKAIPTBnN639N5YfULFFYUOh1HREKIp7AQz86d6l8RROKys6G+nqqVOU5HERER8TkVLMTvCsoLyIzX7Ipgct2o6/DUe/jryr86HUVEQkjFNw29EuJGjnQ4iTSKGzkCjKFimZaFiIhI+FHBQvzOXe5W/4og06tTL84beB6vr3udLWVbnI4jIiGi4quvMPHxxGlJSNCISEoiZuBANd4UEZGwpIKF+J273K3+FUHo6pFXExURxaPLH3U6ioiEiIqvvyI+OxsTFeV0FGkmLjuLypwcbF2d01FERER8SgUL8at9NfvYW7OXbomaYRFsOsd15pIhl7Bo0yJWF612Oo6IBDlPURHV+euJHzPG6Siyn/isLOrLy6nOz3c6ioiIiE+pYCF+VVBeAGhL02B16dBLSYlJ4c/L/ux0FBEJchVfLwUgYcwxDieR/cVlZwNQoWUhIiISZg6rYGGM6e7rIBKeGrc0VcEiOCVFJ3HF8Cv4fMfnfOn+0uk44iO6R4s/NPaviB061Okosp+oHj2IzMigcvkKp6OIiIj41OHOsPjCpykkbDUWLNTDInhNHTyVzIRM/rzsz1hrnY4jvqF7tPic+lcEL2MMcdnZarwpIiJh53ALFsanKSRsFZQXEGEiyIjLcDqKtCImIoZZI2exavcqPtrykdNxxDd0jxafUv+K4BeXNYra7dup3bnL6SgiIiI+c7gFC/0aVg6Ku9xN1/iuRLginI4ibfhxvx9zZPKR/HnZn/HUe5yOI+2ne7T4lPpXBL94bx+LyuXLHU4iIiLiO5GtvWCMeZSWv+k1QIrfEklY0ZamoSHSFcn12ddz4+IbWbhhIecOONfpSHIAukdLIKl/RfCLPeooTGwslcuX0WnyJKfjiIiI+ESrBQtg6WG+JtKkoLyAUV1GOR1DDsK4XuMYkTGCx1c8zhl9zyA2MtbpSNI23aMlYNS/IviZqCjihg2jYplmWIiISPhotWBhrX2upXFjTCzwY78lkrBRV1/HzvKd2iEkRBhjuDH7Ri577zL+/u3f+dmwnzkdSdqge7QESmP/ik4/PsvpKHIAcdnZFM2fT31lJa64OKfjiIiItNtB9bAwxkQYY043xjwPbAam+DeWhIPdlbvxWI8KFiHkmMxjOLHHicxdNZeymjKn48hB0j1a/En9K0JHXHYWeDxUrlrldBQRERGfaLNgYYw5xRjzFLAJuAKYCPS11p4fgGwS4rSlaWi6MftGymrK+Fvu35yOIgege7QEgvpXhI74UQ1LMCu1LERERMJEqwULY8w24HfAZ8AQa+15QKW1tiJQ4SS0FZQXAGiGRYgZnDaY0/uezourX6SwotDpONIK3aMlUNS/InREpKQQ3a+fdgoREZGw0dYMi9eBHjRMLf6xMSYBbZUnh6BxhoUKFqHnulHX4an38FTOU05Hkda16x5tjIk1xnxljMkxxuQZY+71jvc1xnxpjMk3xrxijIn2jsd4n6/3vt7H91+SBBtPcTHV+euJHzPG6ShykOKzs6hYsQJbX+90FBERkXZrtWBhrb0B6AM8ApwGrAMyjDEXGmMSAxNPQpm73E1SVBKJ0frrEmp6derF+QPP5/X819lcttnpONICH9yjq4Fx1tqRwChgsjHmOOD3wB+ttQOAEuBy7/GXAyXW2v7AH73HSZhT/4rQEzcqi/rSUmq++87pKCIiIu3WZg8L2+Df1tqZNHxjPA04h4b10iJtcpe7yUxU/4pQddXIq4iOiOax5Y85HUVa0Z57tPe9+7xPo7wfFhgHvOYdf857PoCzvc/xvj7eGGN88GVIEFP/itATl50FQPkXXzqcREREpP3a6mHxbPPn1tpaa+3/s9ZOA3r5O5iEPm1pGto6x3XmkiGXsGjTIpZsW+J0HNmPL+7R3t1FVgC7gA+ADcAea63He8g2Gpad4P281XstD1AKpLf365DgVvHVV8RnZal/RQiJ7tOHmCFHUfL3v2OtVvKKiEhoa2uGxYjWXrDWVvohi4QZd7mbzHjNsAhllw27jKPSjuLni3/O59s/dzqOfF+779HW2jpr7SigJzAGOKqlw7yfW5pN8YOfhowxVxpjlhpjlhYWqmlrKGvoX5Gv/hUhxhhD2vTp1GzYQPlnum+LiEhoa6tgEW+MyTLGZLf0EbCEEpIqaivYU72HbomaYRHKEqISeHrC0/RN7sv1i6/nC/cXTkeS//HZPdpauwf4GDgOSDHGRHpf6gns8D7ehnfmhvf1ZKC4hXM9ba0dba0dnZGRcXhfmQSFxv4V8epfEXI6nXEGERmdKX7+uQMfLCIiEsQi23itB/AHWv+t2ji/JJKwUFDRsKVpZoJmWIS6lNgUnpn4DJe9dxnXfXQdT/zoCY7J1A8wQaBd92hjTAZQa63dY4yJA35EQyPNxcD5wAJgBvC29y0Lvc//633931bzzcNaxVdfYeLiiBs2zOkocohc0dGkXnQRu//yKNUbNhDTr5/TkURERA5LWzMs1ltrx1lrT2vhQ8UKaVPBvoaChXpYhIfU2FTmTpxLj8QezP5oNt/s/MbpSNL+e3Q3YLExZiXwNfCBtfYd4DbgF8aY9TT0qJjnPX4ekO4d/wVwu++/JAkmFV99RXx2tvpXhKjUKVMw0dEUv/CC01FEREQOW5u7hIgcLne5G1DBIpykx6Uzd9JcusZ3ZdaHs1ixa4XTkaQdrLUrrbVZ1toR1tph1trfeMe/s9aOsdb2t9ZeYK2t9o5XeZ/3976uPRPDmPpXhL7I9HQ6/fhMSt96m7o9e5yOIyIicljaKljcBmCMiTXGDDPGDDXGxAYol4Q4d7kbl3GREa817OGkc1xn5k2aR0Z8Bld/eDUrC1c6Hakj0z1a/Eb9K8JD2vQZ2KoqSv7xD6ejiIiIHJa2ChYymV0TAAAgAElEQVSLjTEP0tBo7TngRWCrMeZBY8wB54caY+YbY3YZY3Kbjd1jjNlujFnh/Tij2Wt3GGPWG2PWGmMmNRuf7B1bb4zRFOQQ4S53kxGXQZRLU4nDTZf4LsybOI+02DSu/uBq8nbnOR2po2rXPVqkLepfER5iBw0k/vjjKHnxJWxtrdNxREREDllbBYsHgTSgr7X2aGttFtAPSAEePohzPwtMbmH8j9baUd6PdwGMMUOAqcBQ73ueMMZEGGMigMeB04EhwEXeYyXIFZQXaDlIGOua0JX5k+bTKaYTMz+Yyeqi1U5H6ojae48WaZX6V4SPtOnT8ezcSdn77zsdRURE5JC1VbA4E5hprd3bOGCtLQOuAc5o9V3/O3YJLWx514qzgQXW2mpr7UZgPTDG+7Heu6a6hoau9Wcf5DnFQe5ytwoWYS4zIZN5k+aRGJXIlR9cydritU5H6mjadY8WaY36V4SXxLFjiep9BMXPP+90FBERkUPWVsHCtrRlnbW2joYt8w7XtcaYld4lI6nesR7A1mbHbPOOtTYuQaze1lNQXkBmorY0DXc9Enswb9I8YiNimfn+TPJL8p2O1JH46x4tHZz6V4QX43KRdsl0qnJWUrlCzZJFRCS0tFWwWG2Mmb7/oDHmp8C3h3m9J2mYsjwKcAN/aDxtC8faNsZbZIy50hiz1BiztLCw8DAjSnsVVxVTW1+rGRYdRK+kXsyfNJ8oVxRXvH8FG/ZscDpSR+GPe7SI+leEoZSfnIMrKYmi555zOoqIiMghaatgcR0w2xjzsTHmD8aYh40xnwDX0zDl+JBZa3daa+ustfXAMzQs+YCGmRO9mh3aE9jRxnhr53/aWjvaWjs6I0O7UzjFvU9bmnY0R3Q6gnmT5uEyLq7+8Gqq66qdjtQR+PweLQLqXxGOXAkJpFxwAXvf/4DaHa1+GyUiIhJ02ipYvG2tPRa4D9gEbAF+Y60dY63dfjgXM8Y0/wn2J0DjDiILganGmBhjTF9gAPAV8DUwwBjT1xgTTUNjzoWHc20JHHe5ChYdUZ/kPvz2pN9SUF7A2+vfdjpOR+Dze7SI+leEr7SLp4G1lLz8stNRREREDlpkG68ZAGvtR8BHh3piY8zfgVOBzsaYbcDdwKnGmFE0LOvYBFzlvUaeMeZVYDXgAWZ712FjjLkWeA+IAOZba7WHYpBrLFhkJqiHRUdzXLfjGN55OPNz53PugHOJdLV1i5F2atc9WqQl6l8RvqJ69CBpwgRKXv0HnWfNwhUf73QkERGRA2rrp4kMY8wvWnvRWvtIWye21l7UwvC8No6fA8xpYfxd4N22riXBpaC8gPjIeDpFd3I6igSYMYYrhl/BDYtvYNGmRZx55JlORwpn7bpHi7RE/SvCW9qMGex97z32vPUWadOmOR1HRETkgNpaEhIBJAJJrXyItKhxS1NjWuqZKuHu1F6n0j+lP/NWzaPe1jsdJ5zpHi0+p/4V4S0uaxSxw4dT8vwL2Hrdn0VEJPi1NcPCba39TcCSSNhwl7u1pWkH5jIuLh9+OXf85w4+3vox444Y53SkcKV7tPhUY/+KTmdqZlS4MsaQNn06O265hfL//IfEsWOdjiQiItKmtmZY6NfjclgKygvUcLODm9xnMj0TezJ31VysbXUnYmkf3aPFp9S/omPoNGkikV26UPzc805HEREROaC2ChbjA5ZCwkaVp4riqmIVLDq4SFcklw2/jFW7V/FlwZdOxwlXukeLT1V8/bX6V3QAJjqa1Isvpvzzz6lat87pOCIiIm1qtWBhrS0OZBAJDwXlBYC2NBU4u9/ZZMRlMHflXKejhCXdo8XX1L+i40i58AJMTAwlL7zgdBQREZE2tTXDQuSQaUtTaRQdEc2MoTP4suBLcgpznI4jIm3wlJRQvW4d8WPGOB1FAiAyNZXks8+m9O2FeIpV+xQRkeClgoX4VOMMCxUsBOCCgReQHJPM3FWaZSESzCq+/hpQ/4qOJG36JdiaGva8+qrTUURERFqlgoX4VEF5AQZD1/iuTkeRIBAfFc/FR13Mx1s/Zl2J1kqLBKuKr9S/oqOJ6d+fhBNPpOSll7E1NU7HERERaZEKFuJT7nI3neM6Ex0R7XQUCRLTBk8jPjKeeavmOR1FRFqh/hUdU9qlM/AUFlK2aJHTUURERFqkgoX4lLvcrYab8j3JMclMGTSFRZsWsbVsq9NxRGQ/6l/RcSWceCLRRx5J8bPPaQtqEREJSipYiE8VlBeof4X8wCVDLiHSRDIvV7MsRIKN+ld0XMblIv2yn1G1ejUF996Lra93OpKIiMj3qGAhPmOt1QwLaVFGfAY/GfAT3t7wNjvLdzodR0SaUf+Kji35vPNIv+Jy9ix4Bfedd2Hr6pyOJCIi0kQFC/GZXRW7qK6rpkdSD6ejSBC6dOilWGt5bvVzTkcRkWYqli4lPitL/Ss6KGMMGTfdROfrrqX0rbfYccst2Npap2OJiIgAKliID20s2wjAkclHOpxEglHPpJ6c0fcMXlv3GiVVJU7HERHA1tRQvX49scOHOx1FHGSMIWP2bLrccjNl7/6LbTfcSL12DhERkSCggoX4zMbShoJF3+S+DieRYHX58Mup9FTy0pqXnI4iIkD1xo3g8RAzcIDTUSQIpF9+OV1/9Uv2/fvfbLtmFvWVlU5HEhGRDk4FC/GZjaUbSYhKICMuw+koEqT6pfRj/BHjefnbl9lXs8/pOCIdXvXatQDEDhrkcBIJFmkXX0y3OfdT/vnnbL3yKur2lTsdSUREOjAVLMRnNpZupG+nvhhjnI4iQWzm8JnsrdnLq+tedTqKSIdXvW4dJiqK6D59nI4iQSTlvPPo/tBDVCxbxtbLL6eurMzpSCIi0kGpYCE+s7F0I32S+zgdQ4Lc0M5DOaH7CTyf9zxVniqn44h0aFVr1xHdvz8mMtLpKBJkks/8P3r86Y9Url7N5ksvxVOi3kMiIhJ4KliIT1TUVrCzYqf6V8hBuWL4FRRVFfHW+recjiLSoVWvXUvswIFOx5Ag1WnCBHo98Tg1G75jy/TpeAoLnY4kIiIdjAoW4hObyjYBargpB2d019GMyhjF33L/Rm29ts8TcYKnpATPrl3EqH+FtCHx5JPp9de/UrN9B5t/egm1brfTkUREpANRwUJ8ommHkE4qWMiBGWOYOWImO8p3aJaFiEOq1+UDEKMZFnIACccdyxFz5+IpKmLzTy+hZutWpyOJiEgHoYKF+MTG0o24jIsjOh3hdBQJESf3OJnsLtnM+WIOb+a/6XQckQ7nfzuEqGAhBxafncURzz5L/b597Lj5FqfjiIhIB6GChfjExtKN9EzsSXREtNNRJEQYY3jiR09wbLdj+fXnv+bJnCex1jodS6TDqFq3loi0NCI6d3Y6ioSIuGFDSb9yJpU5OdRs2+Z0HBER6QBUsBCf2FimHULk0CVEJfDY+Mc4q99ZPLHiCe7977146j1OxxLpEKrX5RMzcKC2opZDkjRpEgB733vP4SQiItIRqGAh7VZXX8eWsi3qXyGHJcoVxf0n3s/M4TN5Pf91blx8IxW1FU7HEglrtq6O6vx8LQeRQxbdsyexw4dT9q9FTkcREZEOQAULaTd3uZvqumrtECKHzRjD9dnX88tjf8l/tv+Hme/PpLiq2OlYImGrdutWbGUlMQO1Q4gcuk6TJ1GVm6tlISIi4ncqWEi7Ne0QooKFtNOUwVN45NRHWFuylun/ms7WvepEL+IPVevWAWhLUzksWhYiIiKBooKFtJsKFuJL448Yz9yJc9lTvYefvvtT8orynI4kEnaq164Dl4uY/v2cjiIhSMtCREQkUFSwkHbbWLaRlJgUUmNTnY4iYWJUl1G8cPoLxEbE8rNFP+PT7Z86HSnsGGN6GWMWG2PWGGPyjDE3eMfTjDEfGGPyvZ9TvePGGPMXY8x6Y8xKY0y2s1+BtEf1urVE9+6NKzbW6SgSorQsREREAkEFC2m3jaUbNbtCfK5vcl9ePONFenfqzbUfXctb699yOlK48QA3WWuPAo4DZhtjhgC3Ax9ZawcAH3mfA5wODPB+XAk8GfjI4itV69ZpOYi0i5aFiIhIIKhgIe22qXQTfTr1cTqGhKGM+Az+NulvjMkcw68++xV/zfkr1lqnY4UFa63bWrvM+3gvsAboAZwNPOc97DngHO/js4HnbYMvgBRjTLcAxxYfqC8vp3bLVmIGDnA6ioSw6J49iR02TMtCRETEr1SwkHYprS6lqKpIMyzEbxKjE3l8/OOceeSZPLbiMd5c/6bTkcKOMaYPkAV8CXS11rqhoagBdPEe1gNo3gV1m3ds/3NdaYxZaoxZWlhY6M/Ycpiq168Ha4nVDAtpp06nT9ayEBER8SsVLKRdNpVtAtRwU/wrKiKKOSfN4eiuR/Pw0ofZXbnb6UhhwxiTCLwO3GitLWvr0BbGfjDdxVr7tLV2tLV2dEZGhq9iig9VrV0LaIcQaT8tCxEREX9TwULaRTuESKC4jItfH/9rqjxVPPjVg07HCQvGmCgaihUvWWvf8A7vbFzq4f28yzu+DejV7O09gR2Byiq+U70uH1d8PFHduzsdRUKcloWIiIi/qWAh7bKxdCORrkh6JP5gZriIzx2ZfCQzR8zkX5v+xZJtS5yOE9KMMQaYB6yx1j7S7KWFwAzv4xnA283Gp3t3CzkOKG1cOiKhpXrtWmIGDsS49C2AtJ+WhYiIiD/puxVpl42lG+md1JtIV6TTUaSDuHzY5RyZfCRzvphDRW2F03FC2YnAJcA4Y8wK78cZwO+ACcaYfGCC9znAu8B3wHrgGWCWA5mlnay12iFEfErLQkRExJ9UsJB22VS2iT7JfZyOIR1IdEQ0dx9/NzvKd/D4isedjhOyrLWfWmuNtXaEtXaU9+Nda22RtXa8tXaA93Ox93hrrZ1tre1nrR1urV3q9Ncgh86zaxf1paXaIUR8RstCRETEn1SwkMNWW1/L1rKt6l8hAZfdNZsLBl7Ai2teJK8oz+k4IiGj2ttwUzuEiC91mjxJy0JERMQv/FqwMMbMN8bsMsbkNhtLM8Z8YIzJ935O9Y4bY8xfjDHrjTErjTHZzd4zw3t8vjFmRkvXksDbtncbHutRwUIccePRN5IWm8a9n9+Lp97jdByRkNC0Q8jAgQ4nkXCSNHkyoGUhIiLie/6eYfEsMHm/sduBj6y1A4CPvM8BTgcGeD+uBJ6EhgIHcDdwLDAGuLuxyCHOatohpJMKFhJ4naI7cceYO1hTvIaX1rzkdByRkFC9Lp/Ibt2I6NTJ6SgSRpqWhSxSwUJERHzLrwULa+0SoHi/4bOB57yPnwPOaTb+vHed9BdAindLvUnAB9baYmttCfABPyyCiAMaCxbqYSFOmdB7Aqf2PJXHVzzO9n3bnY4jEvT+f3t3Hh9ldfd9/PvLnhASEgkBEiSACErdMFCtVdtSLGqVLuqjfazo0xateBfbSkFt1ZaqaMVyQ0u9pa1brXZRK9alWu9W61pAUEAlYCbImkTIwpJMMsx5/shAIyIkkMmZzPV5v155zVwn10y+hyEnk1+uc0541SplcXUF4iBvwhfUvHw500IAAF3KxxoWxbu3wovd9ou1l0ha1+689bG2j2v/CDObbGaLzWxxbW1tlwfHh4UaQirKLlLvjN6+oyCgzEzXn3S9TKaZr82Uc853JCBhuZYWhSsr2SEEccG0EABAPCTSopu2jza3n/aPNjp3t3Ou3DlXXlRU1KXh8FHsEIJE0L9Xf31n9Hf08oaX9UwVq9QDHyccCkmRiDJHcIUFuh7TQgAA8eCjYFEdm+qh2G1NrH29pEHtziuVtHE/7fDIOadQQ4j1K5AQLhxxoT5x2Cc069+z1BBu8B0HSEjhigpJYkoI4oZpIQCAruajYLFQ0u6dPiZJerxd+yWx3UJOktQQmzLyN0lnmFlBbLHNM2Jt8Ghr81Y1tjSyQwgSQmpKqm761E1qCDfoziV3+o4DJKTwqlWy9HRllJX5joIkxbQQAEBXi/e2pg9JelXSCDNbb2bfkDRL0ngzWy1pfOxYkp6SVClpjaQFkq6UJOfcVkkzJS2Kffwk1gaP9uwQQsECCWJE4QhNGjVJj65+VIs2L/IdB0g4zasqlHHEEbL0dN9RkKSYFgIA6Grx3iXkIufcAOdcunOu1Dn3G+fcFufcOOfc8Njt1ti5zjk3xTk3zDl3jHNucbvn+a1z7ojYxz3xzIyOCTVSsEDiueK4K1SaW6qfvPoThXeFfccBEkq4okJZRw73HQNJjmkhAICulEiLbqIHCTWElJWapf69+vuOAuyRnZatH538I1U1VmnBWwt8xwESRqSuTpHqamUeyQ4hiC+mhQAAuhIFCxyUqoa2HUJSjP9CSCyfGvgpnTP0HP1mxW+0pm6N7zhAQghXrJYktjRF3DEtBADQlfhtEwcl1BBSWV6Z7xjAPl0z5hrlpufqpldvUiQa8R0H8C68apUkKZMpIegGTAsBAHQVChbotPCusDZs38D6FUhYhVmFunbstXqz9k3NXzbfdxzAu/DqCqUWFCitqMh3FAQA00IAAF2FggU6bW3jWjk5ChZIaGcNPUtfHf5VLVi+QC9teMl3HMCr5lUVyhwxQmbmOwoCIKO0VFmjRjEtBABwyChYoNPY0hQ9xYyxMzS8YLiu/de12rxjs+84gBcuGlV49Wqmg6Bb5Z05gWkhAIBDRsECnVbVUCVJGpw32G8Q4ACy0rI0+/TZatnVoh+8+AO1Rlt9RwK6Xeu6dXJNTcpiwU10I6aFAAC6AgULdFqoMaSBvQYqOy3bdxTggIbkD9GNJ9+opTVLNW/pPN9xgG7XvGfBTQoW6D5MCwEAdAUKFui0UENIZfllvmMAHXbW0LN0/pHn654V9+iFdS/4jgN0q/CqCiklRZlHDPMdBQHDtBAAwKGiYIFOcc4p1BBi/Qr0ONPHTtfIwpG6/uXrtWn7Jt9xgG4TrqhQxuGHKyWbq+LQvXZPC6n/8589JwEA9FQULNAp1Tur1RRp0pA8ChboWTJTMzX79NmKRCO65sVr1LqL9SwQDM0Vq5TJ+hXwIKO0VL3PnKCt996n1s0sfAwA6DwKFugUdghBT3Z43uH68ad+rLdq39KcN+b4jgPEXXTHDrW+v06ZI470HQUB1e/710jRqGruvNN3FABAD0TBAp1S1VgliYIFeq4vlH1BF464UPe/fb/+9/3/9R0HiKvwmjWSc8o6koIF/MgoLVHhpZeqceETanrrLd9xAAA9DAULdEqoIaTc9Fz1ze7rOwpw0KaNmaajDztaP3z5h1q/jcXgkLyaKyokiSkh8OqwyZOV2revqm+dJeec7zgAgB6EggU6JdQQUllemczMdxTgoGWkZuiO0++QnDTthWmsZ4GkFV5VoZScHKWXlPiOggBLze2lfldPVdPSpdr29NO+4wAAehAKFugUdghBshjUe5BmnjJTK7as0Owls33HAeIivGqVMocPl6Xw4x5+5X/5y8o86ihV33GHos3NvuMAAHoI3sGgw3a07lD1zmoKFkga4waP08VHXawH33lQz619znccoEs55xSuqGA6CBKCpaaqePp0RTZu0tZ77/MdBwDQQ1CwQIex4CaS0fdO/J6O6XuMbnj5Bq1rXOc7DtBlIjU12tXQwA4hSBi9Tvqkcj8/TlvuvlutNTW+4wAAegAKFuiwqoYqSRQskFzSU9P1s9N/JjPT9S9fr6iL+o4EdInwqlWSxA4hSCjF06Yp2tqq2v/+b99RAAA9AAULdFioIaRUS9Wg3oN8RwG6VEluiaaVT9PSmqV6fM3jvuMAXSK8e4cQChZIIBmDB6vw4ovV8Ohjan77bd9xAAAJjoIFOizUEFJp71JlpGb4jgJ0uYlHTNQJ/U7QnUvuVH1zve84wCFrXlWhtAEDlJqf7zsK8CF9v32FUvv0YZtTAMABUbBAh4Ua27Y0BZJRiqXohyf9UNtbtuvnb/zcdxzgkIVXrWI6CBJSal6e+v7XVdq5aJG2/f3vvuMAABIYBQt0yK7oLq1tWMv6FUhqRxYcqa8f/XU9uvpRLa1Z6jsOcNBcS4vClZVMB0HCKrjgAmUcMUw1P7tD0ZYW33EAAAmKggU6ZOOOjWqJtlCwQNK74rgr1L9Xf818baZao62+4wAHJRyqkiIRtjRFwrK0NBVPn6HW999X3e8e9B0HAJCgKFigQ9ghBEGRk56jGWNnaHXdaj34Nm+i0TOFK2I7hLClKRJY7qmfVq/TTtUH8+crsnWr7zgAgAREwQIdEmoISZKG5FGwQPL73KDP6fTS0zX/zfnavGOz7zhAp4VXrZLS05VRVuY7CrBfxdOnK9rUpNp583xHAQAkIAoW6JBQY0gFmQXqk9XHdxQg7sxM137yWjnnNOvfs3zHATqtuaJCmcOGydLTfUcB9itz2DAVXHih6v/wRzXHtuIFAGA3ChbokFBDSGX5Zb5jAN2mJLdElx93uZ5//3m9uP5F33G6nJn91sxqzGxFu7ZCM3vOzFbHbgti7WZmc81sjZm9ZWaj/SVHR4RXVTAdBD1G36umKCU3VzW33c42pwCAD6FggQ4JNYRYvwKBM+noSRqWP0y3vH6LmiJNvuN0tXslTdirbYak551zwyU9HzuWpDMlDY99TJb0q27KiIOwq75ekepqdghBj5FWUKCiKVdqx8sva8eLyVcgBgAcPAoWOKCGcIO2Nm9l/QoETnpquq4/6Xpt2L5Bd791t+84Xco596KkvVe5myjpvtj9+yR9qV37/a7Na5L6mNmA7kmKztp9WX3mkewQgp6j4KKLlDF4sKpvu12ObU4BADEULHBAVY1VktghBME0pv8YnTvsXN278l5V1lf6jhNvxc65TZIUu+0Xay+RtK7deetjbUhA4XfbdgjJZEoIehDLyFDxddeqpbKSBTgBAHtQsMAB7dkhhIIFAup7J35POWk5+unrPw3q/GrbR9s+/yHMbLKZLTazxbW1tXGOhb25lhbV/f73yhg6VGlFRb7jAJ2Se/rp6nPBBdry699ox2uv+44DAEgAFCxwQKGGkNJT0jUwd6DvKIAXh2UfpqtPvFqLNi/SXyv/6jtOPFXvnuoRu62Jta+XNKjdeaWSNu7rCZxzdzvnyp1z5UX8wtzttj7wO7VUVal4xnSZ7avOBCS24hnTlVFWpo3TpytSV+c7DgDAMwoWOKBQQ0iH9z5caSlpvqMA3nx1+Fd1bNGxumPxHWoIN/iOEy8LJU2K3Z8k6fF27ZfEdgs5SVLD7qkjSByR2lp9MH++ck8/XbmnneY7DnBQUnJyNPCOnymydas233hTUK9qAwDEULDAAbFDCCClWIp+dNKPVB+u19w35vqOc8jM7CFJr0oaYWbrzewbkmZJGm9mqyWNjx1L0lOSKiWtkbRA0pUeIuMAaubMUbSlRf1mTPcdBTgk2aNGqd/VU7Xt2WfV8MgjvuMAADziT+bYr9Zoq9ZvW6/xg8f7jgJ4N7JwpL428mt68J0HNfGIiTq26FjfkQ6ac+6ij/nUuH2c6yRNiW8iHIqm5SvU8OhjKrzsMmUOocCMnq/wssu0/aWXtPnmW5R94on8vwaAgOIKC+zX+m3rFXERrrAAYq464SoV5RRp5mszFYlGfMcB5JxT9c03K/Www9T3ym/7jgN0CUtJ0cBZs5SSkaGN10xjq1MACChvBQszqzKz5Wa2zMwWx9oKzew5M1sduy2ItZuZzTWzNWb2lpmN9pU7aNghBPiwXum9NH3MdL279V09FXrKdxxAjU88oaZly9Tvu99Vam6u7zhAl0kvLlb/n85U88qVbHUKAAHl+wqLzzrnjnfOlceOZ0h63jk3XNLzsWNJOlPS8NjHZEm/6vakAbW7YFGWV+Y3CJBAxg8erzmfmaOzh5ztOwoCLrpjh2rumK2sT3xC+V/+ku84QJfLGz9efc4/n61OASCgfBcs9jZR0n2x+/dJ+lK79vtdm9ck9dm99R7i673699Qvu59yM/irHbCbmWnc4HFKTUn1HQUB98HdCxSpqVHx9dfJUhLtRzrQNYqvnbFnq9Nd9fW+4wAAupHPdzdO0rNmtsTMJsfaindvlRe77RdrL5G0rt1j18faEEe1O2v13NrnNHbAWN9RAAB7aVm3TlvvuUd5556jnBNO8B0HiJv2W51uuuFGtjoFgADxWbA4xTk3Wm3TPaaY2f42jbd9tH3kp5WZTTazxWa2uLa2tqtyBtZdb96lSDSiK49jB0MASDTVt90mpaWp3/e/7zsKEHdsdQoAweStYOGc2xi7rZH0mKSxkqp3T/WI3dbETl8vaVC7h5dK2riP57zbOVfunCsvKiqKZ/ykV9VQpUdWP6LzjjxPg/IGHfgBAIBus+OVV7T978+r7+TJSi8u9h0H6BaFl12mnJNO0uabb1E4FPIdBwDQDbwULMysl5n13n1f0hmSVkhaKGlS7LRJkh6P3V8o6ZLYbiEnSWrYPXUE8TFv6TxlpGbo8uMu9x0FANCOi0RUfeutSh80SIWXXeo7DtBtLCVFA2+LbXU67QdsdQoAAeDrCotiSS+Z2ZuS/i3pSefcM5JmSRpvZqsljY8dS9JTkiolrZG0QBJzFOJo5Qcr9ezaZ3XJ0Zeob3Zf33EAAO3UPfSwwqvXqHj6D5SSmek7DtCt9mx1umKFauf9wnccAECcpfn4os65SknH7aN9i6Rx+2h3kqZ0QzRI+vkbP1dBZoEuHXWp7ygAgHYidXWqnTdPvT51snLHfeTHJRAIeePHa8f552vLr3+tXqecol4nfdJ3JABAnLAHGj7klY2v6PVNr2vysZPZyhQAEkzt3LmK7tih4muvldm+1qMGgqH42hnKGDxYm2+8UW7XLt9xAABx4uUKCySmqItqzpI5Kskt0QUjLvAdBwDQTvO776r+D39Uwde+pszhw33HAbxKyclRyZyfy9LSZKmpvuMAAOKEggX2eMlKbbsAAA/ESURBVLbqWb2z9R3d8ulblJGa4TsOACDGOafqm29Ral6eiv7rKt9xgISQNXKk7wgAgDhjSggkSa3RVs1dOlfDC4brrCFn+Y4DAGhn29/+pp2LFqno6qlKzc/3HQcAAKBbULCAJOmRike0bts6XT36aqWmcGklACSKaFOTqm+/XZkjRqjP+ef7jgMAANBtmBIC7WzdqbvevEuj+43WqSWn+o4DAGinZvadimzcpIH3z2KuPgAACBSusIi56827dPdbdysSjfiO0u0eePsBbWneou+e+F1WnQfgTWtNjdZeepm2v/ii2nazxvaXXlbd736ngku+rl5jx/qOAwAA0K0oWKhtMbOqxirNWzpPlz1zmdZtW+c7Urepa67TPSvv0WcHfVbH9zvedxwAAda6fr1a1q7VusmXq+qr56nxb8/KRaO+Y3mzq75em667ThnDhqnf977nOw4AAEC3o2Ahycw069RZmnXqLL1X/57OW3ieHlv9WCD+wrdg+QI1RZo0dfRU31EABFzO6NE64m/PaMDNNyu6Y4c2TJ2qyi+eo/q//EWutdV3vG63+SczFdm6VQNvv00pWVm+4wAAAHQ7ChbtnD30bD1y7iMa1XeUbnjlBl39j6u1tXmr71hxs3H7Rj387sOaOGyihvUZ5jsOAMgyMtTnq1/R0KeeVMmds2Xp6do041q9N+FM1T38sKLhsO+I3aLhr0+q8amnVHTVFGWPGuU7DgAAgBcULPYyIHeAfn3Gr3VN+TX614Z/6SuPf0Uvrn/Rd6y4+OWyX8pkuvL4K31HAYAPsdRU5Z11lob85TGVzp+v1L6HafNNP9Z7nx+vLffcq+jOnb4jxk3rpk3a/JOfKPv443XYN7/pOw4AAIA3FCz2IcVSNGnUJD109kMqzC7UlOenaOarM7WzNXneIFfUVeiJ957Q1476mvr36u87DgDsk5mp9+c+q7KHH9bh9/xWGUOHqua227Tmc+NUO3++WjdvVqSursMfbtcu313aLxeNauN118lFIhp42yxZGpt5AQCA4OKd0H6MKByhh85+SL9Y+gvdt/I+vb75dd366Vt1TNExvqMdsrlvzFVueq6+eQx/vQOQ+MxMvU4+Wb1OPlk7ly7Vlrv+Rx/MnacP5s7r3PPk5Chr5EhlfWKUskeNUtaoUcoYMiRhtgut+92D2vnqa+r/4x8rY/Bg33EAAAC8omBxAJmpmfp++fd1Wulpuu6l6/T1p7+uy4+7XN865ltKS+mZ/3xvVL+hF9a/oKmjpyo/M993HADolJwTTlDO/9yl5nff1c7FSzr+wGhULevWqXnlStX/6c+qu/8BSYlTxAivWaOa2bOVe/rp6nPB+d36tQEAABKRJetOGOXl5W7x4sVd+pyNLY265fVb9GTlkzq277G66oSrNKb/mB5VuHDO6ZKnL9GG7Rv05FeeVHZatu9IQKCY2RLnXLnvHN0hHuNwV3G7dqmlslJNK1eqeeXbal6xQs3vvivX1CQpVsQ46ijljD5BOeXlyh49Wqm9e8cvT0uLqi68SK2bNmnowseVVlQUt68FBF2QxmEA6Ol6zm/aCSAvI0+zTp2lz5R+Rj99/aea/NxkFWYVavzg8ZpQNkGji0crxRJ3WZAPmj7Q/GXztax2mW44+QaKFQACy1JTlTl8uDKHD5e+9CVJ7YoYK1aqeeVKNS9fri333KstC34tmSlz5EjlnHiicsrLlVN+otL69u2yPLW/+pWa335bJfPmUqwAAACI4QqLg9QcadZLG17SM1XP6IV1L6h5V7P65fTTGYPP0JlDztQxfY+RmcXt63fGtpZtunflvXrg7QfUsqtF5x15nmaMndGjrgwBkkWQ/rKXyFdYdFS0qUlNb76lnYsXa+eSxWpa9uaeqzAyysqUXb67gFGu9JKSgxr3dy5dqrX/92LlT5yogbfe0tVdALCXII3DANDTUbDoAjtbd+qF9S/o6dDTemnDS2qNtqokt0RfKPuCJpRN0MjCkV6KF+FdYT387sNasHyBGsINmlA2QVedcJUG57GQG+BLkN4oJ0PBYm+utVXNb7/dVsBYvEQ7lyxRtLFRkpReWqq8L56t/HPPVebQoR16vuiOHar88lekSERDFj6u1NzceMYHoGCNwwDQ01Gw6GLbWrbpH+v+oadDT+u1ja8p4iIqyyvTuMPHaUThCA3NH6rBeYOVlZYVtwyRaERPvPeEfrnsl6reWa1TBp6i74z+jo4+7Oi4fU0AHROkN8rJWLDYm4tGFV69RjsXL9L2f/xTO155RYpGlTVqlPLPPUd5Z5213ykem264UfV/+pMG33+fcsaM6cbkQHAFaRwGgJ6OgkUc1TfX6+/v/13PVD2jRZsXKeqikiSTaWDuQA3NH6qh+UM1JH+IhvZpu38ou3Y45/T8+89r7tK5CjWEdEzfY3T16Ks1dsDYruoSgEMUpDfKiTAOd7dIba0an3pKDQufUPPKlVJKinqdcoryzz1HvceNU0pOzp5zt/3zn1p/xbdV+I3/p+Jp0zymBoIlSOMwAPR0FCy6SXhXWGsb16qyoVKh+pBCDSFVNlSqqrFK4V3hPecVZhVqSP4QleSWqCCzQAVZbR99MvuoMKtQfTL7qCCrQL0zen9ogc9/b/q35rwxR8s/WK4h+UM09YSp+tzhn0uYdTQAtAnSG+VEG4e7W3jNGjU88Vc1PLFQkY2bZDk56v35cco/51xljRyhyi9/RWmFhSr785+UkpHhOy4QGEEahwGgp6Ng4dmu6C5t2rGprZDR8J9CxuYdm1UfrldTpGmfj0u1VOVn5qsgs0CpKamqqKtQcU6xphw/RecMO4cFNYEEFaQ3yj1lHI43F42qackSNSx8Qo3PPKPotm1SerpMUtmf/6SsESN8RwQCJUjjMAD0dPxW61lqSqpKe5eqtHepTis97SOfb4o0qb65XnXhOtU116kuXKf65nptbd6q+nC96sP1agw36prya3ThyAuVmZrpoRcAgI9jKSnKGTNGOWPGqPiH12v7Cy+o8emnlfvpUylWAAAA7AcFiwSXnZat7NxsDcgd4DsKAOAQpWRmKu+MM5R3xhm+owAAACS8lAOfAgAAAAAA0L0oWAAAAAAAgIRDwQIAAAAAACQcChYAAAAAACDhULAAAHSImU0ws1VmtsbMZvjOAwAAgORGwQIAcEBmlirpl5LOlHS0pIvM7Gi/qQAAAJDMKFgAADpirKQ1zrlK51yLpIclTfScCQAAAEmMggUAoCNKJK1rd7w+1gYAAADEBQULAEBH2D7a3EdOMptsZovNbHFtbW03xAIAAECyomABAOiI9ZIGtTsulbRx75Occ3c758qdc+VFRUXdFg4AAADJh4IFAKAjFkkabmZDzCxD0oWSFnrOBAAAgCRmzn3kit6kYGa1ktZ28mF9JX0QhziJJij9lILT16D0U+r5fR3snOuRlx6Y2VmS5khKlfRb59zNBzifcXj/gtLXoPRTCk5fe3o/e+w4DABBk7QFi4NhZoudc+W+c8RbUPopBaevQemnFKy+BlGQXt+g9DUo/ZSC09eg9BMA4B9TQgAAAAAAQMKhYAEAAAAAABIOBYsPu9t3gG4SlH5KwelrUPopBauvQRSk1zcofQ1KP6Xg9DUo/QQAeMYaFgAAAAAAIOFwhQUAAAAAAEg4FCxizGyCma0yszVmNsN3nngxsyozW25my8xsse88XcnMfmtmNWa2ol1boZk9Z2arY7cFPjN2hY/p501mtiH2ui6LbT/Zo5nZIDP7h5m9Y2YrzWxqrD3pXlO0Cco4LCXvWMw4zDgMAEBXomAhycxSJf1S0pmSjpZ0kZkd7TdVXH3WOXd8Em5Jdq+kCXu1zZD0vHNuuKTnY8c93b36aD8l6eex1/V459xT3ZwpHiKSvu+cO0rSSZKmxL4vk/E1DbwAjsNSco7F94pxmHEYAIAuQsGizVhJa5xzlc65FkkPS5roORM6yTn3oqStezVPlHRf7P59kr7UraHi4GP6mXScc5ucc2/E7m+T9I6kEiXhawpJjMNJgXE4uTAOAwB8o2DRpkTSunbH62NtychJetbMlpjZZN9hukGxc26T1PbGS1I/z3ni6Sozeyt2qXJSXZ5rZmWSTpD0uoL1mgZJkMZhKVhjcZC+ZxmHAQDoQhQs2tg+2pJ1+5RTnHOj1XbZ9RQzO813IHSJX0kaJul4SZskzfYbp+uYWa6kRyRd7Zxr9J0HcROkcVhiLE5GjMMAAHQxChZt1ksa1O64VNJGT1niyjm3MXZbI+kxtV2GncyqzWyAJMVuazzniQvnXLVzbpdzLippgZLkdTWzdLW9SX7QOfdorDkQr2kABWYclgI3Fgfie5ZxGACArkfBos0iScPNbIiZZUi6UNJCz5m6nJn1MrPeu+9LOkPSiv0/qsdbKGlS7P4kSY97zBI3u984xnxZSfC6mplJ+o2kd5xzd7b7VCBe0wAKxDgsBXIsDsT3LOMwAABdz5xL5ituOy62/dgcSamSfuucu9lzpC5nZkPV9pc8SUqT9Ptk6qeZPSTpM5L6SqqWdKOkv0j6o6TDJb0v6XznXI9eKO1j+vkZtV2G7CRVSbp89/zinsrMPi3pX5KWS4rGmq9T2/zppHpN0SYI47CU3GMx4zDjMAAAXYmCBQAAAAAASDhMCQEAAAAAAAmHggUAAAAAAEg4FCwAAAAAAEDCoWABAAAAAAASDgULAAAAAACQcChYIFDMbPtex5ea2S/aHU82s3djH/+Obem2+3NVZta33fFnzOyv7Z6n1syWxR773e7oDwD0NIzDAACgoyhYADFm9kVJl0v6tHNupKQrJP3ezPp38Cn+4Jw7XtIpkq43s0FxigoASYlxGAAAtEfBAviP6ZKmOec+kCTn3BuS7pM0pTNP4pzbImmNpAFdnhAAkhvjMAAA2CPNdwCgm2Wb2bJ2x4WSFsbuj5K0ZK/zF0ua1JkvYGaHS8qS9NbBhgSAJMY4DAAAOoSCBYKmKXa5sKS2Oc+SyvdzvklysftuH59v3/Z/zOyzkkZI+pZzrvkQswJAMmIcBgAAHcKUEOA/3pZ04l5to2PtkrRFUkG7zxVK+qDd8R+cc6MknSppdifmXAMA2jAOAwCAPShYAP9xu6TbzOwwSTKz4yVdKml+7PP/lPT12OdSJV0s6R97P4lz7lVJD0iaGvfEAJBcGIcBAMAeTAkBYpxzC82sRNIrZuYkbZN0sXNuU+yUmZJ+ZWZvqu0S5Wck/e5jnu42SW+Y2S3OuW3xzg4AyYBxGAAAtGfO7Ws6KAAAAAAAgD9MCQEAAAAAAAmHggUAAAAAAEg4FCwAAAAAAEDCoWABAAAAAAASDgULAAAAAACQcChYAAAAAACAhEPBAgAAAAAAJBwKFgAAAAAAIOH8f1sbXO+2EEZuAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "temp=denver_crime[['HOUR_REPORTED','OFFENSE_CATEGORY_ID']].groupby([denver_crime.HOUR_REPORTED, denver_crime.OFFENSE_CATEGORY_ID]).agg('count')\n", "temp=temp.drop(labels='HOUR_REPORTED',axis=1)\n", "temp.columns=['COUNT']\n", "temp.index=temp.index.rename('HOUR',level=0)\n", "\n", "temp=temp.unstack(level=1)\n", "fig=temp.plot(kind='line', figsize=(18,30),subplots=True,layout=(-1,3),sharex=False,sharey=False)\n", "for row in fig:\n", " for item in row:\n", " item.set_ylabel('TOTAL')\n", " item.legend(loc='upper left')\n", "plt.suptitle('Crimes by Hour of the Day')\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "d3f6a8681ca5268544ddbcdbbebf7b5c1940b117" }, "source": [ "There are some interesting trends here. First and formost, it seems like most crimes occur betwwen 8 AM and 8 PM with a noticeable dip in crime from 1 AM to 5 AM. Different types of crimes seem to be prevalent at different times of the day. aggravated-assualt, robbery, and other-crimes-against-persons seem to be most common late at night, betwen 10 PM and 2 AM. Auto-theft, theft-from-notor-vehicle, and larceny seem to be most common from 9 AM to 5 PM, which is also when people are at work. Since thefts have increased significantly over the past five years, reminding people to lock their cars and possessions before going to work may help address some of this crime. the crimes of murder and arson are too infrequent to come up with a meaningful trend statement." ] }, { "cell_type": "markdown", "metadata": { "_uuid": "32c12da183596b87edf18745cddc32f54d5d03eb" }, "source": [ " Crimes by District\n", "\n", "The above section focused on crime trends temporally. In this section, I'll focus on crimes by district, while also breaking up those crimes by yar. This should tell us which districts are seeing crime rates increase, and what types of crimes are increasing. Also, by breaking crimes up by district we'll be able to see if certain districts have an abnormally large amounts of particular crimes. To start, I'll take a look at total crime trends for each district over the past five years." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "_uuid": "834a7345d503ae219cd65f212e8ce101cb631207" }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#analyze crime by district in each of the past five years\n", "temp=denver_crime[['REPORTED_DATE','DISTRICT_ID']].groupby([denver_crime.REPORTED_DATE.dt.year, denver_crime.DISTRICT_ID]).agg('count')\n", "temp=temp.drop(labels='REPORTED_DATE',axis=1)\n", "temp.columns=['TOTAL']\n", "temp=temp.unstack(level=0)\n", "temp.plot(kind='bar',stacked=False)\n", "plt.ylabel('TOTAL')\n", "plt.title('Crimes by District')\n", "plt.legend(loc=(1.2,0))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "226e1a1e019dfe0bfc48b411e8bed77a74f1b5f3" }, "source": [ "Districts 6, 3, and 1 are the largest, while district 7 is the smallest by a large margin. Crime seems to be trending upward over time in every district wih the exception of district 4 and possibly district 2, though in the latter case the data isn't conclusive.\n", "\n", "Next let's take a look at the prevalence of different types of crimes in each district. We would expect those distributions to be similar to the above distribution. If that turns out not to be the case it would suggest that the crime is dispraportionately represented in that district." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "_uuid": "59fff4ce6cb9823334c2bf17c70e69fb61c2baa9" }, "outputs": [], "source": [ "\n", " " ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "_uuid": "edae14450eafc5669ce4b4b036f20cf938239326" }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "temp=denver_crime[['REPORTED_DATE','DISTRICT_ID','OFFENSE_CATEGORY_ID']]\n", "for offense in denver_crime.OFFENSE_CATEGORY_ID.unique():\n", " temp2=temp[temp['OFFENSE_CATEGORY_ID']==offense].drop('OFFENSE_CATEGORY_ID', axis=1)\n", " temp2=temp2=temp2.groupby([temp2.REPORTED_DATE.dt.year,temp2.DISTRICT_ID]).agg('count')\n", " temp2.columns= ['TOTAL']\n", " temp2=temp2.unstack(level=0)\n", " temp2=temp2.plot(kind='bar')\n", " plt.ylabel('TOTAL')\n", " plt.legend(loc=(1.2,0))\n", " plt.title(offense)\n", " \n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "827700e2d76153a354143362e7c9fa73332be8c4" }, "source": [ "It seems that district 3 is the center for theivery. It has very high rates of larceny, auto-theft,theft-from-motor-vehicles, white-collar-crime, and burglary. District 6 is the the hotspot for drug-alcohol crimes and also sports slightly higher than expected rates of aggravated-assualt and sexual-assualt. District 2 has very high murder rates which is strange given it is a relatively small district." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "_uuid": "4d68c54d12b0fe4cab4ad0b513fa8b8b76f43c4c" }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "_uuid": "67dcb2106c2b1184a0c48c444a7c081332f2b6d8" }, "source": [ " Heat Maps\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "c15d6e489d9b7b327ad618febeb6e2a3d2c78723" }, "source": [ "In this final section, I will generate some heatmps to help visualize the physical locations of crimes in Denver. In addition, I will create a function that will let you generate your own heatmaps as you see fit! I will first create the function I use to generate the heatmaps, then create several heatmaps myself, and then convey how you could create your own heatmaps!" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "_uuid": "a3bb8bb1ea2d02e9326482a44c86de7e0414ee76", "scrolled": false }, "outputs": [], "source": [ "# This function lets you create your own heatmaps using the provided latitude and longitude coordinates\n", "# the function parameters filter denver_crime by its columns. pass in a tuple of (column_name,column_value) and it \n", "# will create a heatmap with the entries that satisfy the condition. You can have as many filters as you'd like\n", "def heatmap_creator(*args):\n", " #filter out all entries with no Lat/Lon data\n", " check_for_coordinates=denver_crime['GEO_LAT'].isna()|denver_crime['GEO_LON'].isna()\n", " temp=denver_crime[~check_for_coordinates]\n", " #filter based on the provided parameters\n", " for item in args:\n", " a,b=item\n", " temp=temp[temp[a]==b]\n", " print(str(a)+': '+str(b))\n", " #Generate heatmap\n", " hm_prep=temp[['GEO_LAT','GEO_LON']].as_matrix()\n", " m = folium.Map(location=[39.73,-104.90], tiles='Stamen Toner',zoom_start=11, control_scale=True)\n", " m.add_children(plugins.HeatMap(hm_prep,radius=15))\n", " return display(m)\n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "8ec06e6d88d0890a3064c5c560e1ffec64a4b13e" }, "source": [ "Above, I created the heatmap generating function. The heatmap has interactive zoom and uses javascript, so javascript must be enabled to see the heatmap. To read the heatmap, consider red areas to indicate many crimes, blue areas to meaan few crimes, and blank white areas to mean no crimes." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "_uuid": "f040b20ed9edd22133be7dbaa7ac0d4384c0c355", "scrolled": false }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 26, "metadata": { "_uuid": "49fd318ea247bef20fb7e743c24be016eef0040d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OFFENSE_CATEGORY_ID: drug-alcohol\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:14: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n", " \n", "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:16: FutureWarning: Method `add_children` is deprecated. Please use `add_child` instead.\n", " app.launch_new_instance()\n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "heatmap_creator(('OFFENSE_CATEGORY_ID','drug-alcohol'))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "_uuid": "923ad2947b8fabe4ff238a1413a481725b2c1673" }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 27, "metadata": { "_uuid": "15a86de13cdcb61626206a0513521d55e86eb01c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MONTH_REPORTED: 7\n", "YEAR_REPORTED: 2015\n", "OFFENSE_CATEGORY_ID: drug-alcohol\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:14: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n", " \n", "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:16: FutureWarning: Method `add_children` is deprecated. Please use `add_child` instead.\n", " app.launch_new_instance()\n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "heatmap_creator(('MONTH_REPORTED',7),('YEAR_REPORTED',2015),('OFFENSE_CATEGORY_ID','drug-alcohol'))" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "0cadacd00f603e143384c7b8ebe93b2745a74b4a" }, "source": [ "Those are a few sample heatmaps. In order to create your own, open this notebook in Jupyter Notebook, use the function heatmap_creator, and pass it a column-value pair as a tuple. heatmap_creator will filter Denver's total crime data by the criteria you submit, so if you run the code heatmap_creator(('OFFENSE_CATEGORY_ID','burglary')), it will construct a heatmap of all burglary type crimes recorded in Denver. You can even add multiple filters e.g. if you were to run heatmap_creator(('OFFENSE_CATEGORY_ID','burglary'),('YEAR_REPORTED',2015)), it would construct a heatmap of all burglaries that occured in 2015. I hope this tool proves useful, and I hope individual police departments can use it to identify crime hotspots within their precincts. " ] }, { "cell_type": "markdown", "metadata": { "_uuid": "f214859e3ae1e93495596dcf3608b40d9a4c83e2" }, "source": [ "End of EDA\n", "\n", "Thank you for reading through this exploratory data analysis. If there is any additional visualizations you would like, please let me know and I'll add them. I hope you saw something new, and have a great day!" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "8d33b39f5f159c17768f60d6ab1069be0d32c6b9" }, "source": [ "Appendix\n", "\n", "In this section, I'm including a handful of graphs that I couldn't fit into the report, but still found interesting and may turn out useful" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "_uuid": "d4daea5d7d28bcda7f7670c9124bb91ef60328ad" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#all-other-crimes over the years\n", "temp=denver_crime[denver_crime['OFFENSE_CATEGORY_ID']=='all-other-crimes']\n", "temp=temp[['YEAR_REPORTED','OFFENSE_TYPE_ID']].groupby([temp.OFFENSE_TYPE_ID, temp.YEAR_REPORTED]).agg('count')\n", "temp=temp.drop(labels='YEAR_REPORTED',axis=1)\n", "temp.columns=['COUNT']\n", "temp=temp.unstack(level=0)\n", "temp['COUNT'][['criminal-trespassing','traf-other','police-false-information','public-order-crimes-other']].plot(kind='line')\n", "plt.legend(loc=(1.2,0))\n", "plt.ylabel('TOTAL')\n", "plt.title('all-other-crimes over the Years')\n", "plt.show()\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "4d780992ccb9a36d0f57c340b8b8116166c36d35" }, "source": [ "The above graph breaks down the all-other-crimes category and shows how those crimes trended over the years. of note is that criminal trespassing is trending upwards, which may be expected given Denver's constantly increasing population." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "_uuid": "ed4fd411957075a61cf8ff3798cd13477291ed88" }, "outputs": [ { "data": { "image/png": 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\n", 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jPhEREZEDMAkjIiIicgAmYUREREQOwCSMiIiIyAGYhBERERE5AJMwIiIiIgdgEkZERETkAEzCiIiIiBzgns6OJKKnW8bKY3eep2z9uQN7QkQ0eHEkjIiIiMgBmIQREREROQCTMCIiIiIHYBJGRERE5ABMwoiIiIgcgHdHEhHRE6ugoGCUk5PTXwFEgAMP9GiZAJzv6up6Izo6+pqtCkzCiIjoieXk5PRXPz+/MB8fnwaVSiUd3R96ephMJlFXV6evra39K4BEW3X4fwVERPQki/Dx8bnFBIweNZVKJX18fBphHoW1XecR9oeI6KmQsfJYtw1tyaFUTMDIUSx/e73mWkzC6LGjXXsE2rVHHN0NIiKih4prwoiI6KmhXXsk+kG2d3nD3xc8yPbo6cKRMCIiooeoublZxMbGhnZ1daG0tHSoq6trlE6n00+YMCF8/vz52vb2dgEAhw8fVqvV6sk6nU6vPHJyctQAMGTIkGidTqcPDg4OnzNnzvimpiYVAFy6dMl5xowZEzQaTcS4ceMiXn/99XFtbW3d2gsLC9MHBgaGL1++fCwAbNy40Vtp39nZOSokJESv0+n0ycnJYzZt2uTt6ek5yboPBQUFrkq/w8LC9OPHjw+PjIwM27x5s7e9z620FRYWptdoNBHx8fHBeXl57tZ1Ojs74enpOSklJWWMEps5c+YEnU6nDwgIiLD+PvLy8tyfe+65UK1WG6HEZs+ePd5eHz777LPh4eHhYSEhIfrw8PCwgwcPqpWyb775xi0kJEQfEBAQsWzZsnEmkwkAsG3bNs+goKBwlUoV/fXXX7v1bLOsrGyom5vbs++8844vALS1tYmYmJjQzs5Oe12xiUkYERHRQ7R58+ZnEhMTG5yczJNP48aNay8pKSkqLS29UFNTM3Tbtm2eSt2YmJjmkpKSIuUxb968JgBwcXExlZSUFJWVlV1wdnaW77//vo/JZMK8efOCEhMTbxoMhvOVlZXnW1paVKmpqWOs2ysuLi46d+5cUV5e3ojc3Fz31NTUG0r7o0aN6vzqq68ulpSUFGVmZlYDQEJCQoN1H6Kjo9uUfhcXFxdVVFRc2Lt376WMjAzfjRs32k3EEhISGoqLi4sMBsP5t956q3bRokVBhYWFrkr5/v37RwQGBrYfPHjQU0mC8vLyLln6Y7D+PmbOnNkCANnZ2RVK7OjRoxX23n/UqFGdR44cKb948WLRRx99VPnGG28EKmXJycmazMxMw+XLl89XVFS4fvLJJ8MBYPLkycZPP/20PCYmptlWm6tWrRr3/PPPNyqvXV1d5fPPP3/rr3/9q5e9vtjCJIyI6AEp1oWhWBfm6G7QY2bfvn3er7766s2ecScnJ0RFRbVUV1c7D6S9+Pj45vLycpdDhw6pXVxcTKmpqTeU9rZu3Vq1d+/eZ5SRMoWHh4cMDw83XrlyZej9fRozvV7fkZaWVrV161bf/l6TkJDQtGTJkrqMjAwfJfbxxx97JScn/zR69OiOY8eOudu7/l5MmzbNqNVqOwEgOjq6raOjQ2U0GoXBYHBubm5WvfTSSy0qlQqLFy++kZOT4wkAUVFRbZMmTWq31d6OHTtGarXa9rCwsDbr+IIFC27u2bOHSRgREdHjoq2tTVRVVbmEhoZ29CxrbW0VBQUF7gkJCbeUWH5+vof1VOCFCxdcrK/p7OzEF198MTwyMtJ47ty5YZMmTWq1Lvfy8jL5+/t3FBUVdbuurq5uSGVlpcusWbOa+urzoUOHPK370NzcLGzVi4uLa62srHS1Vdab6Ojo1rKyMlfAPE174sQJ9WuvvdaYlJRUv3Pnzn4lMUuXLh2v9G3FihVj+/veWVlZnnq9vnXYsGHSYDA4+/v735k/1Gg0HTU1NXaT4Vu3bqnef/99v7S0tB97lsXGxhrPnj074CSSC/OJrCijGGElxQ7uCRE9CWpra53UanWXdayqqspFp9PpDQaDy5w5cxqmTJliVMpiYmKajx8/Xt6znfb2dpVOp9MDwJQpU5pSU1Ovp6en+wgh7tp+Q0oJIcx5U35+vkdISIj+8uXLrikpKbUBAQFdPev3lJCQ0JCdnX2lr3pSDnznD+tr9u3bN3Lq1KlNarXatGTJkobJkyeP7urqqlKmbXuTnZ1dMX369Fa7lXrIz893feedd8YcPXq0rLe+K99Zb37/+9+PXrVq1U8jRoww9SxzcnKCs7OzbGhoUHl6et5V3ps+kzAhxDYAcwFck1JGWGJeAPYC0AK4DOBVKWWDMH+CjQBeBtAKYJmUstByzW8AvG1p9l+klFn97STRo2a9x1PK1p87sCdENJi5u7ubOjo6us06KWvCDAaD8/PPPx+6a9euEYsXL27srQ3gv9eEWcciIyONBw4c8LSO1dfXq2pra4eGhYW1X7t2zUlJ6s6ePevywgsv6JKSkhri4uKMeAC+//57t/Hjxw+orcLCQreQkBAjAOzZs8eroKDAY8yYMZEA0NjYOOTw4cNqZR3cg3Lp0iXnBQsWBH344YeV4eHh7QCg1Wo7rUe+DAbDUD8/P7sr6wsKCtyPHDni+cc//nHsrVu3hqhUKri6upr+6Z/+qQ4AOjs7hZub24Ay0/6MhH0E4AMA2VaxtQC+lFJuEEKstbx+C8AcAMGWxxQAWwBMsSRtfwQQA0ACKBBCHJRSNgyks0RERPfjUW8p4ePjc/v27duitbX1rn+gNRpN57vvvns1PT3dv68kzJbExMSmt99+W/XBBx94r1q16kZXVxeSk5PHJSUlXVer1d1GYyZOnNiemppas379er9Dhw5V3u/nKi0tHbp27dqxK1assHkmoi1Hjhzx2Llzp09ubm5pfX29Kj8/36O6uvrssGHDJGC+a3P37t1e95KEZWdnjzx58qR7RkZGtXX8+vXrQ15++eXgdevWXZ01a1aLEtdoNJ3u7u6mL7/80v3FF19s2bVrl3dKSordz1JQUFCqPP+Hf/iH0R4eHreVBKy2tnaIp6dnl4uLy4CSsD7XhEkpvwZQ3yP8CgBlJCsLwDyreLY0+08AI4UQ/gB+ASBPSllvSbzyAMweSEeJiIgGo+nTpzfm5uZ62CpbsmTJTaPRqDp69KgHcPeasO3bt3vaug4AVCoVcnJyyvfv3++p0WgiAgMDI1xcXEybNm2qtlV/zZo1dSdPnlSXlJTYXZzfc02Ysq1EVVWVi7JFxYIFCyasWLHimnJTQF9tabXaiPXr1/vv3r27PCoqqm3nzp2ecXFxTUoCBgALFy68mZeXN9JoNNqdF7ReExYXFxcCAOXl5S7Dhw+/3bNuWlraqCtXrrhs2LBhtHJNdXW1EwBkZmYaVq5cqdVoNBFarbY9KSmpETAndL6+vhNPnz7tPn/+/OD4+Phge/0BgM8//3z4jBkzBpxIi/7M6QohtAAOW01H3pRSjrQqb5BSegohDgPYIKX81hL/EuYRshcAuEop/8US/58AjFLK92y813IAywEgICAg2mAwDPQz3Tfr3dovu/4KABAZGHAntm+9eUr92AsZADhd9aAp3//lDX//yN9bWROm/G6Bp+/3e+f778ffPvD0fT/29Pz7cdR3I4QokFLGOOTNHzNnzpy5PGnSpOuO7MN33303LD093S8nJ+e+R6DItldeeSVwy5YtVaNHj+5zzdvDMGvWrAnp6elXbd1VeebMmWcmTZqktXXdg16Ybyt7lXbidwel/AuAvwBATEwMz/siIqJBbdq0acZTp07d6urqQl+LzuneHDhwwGEJbltbm0hMTLzZ27YW9tzrX8NPQgh/KWWNZbpRmUe9CmCcVb2xAH60xF/oEf+Pe3xvogcuMisSALDPwf0goifTm2++aXfabjDbuHGj95YtW7rtFxYbG9u8Y8eOPu+wfBK4urrKVatW3dPv916TsIMAfgNgg+XnAav4KiHEHpgX5jdaErUvAPwvIYQytz0LwB/u8b2JiIjoMZGamnqjr7VhZFt/tqj4GOZRrGeEEFdhvstxA4B9QojfArgCIMlS/W8wb09RDvMWFa8DgJSyXgjxzwBOWeq9K6XsudifqLt1I+48VdYlnfvNuftu1pFrzoiIiBR9JmFSykW9FM2wUVcCSOmlnW0Atg2od0RERERPKK4QpKeX1UgbrO4AJCIiehSYhBER0dNj3YjoB9te4yPd/JWeLDzAm4joPkRmRd55ENnS3NwsYmNjQ7u6ulBaWjrU1dU1SqfT6SdMmBA+f/58bXt7uwCAw4cPq9Vq9WTrjVJzcnLUADBkyJBonU6nDw4ODp8zZ874pqYmFWA+kmfGjBkTNBpNxLhx4yJef/31cW1tbd3aCwsL0wcGBoYvX758LGC+m1Fp39nZOSokJESv0+n0ycnJYzZt2uTt6ek5yboPBQUFrkq/lc1aIyMjwzZv3uxt73MrbYWFhek1Gk1EfHx8sLLxq6KzsxOenp6TUlJSxiixmTNnTtDpdPqAgIAI6+8jLy/P/bnnngvVarURSmz27Nnj7fXhs88+Gx4eHh4WEhKiDw8PDzt48KBaKfvmm2/cQkJC9AEBARHLli0bZzKZDxnYtm2bZ1BQULhKpYr++uuv3ZT61r87nU6n/9WvfnVnCiUuLi6krq5uSB9/CndhEkaDSrEu7M4jY+Wxbmc8EhE9jjZv3vxMYmJig7JHmHJ2ZGlp6YWampqh27Ztu7MrfkxMTHNJSUmR8lCO8FHOjiwrK7vg7Ows33//fR+TyYR58+YFJSYm3jQYDOcrKyvPt7S0qFJTU8dYt1dcXFx07ty5ory8vBG5ubnuqampN5T2R40a1fnVV19dLCkpKcrMzKwGzAd4W/chOjq6Tel3cXFxUUVFxYW9e/deysjI8N24caPdRCwhIaGhuLi4yGAwnH/rrbdqFy1aFFRYWOiqlO/fv39EYGBg+8GDBz2VJCgvL++SpT8G6+9j5syZLYD5AG8ldvTo0Qp77z9q1KjOI0eOlF+8eLHoo48+qnzjjTcClbLk5GRNZmam4fLly+crKipcP/nkk+EAMHnyZOOnn35aHhMT09yzPeV3V1JSUrR79+47W3AsWrToxnvvvedjry+2MAkjIiJ6iPbt2+f96quv3uwZd3JyQlRUVEt1dbWzret6Ex8f31xeXu5y6NAhtYuLi0nZHsLJyQlbt26t2rt37zPKSJnCw8NDhoeHG69cuWL3yKL+0uv1HWlpaVVbt2717bu2WUJCQtOSJUvqMjIy7iQrH3/8sVdycvJPo0eP7jh27Ji7vevvxbRp04xarbYTAKKjo9s6OjpURqNRGAwG5+bmZtVLL73UolKpsHjx4hs5OTmeABAVFdU20I1XFy5ceHP//v12E1JbmIQ9ZaxHkh4kTsfQU2fdiO43dxDZ0NbWJqqqqlxCQ0M7epa1traKgoIC94SEhFtKrOfZkRcuXHCxvqazsxNffPHF8MjISOO5c+eGTZo0qdW63MvLy+Tv799RVFTU7bq6urohlZWVLrNmzerzcOyeZ0c2NzfbPMsxLi6utbKy0tVWWW+io6Nby8rKXAHzNO2JEyfUr732WmNSUlL9zp07vfrThvXZkStWrBjb3/fOysry1Ov1rcOGDZMGg8HZ39+/UynTaDQdNTU1fSbDV69eHRoWFqaPjY0NVc77BMwHtXd0dIja2toBTUlyYT7dO95dSERkV21trZNare52nmFVVZWLTqfTGwwGlzlz5jRMmTLFqJTFxMQ0Hz9+vLxnO+3t7SqdTqcHgClTpjSlpqZeT09P9xFC3HW8n5QSQpjzpvz8fI+QkBD95cuXXVNSUmoDAgL6PFsxISGhITs7u8/d7vtz9rS9a/bt2zdy6tSpTWq12rRkyZKGyZMnj+7q6qrq62in7OzsiunTp7fardRDfn6+6zvvvDPm6NGjZb31XfnOehMQENBZWVl51s/P7/Y333zjlpSUFFRUVHTey8vLBADe3t5dV65cGern52e025AVjoQRERE9JO7u7qaOjo5u/9ZarSs6X1hY6LFr164+h1SVNWElJSVFWVlZVa6urjIyMtJ4+vTpblN49fX1qtra2qFhYWHtgDmpu3jxYlF+fv6FrKwsnxMnTgx7UJ/t+++/dxs/fny/Ew4AKCwsdAsJCTECwJ49e7y+++674WPGjImMjo7WpyzoAAAgAElEQVTWNzY2Djl8+LC6rzYG6tKlS84LFiwI+vDDDyvDw8PbAUCr1XZaj3wZDIahfn5+nb23AgwbNkz6+fndBoCf/exnrQEBAe3nz5+/MxLY3t4u3NzcTAPpG0fCiIjo6fGIt5Tw8fG5ffv2bdHa2irc3Ny6Db9oNJrOd99992p6err/4sWLGwfadmJiYtPbb7+t+uCDD7xXrVp1o6urC8nJyeOSkpKuq9XqbsnAxIkT21NTU2vWr1/vd+jQofs+7Lq0tHTo2rVrx65YseJa37XNjhw54rFz506f3Nzc0vr6elV+fr5HdXX12WHDhknAfNfm7t27vZSbEQYiOzt75MmTJ90zMjKqrePXr18f8vLLLwevW7fu6qxZs1qUuEaj6XR3dzd9+eWX7i+++GLLrl27vFNSUux+lh9//NFp1KhRXU5OTigqKhp6+fJll9DQ0HYAMJlMqKurc1Ze9xdHwoiIiB6i6dOnN+bm5nrYKluyZMlNo9GoUtYX9VwTtn37dk9b1wGASqVCTk5O+f79+z01Gk1EYGBghIuLi2nTpk3VtuqvWbOm7uTJk+qSkhK7i/N7rglTtpWoqqpyUbaoWLBgwYQVK1Zc6+vMSKUtrVYbsX79ev/du3eXR0VFte3cudMzLi6uSUnAAPPi9ry8vJFGo9HuvKD1mrC4uLgQACgvL3cZPnz47Z5109LSRl25csVlw4YNo5VrqqurnQAgMzPTsHLlSq1Go4nQarXtSUlJjYA5ofP19Z14+vRp9/nz5wfHx8cHA0Bubq6HTqcLDw0N1S9YsGDCn//8Z4Ovr+9tAPj222/dnn322RZn5wHdY8GRMCIioocpNTX1Wnp6ut+8efOaQkNDO8rKyi4oZSqVCqWlpUXK66amptO22mhtbf0vW/GgoKDOY8eO3bWGDADmzp3bNHfu3DujSh4eHvLatWtnretUV1d3O5B39erVN1avXm0zsWprayu0Fe+NvbZslfn6+t5uaGg401v/AeCHH34otdXemTNn3LZs2VLVM56WllaTlpZWY+ua6dOnt1r/LhRLly69uXTp0rvuZl22bNnNZcuW3RUHgO3bt3snJyf3e1RQwSSMiIjoIZo2bZrx1KlTt7q6utDXonO6NwcOHLjvKdb7ERERYXzllVcGPI3Kv4anhLJ9xD6rmLLRacrWnzugR0RET48333zT7rTdYLZx40bvLVu2dNsvLDY2tnnHjh193mH5pFizZs31e7mOSRg9UNb7j4WVFDuwJ0RE9Cikpqbe6GttGNnGhflEREREDsAkjIiIiMgBOB1JA6ZdewQAcHlAh1UQERGRNSZhTzrlaCEeK0REhMisyOgH2d6535x7pJu/0pOF05H00GSsPHbnDkwioqdVc3OziI2NDe3q6kJpaelQV1fXKJ1Op58wYUL4/Pnzte3t7QIADh8+rFar1ZOtN0rNyclRA8CQIUOidTqdPjg4OHzOnDnjm5qaVID5SJ4ZM2ZM0Gg0EePGjYt4/fXXx7W1tXVrLywsTB8YGBi+fPnysYD5bkalfWdn56iQkBC9TqfTJycnj9m0aZO3p6fnJOs+FBQUuCr9VjZrjYyMDNu8ebO3vc+ttBUWFqbXaDQR8fHxwcrGr4rOzk54enpOSklJGaPEZs6cOUGn0+kDAgIirL+PvLw89+eeey5Uq9VGKLHZs2ePt9eHzz77bHh4eHhYSEiIPjw8POzgwYN3jkX65ptv3EJCQvQBAQERy5YtG2cymQ8Z2LZtm2dQUFC4SqWK/vrrr92s2zt58uSwyZMn64KCgsJDQkL0ra2tAgDi4uJC6urqBnR4N8AkjIio37Rrj9x5EPXX5s2bn0lMTGxQ9ghTzo4sLS29UFNTM3Tbtm13dsWPiYlpVs6ILCkpKVKO8FHOjiwrK7vg7Ows33//fR+TyYR58+YFJSYm3jQYDOcrKyvPt7S0qFJTU8dYt1dcXFx07ty5ory8vBG5ubnuqampN5T2R40a1fnVV19dLCkpKcrMzKwGzAd4W/chOjq6Tel3cXFxUUVFxYW9e/deysjI8N24caPdRCwhIaGhuLi4yGAwnH/rrbdqFy1aFFRYWHhnMcv+/ftHBAYGth88eNBTSYLy8vIuWfpjsP4+Zs6c2QKYD/BWYkePHq2w9/6jRo3qPHLkSPnFixeLPvroo8o33ngjUClLTk7WZGZmGi5fvny+oqLC9ZNPPhkOAJMnTzZ++umn5TExMc3WbXV2duLXv/514JYtWwzl5eUXvv7669KhQ4dKAFi0aNGN9957z8deX2xhEkb0BIjMiryzFxwRPV727dvn/eqrr96107qTkxOioqJaqqurB3TWTXx8fHN5ebnLoUOH1C4uLiZlewgnJyds3bq1au/evc8oI2UKDw8PGR4ebrxy5YrdI4v6S6/Xd6SlpVVt3brVt+/aZgkJCU1Lliypy8jIuJOsfPzxx17Jyck/jR49uuPYsWPu9q6/F9OmTTNqtdpOAIiOjm7r6OhQGY1GYTAYnJubm1UvvfRSi0qlwuLFi2/k5OR4AkBUVFTbpEmT7joDcv/+/SPCwsKMf/d3f2cEAD8/v9tKYr1w4cKb+/fvt5uQ2sIkjIiI6CFpa2sTVVVVLqGhoR09y1pbW0VBQYF7QkLCLSXW8+zICxcuuFhf09nZiS+++GJ4ZGSk8dy5c8MmTZrUal3u5eVl8vf37ygqKup2XV1d3ZDKykqXWbNm9bmre8+zI5ubm22e5RgXF9daWVk5oFu0oqOjW8vKylwB8zTtiRMn1K+99lpjUlJS/c6dO73604b12ZErVqwY29/3zsrK8tTr9a3Dhg2TBoPB2d/fv1Mp02g0HTU1NXaT4dLSUhchBOLj44P1en3Y22+/fScB9fHxud3R0SFqa2sHNCXJhflETxBls1xulEv0eKitrXVSq9Vd1rGqqioXnU6nNxgMLnPmzGmYMmWKUSmLiYlpPn78+F1nQba3t6t0Op0eAKZMmdKUmpp6PT093UcIIXvWlVJCCHPelJ+f7xESEqK/fPmya0pKSm1AQEBXz/o9JSQkNGRnZ/e5272Ud711n6yv2bdv38ipU6c2qdVq05IlSxomT548uqurq6qvo52ys7Mrpk+f3mq3Ug/5+fmu77zzzpijR4+W9dZ35TvrTVdXlzh16pRHfn5+sYeHh+lnP/tZSGxsbKtyXJG3t3fXlStXhvr5+RntNmSFI2FEg9W6Ef/9IKLHkru7u6mjo6Pbv7XKmrCSkpLzhYWFHrt27erzP2JlTVhJSUlRVlZWlaurq4yMjDSePn262xRefX29qra2dmhYWFg7YE7qLl68WJSfn38hKyvL58SJE8Me1Gf7/vvv3caPH9/vhAMACgsL3UJCQowAsGfPHq/vvvtu+JgxYyKjo6P1jY2NQw4fPqzuq42BunTpkvOCBQuCPvzww8rw8PB2ANBqtZ3WI18Gg2Gon59fZ++tAGPHju2YOnVqk7+/f5darTbNnDmzMT8//87C/fb2duHm5mYaSN84EkY0yHCfNqJ796i3lPDx8bl9+/Zt0draKtzc3LoNv2g0ms533333anp6uv/ixYsbB9p2YmJi09tvv6364IMPvFetWnWjq6sLycnJ45KSkq6r1epuycDEiRPbU1NTa9avX+936NCh+z7surS0dOjatWvHrlix4lp/rzly5IjHzp07fXJzc0vr6+tV+fn5HtXV1WeHDRsmAfNdm7t37/ZSbkYYiOzs7JEnT550z8jIqLaOX79+fcjLL78cvG7duquzZs1qUeIajabT3d3d9OWXX7q/+OKLLbt27fJOSUmx+1nmz59/689//rNfU1OTytXV1fTdd9+pV69e/RMAmEwm1NXVOYeGht61lsye+xoJE0JcFkKcE0KcFkLkW2JeQog8IUSZ5aenJS6EEJuEEOVCiLNCiKj7eW8i6p2yPQi3CCFyvOnTpzfm5uZ62CpbsmTJTaPRqDp69KgHcPeasO3bt3vaug4AVCoVcnJyyvfv3++p0WgiAgMDI1xcXEybNm2qtlV/zZo1dSdPnlSXlJTYXZzfc02Ysq1EVVWVi7JFxYIFCyasWLHiWl9nRiptabXaiPXr1/vv3r27PCoqqm3nzp2ecXFxTUoCBpgXt+fl5Y00Go125wWt14TFxcWFAEB5ebnL8OHDb/esm5aWNurKlSsuGzZsGK1cU11d7QQAmZmZhpUrV2o1Gk2EVqttT0pKagTMCZ2vr+/E06dPu8+fPz84Pj4+GDAn1KtWrfrp2WefDdPr9eETJ05sXbhwYSMAfPvtt27PPvtsi7PzgO6xeCAjYS9KKa1PD18L4Esp5QYhxFrL67cAzAEQbHlMAbDF8pOIiOiJlZqaei09Pd1v3rx5TaGhoR1lZWUXlDKVSoXS0tIi5XVTU9NpW220trb+l614UFBQ57Fjx+5aQwYAc+fObZo7d+6dUSUPDw957dq1s9Z1qqurz1m/Xr169Y3Vq1fbTKza2toKbcV7Y68tW2W+vr63GxoazvTWfwD44YcfSm21d+bMGbctW7ZU9YynpaXVpKWl1di6Zvr06a3WvwvF0qVLby5duvSuu1kBIDk5uT45Obm+Z3z79u3eycnJ/R4VVDyM6chXALxgeZ4F4D9gTsJeAZAtzavh/lMIMVII4S+ltPnlEBERPQmmTZtmPHXq1K2uri70teic7s2BAwfue4r1fkRERBiVBfoDcb9/DRJAruXujP8jpfwLAF8lsZJS1gghRlnqjgFgnaVetcS6JWFCiOUAlgNAQACP2iEiosHvzTfftDttN5ht3LjRe8uWLd32C4uNjW3esWNHn3dYPinWrFlzve9ad7vfJGyalPJHS6KVJ4QosVPX1hyvrVtr/wLgLwAQExMz8PtfiYiI6JFJTU290dfaMLLtvhbmSyl/tPy8BuAzAM8B+EkI4Q8Alp/KHOlVAOOsLh8L4Mf7eX8iIiKiweqekzAhhLsQQq08BzALwHkABwH8xlLtNwAOWJ4fBLDUcpfkVACNXA9GRERET6v7mY70BfCZZYdZJwC7pZRHhRCnAOwTQvwWwBUASZb6fwPwMoByAK0AXr+P9yY7rA8X5l5SREREj6d7TsKklBUAJtmI3wAww0ZcAki51/cjIiK6X8W6sOgH2V5YSfEj3fyVniw8toiIiOgham5uFrGxsaFdXV0oLS0d6urqGqXT6fQTJkwInz9/vra9vV0AwOHDh9VqtXqy9UapOTk5agAYMmRItE6n0wcHB4fPmTNnfFNTkwowH8kzY8aMCRqNJmLcuHERr7/++ri2trZu7YWFhekDAwPDly9fPhYw382otO/s7BwVEhKi1+l0+uTk5DGbNm3y9vT0nGTdh4KCAlel38pmrZGRkWGbN2/2tve5lbbCwsL0Go0mIj4+PljZ+FXR2dkJT0/PSSkpKWOU2MyZMyfodDp9QEBAhPX3kZeX5/7cc8+FarXaCCU2e/bs8fb68Nlnnw0PDw8PCwkJ0YeHh4cdPHjwzrFI33zzjVtISIg+ICAgYtmyZeNMJvMhA9u2bfMMCgoKV6lU0V9//fWdY4m2bNniZf29qFSqaOUYqLi4uJC6uroBHd4NMAkjIiJ6qDZv3vxMYmJig7JHmHJ2ZGlp6YWampqh27Ztu7MrfkxMTLNyRmRJSUmRcoSPcnZkWVnZBWdnZ/n+++/7mEwmzJs3LygxMfGmwWA4X1lZeb6lpUWVmpo6xrq94uLionPnzhXl5eWNyM3NdU9NTb2htD9q1KjOr7766mJJSUlRZmZmNWA+wNu6D9HR0W1Kv4uLi4sqKiou7N2791JGRobvxo0b7SZiCQkJDcXFxUUGg+H8W2+9Vbto0aKgwsLCOwtl9u/fPyIwMLD94MGDnkoSlJeXd8nSH4P19zFz5swWwHyAtxI7evRohb33HzVqVOeRI0fKL168WPTRRx9VvvHGG4FKWXJysiYzM9Nw+fLl8xUVFa6ffPLJcACYPHmy8dNPPy2PiYlptm7rd7/7Xb3yvtnZ2ZWjR4/uiIuLMwLAokWLbrz33ns+9vpiy+BPwiwHGEdmRd55FOvCUKwL47EtRETkcPv27fN+9dVX79qB3cnJCVFRUS3V1dUDOusmPj6+uby83OXQoUNqFxcXk7I9hJOTE7Zu3Vq1d+/eZ5SRMoWHh4cMDw83Xrlyxe6RRf2l1+s70tLSqrZu3erbd22zhISEpiVLltRlZGTcSVY+/vhjr+Tk5J9Gjx7dcezYMXd719+LadOmGbVabScAREdHt3V0dKiMRqMwGAzOzc3NqpdeeqlFpVJh8eLFN3JycjwBICoqqm3SpEl2z4DMzs72mj9//p2d8xcuXHhz//79dhNSWwZ/EkZERPSYamtrE1VVVS6hoaEdPctaW1tFQUGBe0JCwi0l1vPsyAsXLrhYX9PZ2YkvvvhieGRkpPHcuXPDJk2a1Gpd7uXlZfL39+8oKirqdl1dXd2QyspKl1mzZvW5q3vPsyObm5ttnuUYFxfXWllZOaDbv6Kjo1vLyspcAfM07YkTJ9SvvfZaY1JSUv3OnTu9+tOG9dmRK1asGNvf987KyvLU6/Wtw4YNkwaDwdnf379TKdNoNB01NTX9ToYPHDjguXTp0jt7o/n4+Nzu6OgQtbW1A5qS5PkJRERED0ltba2TWq3uso5VVVW56HQ6vcFgcJkzZ07DlClTjEpZTExM8/Hjx+86C7K9vV2l0+n0ADBlypSm1NTU6+np6T6WE2u6kVLCsnMB8vPzPUJCQvSXL192TUlJqQ0ICOjqWb+nhISEhuzs7D53uzffbzcw1tfs27dv5NSpU5vUarVpyZIlDZMnTx7d1dVV1dfRTtnZ2RXTp09vtVuph/z8fNd33nlnzNGjR8t667vynfXl2LFj7sOGDTPFxsa2Wce9vb27rly5MtTPz8/Y27U9cSSMiIjoIXF3dzd1dHR0+7dWWRNWUlJyvrCw0GPXrl0j+mpHWRNWUlJSlJWVVeXq6iojIyONp0+f7jaFV19fr6qtrR0aFhbWDpiTuosXLxbl5+dfyMrK8lEWkj8I33//vdv48eP7nXAAQGFhoVtISIgRAPbs2eP13XffDR8zZkxkdHS0vrGxccjhw4fVfbUxUJcuXXJesGBB0IcfflgZHh7eDgBarbbTeuTLYDAM9fPz6+y9lf+2a9cur1/+8pd3HeLd3t4u3NzcTAPpG0fCiIjoqfGot5Tw8fG5ffv2bdHa2irc3Ny6Db9oNJrOd99992p6err/4sWLGwfadmJiYtPbb7+t+uCDD7xXrVp1o6urC8nJyeOSkpKuq9XqbsnAxIkT21NTU2vWr1/vd+jQofs+7Lq0tHTo2rVrx65YseJa37XNjhw54rFz506f3Nzc0vr6elV+fr5HdXX12WHDhknAfNfm7t27vZSbEQYiOzt75MmTJ90zMjKqrePXr18f8vLLLwevW7fu6qxZs1qUuEaj6XR3dzd9+eWX7i+++GLLrl27vFNSUvr8LLdv38bhw4c9jx8/3u2YRpPJhLq6OufQ0FC7a8l64kgYERHRQzR9+vTG3NxcD1tlS5YsuWk0GlVHjx71AO5eE7Z9+3ZPW9cBgEqlQk5OTvn+/fs9NRpNRGBgYISLi4tp06ZN1bbqr1mzpu7kyZPqkpISu4vze64JU7aVqKqqclG2qFiwYMGEFStWXOvrzEilLa1WG7F+/Xr/3bt3l0dFRbXt3LnTMy4urklJwADz4va8vLyRRqPR7ryg9ZqwuLi4EAAoLy93GT58+O2eddPS0kZduXLFZcOGDaOVa6qrq50AIDMz07By5UqtRqOJ0Gq17UlJSY2AOaHz9fWdePr0aff58+cHx8fHByvtff7552o/P78OvV7fbY3ft99+6/bss8+2ODsP6B4LjoQRERE9TKmpqdfS09P95s2b1xQaGtpRVlZ2QSlTqVQoLS0tUl43NTWdttVGa2vrf9mKBwUFdR47duyuNWQAMHfu3Ka5c+feGVXy8PCQ165dO2tdp7q6+pz169WrV99YvXq1zcSqra2t0Fa8N/baslXm6+t7u6Gh4Uxv/QeAH374odRWe2fOnHHbsmVLVc94WlpaTVpams0jEqdPn95q/btQLF269ObSpUvvupvVqk8lPePbt2/3Tk5O7veooGJQJmE8loeIiAaLadOmGU+dOnWrq6sLfS06p3tz4MCB+55ivR8RERHGV155ZcDTqPxrICIiesjefPNNu9N2g9nGjRu9t2zZ0m2/sNjY2OYdO3b0eYflk2LNmjXX7+U6JmFERER0z1JTU2/0tTaMbOPCfCIiIiIHYBJGRI8N5cgxIqKnAacjicihIrMi7zzf58B+EBE9akzCiIjoqZGx8lj0g2wvZevPH+nmr/Rk4XQkETnGuhHmhw0ZK4/deRANds3NzSI2Nja0q6sLpaWlQ11dXaN0Op1+woQJ4fPnz9e2t7cLADh8+LBarVZPtt4oNScnRw0AQ4YMidbpdPrg4ODwOXPmjG9qalIB5iN5ZsyYMUGj0USMGzcu4vXXXx/X1tbWrb2wsDB9YGBg+PLly8cC5rsZlfadnZ2jQkJC9DqdTp+cnDxm06ZN3p6enpOs+1BQUOCq9FvZrDUyMjJs8+bN3vY+t9JWWFiYXqPRRMTHxwcrG78qOjs74enpOSklJWWMEps5c+YEnU6nDwgIiLD+PvLy8tyfe+65UK1WG6HEZs+ePd5eHz777LPh4eHhYSEhIfrw8PCwgwcP3jkW6ZtvvnELCQnRBwQERCxbtmycyWQ+ZGDbtm2eQUFB4SqVKvrrr792U+q3t7eLX/7yl9qQkBD9+PHjw//whz/4AeZD2mNiYkI7O/t16lE3TMKI6JHSrj3Sba8/6oUlSY3Miuw2ZUuDz+bNm59JTExsUPYIU86OLC0tvVBTUzN027Ztd3bFj4mJaVbOiCwpKSlSjvBRzo4sKyu74OzsLN9//30fk8mEefPmBSUmJt40GAznKysrz7e0tKhSU1PHWLdXXFxcdO7cuaK8vLwRubm57qmpqTeU9keNGtX51VdfXSwpKSnKzMysBswHeFv3ITo6uk3pd3FxcVFFRcWFvXv3XsrIyPDduHGj3UQsISGhobi4uMhgMJx/6623ahctWhRUWFh4Z4fP/fv3jwgMDGw/ePCgp5IE5eXlXbL0x2D9fcycObMFMB/grcSOHj1aYe/9R40a1XnkyJHyixcvFn300UeVb7zxRqBSlpycrMnMzDRcvnz5fEVFhesnn3wyHAAmT55s/PTTT8tjYmKardvavn27Z0dHh+rixYtFZ86cKc7OzvaxJKfy+eefv/XXv/7Vy15fbGESRkQ0CCg3LRTrwjhKOMjs27fP+9VXX71rB3YnJydERUW1VFdXD+ism/j4+Oby8nKXQ4cOqV1cXEzK9hBOTk7YunVr1d69e59RRsoUHh4eMjw83HjlyhW7Rxb1l16v70hLS6vaunWrb9+1zRISEpqWLFlSl5GR4aPEPv74Y6/k5OSfRo8e3XHs2DF3e9ffi2nTphm1Wm0nAERHR7d1dHSojEajMBgMzs3NzaqXXnqpRaVSYfHixTdycnI8ASAqKqpt0qRJd50BKYRAa2urqrOzEy0tLcLZ2VmOHDnyNgAsWLDg5p49e5iEERH1hndf0qPW1tYmqqqqXEJDQzt6lrW2toqCggL3hISEW0qs59mRFy5ccLG+prOzE1988cXwyMhI47lz54ZNmjSp1brcy8vL5O/v31FUVNTturq6uiGVlZUus2bN6nNX955nRzY3N9s8yzEuLq61srJyQOfWREdHt5aVlbkC5mnaEydOqF977bXGpKSk+p07d/YribE+O3LFihVj+/veWVlZnnq9vnXYsGHSYDA4+/v735k/1Gg0HTU1NXaT4WXLljW4ubmZRo0aNSkwMHDiqlWran19fW8DQGxsrPHs2bMDTiK5MJ+InjrKKFLK1p87uCf0pKutrXVSq9Vd1rGqqioXnU6nNxgMLnPmzGmYMmWKUSmLiYlpPn78+F1nQba3t6t0Op0eAKZMmdKUmpp6PT093UcIIXvWlVJCCHPelJ+f7xESEqK/fPmya0pKSm1AQEBXz/o9JSQkNGRnZ/e5272Ud711n6yv2bdv38ipU6c2qdVq05IlSxomT548uqurq6qvo52ys7Mrpk+f3mq3Ug/5+fmu77zzzpijR4+W9dZ35TvrzVdffeWmUqlkbW3t2evXrw+ZNm2a7uWXX76l1+s7nJyc4OzsLBsaGlSenp6m/vaLSRgR0WOC5+I+edzd3U0dHR3dZp2UNWEGg8H5+eefD921a9eIxYsXN9prR1kTZh2LjIw0HjhwwNM6Vl9fr6qtrR0aFhbWfu3aNSclqTt79qzLCy+8oEtKSmqIi4sz4gH4/vvv3caPHz+gtgoLC91CQkKMALBnzx6vgoICjzFjxkQCQGNj45DDhw+rlXVwD8qlS5ecFyxYEPThhx9WhoeHtwOAVqvttB75MhgMQ/38/OyurN+xY4f3L37xi0YXFxc5ZsyYrtjY2OYTJ0646/X6DgDo7OwUbm5uA8pMmYQR0ZPJcudlZGDAnRD3IaNHvaWEj4/P7du3b4vW1ta7/oHWaDSd77777tX09HT/vpIwWxITE5vefvtt1QcffOC9atWqG11dXUhOTh6XlJR0Xa1WdxuNmThxYntqamrN+vXr/Q4dOnTfh12XlpYOXbt27dgVK1Zc6+81R44c8di5c6dPbm5uaX19vSo/P9+jurr67LBhwyRgvmtz9+7dXveShGVnZ488efKke0ZGRrV1/Pr160Nefvnl4HXr1l2dNWtWixLXaDSd7u7upi+//NL9xRdfbNm1a5d3SkqK3c8SEBDQcfz48eG/+93v6pubm1WFhYXuv//9738CgNra2iGenp5dLi4uA0rCuCaMiJ4Yyp2XvPuSHifTp09vzM3N9bBVtmTJkptGo1F19GwaVmgAACAASURBVOhRD+DuNWHbt2/3tHUdAKhUKuTk5JTv37/fU6PRRAQGBka4uLiYNm3aVG2r/po1a+pOnjypLikpsbs4v+eaMGVbiaqqKhdli4oFCxZMWLFixbW+zoxU2tJqtRHr16/33717d3lUVFTbzp07PePi4pqUBAwAFi5ceDMvL2+k0Wi0Oy9ovSYsLi4uBADKy8tdhg8ffrtn3bS0tFFXrlxx2bBhw2jlmurqaicAyMzMNKxcuVKr0WgitFpte1JSUiNgTuh8fX0nnj592n3+/PnB8fHxwQDwj//4j9daWlpUISEh4c8++2zYr371q+vKVPLnn38+fMaMGQNOpDkSRkRE9BClpqZeS09P95s3b15TaGhoR1lZ2QWlTKVSobS09M40Y1NT02lbbbS2tv6XrXhQUFDnsWPH7lpDBgBz585tmjt37p1RJQ8PD3nt2rWz1nWqq6vPWb9evXr1jdWrV9tMrNra2gptxXtjry1bZb6+vrcbGhrO9NZ/APjhhx9KbbV35swZty1btlT1jKelpdWkpaXV2Lpm+vTprda/C8XSpUtvLl269K67WUeMGGH6/PPPbW6J8fHHH3ulp6dftVVmD5MwIiKih2jatGnGU6dO3erq6kJfi87p3hw4cOC+p1jvVVtbm0hMTLxpa1uLvjzyvwYhxGwAGwEMAfBXKeWGR90HIiKiR+nNN9+0O203mG3cuNF7y5Yt3fYLi42Nbd6xY0efd1g+CVxdXeWqVavu6ff7SJMwIcQQABkAZgK4CuCUEOKglLLI/pVPlu53QP0KwH8vHt63/r/vHg4rKX60HaMHy/pInnUDXipARA+GyWQyCZVKNfD9FKhfUlNTb/S1NuxpZTKZBIBet6x41CNhzwEol1JWAIAQYg+AVwA8VUlYf3Evo8FJSbKttxhQjp1RkuxjL2TcKePvl+ihOl9XV6f38fFpZCJGj5LJZBJ1dXUjAJzvrY64l83W7pUQYgGA2VLKNyyvfw1gipRylVWd5QCWW16GArC5CK8XzwC4/oC6y/bZPtt/ctofzH2/l/Y1Ukqfvqs9+QoKCkY5OTn9FUAEuCMAPVomAOe7urreiI6Otrn9xaMeCbN122m3LFBK+RcAf7mnxoXIl1LG3Mu1bJ/ts/0nt/3B3PdH0f6TzPKPX6Kj+0Fky6P+v4KrAMZZvR4L4MdH3AciIiIih3vUSdgpAMFCiEAhxFAACwEcfMR9ICIiInK4RzodKaXsEkKsAvAFzFtUbJNS3rVR2n24p2lMts/22f7/3959x9lVlfsf/3wTOiShCgICF0S4gFSRKkURRVFBROUKKIhYqYpS9AeiiCDgRbxWMEQEEQWkKIp06RLSAMFGEeXqRSmRAJLw/f2x1snsTCbDJGft2bNPnvfrNa+Zvc/Ms1YmM3PWWeV5ej5+m/s+HPFDCA0Y1o35IYQQQgghiZMiIYQQQggNiEFYCCGEEEIDYhAWQgghhNCAGISFUBNJoyX9oOl+jFSSdpcUf4NCCAut1v8BlHTeUO51EX87SUvnj/eVdIakNUvFr5ukU4Zyr4v4F0t6a8knU0lXSLp8Xm+l2sltnSZpw5IxO2zPAlbK6ViKk7S3pDH5489KukTS5gXjj5I0z3IbBbwX+L2kUyX9Z+ngkq4dyr0u4r9K0rWd75GkjSV9tmD8lSWdI+mqfL2BpA+Wih9CaF7rT0dKutv25pXr0cA02xsUij8V2ATYGDgPOAd4p+0dC8V/J3AK8DJSRQEBtj22UPw5vj/53lTbGxeKvwtwALA18GPgXNv3dxlz0O+t7Ru7id+vrYNI/V8EGA/80HaxatuSvg1sTsqH90znvu0zCsSeantjSdsDJwOnAcfa3qrb2JU2zgeOsf1IqZj94o8F9iH9H5i+/4PpXcRcAlgKuB7Yib5KHWOBq2wXGfBJuhE4Cvi27c3yvXtsb1Qo/lWk78dxtjeRtAgwyfarS8QPITSvtTNhko6RNB3YWNLT+W068HfgsoJNzXQaqb4DONP2mcCYgvFPBd5ue5ztsbbHlBiASfqopGnA+pKmVt4eBKZ23evM9jW230caaDwE/ErSrZIOkLToAsa8sfMG3Ab8I7/dWnIAlts62/Z2wP7AWsBUSRdI2rlQE38FriT9ro2pvJUwK79/K/BN25cBpWfdXg7cm2d8is9G2n4auBi4MLe1J3C3pEO6CPthYCKwPnB3/ngi6e/C/wzydfNrKdt39rs3s2D8FW1fRKo/h+2Z9P2fhxB6wHDXjizG9snAyZJOtn1MjU1Nl3QMsB/wujzTtkCDi3n4m+3fFozXcTtwFWmG5OjK/em2/1myIUkrAPuSvkeTgPOB7YH3k2YiFjTuTsAE0uBOwCskvd/2Td31eK52RpOesNcnFUmeAhwp6cO239tNbNufz20sbfuZl/r8+fSXPNO2C3CKpMUp/8Lq84XjzSbp7aQZsHVIs8yvtf13SUsBvwXOWpC4+YXSmZIOsb1AMYbocUnrkOvfSnoX8FjB+M/k361O/K2BYrO0IYTmtXY58qX2vti+u1A7qwD/BfzG9q8lrQHsZPv7heKfCawC/BR4vnPf9iVdxp1oewtJ19p+Q5fdHKydS0iDl/NIS5GPVR7rquiwpInAf9l+IF+/irRUtUWX3a62cQapuO+1wDnVmQ1JD9her8v425CWsJexvYakTYAP2/5YN3Fz7KWAN5OW338v6eXAq21f3W3sfu2sCaxr+5rc5uhulgsrcSeQvudzDaolvcH2Au3fykv889Tt71alnbVJmey3BZ4AHgT2tf1QofibkwaiGwH3ACsB77JdbCY7hNCsNg/Crh/kYdt+fcG2ankSyrHHD3Dbtg/sMu4k0sDuIOCrAzRQYk/SKOCztk/sNtY84s+1d63kfrYc70DgQtszBnhsXLf7wyTdAbwLuLymfUOjgZWpzGqX3L8l6UPAwcDytteRtC7wrW4H9rnfv7S9S4l+9os90O9UR9e/WwO0tzQwqtTfhH6xFwHWI80EP2D7hdJthBCa0+blyFJ7dgZVfRIiLZusBnwLKDK7ZPuAEnEG8F5gD9L/cck9bLPZflHSbkAtgzDgLknnkGbZAN5H2ttTjO3vSVpN0qbMOZC5qdQGfdt/llS9VWRfT943dTzwN/K+IdLSVbFBKvBx4LXAHQB5xu1l3Qa1PUvSjBID3QFi1/U7BYCkI+dxv9N+1y9wcrzRwFtIexUXAXaVVCx+CKF5rR2EdUjaf6D7pZYLqelJqEPS6qQlh+1IT6A3A4fZfrSbuHkJ75Q8c3RV9z2dp6sl7QVc4vLTqh8lff8PJc0E3AR8o2QDkr5MGrDeR9/gyLmtEv4saVvASqkqDiXtdyrhMGA92/8oFG8gz9v+d2eAkWdmSv0/PwdMk/Qr5jw5emiJ4JL+30D3C8zc1vKiZgBXkL9H9A2yQwg9pPWDMGDLysdLkGao7gZKDcLqfBKCdAT9AmDvfL1vvvfGQvHvzrNJq9reTdIGwDa2zykU/0hgaWCmpOcomGLD9vPAGfmtLnuSBjLPv+RnLpiPAGeSZlAfBa4mDSxL+DP1b9S+UdKxwJKS3gh8jDQ4KOFn+a0u1YMQSwC7U2AA3DlsMQxWL7n0HkIYeVq7J2xeJI0DzrP99kLxTgWeJKUwOIT0JHSf7eMKxZ9se9OXutdF/NbmGpK0HXACsCZzLhWuXbCNq4C9bf+rVMzhkgfX65EGMtVDHcUGrXnf3weBXUkD7F8CZ5ea9ZS0JLBG5/BFnfLp0cttv6lQvAmkWesn8/VywOml9pwpJVW+tvRBixDCyNELM2H9zQDWLRjvaNKT0DRS/qGfA2cXjP+4pH2BH+brfUg5sUpZ0fZFOc0GtmdKKpprKD/5rEuabSC3U2I57xzgCNI+sLryI80AJitlUq8OZLpaEpN0FoPMmBZacnskvy1G+fxgQNr3B3w3vxUl6W2kBLOLAf+R9+WdWOoF1ACWAooN4IGNOwMwANtPSNqsYPzbgUvzQPgFCidyDiE0r/WDMElX0PdkNwrYALioVPw6n4SyA4Gv03eC8ZZ8r5Racw0pZZw/DFgdmEzKnH8bUOJ06lM172eDlMm+aCmk7K78fjvSz+SP8vXeFDpcUMlBNiZdlpvNU0r0O9ggssQy2Qmk/ZY35JiTJf1HgbjAXP+G0aQUDyUPkYyStJztJ3J7y1P2b+rpwDakFCS9tWQRQgB6YBBGeiXdMRN4uNtN7VWSdge+QN+SWNFXozmdQF2v/CHt2bocWEfSLeRcQwXjH0bal3e77Z0lrU+XCT4rOeCul/QV4BLmnKUqkgMux5pQx5KY7QkAkj4A7NxJLSDpW6R9YV2TtBHp5Ojy+fpxYH/b9xYIv3t+39m/Vj2hOlc6jwU00/ZT/U6Olhxs7F75eCYpMXLJjPanA7dK+km+3hs4qWD83wP3xAAshN7Vc3vCSpP0B+Cd1PRqNO85+yLwLPALUp3Kw23/oGAbteUakvQb21tKmgxsZfv5bve0DXMOuNlLYraLL4lJeoB0EOKf+Xo50oC1qySwOdatpL1+1+frnYAv2d6229iVNm5xKus06L0FjH0OKUnu0cBepJOji9r+SLex+7XzMuZcKi+ZR20D0qyvSPu37isY+1zS8ulV1LTnL4TQrNbPhOXltbOA/yTtLRkNPFNw38SfqffV6K62Py1pT9Lpub1JhYeLDcJISz5rkf6/N8+5hkqdHn1U0rKkxLC/kvQEqV7iAhuuHHDZCdS4JAZ8GZhUGVjumNssYenOAAzA9g05cWhJS0va3vbNADndRqk2DgGOIw0wfkja9P+FQrE7ZZFOB1Yl1ZRdk3Q6csMu4461/XRefvxf0unmzmPLu1xZsAfzW217/kIIzWr9TJiku0h5nn4MvIZ0ivGVBU8vbkl6YriRGl6NSrrX9oaSvgtcbPsXkqbY3qRQ/PNISWYnU8mDVSoXU7+2dgTGAb+w/e8C8caRkpHukG/dSJqlKrmn7Q7bW0ma5L6M9kWy8iuts61O2lS9Vb59h+3/7TZ2jn8pKR1LZ6lwX+A1tvcoET+3sTnpdO040lLhU8CBJZeEJY0l/UwWzTgvaQppluoa25spFWXfx/bBXca90vbukh5kzuXTzlaFkpv/Qwg9rPUzYQC2/yBptO1ZwPi8TFPKScC/SMsZdbwavVzS/aTlyI9JWomUoLGU1wAblJ7Jy7MA/U3L75cBSswGfI9UM+/d+Xo/0oBg0NqA8+keSf8FjFYqyXMoUOTnx7Yl/dSp1uVlJWL2cyBp/90lpAHAjaSC2EXkU3mvzKlNxpJetJUcAG9J+j8ek687A7xSVRFesP0PSaMkjbJ9fU770BXbu+f3JWdMZ5P037YP73foqNp+nXtIQwjDqBcGYTOUMpFPzvurHqPccgmkmnm7Fow3W36SuwI4FXjauZQL8I6CzdxDKhD+2Et94nyaSHqC0ACPmTKpANaxvVfl+vN571lJ1SWxC0hLYl8sGP92SVva/k3BmEBKiUAaNHZK3Cxt++mC8V+U9AngopJxK84BPmb71wCSticNskslKH1S0jKk6gfnS/o7aYN+MZJWY+48dt2mZ+nMbJ426GeFEFqvF5Yj1yTVzluMlFNqHPAN238oFP/LwHV1JUyUdJvtbWqI23kVPQbYFLiTOZdTR/yraUm3AUdV9iNtB5xWx/erLpLuA14FPEzK4N5Zsiqx3HkBKSP/LNKgeBxwhu2vdBu70sbnSLO0P2LO0kJdz3TWuek/x1qa1PdRpFOd44DzXajMU55Vew/9Sl6V+N3Kg+oJtvftNlYIYeRq/SCsKp88e4XtqQVjTifNrD1PDQkTJX0emErh2ot5f9Y82b6xUDubD3D7KVKqkK5mHfJJxQmkJ0+AJ4AP2J7STdx+bfyKlDG/mvX8QpfLqr7mQPdtP1wg9mTbm0p6H7AF8BlgYokBXqWNBwe43dW+p8rPzH6kBKo/JL1geA/wRMH9nEsDz+YZvVcB6wNXlTodnE++buyaSl5J+iXwthL7K0MII1PrlyMl3UDKs7UIafP5/0m60faRJeLbrrtYby21FzuDLEmn2P5M9bH8Cr7IIIxUUHtz0kBSwKuBKcAKkj7SzQyi7clAZz8SNS2Jrei5s54XK9BO2bxX/S0qaVFgD+Drtl+QVLS9mvY9nd7v+vhqkwXbuQl4XR5YX0tKoPse0qxYCX8CFqUyw1zYQ8Atki5nzlnISFERQo9o/SAMGJePix8EjLd9vKSuZ8IkrW/7/nnM9BRLGGp7TN7kPkfZn4LeSJohqdptgHsL6iHgg84JQnPepKNIJ0ovoYvEpJK+BJzab5bqk7Y/222nK16UtEYnd1SeuSo5EPgZfXvnlgD+A3iALtMkZN8iff+nADflvhcdqOZB3kfpO6F6A/DtbmaThjEFiWzPkPRB4Czbp0qa1HXQvpJUtZS8qvhrfhtFPrwQQugtvTAIW0TSy0kn6IosY2RHAgcz96t2SH+AiyQM1cBlf24F3tBl3I+Sio2v3W9QOoZUGqmU9V3J0G77Pkmb2f6TNNCe/fmym+1jK7GfkPQWoOQg7DjgZkmdmcEdSP/vRbhfofQ8qP9wt3HzoY6/2V6tcu8RoPQA55uk2Z5v5Ov98r2Dug2sVE7reGB70u/UzaQUJKVqp0rSNqSZrw/meyX+5nVKUk2knpJXQF9ZqhBC7+qFQdiJpBNtN9v+jaS1SeU+umL74PxE91nbJQct/RUv+5NdQMq0fTIpI3nH9BKbqit+J+mbwIX5+j353uKkPXTdGC1p8c6eG6XyQot3GXO2nMfrXtJy6tak2aojbD9eqo3+bN+dUzN0G2f2ycXKPVP49B+wpefMWXddzr9VwoWkJcPOCdj3kQ4A7FIo/uHAMcCltu/NfxsGq8YwJM4lqWD2z2TRkleV2LXuVwwhNK+nNubXoa7Ti5X4xcv+DNLWwba/UzjmkqQZt+1Jg5ibSbMmzwFLuYui0pI+TdrvN540U3IgcLntU7vtd6WNiTmPVy0kVfcmjiJtoF++xBNpnScXK23cTRoI/DFfrw38xPaAy/TzGXuu772ku2y/ptvYA7Q1Clim5L5C1V/yaq6/A6okFQ4htN+opjvQLUmnShoraVFJ10p6XFLJY91XS9pLBdbW5qF/2Z/L6LLszyBK1+QbDXzX9um297S9h+3TbM+w/WI3AzCAPNg6iVSSakPgCyUHYNntJWamBjGGlLx2GVIalSsoV7D9QFKB7ZtIS2MT6VsqK+UoUiH1G/KS7XXAJwvFvl7Se5WTqUp6N2kPXRGSLsh/G5YmpZF4QNJRpeLTV/LqSZh9kKTkQYZZktboXNSwXzGE0LDWz4RVjunvSToldgRwvcuV/emkqJhJmt0pmqKiX1tFy/4MEL/4q+i2H6NXjXm8cvwtgWPpq91JyfjDIS8tdwrA399tSob8O9U5rLA08GJ+aBTwr4LpX2pN4aEaS17lWG8GvkPfSeYdgINt/7JE/BBC83phT9ii+f1bgB/a/mfJSathSFFRbatU2oh52b2GmA9R+Bh95Ul6rocoPwDerWCsgfwA+BSpcsGLL/G580XSUqQDJGvkPYzrAuvZvrJgG3uTXhRMlfRZ4HhJX+zmdPAw/k7VncKjtpJXAE51ZIdtv2IIYfi1fjkSuEKp9uJrgGtVuPaipD2VCkl3rpeVVKxAct0kjZP0VaVC55dJOr367yngr8CV9B2j77wtMNtjbI8d4G1M6RlI2w87JU59ljTw67yV8n+2r7D9YKctF0jUmo0H/g1sm68fpWzJJYDP2Z6uVFLoTaTkud8sFVzS2yWdlt9Kv0j4NulFwtLUk8LjENIyeafk1VOkwwDF2H48D6q3iAFYCL2n9cuRMPvUUKf24lLAWNv/Wyh2qzfHSrqYNAvTOdG1H7CJ7ZJFsGullDx1dg61Tk6vQrHfTkpDsirwd1IdwN/aLpHHC0lvAPYhJQut5pK6pEDsu2y/pt9y2JRSS/E53iTbm0k6GZhm+4JSP/9KJcG2BM7Pt/YhLRcePe+v6rrNRdxlJYdKrM1sd513bIht3V3iMEQIYWTpheVIgNWAN0qqJjv9fqHYA80Wtun7VmsRbEnXM8DMke2u86jNa4BEmUSnHV8gLfdckwcbO5MGA6UcQCqXsyh9y5EmJbLt1r/z6VQDSFqH8tnb/yLp26S0Eafk/WGlZtDfAmxq+0UASROAScyZUqUrkt5K+nmp/m04sVD4M5RyFP6YlDri3pf6gi7UdTAohNCgNg0mBiTpeGAnYAPg56Q9PjdTbhB2l6QzgP8hPdkdQjqF1hbPStrecxbBfrZg/E9VPl6ClPOpVK6qugdIAC/Y/kfnhJ7t65XKOpWyifslbC3oeOAXwCsknQ9sB3ygcBvvBt5MKpz+ZB50lDxhuCzQSalRcpkcSd8i1abcGTgbeBepkH0RTnn9ViF9j76jVF7rR7a7XhLOJ48Ptf3VfKu2NCohhOa0fjlS0jRgE2CS7U0krQycbfttheIvDXyOvgSSVwMn2X5m3l81ckjahDQgrRbBfr8LFjkfoM0bbQ9aQHyIcTrLbVOAzZwSlN5p+7UFutlp4xrSxu2TgRVJM25b2t520C8cevzvAl+1fV+JeAPEX4G+jdu3l9o3JGmsUzmw5Qd6vNtcZDnly36kgfb1pP7vABxj+8LBvnY+2phqe+PK+2WAS2zvWiJ+v7ZeDXwaeI/txQrFvMH2TiVihRBGptbPhAHP5ifnmfmV6N+BtUsFz4OtowEkvdz2Y6ViD5On8+B0dhFsScVyGfV7kh5FOiCxSqHwT+YnzpuA8yX9nfIZ4d9BOshxBClj+zjKLVdBSmL7fkkPkpYKi6bAAHakr+zPosClheJeQDpNO5G+dBIdpsvfMduWdBhpALlljv+ZUns5s86M7wxJqwL/oGAeL0n/SaoQ8a4c+0LK5VCDdOr468ydjLdI3doQQvN6YRB2l1Ky0++SnjD+RcElh35+Ripx0yYXA5t7zkzhP6Hc8kbnSRrSAOkh+ur0desdpCfSugZI9JvRnDDPT1xwb64hJgCSvgG8EvhhvvVhSbvY/ni3sW3vnt+XTD7a3+3A6rbrqr94Zf7b8BXgbtLP6XcLxh9P+t7varuOBMud2djqz3yxurUhhOa1fjmyStJapJORtSy1texU5PqkDcmnMucenrHAUQVP/1XLFhn4NfBN28XShOR2di+c/2o4c5HVQtK9wEbOv8RKpXmmlfi/zfmp5qnEbIxqTpTbr63FgSVsP1U6do6/ecxQhRDmVy/MhFV9wPYJNcYv+Sq6buuRlpOWBar746YDHyrYzgRS7qWv5et9gPOAvQu2AWk2oNggbDiT8NboAWAN0iAG4BVAqRcgp+f3S5CWmKeQBkkbA3eQBt3dqjtRbtVZtg+uMf7Z1DBLPtDpTttFZ4NDCM3ptZmworl08szCVNsblYo53CRtY/u2GuPPlZeqdK6qHLM1s5DDRamW45b0Lb9vCdwGzABwgULSki4kHUSZlq83Aj5l+wPdxh5OdefZquPnc16nO22XWu4PITSs12bCiubSyRv+p0hao2SC0GF2sKS5Zr5sH1go/iRJW9u+HUDSVsAthWJXfbiGmG33/4ahjfU7AzAA2/dI2nSwLxih/l4yWD7dubrtP+dbny8ZP9u2crrz85JOp0x+uRDCCNFrg7A6cum8HLhX0p3MeUKp61mGYVJdwlsC2JNUaqgrOTVI50Te/pIeyddrAkXSMUh6Z7/r1UmlYabZLvqk2kau1BotvWeu4reSzibVwDSwLylhbqvYLnpAIp/u/Cn5b47tn5aMn9V6ujOE0LzWDsIkncUAG6uVi3fbPrRQU3W8wh02ti+uXkv6IXBNgdB1FAPv74PANqQ8UpCS8t4OvErSibbPG4Y+tEXRPXMVBwAfBQ7L1zdRsHZkHSRdwSD1Pwu+gLpd0pa2f1MoXn8Dne48u6a2QggNaO2eMEnvzx9uR8qW/6N8vTep/twRBdtaE1jX9jVKtSlH255eKv5wkrQe8DPbr2y6Ly8lP5keZPtv+Xpl0gDgIOCmNu/VK2049sy15QSgpEETBVdnELtsp2dOd4YQmtHaQVhHrl24q+0X8vWiwNW2dy4U/0PAwcDytteRtC7wLdtvKBG/bv1SMRj4G3C0CxSQrpukadWSP3kfzjTbG8VG/fTEbPv5/PFrbd9ZvVdDe1FEuiK/OJuL7YcHuj8fcd852ONt+N0NIQxNa5cjK1YFxtBXf26ZfK+UjwOvJR3Lx/bvJb2sYPxa2R6Ts9qvS98x97aMvH8t6UpSgWRIdSlvyqWknmyuWyPGbeS0CLbv7H+vBq0qIp1fMJ1MmimvpngoUlHD9sO5LNjr8q1f255SIPRgJddKFX8PIYwAvTAI+zLphF5n39COwAkF4z9v+9+dvWaSFqE9gxgkHUTaz7M6MJlUJuY22pF1++Okgdd2pAHA94GLc3LSIjOdbaRUNHo1YElJm9E3OBpLSmlQl7btjxxPKnL+VdLPywEUHEjmsksfom9Q9ANJ37F9VjdxbR/QdedCCK3Q+uVImP2ktFW+vKNk/TlJp5JmXfYHDiFlh7/P9nGl2qhTPsW4Jam486Y5k/7nbb+n4a6FBZT3Q36AlET1N/QNLKYD55ZcrpK0J3BdZy9S3ii+U02nAYuSNNH2FtVlbUm/tv26l/raIcafCmzTKX2VZ2hv63ZPmKQjB3vc9hndxA8hjBytnwnL+4R2Ada2faKkNTr7Ywo1cTTplN40Uq6qn9OuE0rP2X5OUmcP0f15c/6I128/22KkdBjPtKGkUJ1sTwAmSNqr/+nXGhxve3ZRcNtPSjoeGPGDMOC5nHD595I+AfwFKLmVQMCsyvUsysy09UI1hxDCELR+EAZ8A3iRtLx2Imk24GLS7E/XbL9IKlfUppJFVY/m2YufAr+S9AQF8oQNh/6lhSTtQdqfF5LVJY0l/cx/cDGWegAAGJ1JREFUl7QX7GjbVxdsY9QA99ryd+Nw0vLsocAXSH8j3j/oV8yf8cAdkjqD1D2A73Ub1Hbbln1DCAuo9cuRnRNb1dNyJcvmSNqOtMdsTdKTT+cYepHNvcMpH90fB/zC9r+b7s+CkHS77a2b7sdI0Pk5l/Qm0v65zwHjC5fu+h5pOf5/SLOShwDLta1sUV1yofPtSX8XbrI9qWDs1YGzSHsiDdwMHGb70VJthBCa1ZZXtIN5QdJo8rKVpJVIM2OlnAMcAUxkzqWH1imVH2m49DuqP4q0B6rdrxrK6ix9vYU0+JqizgmScg4hDe5+lNu7mjTgG/HyYZ25fl5sFzmUIuk82/uREqn2v1fCeOACUu5DSNUKxgNvLBQ/hNCwXhiEfQ24FHiZpJNIRW4/VzD+U7avKhgvDF31qP5M4CHgHc10ZUSaKOlqUimbYySNoewLEPKm86NLxhxGn6p8vATppO3MgvE3rF7kF4MlS6etZHt85fpcSYcXjB9CaFjrB2G2z5c0EXgD6ZX6Hra7rm2XlxkArpf0FdIx9NlJMNuQObzN8hPaVNtfbbovI9gHgU2BP9meIWkFUhqGrkn6b9uHz6sEUBtqp9qe2O/WLZK6ng2WdAxwLClFyNP0zUj+G/hOt/ErHpe0L/DDfL0PqX5kCKFH9MKesLmm/0ssCVTyjg3EpZY0wrxJur5U5YNeJWk1+vYrAmD7pgJxt7A9cV4lgNqwtJ2TFHeMIs1Sfc12kdPBkk62fUyJWPOIvwbwdVL9VAO3kvaEdZWRP4QwcvTCIGyOUip5BmWa7Q0KxV/b9p9e6l4oLy8vjyPtR3qmcz9mIRNJpwDvAe6jb7+i2zBLNRwkPUgavIi0DPkgcKLtmwu28XZgh3x5g+06iqiHEHpUawdh1SUBYAb9lgRKvUIdqF5eJwlkifhh3iqzkZ0f0s7J1JiFBCQ9AGxcR63InOR3oD8OtRWpbhtJJ5NSppyfb+0D3FXwb88E0szXk/l6OeB02weWiB9CaF5r94TZPhk4ua4lgZxZfkNgXL9TemOp1KEL5VUyhl9J30xGRztfNdTjT6QEtnUU7N69hpjDStIXgBNsz8rXY4EzC5YFeiuwac4l2Bk0TQJK/T3auDMAA7D9RC5TFULoEa0dhHXYPia/QqwWqC6xL2Y90hPRssx5Sm86qV5cqE8nSet6pKS7l5EGYm8Dut7v1ENmAJMlXcuch0YO7TZwdd9RLgv2WtIA+Dcly4LVbBHgTkkHAKuQcm51VddxAMsC/8wfjysce5Sk5Ww/AbP3uLX+b3YIoU9rlyM75lWgumAuoG1s31YiVpg/Of3CXran5+sxwI9tv7nZno0MuYbkXHJZo1JtHAT8P+A60kB4R9K+qq4zww8HSbsAVwBPADvY/kPB2PsAXwauJ31vdgCOsX1hofj7k2bVfpJv7Q2cZPu8EvFDCM3rhUFYrQWqI2t1cyTdD2zS2fMkaXFgiu31m+3ZwiPvO9vW9j/y9QrAraVOGNZJ0g7AN4EfAK8GlgcOtF2sbJekl5P+/gi4o/QsoaQNSOWWBFxr+76S8UMIzeqFqe26C1RH1urmnEdaTrqUNADeEyg2y9NWki6y/e55bZ4vvGn+UdISfMd04M8F49fpNGDvzsAl7+28Dig5iF8pvx8NbCsJ25eUCp77fp+kg2MAFkLv6YWZsEtJCSoPJ71ifAJY1PZbCsWfqw6lpMm2Ny0RPwwuJ819Xb4sWpuvrSS93PZjktYc6PESeaQqhyM2Jc0iXUYa8L0DuNP2R7pto26SRnc25VfurdCZ1SsQ/3vAxsC99FUqcB2nFwc6pR1CaL/Wz4TZ3jN/eEJOaTAO+EXBJv4vslY3J+cEi7xgFbYfy+/rTNrZORzxx/zWcVmNbZa2oqQvAavZfnNe2tuGVA+2hK1L5SMcgtI1QUMII0AvzISdCfzI9q01xa9mrQa4hchaHUYASVuT9iv+J7AYaUnsGdtjG+3YCCHpKtLWgeNsbyJpEWCS7VcXin8OKW9X7cuEklaPfagh9J7Wz4SRZkk+K+lVpELeP7J9V6ngth8BIgN5GIm+DrwX+DHwGmB/4JUlG8izywPtO2tDwtwVbV+UEztje6akWS/1RfNhAnCbpP8lpQgpmshW0srAl4BVbe/WmcmzXWomL4TQsNYPwvJx/Ak5h85ewCmS1rC9bum2Yl9GGGls/6Gy92m8pNIzwp+qfLwE6XdsZuE26vJMPs1pmD1z+FTB+N8D9gOm0bcnrKRzyTN5+fp3pBJeMQgLoUe0fhBW8UrSqae1SLX06hD7MsJIMkPSYqSEracCjwFLl2zA9sR+t26RNOKLd2dHApcD60i6hXSS8V0F4z9i+/KC8fqreyYvhNCw1g/CchHjd5I2D18EfKFa6qOwn9UUN4QFsR9pH9gngCOAV5BmqorJM8wdo0jLnquUbKNG6wC70fd92Yqyf/Pul3QBKRlstWJBqRQVdc/khRAa1gsb8z8C/MT24033JYReI+lB+vaEzQQeImXMv7mxTg2RpKm2N5a0PWlv1enAsba3KhR//AC3i6WoyOlZzgI2Au4hzeTtbXtKifghhOa1fhAGUEftSEnTGbhYdGfzbZxAC42aR7LWp4C7gC+WyIclaUngY8D2ua1fA9+0/Vy3sesmaZLtzSSdDEyzfUHnXtN9G4pcIWIWqYaqgAeAUZ0KEiGE9mv9IKzu2pEhjFR5H9gsUkUHSCclRRqIbW/7bfP62vlo4yLgaeD8fGsfYDnbe8/7q0YGSVcCfwF2AbYAniUlmt1k0C9csLaKH9oZKGYcDgqht7R+TxhpANapHblzp3Zkt0H77YWZi+1/dttGCF3azvZ2letpkm6xvV1OMFzCev0GLddLasty2LuBNwOn2X4y13k8qqa2ih3akbQKsBqwpKTNKrHHAkuVaieE0LxeGITVVTtyImn5pfrHtXNtYO0CbYTQjWUkbWX7DgBJrwWWyY+VSiMxSdLWtm/PbWxFSlg84tmeAVxSuX6MdIK0DiUP7bwJ+ABpdv+Myv3pwLEF2wkhNKwXliNrrR2Z21ieufecteWYfuhRkrYk5apahvTi4GngIFItw7favqhAG78l7Ul6JN9aA/gtKS9WscSkbSZpLJUXtKVmySXtZfviErFCCCNT6wdhVZJ2JNeOtP3vQjEH2nN2q+03lIgfQrckjSP9LhdPzTKvIuEdC3P5LkkfBk4k7TV7kb5DO13Nkkva1/YPJH2SgasVnDHAl4UQWqjVy5GSRgFTbW8Etc1O1bLnLIQSJL0V2BBYQkor57ZPLBV/YR5kDcGngA1rSI/TSbi7zKCfFUJovVYPwmy/KGlKLlP0yEt/xQKpa89ZCF2R9C3SRu2dgbNJ2eDvbLRTC5c/AjNKB7X97fw+XuyF0ONaPQjLXg7cK+lO4JnOTdulim4/KmlZ4KfAryQ9Afy1UOwQurFtTkY61fbnJZ1OZSN6qN0xwK2S7mDOjPmHlgguaSXgQ6RSbNU9Z0WSwYYQmtcLg7BaXy3a3jN/eIKk68l7zupsM4Qheja/nyFpVeAfwH802J+FzbeB66ivgPdlpOS415DywYUQekzrB2HDeUoxTkSGEebKPEv7FeBu0ibu7zbbpYXKTNtH1hh/KdufqTF+CKFhrT8dOY/yQp3SLZ+0/afh71UIwyuXuFnCdhR4HiaSTgIeZu4C3qVSVHyRdBL75yXihRBGnl4YhH2etEfrAtIR8fcCq5DqrH3U9k7N9S6E4SHpO7YPbrofC5Nc3Ly/Eikqqi8slyEN8DrJd6NubQg9pBcGYXfY3qrfvdttby1pSh114kIYaaKmYO+RdB5pT9ivbf+26f6EEMob1XQHCnhR0rsljcpv76481u4RZghD9/emO7CwkbSopEMl/SS/fULSogWbGE+a1f+apD/mNg4rGD+E0LBemAlbGzgT2IY06LodOAL4C7CF7Zsb7F4IwyInLl7G9tNN92VhIelsYFFgQr61HzDL9kEF2xhNSha9M/AR4Fnb65eKH0JoVusHYSEsrCRdQHpinkUqOD8OOMP2Vxrt2EJioO0OJbdASLqWlD3/NtKy5M22Y8YzhB7S+hQVkr42wO2ngLtsXzbc/QlhGG1g+2lJ7wN+DnyGNBiLQdjwmCVpHdt/hNmz8iXzeU0FtgA2Iv1Ne1LSbbafHfzLQght0fpBGLAEsD7w43y9F3Av8EFJO9s+vLGehVCvRfMepD2Ar9t+QVJMbQ+fo4DrJf2JdDJ7TeCAUsFtHwEgaZkct7NHbPFSbYQQmtULg7BXAq+3PRNA0jeBq4E3kjJZh9Crvg08BEwBbpK0JhB7woZB3oP3LLAusB5pEHa/7ecH/cL5a+MTwOtIs2EPA98jLUuGEHpE6/eESXoAeG0nSaWkccAdtteXNMn2Zs32MIThI2mRzguSUK+8NLhNjfGPAm4CJsb/aQi9qRdSVJwKTJY0XtK5wCTgNElLk2quhdCTJK0s6RxJV+XrDYD3N9ythcnVkvaSpDqC2/6K7TtiABZC72r9TBhALl68H3A/6TTRo7ZvarZXIdQrD77GA8fZ3kTSIsAk269uuGsLhZzZfmlSNvvnSEuSkdE+hDBkrd8TJukg4DBgdWAysDXpSPfrm+xXCMNgRdsXSToGwPZMSSVP54UBSNrO9i3ASrafa7o/IYT26oXlyMNIyQwftr0zsBnwf812KYRh8YykFciVISRtTUplEOrVSYtza6O9CCG0XutnwoDnbD8nCUmL275f0npNdyqEYXAkcDmwjqRbgJWAdzXbpYXCC5LGA6sPlKfQ9qEN9CmE0EK9MAh7VNKywE+BX0l6Avhrw30KoXa275a0I30pEh6w/ULD3VoY7A7sQtryMLHhvoQQWqwnNuZ35CekccAvbP+76f6EUKdcV/CtwFpUXlDZPqOpPi1MJG1ie0rT/QghtFcvzITNZvvGpvsQwjC6gnQqbxrwYsN9WehUB2CS7ra9eZP9CSG0T08NwkJYyKxue+OmOxGAtBwcQgjzpRdOR4awsLpK0q5NdyIA8LOmOxBCaJ8YhIXQXrcDl0p6VtLTkqZLitqRw0TSKZ2PbX+2/70QQngpPbUxP4SFiaQ/AXsA0xy/yMNuoH1gkqbGEnEIYahiT1gI7fV74J4YgA0vSR8FPkbKzza18tAY4JZmehVCaKOYCQuhpXLB+rWBq4DnO/cjRUW9JG0GPAGcDBxdeWi67X8206sQQhvFTFgI7fVgflssv4XhcbbtLSS9zPbDTXcmhNBeMRMWQgjzQdIkUoWOg4Cv9n88ZiJDCEMVM2EhtIyk/7Z9uKQryMW7q2y/vYFuLUzeSzoQsQhpH1gIISyQmAkLoWUkbWF7Yi7TNZeoHDE8JO1m+6qm+xFCaK8YhIXQQrlu5ATb+zbdl4WVpJWBLwGr2t5N0gbANrbPabhrIYSWiGStIbSQ7VnASpJiQ35zzgV+Cayar38HHN5Yb0IIrRN7wkJor4eAWyRdDjzTuRkbw4fNirYvknQMgO2ZkmY13akQQnvEICyE9vprfhtFbBBvwjOSViAfjpC0NfBUs10KIbRJ7AkLIYQFIGlz4CxgI+AeYCXgXbanDvqFIYSQxSAshJaS9Ctgb9tP5uvlgAttv6nZni08JC0CrAcIeMD2Cw13KYTQIrEcGUJ7rdQZgAHYfkLSy5rs0ELotcBapL+lm0vC9veb7VIIoS1iEBZCe82StIbtRwAkrckAyVtDPSSdB6wDTAY6G/INxCAshDAkMQgLob2OA26W1EnOugNwcIP9Wdi8BtjAsacjhLCAYk9YCC0maUVga9KepNtsP95wlxYakn4MHGr7sab7EkJopxiEhdADJJ1g+4Sm+7EwqNTsHANsCtwJPN95PGp3hhCGKgZhIfQASXfb3rzpfiwMcs1OAacAn64+BJxie6tGOhZCaJ3YExZCb1DTHVhYdAqkS1q0f7F0SUs206sQQhtF7cgQWkjSaElHVG5t0VhnFjKSPippGrCepKmVtweBSNQaQhiyWI4MoaUk3WB7p6b7sbCRNA5YDjgZOLry0HTb/2ymVyGENopBWAgtJekkYBzwI+Ys4H13Y50KIYQwZDEIC6GlJF0/wG3bfv2wdyaEEMJ8i0FYCCGEEEIDYmN+CC0laWVJ50i6Kl9vIOmDTfcrhBDC0MQgLIT2Ohf4JbBqvv4dcHhjvQkhhDBfYhAWQnutaPsi4EUA2zPpKyQdQghhhItBWAjt9YykFUgldJC0NfBUs10KIYQwVJExP4T2OhK4HFhH0i3ASsC7mu1SCCGEoYrTkSG0mKRFgPVIZYsesP1Cw10KIYQwRDEIC6HFJG0LrEVlVtv29xvrUAghhCGL5cgQWkrSecA6wGT6NuQbiEFYCCG0QMyEhdBSkn4LbOD4JQ4hhFaK05EhtNc9wCpNdyKEEMKCieXIEFpG0hWkZccxwH2S7gSe7zxu++1N9S2EEMLQxSAshPY5rekOhBBC6F7sCQuhpSSdYvszL3UvhBDCyBR7wkJorzcOcG+3Ye9FCCGEBRLLkSG0jKSPAh8jZcqfWnloDHBrM70KIYQwv2I5MoSWkTQOWA44GfgysEN+6GbbkxrrWAghhPkSy5EhtIztp2w/BNwO/ABYkVQ3coKkQ5rsWwghhKGLmbAQWiovRW5j+5l8vTRwm+2Nm+1ZCCGEoYiZsBDaS/SVKyJ/rIb6EkIIYT7FxvwQ2ms8cIekS/P1HsA5DfYnhBDCfIjlyBBaTNLmwPakGbCbYmN+CCG0RwzCQgghhBAaEHvCQgghhBAaEIOwEEIIIYQGxCAshBBCCKEBMQgLRUlaXdJlkn4v6Y+SzpS0mKSdJD0laXJ+uyZ//gmS/lK5/+V8/wZJD1Tu/6Ty+TMkvazS5r8qHx8n6V5JU/PXbTVYvEH+HftLuifHuk/SpyqPLSLpcUknV+5dmuP+od+/c9vB2pa0b+7rvZKmSDpb0rL5scUk/Xf+Pv4+f19Xr3ztrBzvHklXSFpW0hKS7pf06srnfVrSt+bx71xL0j35487/0aTc35sk7f5S/+chhBAWTKSoCMVIEnAJ8E3b75A0GvgOcBLwM+DXtgd6Uv+q7dMGuP8+23cNcP9x4JPAZ/q1vw2wO7C57eclrQgsNoR4/f8duwGHA7va/qukJYD9Kp+yK/AA8G5JxzrZM3/tTsCnqv/O9G2Zu21JbwaOAHaz/Zf8/Xo/sDLwJPAlUj3IV9meJekA4BJJWzmdqHnW9qY51gTg47ZPknQ48A1JOwCrAh8GXvNS/+5s9v+RpE2Bn0p61va1Q/z6EEIIQxQzYaGk1wPP2R4PYHsWaZBxILBUwXa+B7xH0vL97r8ceNz287n9x23/dQHiH0MaSP01x3nO9ncrj+8DnAk8Amy9APE7jsvt/CW3M8v292w/IGkp4ADgiPx9JH9fnyd9n/u7DVgtf94vgMeA/YGvAifYfmJ+O2d7MnAi8In5/peFEEJ4STEICyVtCEys3rD9NGmw8krgdZUlueMqn3ZE5f6bKvfPr9z/SuX+v0gDscP6tX818ApJv5P0DUk79nt8XvH626j/v6ND0pLAG4ArgR+SBmRDMVDbGwJ3z+PzXwk8kr9/VXflr6v2aXTu0+WV24eTZiBXsn3eEPs4kLuB9bv4+hBCCPMQy5GhJAEDJZ7r3C+1HAnwNWCypNM7N2z/S9IWwOuAnYEfSTra9rlDiDdUuwPX254h6WLgc5Jmz1YNYtC28x6u80jLj8cC9zP49xJgSUmTgbVIg8ZfdT4pL6NeRxosdiPKIIUQQk1iJiyUdC/99h5JGgu8AvhjyYZsPwlcAHys3/1Ztm+wfTxpGW2vBQh/L7DFPB7bB9hF0kOkgc8KpAHfgrgX2BzA9rS8v+sqYEngD8Caksb0+5rNgfvyx509YWuS9r59vN/nvpjfurEZ8NsuY4QQQhhADMJCSdcCS0naH2Yvk50OnAvMqKG9M0ibzhfJ7a0nad3K45sCDy9A3JOBUyWtkuMuLunQPKDcHljD9lq21yINfIa6JDlQO6dVTzySBmDYfgaYAJyRv4/k7+tSwHXVILafAg4FPiVp0QXsy1wkbQx8DvifUjFDCCH0ieXIUIxtS9qTdDLvc6RB/s9Jy2vbLEDI8yU9mz9+3PYu/dp7XKl49RH51jLAWTnFw0zSbNLBQ41XiftzSSsD1+QTnybtQXsncF1n4392GWnAtni/+y/5b8ntrARclQdaTwL3AL/Mn3cMcBrwO0kvkpYo9/QAtcZsT5I0BXgvaVlzQb1O0iTSYO/vwKFxMjKEEOoRtSNDCCGEEBoQy5EhhBBCCA2I5ciw0MppMvbud/vHtk9qoj91qpy+rHre9lZN9CeEEEIsR4YQQgghNCKWI0MIIYQQGhCDsBBCCCGEBsQgLIQQQgihATEICyGEEEJowP8Hfn0UfNCLFOMAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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ERC7AJIyIiIjIBZiEEREREblAl0mYiAwXkU9FJF9ETolIqhb3E5EsETmj/fTV4iIia0SkSESOi0icQ1svavXPiMiL9+6yiIiIiB5s3VmiogXAMqVUrogYAeSISBaAhQA+UUq9JSLLASwH8BqAaQDCtNcYAOsBjBERPwC/BpAAQGnt7FVKVd/tiyKiuycmI6bt/a6VLQCAyIJ8V3WHiOih0eVImFKqXCmVq72vAZAPIAjA8wAytGoZAGZo758HkKns/gfAQBEJBPATAFlKqSot8coCMPWuXg0RERFRL9GjOWEiYgbwBICjAIYopcoBe6IGYLBWLQhAqcNhF7RYR/H251gkItkikl1ZWdmT7hERERH1Gt1OwkTEB8AHAF5VSl3rrKqTmOokfnNAqT8ppRKUUgn+/v7d7R4RERFRr9KtJExE3GFPwLYppXZr4R+024zQfl7U4hcADHc4fBiA7zuJExERET1yuvN0pADYCCBfKfWfDkV7AehPOL4I4COH+ALtKcmxAK5qtys/BjBFRHy1JymnaDEiIiKiR053no4cB+AXAE6IyDEt9m8A3gKwS0R+CeA8gNla2V8BPAugCEAdgJcAQClVJSK/AfCtVu9NpVTVXbkKIiIiol6myyRMKfUlnM/nAoCJTuorACkdtLUJwKaedJCIiIjoYcQV84mIiIhcgEkYERERkQswCSMiIiJyge5MzCeiR9GKAfafIcGu7QcR0UOKSRgR9Vj6ksNt71M2/NiFPSEi6r14O5KIiIjIBTgSRkQ3MS8/AAA45+nijhARPeQ4EkZERETkAkzCiIiIiFyASRgRERGRCzAJIyIiInIBJmFERERELsCnI4mI6KGVk5Mz2M3N7S8AosGBB7q/WgGcbGlpeTk+Pv6iswpMwoiI6KHl5ub2l4CAgEh/f/9qg8GgXN0fenS0trZKZWWltaKi4i8Apjurw/8rICKih1m0v7//NSZgdL8ZDAbl7+9/FfZRWOd17mN/iIiI7jcDEzByFe13r8Ncq8skTEQ2ichFETnpEFshImUickx7PetQ9isRKRKRQhH5iUN8qhYrEpHld3BNRERERL1ed+aEvQvgHQCZ7eK/V0r9zjEgIlYAcwBEARgK4L9EJFwrTgcwGcAFAN+KyF6lVN4d9J2IiKhHzMsPxN/N9s699b9y7mZ79GjpciRMKfU5gKputvc8gB1KqUalVAmAIgBPaq8ipVSxUqoJwA6tLhER0UOttrZWRo8eHdHS0oLCwsK+np6ecRaLxTpy5MiomTNnmhsbGwUA9u/fbzQajbEWi8Wqv/bs2WMEgD59+sRbLBZrWFhY1LRp00bU1NQYAODs2bPuEydOHGkymaKHDx8e/dJLLw1vaGi4qb3IyEhrSEhI1KJFi4YBwOrVqwfp7bu7u8eFh4dbLRaLNTk5OWjNmjWDfH19Rzn2IScnx1Pvd2RkpHXEiBFRMTExkWvXrh3U2XXrbUVGRlpNJlP0+PHjw7Kysrwd6zQ3N8PX13dUSkpKkB6bPHnySIvFYg0ODo52/D6ysrK8n3zyyQiz2Rytx6ZOnTqisz58+OGH/aOioiLDw8OtUVFRkXv37jXqZV988YVXeHi4NTg4OHrhwoXDW1tbAQCbNm3yDQ0NjTIYDPGff/65V/s2z5w509fLy+uJN954YwgANDQ0SEJCQkRzc3NnXXHqTuaELRWR49rtSl8tFgSg1KHOBS3WUfwWIrJIRLJFJLuysvIOukdEROR6a9eufWz69OnVbm72m0/Dhw9vLCgoyCssLDxVXl7ed9OmTfrfUCQkJNQWFBTk6a8ZM2bUAICHh0drQUFB3pkzZ065u7urt99+27+1tRUzZswInT59+hWbzXaypKTk5PXr1w2pqalBju3l5+fnnThxIi8rK2vAoUOHvFNTUy/r7Q8ePLj5s88+O11QUJC3bt26MgBISkqqduxDfHx8g97v/Pz8vOLi4lM7d+48m56ePmT16tWdJmJJSUnV+fn5eTab7eRrr71WMXfu3NDc3FxPvXz37t0DQkJCGvfu3eurJ0FZWVlntf7YHL+PyZMnXweAzMzMYj128ODB4s7OP3jw4OYDBw4UnT59Ou/dd98tefnll0P0suTkZNO6dets586dO1lcXOz5/vvv9weA2NjY+g8++KAoISGh1lmbS5cuHf7UU09d1T97enqqp5566tpf/vIXv8764sztJmHrAYwEEAugHMDbWlyc1FWdxG8NKvUnpVSCUirB39//NrtHRET0YNi1a9egF1544Ur7uJubG+Li4q6XlZW596S98ePH1xYVFXns27fP6OHh0ZqamnpZb2/Dhg2lO3fufEwfKdP5+PioqKio+vPnz/e9s6uxs1qtTWlpaaUbNmwY0t1jkpKSaubPn1+Znp7e9sf9vffe80tOTv5h6NChTYcPH/bu7PjbMW7cuHqz2dwMAPHx8Q1NTU2G+vp6sdls7rW1tYZJkyZdNxgMmDdv3uU9e/b4AkBcXFzDqFGjGp21t2XLloFms7kxMjKywTE+a9asKzt27Lg/SZhS6gel1A2lVCuAP8N+uxGwj3ANd6g6DMD3ncSJiIgeWg0NDVJaWuoRERHR1L6srq5OcnJyvJOSkq7psezsbB/HW4GnTp3ycDymubkZH3/8cf+YmJj6EydO9Bs1alSdY7mfn19rYGBgU15e3k3HVVZW9ikpKfGYMmVKTVd93rdvn69jH2pra50NpCAxMbGupKTE01lZR+Lj4+vOnDnjCdhv0x45csT4s5/97Ors2bOrtm7d2q0kZsGCBSP0vi1evHhYd8+dkZHha7Va6/r166dsNpt7YGBg2/1Dk8nUVF5e3mkyfO3aNcPbb78dkJaWdkv+Mnr06Prjx4/3OIm8rcVaRSRQKVWufZwJQH9yci+A7SLyn7BPzA8D8A3sI2FhIhICoAz2yfs/v51zExER9RYVFRVuRqOxxTFWWlrqYbFYrDabzWPatGnVY8aMqdfLEhISaj/99NOi9u00NjYaLBaLFQDGjBlTk5qaemnVqlX+InLLXSWlFETseVN2drZPeHi49dy5c54pKSkVwcHBLe3rt5eUlFSdmZl5vqt6SvV85Q/HY3bt2jVw7NixNUajsXX+/PnVsbGxQ1taWkr127YdyczMLJ4wYUJdp5Xayc7O9nzjjTeCDh48eKajvuvfWUf+9V//dejSpUt/GDBgQGv7Mjc3N7i7u6vq6mqDr6/vLeUd6TIJE5H3ADwN4DERuQDg1wCeFpFY2G8pngOwGACUUqdEZBeAPAAtAFKUUje0dpYC+BhAHwCblFKnuttJIiKi3sjb27u1qanpprtO+pwwm83m/tRTT0Vs27ZtwLx586521AbwjzlhjrGYmJj6jz76yNcxVlVVZaioqOgbGRnZePHiRTc9qTt+/LjH008/bZk9e3Z1YmJiPe6Cr7/+2mvEiBE9ais3N9crPDy8HgB27Njhl5OT4xMUFBQDAFevXu2zf/9+oz4P7m45e/as+6xZs0I3btxYEhUV1QgAZrO52XHky2az9Q0ICOh0Zn1OTo73gQMHfH/9618Pu3btWh+DwQBPT8/Wf/u3f6sEgObmZvHy8upRZtplEqaUmuskvLGT+r8F8Fsn8b8C+GtPOkdERHQ33e8lJfz9/W/cuHFD6urqbvkDbTKZmt98880Lq1atCuwqCXNm+vTpNa+//rrhnXfeGbR06dLLLS0tSE5OHj579uxLRqPxptGYxx9/vDE1NbV85cqVAfv27Su50+sqLCzsu3z58mGLFy92uieiMwcOHPDZunWr/6FDhwqrqqoM2dnZPmVlZcf79eunAPtTm9u3b/e7nSQsMzNz4NGjR73T09PLHOOXLl3q8+yzz4atWLHiwpQpU67rcZPJ1Ozt7d36ySefeD/zzDPXt23bNiglJaXTa8nJySnU3//Lv/zLUB8fnxt6AlZRUdHH19e3xcPDo0dJGFfMJyIiuocmTJhw9dChQz7OyubPn3+lvr7ecPDgQR/g1jlhmzdv9nV2HAAYDAbs2bOnaPfu3b4mkyk6JCQk2sPDo3XNmjVlzuovW7as8ujRo8aCgoJOJ+e3nxOmLytRWlrqoS9RMWvWrJGLFy++qD8U0FVbZrM5euXKlYHbt28viouLa9i6datvYmJijZ6AAcCcOXOuZGVlDayvr+/0vqDjnLDExMRwACgqKvLo37//jfZ109LSBp8/f97jrbfeGqofU1ZW5gYA69atsy1ZssRsMpmizWZz4+zZs68C9oRuyJAhjx87dsx75syZYePHjw/rrD8A8Le//a3/xIkTe5xIy+3c071fEhISVHZ29n0/r3n5gbb35zztU9diQoLbYrtW2m+pH346HQCQsuHH97F3Dz/9+9e/e+Af37/+3QO3//13p3297dtpv7dr//109rsPPHrfT28gIjlKqQRX9+NB8N13350bNWrUJVf24auvvuq3atWqgD179tzxCBQ59/zzz4esX7++dOjQoV3OebsXpkyZMnLVqlUXnD1V+d133z02atQos7PjbmtiPhEREXXPuHHj6r/99ttrLS0t6GrSOd2ejz76yGUJbkNDg0yfPv1KR8tadIa/DUREd0m+JRIAEFmQ7+Ke0IPm1Vdf7fS2XW+2evXqQevXr79pvbDRo0fXbtmypcsnLB8Gnp6eaunSpbf178skjOghEJMRA+AftwuZBBDR/ZKamnq5q7lh5Bwn5hMRERG5AJMwIiIiIhdgEkZERETkApwTRkREj44VA+LvbntX7+vir/Rw4UgYERHRPVRbWyujR4+OaGlpQWFhYV9PT884i8ViHTlyZNTMmTPNjY2NAgD79+83Go3GWMeFUvfs2WMEgD59+sRbLBZrWFhY1LRp00bU1NQYAPuWPBMnThxpMpmihw8fHv3SSy8Nb2houKm9yMhIa0hISNSiRYuGAfanGfX23d3d48LDw60Wi8WanJwctGbNmkG+vr6jHPuQk5PjqfdbX6w1JiYmcu3atYM6u269rcjISKvJZIoeP358mL7wq665uRm+vr6jUlJSgvTY5MmTR1osFmtwcHC04/eRlZXl/eSTT0aYzeZoPTZ16tQRnfXhww8/7B8VFRUZHh5ujYqKity7d69RL/viiy+8wsPDrcHBwdELFy4c3tpq32Rg06ZNvqGhoVEGgyH+888/99LrO/7bWSwW689//vO2RRQTExPDKysr+3Txq3ALJmFERET30Nq1ax+bPn16tb5GmL53ZGFh4any8vK+mzZtalsVPyEhobagoCBPf+lb+Oh7R545c+aUu7u7evvtt/1bW1sxY8aM0OnTp1+x2WwnS0pKTl6/ft2Qmpoa5Nhefn5+3okTJ/KysrIGHDp0yDs1NfWy3v7gwYObP/vss9MFBQV569atKwPsG3g79iE+Pr5B73d+fn5ecXHxqZ07d55NT08fsnr16k4TsaSkpOr8/Pw8m8128rXXXquYO3duaG5urqdevnv37gEhISGNe/fu9dWToKysrLNaf2yO38fkyZOvA/YNvPXYwYMHizs7/+DBg5sPHDhQdPr06bx333235OWXXw7Ry5KTk03r1q2znTt37mRxcbHn+++/3x8AYmNj6z/44IOihISE2vbt6f92BQUFedu3b29bgmPu3LmXf/e73/l31hdnmIQRERHdQ7t27Rr0wgsvXGkfd3NzQ1xc3PWysjJ3Z8d1ZPz48bVFRUUe+/btM3p4eLTqy0O4ublhw4YNpTt37nxMHynT+fj4qKioqPrz5893umVRd1mt1qa0tLTSDRs2DOm6tl1SUlLN/PnzK9PT09uSlffee88vOTn5h6FDhzYdPnzYu7Pjb8e4cePqzWZzMwDEx8c3NDU1Gerr68Vms7nX1tYaJk2adN1gMGDevHmX9+zZ4wsAcXFxDT1deHXOnDlXdu/e3WlC6gznhBH1VisG/OO9w9ZCAJC+5HDbe24rROQ6DQ0NUlpa6hEREdHUvqyurk5ycnK816xZU6rH9L0j9c8ffPDB2aioqLaEoLm5GR9//HH/KVOmXDtx4kS/UaNG1Tm26efn1xoYGNiUl5fn4RivrKzsU1JS4jFlypQuN8fW9nts2+syOzvb6cKDiYmJdSUlJZ7OyjoSHx9f9+c//9ns/mxeAAAgAElEQVQfsN+mPXLkiHHLli22K1eu9Nm6davfpEmTrnfVxoIFC0Z4enq2AsBTTz117Y9//OOF7pw7IyPD12q11vXr10/ZbDb3wMDAZr3MZDI1lZeXd5kMX7hwoW9kZKTVx8fnxm9+85uyqVOn1gL2jdqbmpqkoqKiT0BAwC17WHaESRgREdE9UlFR4WY0Gm/az7C0tNTDYrFYbTabx7Rp06rHjBlTr5clJCTUfvrpp0Xt22lsbDToydmYMWNqUlNTL61atcpfRG7ZAFopBRH7HtjZ2dk+4eHh1nPnznmmpKRUBAcHd7m3YlJSUnVmZmaXq93fzt7Tjsfs2rVr4NixY2uMRmPr/Pnzq2NjY4e2tLSUdrW1U2ZmZvGECRPqOq3UTnZ2tucbb7wRdPDgwTMd9V3/zjoSHBzcXFJScjwgIODGF1984TV79uzQvLy8k35+fq0AMGjQoJbz58/3DQgIqO+0IQe8HUlERHSPeHt7tzY1Nd30t9ZhXtHJ3Nxcn23btg3o6HidPiesoKAgLyMjo9TT01PFxMTUHzt27KZbeFVVVYaKioq+kZGRjYA9qTt9+nRednb2qYyMDP8jR470u1vX9vXXX3uNGDGi2wkHAOTm5nqFh4fXA8COHTv8vvrqq/5BQUEx8fHx1qtXr/bZv3+/sas2eurs2bPus2bNCt24cWOJPqpoNpubHUe+bDZb34CAgOaOWwH69eun9FGuH/3oR3XBwcGNJ0+ebBsJbGxsFC8vr9ae9I0jYURE9Oi4z0tK+Pv737hx44bU1dWJl5fXTcMvJpOp+c0337ywatWqwHnz5l3tadvTp0+vef311w3vvPPOoKVLl15uaWlBcnLy8NmzZ18yGo03JQOPP/54Y2pqavnKlSsD9u3bd8ebXRcWFvZdvnz5sMWLF1/s7jEHDhzw2bp1q/+hQ4cKq6qqDNnZ2T5lZWXH+/XrpwD7U5vbt2/30x9G6InMzMyBR48e9U5PTy9zjF+6dKnPs88+G7ZixYoLU6ZMabvVaTKZmr29vVs/+eQT72eeeeb6tm3bBqWkpHR6Ld9//73b4MGDW9zc3JCXl9f33LlzHhEREY0A0NraisrKSnf9c3dxJIyIiOgemjBhwtVDhw75OCubP3/+lfr6esPBgwd9gH/MCdNfmzdv9nV2HAAYDAbs2bOnaPfu3b4mkyk6JCQk2sPDo3XNmjVlzuovW7as8ujRo8aCgoJOJ+drc8KsjktDAPbbqPoSFbNmzRq5ePHii13tGam3ZTabo1euXBm4ffv2ori4uIatW7f6JiYm1ugJGGCf3J6VlTWwvr6+0/uCCxYsGKH3LTExMRwAioqKPPr373/LXKy0tLTB58+f93jrrbeG6seUlZW5AcC6detsS5YsMZtMpmiz2dw4e/bsq4A9oRsyZMjjx44d8545c2bY+PHjwwDg0KFDPhaLJSoiIsI6a9askX/4wx9sQ4YMuQEAX375pdcTTzxx3d29R89YdD0SJiKbADwH4KJSKlqL+QHYCcAM4ByAF5RS1WK/oboawLMA6gAsVErlase8COB1rdn/UEpl9KinRAQAMC8/AAA416PpsETkKqmpqRdXrVoVMGPGjJqIiIimM2fOnNLLDAYDCgsL8/TPNTU1x5y1UVdX93dn8dDQ0ObDhw/fMocMAJ577rma5557rm1UycfHR128ePG4Y52ysrITjp9feeWVy6+88orTxKqhoSHXWbwjnbXlrGzIkCE3qqurv+uo/wDwzTffFDpr77vvvvNav359aft4WlpaeVpaWrmzYyZMmFDn+G+hW7BgwZUFCxbc8jTrwoULryxcuPCWOABs3rx5UHJycrdHBXXdGQl7F8DUdrHlAD5RSoUB+ET7DADTAIRpr0UA1gNtSduvAYwB8CSAX4tIh9k9ERHRw2LcuHH1Tz/99LWWli7nxNNt+uijj0qGDh3qsi84Ojq6/vnnn+/xbdQukzCl1OcAqtqFnwegj2RlAJjhEM9Udv8DYKCIBAL4CYAspVSVUqoaQBZuTeyIiIgeSq+++urlrp76660cV+DXX7/4xS+Cuz7y4bFs2bJLt3Pc7f5GDFFKlQOAUqpcRAZr8SAAjsOBF7RYR/FbiMgi2EfREBz8SP0bEhER9TqpqamXu5obRs7d7Yn5zibTqU7itwaV+pNSKkEpleDv3+MdAIiIiIh6hdtNwn7QbjNC+6lPRrsAYLhDvWEAvu8kTkT00ElfcvimXQuIiJy53SRsL4AXtfcvAvjIIb5A7MYCuKrdtvwYwBQR8dUm5E/RYkREvVpMRkzbi4ioJ7qzRMV7AJ4G8JiIXID9Kce3AOwSkV8COA9gtlb9r7AvT1EE+xIVLwGAUqpKRH4D4Fut3ptKqfaT/YmIiO6pmIyY+LvZ3okXT9zXxV/p4dKdpyPnKqUClVLuSqlhSqmNSqnLSqmJSqkw7WeVVlcppVKUUiOVUjFKqWyHdjYppUK11+Z7eVFEREQPitraWhk9enRES0sLCgsL+3p6esZZLBbryJEjo2bOnGlubGwUANi/f7/RaDTGOj5luGfPHiMA9OnTJ95isVjDwsKipk2bNqKmpsYA2LfkmThx4kiTyRQ9fPjw6Jdeeml4Q0PDTe1FRkZaQ0JCohYtWjQMuPlpRnd397jw8HCrxWKxJicnB61Zs2aQr6/vKMc+5OTkeOr91hdrjYmJiVy7du2gzq5bbysyMtJqMpmix48fH6Yv/Kprbm6Gr6/vqJSUlLaH9SZPnjzSYrFYg4ODox2/j6ysLO8nn3wywmw2R+uxqVOnjuisDx9++GH/qKioyPDwcGtUVFTk3r1727ZF+uKLL7zCw8OtwcHB0QsXLhze2mrfZGDTpk2+oaGhUQaDIf7zzz/3cmzv6NGj/WJjYy2hoaFR4eHh1rq6OgGAxMTE8MrKyj5d/CrcgivmExER3UNr1659bPr06dX6EhX63pGFhYWnysvL+27atKlt3cyEhIRafY/IgoKCPH0LH33vyDNnzpxyd3dXb7/9tn9raytmzJgROn369Cs2m+1kSUnJyevXrxtSU1ODHNvLz8/PO3HiRF5WVtaAQ4cOeaempl7W2x88eHDzZ599drqgoCBv3bp1ZYB9A2/HPsTHxzfo/c7Pz88rLi4+tXPnzrPp6elDVq9e3WkilpSUVJ2fn59ns9lOvvbaaxVz584Nzc3NbVtqevfu3QNCQkIa9+7d66snQVlZWWe1/tgcv4/JkydfB+wbeOuxgwcPFnd2/sGDBzcfOHCg6PTp03nvvvtuycsvvxyilyUnJ5vWrVtnO3fu3Mni4mLP999/vz8AxMbG1n/wwQdFCQkJtY5tNTc34xe/+EXI+vXrbUVFRac+//zzwr59+yoAmDt37uXf/e53PX6akEkYERHRPbRr165BL7zwwi0rrbu5uSEuLu56WVlZj/a6GT9+fG1RUZHHvn37jB4eHq368hBubm7YsGFD6c6dOx/TR8p0Pj4+Kioqqv78+fOdblnUXVartSktLa10w4YNQ7p7TFJSUs38+fMr09PT25KV9957zy85OfmHoUOHNh0+fNi7s+Nvx7hx4+rNZnMzAMTHxzc0NTUZ6uvrxWazudfW1homTZp03WAwYN68eZf37NnjCwBxcXENo0aNumUPyN27dw+IjIys/6d/+qd6AAgICLihJ9Zz5sy5snv37k4TUmeYhBER3Y4VA+wvok40NDRIaWmpR0RERFP7srq6OsnJyfFOSkq6psfa7x156tQpD8djmpub8fHHH/ePiYmpP3HiRL9Ro0bVOZb7+fm1BgYGNuXl5d10XGVlZZ+SkhKPKVOmdLmqe/u9I2tra53u5ZiYmFhXUlLSow3U4uPj686cOeMJ2G/THjlyxPizn/3s6uzZs6u2bt3q1502HPeOXLx48bDunjsjI8PXarXW9evXT9lsNvfAwMBmvcxkMjWVl5d3mgwXFhZ6iAjGjx8fZrVaI19//fW2BNTf3/9GU1OTVFRU9OiW5MO5fC8REdEDoKKiws1oNN60nU5paamHxWKx2mw2j2nTplWPGTOmXi9LSEio/fTTT2/ZC7KxsdFgsVisADBmzJia1NTUS6tWrfIXkVvW3FRKwb6Vsz2pCw8Pt547d84zJSWlIjg4uMutfZKSkqozMzPPd1VPKafLfXb7mF27dg0cO3ZsjdFobJ0/f351bGzs0JaWltKudhbIzMwsnjBhQl2nldrJzs72fOONN4IOHjx4pqO+699ZR1paWuTbb7/1yc7Ozvfx8Wn90Y9+FD569Og6fbuiQYMGtZw/f75vQEBAfacNOeBIGBER0T3i7e3d2tTUdNPfWn1OWEFBwcnc3Fyfbdu2dTmkqs8JKygoyMvIyCj19PRUMTEx9ceOHbvpFl5VVZWhoqKib2RkZCNgT+pOnz6dl52dfSojI8P/yJEj/e7WtX399ddeI0aM6HbCAQC5uble4eHh9QCwY8cOv6+++qp/UFBQTHx8vPXq1at99u/fb+yqjZ46e/as+6xZs0I3btxYEhUV1QgAZrO52XHky2az9Q0ICGjuuBVg2LBhTWPHjq0JDAxsMRqNrZMnT76anZ3dNnG/sbFRvLy8WnvSN46EERHRI+N+Lynh7+9/48aNG1JXVydeXl43Db+YTKbmN99888KqVasC582bd7WnbU+fPr3m9ddfN7zzzjuDli5dermlpQXJycnDZ8+efcloNN6UDDz++OONqamp5StXrgzYt29fyZ1eV2FhYd/ly5cPW7x48cWua9sdOHDAZ+vWrf6HDh0qrKqqMmRnZ/uUlZUd79evnwLsT21u377dT38YoScyMzMHHj161Ds9Pb3MMX7p0qU+zz77bNiKFSsuTJky5boeN5lMzd7e3q2ffPKJ9zPPPHN927Ztg1JSUjq9lpkzZ177wx/+EFBTU2Pw9PRs/eqrr4yvvPLKDwDQ2tqKyspK94iIiFvmknWGI2FERET30IQJE64eOnTIx1nZ/Pnzr9TX1xsOHjzoA9w6J2zz5s2+zo4DAIPBgD179hTt3r3b12QyRYeEhER7eHi0rlmzpsxZ/WXLllUePXrUWFBQ0Onk/PZzwvRlJUpLSz30JSpmzZo1cvHixRe72jNSb8tsNkevXLkycPv27UVxcXENW7du9U1MTKzREzDAPrk9KytrYH19faf3BR3nhCUmJoYDQFFRkUf//v1vtK+blpY2+Pz58x5vvfXWUP2YsrIyNwBYt26dbcmSJWaTyRRtNpsbZ8+efRWwJ3RDhgx5/NixY94zZ84MGz9+fBhgT6iXLl36wxNPPBFptVqjHn/88bo5c+ZcBYAvv/zS64knnrju7t6jZyw4EkZERHQvpaamXly1alXAjBkzaiIiIprOnDlzSi8zGAwoLCzM0z/X1NQcc9ZGXV3d353FQ0NDmw8fPnzLHDIAeO6552qee+65tlElHx8fdfHixeOOdcrKyk44fn7llVcuv/LKK04Tq4aGhlxn8Y501pazsiFDhtyorq7+rqP+A8A333xT6Ky97777zmv9+vWl7eNpaWnlaWlp5c6OmTBhQp3jv4VuwYIFVxYsWHDL06wAkJycXJWcnHzLYvObN28elJyc3O1RQR2TMCIionto3Lhx9d9+++21lpYWdDXpnG7PRx99dMe3WO9EdHR0vT5Bvyf420BE1E3m5Qfa3p/r0YP59Kh79dVXO71t15utXr160Pr1629aL2z06NG1W7Zs6fIJy4fFsmXLLt3OcUzCiIiI6LalpqZe7mpuGDnHiflERERELvBQJ2HpSw4jfclhV3eDiIiI6BYPdRJGRERE9KDinLBHTL4lsu19ZEG+C3tCRHT/5Vsi4+9me5EF+fd18Vd6uHAkjO6qfEtk24uIiOwbVY8ePTqipaUFhYWFfT09PeMsFot15MiRUTNnzjQ3NjYKAOzfv99oNBpjHRdK3bNnjxEA+vTpE2+xWKxhYWFR06ZNG1FTU2MA7FvyTJw4caTJZIoePnx49EsvvTS8oaHhpvYiIyOtISEhUYsWLRoG2J9m1Nt3d3ePCw8Pt1osFmtycnLQmjVrBvn6+o5y7ENOTo6n3m99sdaYmJjItWvXDursuvW2IiMjrSaTKXr8+PFh+sKvuubmZvj6+o5KSUkJ0mOTJ08eabFYrMHBwdGO30dWVpb3k08+GWE2m6P12NSpU0d01ocPP/ywf1RUVGR4eLg1Kioqcu/evW3bIn3xxRde4eHh1uDg4OiFCxcOb221bzKwadMm39DQ0CiDwRD/+eeft21LtH79ej/H78VgMMTr20AlJiaGV1ZW9mjzbuAOkzAROSciJ0TkmIhkazE/EckSkTPaT18tLiKyRkSKROS4iMTdybnpwRKTEYOYjBhXd4OI6IGzdu3ax6ZPn16trxGm7x1ZWFh4qry8vO+mTZvaVsVPSEio1feILCgoyNO38NH3jjxz5swpd3d39fbbb/u3trZixowZodOnT79is9lOlpSUnLx+/bohNTU1yLG9/Pz8vBMnTuRlZWUNOHTokHdqauplvf3Bgwc3f/bZZ6cLCgry1q1bVwbYN/B27EN8fHyD3u/8/Py84uLiUzt37jybnp4+ZPXq1Z0mYklJSdX5+fl5Npvt5GuvvVYxd+7c0Nzc3LYFXnbv3j0gJCSkce/evb56EpSVlXVW64/N8fuYPHnydcC+gbceO3jwYHFn5x88eHDzgQMHik6fPp337rvvlrz88sshellycrJp3bp1tnPnzp0sLi72fP/99/sDQGxsbP0HH3xQlJCQUOvY1j//8z9X6efNzMwsGTp0aFNiYmI9AMydO/fy7373O//O+uLM3RgJe0YpFauUStA+LwfwiVIqDMAn2mcAmAYgTHstArD+LpyburJiALBiAJMkIiIX2bVr16AXXnjhlhXY3dzcEBcXd72srKxHe92MHz++tqioyGPfvn1GDw+PVn15CDc3N2zYsKF0586dj+kjZTofHx8VFRVVf/78+U63LOouq9XalJaWVrphw4YhXde2S0pKqpk/f35lenp6W7Ly3nvv+SUnJ/8wdOjQpsOHD3t3dvztGDduXL3ZbG4GgPj4+IampiZDfX292Gw299raWsOkSZOuGwwGzJs37/KePXt8ASAuLq5h1KhRne4BmZmZ6Tdz5sy2lfPnzJlzZffu3Z0mpM7ci9uRzwPI0N5nAJjhEM9Udv8DYKCIBN6tk+pJRkxGDG+HdROfHiUiurcaGhqktLTUIyIioql9WV1dneTk5HgnJSVd02Pt9448deqUh+Mxzc3N+Pjjj/vHxMTUnzhxot+oUaPqHMv9/PxaAwMDm/Ly8m46rrKysk9JSYnHlClTulzVvf3ekbW1tU73ckxMTKwrKSnp0bLF8fHxdWfOnPEE7Ldpjxw5YvzZz352dfbs2VVbt271604bjntHLl68eFh3z52RkeFrtVrr+vXrp2w2m3tgYGCzXmYymZrKy8u7nQx/9NFHvgsWLGhbG83f3/9GU1OTVFRU9OiW5J1OzFcADomIAvBHpdSfAAxRSpUDgFKqXEQGa3WDADju63RBi920p5OILIJ9pAzBwcFd92DFAPvPkG7UpftKT/BSNvzYxT0hInKNiooKN6PR2OIYKy0t9bBYLFabzeYxbdq06jFjxtTrZQkJCbWffvrpLXtBNjY2GiwWixUAxowZU5Oamnpp1apV/trf35sopSBiz5uys7N9wsPDrefOnfNMSUmpCA4Obmlfv72kpKTqzMzMLle7V+qWU3fJ8Zhdu3YNHDt2bI3RaGydP39+dWxs7NCWlpbSrrZ2yszMLJ4wYUJdp5Xayc7O9nzjjTeCDh48eKajvuvfWVcOHz7s3a9fv9bRo0c3OMYHDRrUcv78+b4BAQH1HR3b3p2OhI1TSsXBfqsxRUQmdFLX2dU5++X5k1IqQSmV4O/f49urREREDwxvb+/Wpqamm/7W6nPCCgoKTubm5vps27ZtQFft6HPCCgoK8jIyMko9PT1VTExM/bFjx266hVdVVWWoqKjoGxkZ2QjYk7rTp0/nZWdnn8rIyPDXJ5LfDV9//bXXiBEjup1wAEBubq5XeHh4PQDs2LHD76uvvuofFBQUEx8fb7169Wqf/fv3G7tqo6fOnj3rPmvWrNCNGzeWREVFNQKA2Wxudhz5stlsfQMCApo7buUftm3b5vfTn/70lk28GxsbxcvLq7UnfbujkTCl1Pfaz4si8iGAJwH8ICKB2ihYIAB9V/ELAIY7HD4MwPd3cn5ysRUO/93gSCQR9QL3e0kJf3//Gzdu3JC6ujrx8vK6aeDBZDI1v/nmmxdWrVoVOG/evKs9bXv69Ok1r7/+uuGdd94ZtHTp0sstLS1ITk4ePnv27EtGo/GmZODxxx9vTE1NLV+5cmXAvn377niz68LCwr7Lly8ftnjx4otd17Y7cOCAz9atW/0PHTpUWFVVZcjOzvYpKys73q9fPwXYn9rcvn27n/4wQk9kZmYOPHr0qHd6enqZY/zSpUt9nn322bAVK1ZcmDJlynU9bjKZmr29vVs/+eQT72eeeeb6tm3bBqWkpHR5LTdu3MD+/ft9P/300wLHeGtrKyorK90jIiI6nUvW3m2PhImIt4gY9fcApgA4CWAvgBe1ai8C+Eh7vxfAAu0pybEAruq3Lal3MS8/cNNGxkRE1LEJEyZcPXTokI+zsvnz51+pr683HDx40Ae4dU7Y5s2bfZ0dBwAGgwF79uwp2r17t6/JZIoOCQmJ9vDwaF2zZk2Zs/rLli2rPHr0qLGgoKDTyfnt54Tpy0qUlpZ66EtUzJo1a+TixYsvdrVnpN6W2WyOXrlyZeD27duL4uLiGrZu3eqbmJhYoydggH1ye1ZW1sD6+vpO7ws6zglLTEwMB4CioiKP/v3732hfNy0tbfD58+c93nrrraH6MWVlZW4AsG7dOtuSJUvMJpMp2mw2N86ePfsqYE/ohgwZ8vixY8e8Z86cGTZ+/Pgwvb2//e1vxoCAgCar1XrTHL8vv/zS64knnrju7t6jZyzuaCRsCIAPtXuobgC2K6UOisi3AHaJyC8BnAcwW6v/VwDPAigCUAfgpTs4NxERUa+Qmpp6cdWqVQEzZsyoiYiIaDpz5swpvcxgMKCwsDBP/1xTU3PMWRt1dXV/dxYPDQ1tPnz48C1zyADgueeeq3nuuefaRpV8fHzUxYsXjzvWKSsrO+H4+ZVXXrn8yiuvOE2sGhoacp3FO9JZW87KhgwZcqO6uvq7jvoPAN98802hs/a+++47r/Xr15e2j6elpZWnpaU5HfCZMGFCneO/hW7BggVXFixYcMvTrA59Kmgf37x586Dk5ORujwrqbjsJU0oVAxjlJH4ZwEQncQUg5XbP58hxFOZcj57LICIiur/GjRtX/+23315raWlBV5PO6fZ89NFHd3yL9U5ER0fXP//88z2+jcrfBiIionvs1Vdf7fS2XW+2evXqQevXr79pvbDRo0fXbtmypcsnLB8Wy5Ytu3Q7xzEJewhxpJCIiO6X1NTUy13NDSPnuHckEbmGtpsDEdGjikkYERERkQvwdiQR3Vf67XL9VrnjnqYnXrQ/qOW4nRZ3XCCihxWTMCJ6YLTt+fp0ums7Qg+t9CWH4+9meykbfnxfF3+lhwtvRxIREd1DtbW1Mnr06IiWlhYUFhb29fT0jLNYLNaRI0dGzZw509zY2CgAsH//fqPRaIx1XCh1z549RgDo06dPvMVisYaFhUVNmzZtRE1NjQGwb8kzceLEkSaTKXr48OHRL7300vCGhoab2ouMjLSGhIRELVq0aBhgf5pRb9/d3T0uPDzcarFYrMnJyUFr1qwZ5OvrO8qxDzk5OZ56v/XFWmNiYiLXrl07qLPr1tuKjIy0mkym6PHjx4fpC7/qmpub4evrOyolJSVIj02ePHmkxWKxBgcHRzt+H1lZWd5PPvlkhNlsjtZjU6dOHdFZHz788MP+UVFRkeHh4daoqKjIvXv3tm2L9MUXX3iFh4dbg4ODoxcuXDi8tdW+ycCmTZt8Q0NDowwGQ/znn3/upddvbGyUn/70p+bw8HDriBEjon71q18FAPZN2hMSEiKam7u169FNmIQR0SMj3xL5j9E2ovtk7dq1j02fPr1aXyNM3zuysLDwVHl5ed9Nmza1rYqfkJBQq+8RWVBQkKdv4aPvHXnmzJlT7u7u6u233/ZvbW3FjBkzQqdPn37FZrOdLCkpOXn9+nVDampqkGN7+fn5eSdOnMjLysoacOjQIe/U1NTLevuDBw9u/uyzz04XFBTkrVu3rgywb+Dt2If4+PgGvd/5+fl5xcXFp3bu3Hk2PT19yOrVqztNxJKSkqrz8/PzbDbbyddee61i7ty5obm5uW3P7e/evXtASEhI4969e331JCgrK+us1h+b4/cxefLk64B9A289dvDgweLOzj948ODmAwcOFJ0+fTrv3XffLXn55ZdD9LLk5GTTunXrbOfOnTtZXFzs+f777/cHgNjY2PoPPvigKCEhodaxrc2bN/s2NTUZTp8+nffdd9/lZ2Zm+mvJqXrqqaeu/eUvf/HrrC/OMAkjIuoF9AQy3xKJ9CWHb5o3Rw+2Xbt2DXrhhRduWYHdzc0NcXFx18vKynq018348eNri4qKPPbt22f08PBo1ZeHcHNzw4YNG0p37tz5mD5SpvPx8VFRUVH158+f73TLou6yWq1NaWlppRs2bBjSdW27pKSkmvnz51emp6f767H33nvPLzk5+YehQ4c2HT582Luz42/HuHHj6s1mczMAxMfHNzQ1NRnq6+vFZrO519bWGiZNmnTdYDBg3rx5l/fs2eMLAHFxcQ2jRo26ZQ9IEUFdXZ2hubkZ169fF3d3dzVw4MAbADBr1qwrO3bs6HESxjlhRPRw0pa/iHHYXH6X9lNPYB7oSf/t+r+rs7r0wGpoaJDS0lKPiIiIpvZldXV1kpOT471mzZq27eTQksgAACAASURBVHb0vSP1zx988MHZqKiotoSgubkZH3/8cf8pU6ZcO3HiRL9Ro0bVObbp5+fXGhgY2JSXl+fhGK+srOxTUlLiMWXKlC5Xddf2e2zb6zI7OzvfWb3ExMS6kpKSHq1GGR8fX/fnP//ZH7Dfpj1y5Ihxy5YttitXrvTZunWr36RJk6531caCBQtGeHp6tgLAU089de2Pf/zjhe6cOyMjw9dqtdb169dP2Ww298DAwLb7hyaTqam8vLzTZHjhwoXV+/btGzh48OBRDQ0Nht/85jelQ4YMuQEAo0ePrj9+/HiPk0gmYURERPdIRUWFm9FobHGMlZaWelgsFqvNZvOYNm1a9ZgxY+r1soSEhNpPP/30lr0gGxsbDXpyNmbMmJrU1NRLq1at8hcR1b6uUgravs7Izs72CQ8Pt547d84zJSWlIjg4uKV9/faSkpKqMzMzu1zt3r4bYc84HrNr166BY8eOrTEaja3z58+vjo2NHdrS0lLa1dZOmZmZxRMmTKjrtFI72dnZnm+88UbQwYMHz3TUd/0768hnn33mZTAYVEVFxfFLly71GTdunOXZZ5+9ZrVam9zc3ODu7q6qq6sNvr6+rd3tF29HEhER3SPe3t6tTU1NN/2t1eeEFRQUnMzNzfXZtm1bl6sW63PCCgoK8jIyMko9PT1VTExM/bFjx24afamqqjJUVFT0jYyMbATsSd3p06fzsrOzT2VkZPgfOXKk3926tq+//tprxIgR9V3X/Ifc3Fyv8PDwegDYsWOH31dffdU/KCgoJj4+3nr16tU++/fvN3bVRk+dPXvWfdasWaEbN24s0UcVzWZzs+PIl81m6xsQENDpzPotW7YM+slPfnLVw8NDBQUFtYwePbr2yJEjbd9/c3OzeHl59Sgz5UgYET00uGUXdeV+Lynh7+9/48aNG1JXV3fLH2iTydT85ptvXli1alXgvHn/f3v3HWZnVbV//Hsn9DSqICJB+gtICSJVBEEURQQhCgooyAuCSFFUEPyJKAZC8UVULGBEqqhIUYMgIEiHkAZIBKUIooC0QEJJcv/+2Ptknkwmk8mcfebkmazPdc2VeZ4zs/bOtLPPLmt96qUFjb377rtPPfHEEwd8//vfX+GII47474wZMzj88MPfPnLkyOeGDBkyx2zMxhtv/PpRRx319KhRo1a55pprmi52PWXKlCWOO+641Q499NBnevo5v//97wdfdNFFK1133XVTnn/++QH33nvv4KeeemrS0ksvbUinNi+55JLlG4cRFsQvfvGLZe+6665BP/jBD56q3n/uuecGfuhDH1rnpJNOenKXXXaZvdQ5fPjwNwcNGjTrhhtuGLTjjju+evHFF6/w+c9/vtv/y+qrr/7GTTfdNPSwww57/pVXXhlw3333DTr22GP/A/Dvf/974HLLLTdjySWXXKBBWMyEhRBCCC20/fbbv3TdddcN7uqx/fbb78Xp06cPuPbaawdDx56wxtuYMWOW6+rzAAYMGMCVV175yBVXXLHc8OHDN3rHO96x0ZJLLjnre9/73lNdffyXvvSlZ++6664hDz30ULeb8/OesA2qqSEgLaM2UlTsvffeax166KHPzK9mZCPWGmussdGoUaPeeskllzwyYsSI1y666KLlttlmm6mNARjAPvvs8+L111+/7PTp07tdFzzggAPWbPRtm222WRfgkUceWXLo0KEzO3/s6NGj3/LEE08seeqpp67a+JynnnpqMYAf/vCHj3/uc59bY/jw4RutscYar48cOfIlSAO6lVdeeeMJEyYM2nPPPdfZbrvt1gH4yle+8syrr746YN11191ws802+59PfvKTzzWWkseOHTt0p512WuCBdMyEhRDCQiJm8vqno4466pnTTz99lT322GPqeuut98bDDz/8QOOxAQMGMGXKlAcb11OnTp3QVYxp06aN7+r+2muv/eaNN9441x4ygN12223qbrvtNntWafDgwX7mmWcmVT/mqaeemly9PvLII/975JFHdjmweu211+7r6v68dBerq8dWXnnlmS+88MLEefUf4O67757SVbyJEycuc+655/6z8/3Ro0c/PXr06Ke7+pztt99+WvV70XDAAQe8eMABB8x1mnXYsGGzxo4d22VKjEsvvXT5008/vUcHBKpiEBZCCCG00Lbbbjv9nnvueXnGjBnMb9N56J2rrrqq6SXW3nrttde0++67v9hVWov56fOfBkkfBM4GBgLn2T61r/sQQggh9KWjjz6622W7Ojv77LNXOPfcc+fIF7bFFlu8cuGFF873hGV/sNRSS/mII47o1fe3TwdhkgYCPwDeDzwJ3CPpatsPdv+ZIYQQQq/MmjVrlgYMGLDg+RRCjxx11FH/nd/esEXVrFmzBMwzZUVfz4S9G3jE9j8AJF0GfBRYpAZhc+77+CRQScg4qiOFy425iPFCnVAyzNtJHafOO39/b6wUqI7vbwgtdf+zzz67wUorrfRSDMRCX5o1a5aeffbZYcD98/oY9SbZWm9J2hv4oO2D8/X+wJa2j6h8zCHAIflyPaDLTXjzsCLwXKHuRvyIH/H7T/w697038YfbXmn+H9b/jRs37i2LLbbYecBGREaA0LdmAffPmDHj4M0337zL9Bd9PRPW1bHTOUaBtn8C/KRXwaV7bb+rN58b8SN+xO+/8evc976I35/lJ7/d292PELrS168KngTeXrleDfhXH/chhBBCCKHt+noQdg+wjqR3SFoC2Ae4uo/7EEIIIYTQdn26HGl7hqQjgD+SUlT8zPZcidKa0KtlzIgf8SN+v49f5773RfwQQhv06cb8EEIIIYSQxEmREEIIIYQ2iEFYCCGEEEIbxCAshBBCCKENYhAWQotIGijponb3Y2ElaTdJ8TcohLDIqv0fQEkX9uReE/G3lTQov7+fpLMkDS8Vv9UkndaTe03E/42kD5d8MpV0jaSr5/VWqp3c1hmSNiwZs8H2TGClnI6lOEkjJQ3J758o6QpJIwrGHyBpnuU2CtgHeFjSaEn/Uzq4pBt6cq+J+OtKuqHxNZK0saQTC8ZfWdL5ksbm6w0kfbZU/BBC+9X+dKSk+2yPqFwPBCbb3qBQ/EnAJsDGwIXA+cDHbL+3UPyPAacBbyFVFBBg20MLxZ/j65PvTbK9caH4OwMHAlsBvwJ+bvuhJmN2+7W1fXMz8Tu1dTCp/4sBY4BLbb9UMP6PgRGkfHivNu7bPqtA7Em2N5a0HTAKOAP4mu0tm41daeNi4HjbT5SK2Sn+UGBf0vfAdHwPpjYRcylgGeAmYAc6KnUMBcbaLjLgk3Qz8GXgx7Y3y/fut71RofhjSV+PE2xvImkxYLztd5aIH0Jov9rOhEk6XtJUYGNJL+e3qcAzwFUFm5rhNFL9KHC27bOBIQXjjwZ2tz3M9lDbQ0oMwCQdJmkysL6kSZW3R4FJTfc6s/0n258iDTQeA66XdLukAyUt3suYNzfegDuA/+a320sOwHJb59neFjgAWAOYJOkSSTsWauJfwO9Iv2tDKm8lzMz/fhg41/ZVQOlZt7cCD+QZn+KzkbZfBn4DXJbb2hO4T9IXmgh7KDAOWB+4L78/jvR34QfdfN6CWsb23Z3uzSgYf0Xbl5Pqz2F7Bh3f8xBCP9DXtSOLsT0KGCVplO3jW9jUVEnHA/sD78kzbb0aXMzDf2z/tWC8hjuBsaQZkuMq96fafr5kQ5JWAPYjfY3GAxcD2wGfJs1E9DbuDsAFpMGdgLdL+rTtW5rr8VztDCQ9Ya9PKpI8EfiipENt79NMbNvfzG0Msv3q/D5+AT2VZ9p2Bk6TtCTlX1h9s3C82STtTpoBW4s0y/xu289IWgb4K3BOb+LmF0pnS/qC7V7F6KHnJK1Frn8raW/g6YLxX82/W434WwHFZmlDCO1X2+XI+e19sX1foXZWAT4J3GP7L5JWB3aw/YtC8c8GVgGuBF5v3Ld9RZNxx9neXNINtndqspvdtXMFafByIWkp8unKY00VHZY0Dvik7Sn5el3SUtXmTXa72sZZpOK+NwDnV2c2JE2xvV6T8bcmLWEPtr26pE2AQ20f3kzcHHsZ4IOk5feHJb0VeKft65qN3amd4cA6tv+U2xzYzHJhJe4FpK/5XINqSTvZ7tX+rbzEP0/N/m5V2lmTlMl+G+AF4FFgP9uPFYo/gjQQ3Qi4H1gJ2Nt2sZnsEEJ71XkQdlM3D9v2+wq21ZInoRx7TBe3bfugJuOOJw3sDga+20UDJfYkDQBOtH1ys7HmEX+uvWsl97PleAcBl9me1sVjw5rdHybpLmBv4OoW7RsaCKxMZVa75P4tSf8LHAIsb3stSesAP2p2YJ/7/UfbO5foZ6fYXf1ONTT9u9VFe4OAAaX+JnSKvRiwHmkmeIrtN0u3EUJonzovR5bas9Ot6pMQadnkbcCPgCKzS7YPLBGnC/sAe5C+xyX3sM1me5akXYGWDMKAeyWdT5plA/gUaW9PMbZ/JultkjZlzoHMLaU26Nv+p6TqrSL7evK+qW8A/yHvGyItXRUbpAKfB94N3AWQZ9ze0mxQ2zMlTSsx0O0idqt+pwCQ9MV53G+03/QLnBxvIPAh0l7FxYBdJBWLH0Jov9oOwhokHdDV/VLLhbToSahB0mqkJYdtSU+gtwJH2X6ymbh5Ce+0PHM0tvmeztN1kvYCrnD5adXDSF//I0kzAbcAPyzZgKRTSQPWB+kYHDm3VcI/JW0DWClVxZGk/U4lHAWsZ/u/heJ15XXbbzQGGHlmptT3+TVgsqTrmfPk6JElgkv6f13dLzBz25IXNV24hvw1omOQHULoR2o/CAO2qLy/FGmG6j6g1CCslU9CkI6gXwKMzNf75XvvLxT/vjybtKrtXSVtAGxt+/xC8b8IDAJmSHqNgik2bL8OnJXfWmVP0kDm9fl+ZO98DjibNIP6JHAdaWBZwj9p/UbtmyV9DVha0vuBw0mDgxJ+n99apXoQYilgNwoMgBuHLfrAaiWX3kMIC5/a7gmbF0nDgAtt714o3mjgRVIKgy+QnoQetH1CofgTbG86v3tNxK9triFJ2wInAcOZc6lwzYJtjAVG2n6lVMy+kgfX65EGMtVDHcUGrXnf32eBXUgD7D8C55Wa9ZS0NLB64/BFK+XTo1fb/kCheBeQZq1fzNfLAWeW2nOmlFT5htIHLUIIC4/+MBPW2TRgnYLxjiM9CU0m5R/6A3BewfjPSdoPuDRf70vKiVXKirYvz2k2sD1DUtFcQ/nJZx3SbAO5nRLLeecDx5D2gbUqP9I0YIJSJvXqQKapJTFJ59DNjGmhJbcn8tsSlM8PBqR9f8BP81tRkj5CSjC7BPCOvC/v5FIvoLqwDFBsAA9s3BiAAdh+QdJmBePfCfw2D4TfpHAi5xBC+9V+ECbpGjqe7AYAGwCXl4rfyieh7CDg+3ScYLwt3yulpbmGlDLOHwWsBkwgZc6/AyhxOvWlFu9ng5TJvmgppOze/O+2pJ/JX+brkRQ6XFDJQTYkXZabzVNK9NvdILLEMtlJpP2Wf84xJ0h6R4G4wFz/h4GkFA8lD5EMkLSc7Rdye8tT9m/qmcDWpBQk/WvJIoQA9INBGOmVdMMM4PFmN7VXSdoN+BYdS2JFX43mdAKteuUPac/W1cBakm4j5xoqGP8o0r68O23vKGl9mkzwWckBd5Ok04ErmHOWqkgOuBzrglYsidm+AEDSZ4AdG6kFJP2ItC+saZI2Ip0cXT5fPwccYPuBAuF3y/829q9VT6jOlc6jl2bYfqnTydGSg43dKu/PICVGLpnR/kzgdkm/ztcjgVMKxn8YuD8GYCH0X/1uT1hpkh4BPkaLXo3mPWffBqYD15LqVB5t+6KCbbQs15Cke2xvIWkCsKXt15vd09bHOeBmL4nZLr4kJmkK6SDE8/l6OdKAtakksDnW7aS9fjfl6x2A79jeptnYlTZucyrr1O29XsY+n5Qk9zhgL9LJ0cVtf67Z2J3aeQtzLpWXzKO2AWnWV6T9Ww8WjP1z0vLpWFq05y+E0F61nwnLy2vnAP9D2lsyEHi14L6Jf9LaV6O72P6KpD1Jp+dGkgoPFxuEkZZ81iB9v0fkXEOlTo8+KWlZUmLY6yW9QKqX2Gt9lQMuO4kWLokBpwLjKwPL9+Y2SxjUGIAB2P5zThxa0iBJ29m+FSCn2yjVxheAE0gDjEtJm/6/VSh2oyzSmcCqpJqyw0mnIzdsMu5Q2y/n5cd/k043Nx5b3uXKgj2a31q25y+E0F61nwmTdC8pz9OvgHeRTjGuXfD04hakJ4abacGrUUkP2N5Q0k+B39i+VtJE25sUin8hKcnsBCp5sErlYurU1nuBYcC1tt8oEG8YKRnp9vnWzaRZqpJ72u6yvaWk8e7IaF8kK7/SOttqpE3VW+bbd9n+d7Oxc/zfktKxNJYK9wPeZXuPEvFzGyNIp2uHkZYKXwIOKrkkLGko6WeyaMZ5SRNJs1R/sr2ZUlH2fW0f0mTc39neTdKjzLl82tiqUHLzfwihH6v9TBiA7UckDbQ9ExiTl2lKOQV4hbSc0YpXo1dLeoi0HHm4pJVICRpLeRewQemZvDwL0Nnk/O9goMRswM9INfM+nq/3Jw0Iuq0NuIDul/RJYKBSSZ4jgSI/P7Yt6UqnWpdXlYjZyUGk/XdXkAYAN5MKYheRT+WtnVObDCW9aCs5AN6C9D0ekq8bA7xSVRHetP1fSQMkDbB9U0770BTbu+V/S86Yzibp/2wf3enQUbX9Vu4hDSH0of4wCJumlIl8Qt5f9TTllksg1czbpWC82fKT3DXAaOBl51IuwEcLNnM/qUD40/P7wAU0jvQEoS4eM2VSAaxle6/K9Tfz3rOSqktil5CWxL5dMP6dkrawfU/BmEBKiUAaNDZK3Ayy/XLB+LMkHQFcXjJuxfnA4bb/AiBpO9Igu1SC0hclDSZVP7hY0jOkDfrFSHobc+exazY9S2Nm84xuPyqEUHv9YTlyOKl23hKknFLDgB/afqRQ/FOBG1uVMFHSHba3bkHcxqvoIcCmwN3MuZy60L+alnQH8OXKfqRtgTNa8fVqFUkPAusCj5MyuDeWrEosd15Cysg/kzQoHgacZfv0ZmNX2vg6aZb2l8xZWqjpmc5WbvrPsQaR+j6AdKpzGHCxC5V5yrNqn6BTyasSv1t5UH2B7f2ajRVCWHjVfhBWlU+evd32pIIxp5Jm1l6nBQkTJX0TmETh2ot5f9Y82b65UDsjurj9EilVSFOzDvmk4gWkJ0+AF4DP2J7YTNxObVxPyphfzXp+mctlVR/e1X3bjxeIPcH2ppI+BWwOfBUYV2KAV2nj0S5uN7XvqfIzsz8pgeqlpBcMnwBeKLifcxAwPc/orQusD4wtdTo4n3zd2C0qeSXpj8BHSuyvDCEsnGq/HCnpz6Q8W4uRNp8/K+lm218sEd92q4v1tqT2YmOQJek021+tPpZfwRcZhJEKao8gDSQFvBOYCKwg6XPNzCDangA09iPRoiWxFT131vNiBdopm/eqs8UlLQ7sAXzf9puSirbXon1PZ3a6/ka1yYLt3AK8Jw+sbyAl0P0EaVashH8Ai1OZYS7sMeA2SVcz5yxkpKgIoZ+o/SAMGJaPix8MjLH9DUlNz4RJWt/2Q/OY6SmWMNT2kLzJfY6yPwW9nzRDUrVrF/d66zHgs84JQnPepC+TTpReQROJSSV9BxjdaZbqS7ZPbLbTFbMkrd7IHZVnrkoOBH5Px965pYB3AFNoMk1C9iPS138icEvue9GBah7kHUbHCdU/Az9uZjapD1OQyPY0SZ8FzrE9WtL4poN2lKRqScmrin/ltwHkwwshhP6lPwzCFpP0VtIJuiLLGNkXgUOY+1U7pD/ARRKGquuyP7cDOzUZ9zBSsfE1Ow1Kh5BKI5WyvisZ2m0/KGkz2/+Qutqzv0B2tf21SuwXJH0IKDkIOwG4VVJjZnB70ve9CHcqlJ4H9Yc2Gzcf6viP7bdV7j0BlB7gnEua7flhvt4/3zu42cBK5bS+AWxH+p26lZSCpFTtVEnamjTz9dl8r8TfvEZJqnG0puQV0FGWKoTQf/WHQdjJpBNtt9q+R9KapHIfTbF9SH6iO9F2yUFLZ8XL/mSXkDJtjyJlJG+YWmJTdcXfJJ0LXJavP5HvLUnaQ9eMgZKWbOy5USovtGSTMWfLebweIC2nbkWarTrG9nOl2ujM9n05NUOzcWafXKzcM4VP/wFbeM6cdTfm/FslXEZaMmycgP0U6QDAzoXiHw0cD/zW9gP5b0N31Rh6xLkkFcz+mSxa8qoSu6X7FUMI7devNua3QqtOL1biFy/7001bh9j+SeGYS5Nm3LYjDWJuJc2avAYs4yaKSkv6Cmm/3xjSTMlBwNW2Rzfb70ob43Ier5aQVN2bOIC0gX75Ek+krTy5WGnjPtJA4O/5ek3g17a7XKZfwNhzfe0l3Wv7Xc3G7qKtAcDgkvsK1fqSV3P9HVAlqXAIof4GtLsDzZI0WtJQSYtLukHSc5JKHuu+TtJeKrC2Ng+dy/5cRZNlf7pRuibfQOCnts+0vaftPWyfYXua7VnNDMAA8mDrFFJJqg2Bb5UcgGV3lpiZ6sYQUvLawaQ0KtdQrmD7QaQC27eQlsbG0bFUVsqXSYXU/5yXbG8EvlQo9k2S9lFOpirp46Q9dEVIuiT/bRhESiMxRdKXS8Wno+TVizD7IEnJgwwzJa3euGjBfsUQQpvVfiasckx/T9IpsWOAm1yu7E8jRcUM0uxO0RQVndoqWvani/jFX0XX/Ri9WpjHK8ffAvgaHbU7KRm/L+Sl5UYB+IeaTcmQf6cahxUGAbPyQwOAVwqmf2lpCg+1sORVjvVB4Cd0nGTeHjjE9h9LxA8htF9/2BO2eP73Q8Cltp8vOWnVBykqqm2VShsxL7u1IOZjFD5GX3mSnushyg+Ady0YqysXAceSKhfMms/HLhBJy5AOkKye9zCuA6xn+3cF2xhJelEwSdKJwDckfbuZ08F9+DvV6hQeLSt5BeBUR7bP9iuGEPpe7ZcjgWuUai++C7hBhWsvStpTqZB043pZScUKJLeapGGSvqtU6PwqSWdW/z8F/Av4HR3H6BtvvWZ7iO2hXbwNKT0Daftxp8Sp00kDv8ZbKc/avsb2o422XCBRazYGeAPYJl8/SdmSSwBftz1VqaTQB0jJc88tFVzS7pLOyG+lXyT8mPQiYRCtSeHxBdIyeaPk1UukwwDF2H4uD6o3jwFYCP1P7ZcjYfapoUbtxWWAobb/XSh2rTfHSvoNaRamcaJrf2AT2yWLYLeUUvLU2TnUGjm9CsXenZSGZFXgGVIdwL/aLpHHC0k7AfuSkoVWc0ldUSD2vbbf1Wk5bGKppfgcb7ztzSSNAibbvqTUz79SSbAtgIvzrX1Jy4XHzfuzmm5zMTdZyaESazPbTecd62Fb95U4DBFCWLj0h+VIgLcB75dUTXb6i0Kxu5otrNPXraVFsCXdRBczR7abzqM2rwESZRKdNnyLtNzzpzzY2JE0GCjlQFK5nMXpWI40KZFts97Ip1MNIGktymdvf0rSj0lpI07L+8NKzaB/CNjU9iwASRcA45kzpUpTJH2Y9PNS/dtwcqHwZynlKPwVKXXEA/P7hCa06mBQCKGN6jSY6JKkbwA7ABsAfyDt8bmVcoOweyWdBfyA9GT3BdIptLqYLmk7z1kEe3rB+MdW3l+KlPOpVK6qVg+QAN60/d/GCT3bNymVdSplE3dK2FrQN4BrgbdLuhjYFvhM4TY+DnyQVDj9xTzoKHnCcFmgkVKj5DI5kn5Eqk25I3AesDepkH0RTnn9ViF9jX6iVF7rl7abXhLOJ4+PtP3dfKtlaVRCCO1T++VISZOBTYDxtjeRtDJwnu2PFIo/CPg6HQkkrwNOsf3qvD9r4SFpE9KAtFoE+9MuWOS8izZvtt1tAfEexmkst00ENnNKUHq37XcX6GajjT+RNm6PAlYkzbhtYXubbj+x5/F/CnzX9oMl4nURfwU6Nm7fWWrfkKShTuXAlu/q8WZzkeWUL/uTBto3kfq/PXC87cu6+9wFaGOS7Y0r/w4GrrC9S4n4ndp6J/AV4BO2lygU88+2dygRK4SwcKr9TBgwPT85z8ivRJ8B1iwVPA+2jgOQ9FbbT5eK3UdezoPT2UWwJRXLZdTpSXoA6YDEKoXCv5ifOG8BLpb0DOUzwn+UdJDjGFLG9mGUW66ClMT205IeJS0VFk2BAbyXjrI/iwO/LRT3EtJp2nF0pJNoME3+jtm2pKNIA8gtcvyvltrLmTVmfKdJWhX4LwXzeEn6H1KFiL1z7Msol0MN0qnj7zN3Mt4idWtDCO3XHwZh9yolO/0p6QnjFQouOXTye1KJmzr5DTDCc2YK/zXlljcaT9KQBkiP0VGnr1kfJT2RtmqARKcZzQvm+YG998EWxARA0g+BtYFL861DJe1s+/PNxra9W/63ZPLRzu4EVrPdqvqLv8t/G04H7iP9nP60YPwxpK/9LrZbkWC5MRtb/ZkvVrc2hNB+tV+OrJK0BulkZEuW2mp2KnJ90obk0cy5h2co8OWCp/+qZYsM/AU413axNCG5nd0K57/qy1xkLSHpAWAj519ipdI8k0t8b3N+qnkqMRujFifK7dTWksBStl8qHTvHHxEzVCGEBdUfZsKqPmP7pBbGL/kqutXWIy0nLQtU98dNBf63YDsXkHIvfS9f7wtcCIws2Aak2YBig7C+TMLbQlOA1UmDGIC3A6VegJyZ/12KtMQ8kTRI2hi4izToblarE+VWnWP7kBbGP48WzJJ3dbrTdtHZ4BBC+/S3mbCiuXTyzMIk2xuVitnXJG1t+44Wxp8rL1XpXFU5Zm1mIfuKUi3HLehYft8CuAOYBuAChaQlXUY6iDI5X28EHGv7M83G7kutzrPVip/PeZ3utF1quT+E0Gb9bSasaC6dvOF/oqTVSyYI7WOHSJpr5sv2QYXij5e0Lzji0gAAHLBJREFUle07ASRtCdxWKHbVoS2IWXf/rw/aWL8xAAOwfb+kTbv7hIXUMyWD5dOdq9n+Z771zZLxs20qpzu/KelMyuSXCyEsJPrbIKwVuXTeCjwg6W7mPKHU9CxDH6ku4S0F7EkqNdSUnBqkcSLvAElP5OvhQJF0DJI+1ul6NVJpmMm2iz6p1pErtUZL75mr+Kuk80g1MA3sR0qYWyu2ix6QyKc7ryT/zbF9Zcn4WUtPd4YQ2q+2gzBJ59DFxmrl4t22jyzUVCte4fYZ27+pXku6FPhTgdCtKAbe2WeBrUl5pCAl5b0TWFfSybYv7IM+1EXRPXMVBwKHAUfl61soWDuyFSRdQzf1Pwu+gLpT0ha27ykUr7OuTnee16K2QghtUNs9YZI+nd/dlpQt/5f5eiSp/twxBdsaDqxj+09KtSkH2p5aKn5fkrQe8Hvba7e7L/OTn0wPtv2ffL0yaQBwMHBLnffqldYXe+bqcgJQUreJgqsziE22029Od4YQ2qO2g7CGXLtwF9tv5uvFgets71go/v8ChwDL215L0jrAj2zvVCJ+q3VKxWDgP8BxLlBAutUkTa6W/Mn7cCbb3ig26qcnZtuv5/ffbfvu6r0WtBdFpCvyi7O52H68q/sLEPdj3T1eh9/dEELP1HY5smJVYAgd9ecG53ulfB54N+lYPrYflvSWgvFbyvaQnNV+HTqOuddl5P0XSb8jFUiGVJfyllxK6sX2dWuhcQc5LYLtuzvfa4FaFZHOL5hGkWbKqykeilTUsP14Lgv2nnzrL7YnFgjdXcm1UsXfQwgLgf4wCDuVdEKvsW/ovcBJBeO/bvuNxl4zSYtRn0EMkg4m7edZDZhAKhNzB/XIuv150sBrW9IA4BfAb3Jy0iIznXWkVDT6bcDSkjajY3A0lJTSoFXqtj9yDKnI+XdJPy8HUnAgmcsu/S8dg6KLJP3E9jnNxLV9YNOdCyHUQu2XI2H2k9KW+fKukvXnJI0mzbocAHyBlB3+QdsnlGqjlfIpxi1IxZ03zZn0v2n7E23uWuilvB/yM6QkqvfQMbCYCvy85HKVpD2BGxt7kfJG8R1adBqwKEnjbG9eXdaW9Bfb75nf5/Yw/iRg60bpqzxDe0eze8IkfbG7x22f1Uz8EMLCo/YzYXmf0M7AmrZPlrR6Y39MoSaOI53Sm0zKVfUH6nVC6TXbr0lq7CF6KG/OX+h12s+2BCkdxqt1KCnUSrYvAC6QtFfn068t8A3bs4uC235R0jeAhX4QBryWEy4/LOkI4Cmg5FYCATMr1zMpM9PWH6o5hBB6oPaDMOCHwCzS8trJpNmA35Bmf5pmexapXFGdShZVPZlnL64Erpf0AgXyhPWFzqWFJO1B2p8XktUkDSX9zP+UtBfsONvXFWxjQBf36vJ342jS8uyRwLdIfyM+3e1nLJgxwF2SGoPUPYCfNRvUdt2WfUMIvVT75cjGia3qabmSZXMkbUvaYzac9OTTOIZeZHNvX8pH94cB19p+o9396Q1Jd9reqt39WBg0fs4lfYC0f+7rwJjCpbt+RlqO/wFpVvILwHJ1K1vUKrnQ+Xakvwu32B5fMPZqwDmkPZEGbgWOsv1kqTZCCO1Vl1e03XlT0kDyspWklUgzY6WcDxwDjGPOpYfaKZUfqa90Oqo/gLQHqt6vGspqLH19iDT4mqjGCZJyvkAa3P0yt3cdacC30MuHdeb6ebFd5FCKpAtt709KpNr5XgljgEtIuQ8hVSsYA7y/UPwQQpv1h0HY94DfAm+RdAqpyO3XC8Z/yfbYgvFCz1WP6s8AHgM+2p6uLJTGSbqOVMrmeElDKPsChLzp/LiSMfvQsZX3lyKdtJ1RMP6G1Yv8YrBk6bSVbI+pXP9c0tEF44cQ2qz2gzDbF0saB+xEeqW+h+2ma9vlZQaAmySdTjqGPjsJZh0yh9dZfkKbZPu77e7LQuyzwKbAP2xPk7QCKQ1D0yT9n+2j51UCqA61U22P63TrNklNzwZLOh74GilFyMt0zEi+Afyk2fgVz0naD7g0X+9Lqh8ZQugn+sOesLmm/0ssCVTyjnXFpZY0wrxJuqlU5YP+StLb6NivCIDtWwrE3dz2uHmVAKrD0nZOUtwwgDRL9T3bRU4HSxpl+/gSseYRf3Xg+6T6qQZuJ+0Jayojfwhh4dEfBmFzlFLJMyiTbW9QKP6atv8xv3uhvLy8PIy0H+nVxv2YhUwknQZ8AniQjv2KrsMsVV+Q9Chp8CLSMuSjwMm2by3Yxu7A9vnyz7ZbUUQ9hNBP1XYQVl0SAKbRaUmg1CvUrurlNZJAlogf5q0yG9n4IW2cTI1ZSEDSFGDjVtSKzEl+u/rj0LIi1XUjaRQpZcrF+da+wL0F//ZcQJr5ejFfLwecafugEvFDCO1X2z1htkcBo1q1JJAzy28IDOt0Sm8olTp0obxKxvDf0TGT0VDPVw2t8Q9SAttWFOzerQUx+5SkbwEn2Z6Zr4cCZxcsC/RhYNOcS7AxaBoPlPp7tHFjAAZg+4VcpiqE0E/UdhDWYPv4/AqxWqC6xL6Y9UhPRMsy5ym9qaR6caF1Gkla1yMl3b2KNBD7CND0fqd+ZBowQdINzHlo5MhmA1f3HeWyYO8mDYDvKVkWrMUWA+6WdCCwCinnVlN1HbuwLPB8fn9Y4dgDJC1n+wWYvcet9n+zQwgdarsc2TCvAtUFcwFtbfuOErHCgsnpF/ayPTVfDwF+ZfuD7e3ZwiHXkJxLLmtUqo2Dgf8H3EgaCL+XtK+q6czwfUHSzsA1wAvA9rYfKRh7X+BU4CbS12Z74HjblxWKfwBpVu3X+dZI4BTbF5aIH0Jov/4wCGtpgerIWt0+kh4CNmnseZK0JDDR9vrt7dmiI+8728b2f/P1CsDtpU4YtpKk7YFzgYuAdwLLAwfZLla2S9JbSX9/BNxVepZQ0gakcksCbrD9YMn4IYT26g9T260uUB1Zq9vnQtJy0m9JA+A9gWKzPHUl6XLbH5/X5vnCm+afJC3BN0wF/lkwfiudAYxsDFzy3s4bgZKD+JXyvwOBbSRh+4pSwXPfH5R0SAzAQuh/+sNM2G9JCSqPJr1ifAFY3PaHCsWfqw6lpAm2Ny0RP3QvJ819T74sWpuvriS91fbTkoZ39XiJPFKVwxGbkmaRriIN+D4K3G37c8220WqSBjY25VfurdCY1SsQ/2fAxsADdFQqcCtOL3Z1SjuEUH+1nwmzvWd+96Sc0mAYcG3BJp6NrNXtk3OCRV6wCttP539bmbSzcTji7/mt4aoWtlnaipK+A7zN9gfz0t7WpHqwJWxVKh9hD5SuCRpCWAj0h5mws4Ff2r69RfGrWasBbiOyVoeFgKStSPsV/wdYgrQk9qrtoW3t2EJC0ljS1oETbG8iaTFgvO13Fop/PilvV8uXCSWtFvtQQ+h/aj8TRpolOVHSuqRC3r+0fW+p4LafACIDeVgYfR/YB/gV8C7gAGDtkg3k2eWu9p3VIWHuirYvz4mdsT1D0sz5fdICuAC4Q9K/SSlCiiaylbQy8B1gVdu7NmbybJeayQshtFntB2H5OP4FOYfOXsBpkla3vU7ptmJfRljY2H6ksvdpjKTSM8LHVt5fivQ7NqNwG63yaj7NaZg9c/hSwfg/A/YHJtOxJ6ykn5Nn8vL130glvGIQFkI/UftBWMXapFNPa5Bq6bVC7MsIC5NpkpYgJWwdDTwNDCrZgO1xnW7dJmmhL96dfRG4GlhL0m2kk4x7F4z/hO2rC8brrNUzeSGENqv9ICwXMf4YafPw5cC3qqU+Cvt9i+KG0Bv7k/aBHQEcA7ydNFNVTJ5hbhhAWvZcpWQbLbQWsCsdX5ctKfs37yFJl5CSwVYrFpRKUdHqmbwQQpv1h435nwN+bfu5dvclhP5G0qN07AmbATxGyph/a9s61UOSJtneWNJ2pL1VZwJfs71lofhjurhdLEVFTs9yDrARcD9pJm+k7Ykl4ocQ2q/2gzCAVtSOlDSVrotFNzbfxgm00FbzSNb6EnAv8O0S+bAkLQ0cDmyX2/oLcK7t15qN3WqSxtveTNIoYLLtSxr32t23nsgVImaSaqgKmAIMaFSQCCHUX+0HYa2uHRnCwirvA5tJqugA6aSkSAOx7Wx/ZF6fuwBtXA68DFycb+0LLGd75Lw/a+Eg6XfAU8DOwObAdFKi2U26/cTetVX80E5XMeNwUAj9S+33hJEGYI3akTs2akc2G7TTXpi52H6+2TZCaNK2tretXE+WdJvtbXOC4RLW6zRouUlSXZbDPg58EDjD9ou5zuOXW9RWsUM7klYB3gYsLWmzSuyhwDKl2gkhtF9/GIS1qnbkONLyS/WPa+PawJoF2gihGYMlbWn7LgBJ7wYG58dKpZEYL2kr23fmNrYkJSxe6NmeBlxRuX6adIK0FUoe2vkA8BnS7P5ZlftTga8VbCeE0Gb9YTmypbUjcxvLM/ees7oc0w/9lKQtSLmqBpNeHLwMHEyqZfhh25cXaOOvpD1JT+RbqwN/JeXFKpaYtM4kDaXygrbULLmkvWz/pkSsEMLCqfaDsCpJ7yXXjrT9RqGYXe05u932TiXih9AsScNIv8vFU7PMq0h4w6JcvkvSocDJpL1ms+g4tNPULLmk/WxfJOlLdF2t4KwuPi2EUEO1Xo6UNACYZHsjaNnsVEv2nIVQgqQPAxsCS0lp5dz2yaXiL8qDrB44FtiwBelxGgl3B3f7USGE2qv1IMz2LEkTc5miJ+b/Gb3Sqj1nITRF0o9IG7V3BM4jZYO/u62dWrT8HZhWOqjtH+d/48VeCP1crQdh2VuBByTdDbzauGm7VNHtJyUtC1wJXC/pBeBfhWKH0IxtcjLSSba/KelMKhvRQ8sdD9wu6S7mzJh/ZIngklYC/pdUiq2656xIMtgQQvv1h0FYS18t2t4zv3uSpJvIe85a2WYIPTQ9/ztN0qrAf4F3tLE/i5ofAzfSugLeV5GS4/6JlA8uhNDP1H4Q1penFONEZFjI/C7P0p4O3EfaxP3T9nZpkTLD9hdbGH8Z219tYfwQQpvV/nTkPMoLNUq3fMn2P/q+VyH0rVziZinbUeC5j0g6BXicuQt4l0pR8W3SSew/lIgXQlj49IdB2DdJe7QuIR0R3wdYhVRn7TDbO7SvdyH0DUk/sX1Iu/uxKMnFzTsrkaKi+sJyMGmA10i+G3VrQ+hH+sMg7C7bW3a6d6ftrSRNbEWduBAWNlFTsP+RdCFpT9hfbP+13f0JIZQ3oN0dKGCWpI9LGpDfPl55rN4jzBB67pl2d2BRI2lxSUdK+nV+O0LS4gWbGEOa1f+epL/nNo4qGD+E0Gb9YSZsTeBsYGvSoOtO4BjgKWBz27e2sXsh9ImcuHiw7Zfb3ZdFhaTzgMWBC/Kt/YGZtg8u2MZAUrLoHYHPAdNtr18qfgihvWo/CAthUSXpEtIT80xSwflhwFm2T29rxxYRXW13KLkFQtINpOz5d5CWJW+1HTOeIfQjtU9RIel7Xdx+CbjX9lV93Z8Q+tAGtl+W9CngD8BXSYOxGIT1jZmS1rL9d5g9K18yn9ckYHNgI9LftBcl3WF7evefFkKoi9oPwoClgPWBX+XrvYAHgM9K2tH20W3rWQittXjeg7QH8H3bb0qKqe2+82XgJkn/IJ3MHg4cWCq47WMAJA3OcRt7xJYs1UYIob36wyBsbeB9tmcASDoXuA54PymTdQj91Y+Bx4CJwC2ShgOxJ6wP5D1404F1gPVIg7CHbL/e7ScuWBtHAO8hzYY9DvyMtCwZQugnar8nTNIU4N2NJJWShgF32V5f0njbm7W3hyH0HUmLNV6QhNbKS4NbtzD+l4FbgHHxPQ2hf+oPKSpGAxMkjZH0c2A8cIakQaSaayH0S5JWlnS+pLH5egPg023u1qLkOkl7SVIrgts+3fZdMQALof+q/UwYQC5evD/wEOk00ZO2b2lvr0JorTz4GgOcYHsTSYsB422/s81dWyTkzPaDSNnsXyMtSUZG+xBCj9V+T5ikg4GjgNWACcBWpCPd72tnv0LoAyvavlzS8QC2Z0gqeTovdEHStrZvA1ay/Vq7+xNCqK/+sBx5FCmZ4eO2dwQ2A55tb5dC6BOvSlqBXBlC0lakVAahtRppcW5vay9CCLVX+5kw4DXbr0lC0pK2H5K0Xrs7FUIf+CJwNbCWpNuAlYC929ulRcKbksYAq3WVp9D2kW3oUwihhvrDIOxJScsCVwLXS3oB+Feb+xRCy9m+T9J76UiRMMX2m23u1qJgN2Bn0paHcW3uSwihxvrFxvyG/IQ0DLjW9hvt7k8IrZTrCn4YWIPKCyrbZ7WrT4sSSZvYntjufoQQ6qs/zITNZvvmdvchhD50DelU3mRgVpv7ssipDsAk3Wd7RDv7E0Kon341CAthEbOa7Y3b3YkApOXgEEJYIP3hdGQIi6qxknZpdycCAL9vdwdCCPUTg7AQ6utO4LeSpkt6WdJUSVE7so9IOq3xvu0TO98LIYT56Vcb80NYlEj6B7AHMNnxi9znutoHJmlSLBGHEHoq9oSFUF8PA/fHAKxvSToMOJyUn21S5aEhwG3t6VUIoY5iJiyEmsoF69cExgKvN+5HiorWkrQZ8AIwCjiu8tBU28+3p1chhDqKmbAQ6uvR/LZEfgt94zzbm0t6i+3H292ZEEJ9xUxYCCEsAEnjSRU6Dga+2/nxmIkMIfRUzISFUDOS/s/20ZKuIRfvrrK9exu6tSjZh3QgYjHSPrAQQuiVmAkLoWYkbW57XC7TNZeoHNE3JO1qe2y7+xFCqK8YhIVQQ7lu5AW292t3XxZVklYGvgOsantXSRsAW9s+v81dCyHURCRrDaGGbM8EVpIUG/Lb5+fAH4FV8/XfgKPb1psQQu3EnrAQ6usx4DZJVwOvNm7GxvA+s6LtyyUdD2B7hqSZ7e5UCKE+YhAWQn39K78NIDaIt8OrklYgH46QtBXwUnu7FEKok9gTFkIIvSBpBHAOsBFwP7ASsLftSd1+YgghZDEIC6GmJF0PjLT9Yr5eDrjM9gfa27NFh6TFgPUAAVNsv9nmLoUQaiSWI0Oor5UaAzAA2y9Ieks7O7QIejewBulv6QhJ2P5Fe7sUQqiLGISFUF8zJa1u+wkAScPpInlraA1JFwJrAROAxoZ8AzEICyH0SAzCQqivE4BbJTWSs24PHNLG/ixq3gVs4NjTEULopdgTFkKNSVoR2Iq0J+kO28+1uUuLDEm/Ao60/XS7+xJCqKcYhIXQD0g6yfZJ7e7HoqBSs3MIsClwN/B64/Go3RlC6KkYhIXQD0i6z/aIdvdjUZBrdgo4DfhK9SHgNNtbtqVjIYTaiT1hIfQPancHFhWNAumSFu9cLF3S0u3pVQihjqJ2ZAg1JGmgpGMqtzZvW2cWMZIOkzQZWE/SpMrbo0Akag0h9FgsR4ZQU5L+bHuHdvdjUSNpGLAcMAo4rvLQVNvPt6dXIYQ6ikFYCDUl6RRgGPBL5izgfV/bOhVCCKHHYhAWQk1JuqmL27b9vj7vTAghhAUWg7AQQgghhDaIjfkh1JSklSWdL2lsvt5A0mfb3a8QQgg9E4OwEOrr58AfgVXz9d+Ao9vWmxBCCAskBmEh1NeKti8HZgHYnkFHIekQQggLuRiEhVBfr0pagVRCB0lbAS+1t0shhBB6KjLmh1BfXwSuBtaSdBuwErB3e7sUQgihp+J0ZAg1JmkxYD1S2aIptt9sc5dCCCH0UAzCQqgxSdsAa1CZ1bb9i7Z1KIQQQo/FcmQINSXpQmAtYAIdG/INxCAshBBqIGbCQqgpSX8FNnD8EocQQi3F6cgQ6ut+YJV2dyKEEELvxHJkCDUj6RrSsuMQ4EFJdwOvNx63vXu7+hZCCKHnYhAWQv2c0e4OhBBCaF7sCQuhpiSdZvur87sXQghh4RR7wkKor/d3cW/XPu9FCCGEXonlyBBqRtJhwOGkTPmTKg8NAW5vT69CCCEsqFiODKFmJA0DlgNGAacC2+eHbrU9vm0dCyGEsEBiOTKEmrH9ku3HgDuBi4AVSXUjL5D0hXb2LYQQQs/FTFgINZWXIre2/Wq+HgTcYXvj9vYshBBCT8RMWAj1JTrKFZHfV5v6EkIIYQHFxvwQ6msMcJek3+brPYDz29ifEEIICyCWI0OoMUkjgO1IM2C3xMb8EEKojxiEhRBCCCG0QewJCyGEEEJogxiEhRBCCCG0QQzCQgghhBDaIAZhoShJq0m6StLDkv4u6WxJS0jaQdJLkibktz/ljz9J0lOV+6fm+3+WNKVy/9eVj58m6S2VNl+pvH+CpAckTcqft2V38br5fxwg6f4c60FJx1YeW0zSc5JGVe79Nsd9pNP/c5vu2pa0X+7rA5ImSjpP0rL5sSUk/V/+Oj6cv66rVT53Zo53v6RrJC0raSlJD0l6Z+XjviLpR/P4f64h6f78fuN7ND739xZJu83vex5CCKF3IkVFKEaSgCuAc21/VNJA4CfAKcDvgb/Y7upJ/bu2z+ji/qds39vF/eeALwFf7dT+1sBuwAjbr0taEViiB/E6/z92BY4GdrH9L0lLAftXPmQXYArwcUlfc7Jn/twdgGOr/8/0ZZm7bUkfBI4BdrX9VP56fRpYGXgR+A6pHuS6tmdKOhC4QtKWTidqptveNMe6APi87VMkHQ38UNL2wKrAocC75vf/zmZ/jyRtClwpabrtG3r4+SGEEHooZsJCSe8DXrM9BsD2TNIg4yBgmYLt/Az4hKTlO91/K/Cc7ddz+8/Z/lcv4h9PGkj9K8d5zfZPK4/vC5wNPAFs1Yv4DSfkdp7K7cy0/TPbUyQtAxwIHJO/juSv6+ukr3NndwBvyx93LfA0cADwXeAk2y8saOdsTwBOBo5Y4P9ZCCGE+YpBWChpQ2Bc9Ybtl0mDlbWB91SW5E6ofNgxlfsfqNy/uHL/9Mr9V0gDsaM6tX8d8HZJf5P0Q0nv7fT4vOJ1tlHn/0eDpKWBnYDfAZeSBmQ90VXbGwL3zePj1waeyF+/qnvz51X7NDD36erK7aNJM5Ar2b6wh33syn3A+k18fgghhHmI5chQkoCuEs817pdajgT4HjBB0pmNG7ZfkbQ58B5gR+CXko6z/fMexOup3YCbbE+T9Bvg65Jmz1Z1o9u28x6uC0nLj18DHqL7ryXA0pImAGuQBo3XNz4oL6PeSBosNiPKIIUQQovETFgo6QE67T2SNBR4O/D3kg3ZfhG4BDi80/2Ztv9s+xukZbS9ehH+AWDzeTy2L7CzpMdIA58VSAO+3ngAGAFge3Le3zUWWBp4BBguaUinzxkBPJjfb+wJG07a+/b5Th87K781YzPgr03GCCGE0IUYhIWSbgCWkXQAzF4mOxP4OTCtBe2dRdp0vlhubz1J61Qe3xR4vBdxRwGjJa2S4y4p6cg8oNwOWN32GrbXIA18erok2VU7Z1RPPJIGYNh+FbgAOCt/Hclf12WAG6tBbL8EHAkcK2nxXvZlLpI2Br4O/KBUzBBCCB1iOTIUY9uS9iSdzPs6aZD/B9Ly2ta9CHmxpOn5/eds79ypveeUilcfk28NBs7JKR5mkGaTDulpvErcP0haGfhTPvFp0h60jwE3Njb+Z1eRBmxLdro/3/9LbmclYGweaL0I3A/8MX/c8cAZwN8kzSItUe7pLmqN2R4vaSKwD2lZs7feI2k8abD3DHBknIwMIYTWiNqRIYQQQghtEMuRIYQQQghtEMuRYZGV02SM7HT7V7ZPaUd/Wqly+rLqddtbtqM/IYQQYjkyhBBCCKEtYjkyhBBCCKENYhAWQgghhNAGMQgLIYQQQmiDGISFEEIIIbTB/wc+iKr07zTgowAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#crime breakdown within each district\n", "temp=denver_crime[['REPORTED_DATE','DISTRICT_ID','OFFENSE_CATEGORY_ID']]\n", "for district in range(1,8):\n", " temp2=temp[temp['DISTRICT_ID']==district].drop('DISTRICT_ID',axis=1)\n", " temp2=temp2.groupby([temp2.REPORTED_DATE.dt.year,temp2.OFFENSE_CATEGORY_ID]).agg('count')\n", " temp2=temp2.unstack(level=0).plot(kind='bar').legend(loc=(1.2,0))\n", " plt.title('District '+str(district))\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "c858cf764887812fbd23fcc008036dc1dbd50021" }, "source": [ "This distribution shows how crimes break down by type within each district. the data is organized differently from the district graphs earlier in the report, but they contain the same information. This orginization may be more useful to the individual police departments though; they may want a graph showcasing the crime trends in their district only." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "_uuid": "695721652d560c0cdb34a39d79cc76edf5f63f37" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:4: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n", " after removing the cwd from sys.path.\n", "/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:6: FutureWarning: Method `add_children` is deprecated. Please use `add_child` instead.\n", " \n" ] }, { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "denver_traffic=denver_data[denver_data['IS_TRAFFIC']==1]\n", "check_for_coordinates=denver_traffic['GEO_LAT'].isna()|denver_traffic['GEO_LON'].isna()\n", "temp=denver_traffic[~check_for_coordinates]\n", "hm_prep=temp[['GEO_LAT','GEO_LON']].as_matrix()\n", "m = folium.Map(location=[39.73,-104.90], tiles='Stamen Toner',zoom_start=11, control_scale=True)\n", "m.add_children(plugins.HeatMap(hm_prep,radius=15))\n", "display(m)" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "56dfa7c50c1e97cb6ba72f0d25dc7c37d843066c" }, "source": [ "the dataset also included traffic data. Traffic incidents fell outside the scope of my analysis, which focused on crime, but I created a heatmap of the data since it wasn't too much trouble. By zooming into the heatmap, you'll notice that most collisions occur at intersections, as you'd expect. Zooming in gives you a better visualization of the individual streets, and you'll notice some streets have more redspots than others; that indicates those streets have more collisions than others. Given the information I know, this heatmap doesn't tell me a whole lot as certain roads may have more accidents because they just have more traffic. If someone more familiar with the actual streets of Denver knows a particular intersection is ill-designed, this visualization could provide that person with supporting evidence. Combined with other traffic datasets, more meaningful conclusions can be drawn." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "_uuid": "28555ab4b40f94d125654aa47d099cb2df235bb7" }, "outputs": [ { "data": { "text/html": [ "
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DISTRICT_IDNEIGHBORHOOD_ID
1auraria
baker
barnum
barnum-west
berkeley
cbd
chaffee-park
elyria-swansea
globeville
highland
jefferson-park
lincoln-park
regis
sloan-lake
sun-valley
sunnyside
villa-park
west-colfax
west-highland
2cheesman-park
cherry-creek
city-park
clayton
cole
congress-park
east-colfax
elyria-swansea
five-points
hale
montclair
north-park-hill
northeast-park-hill
skyland
south-park-hill
stapleton
whittier
3baker
belcaro
cheesman-park
cherry-creek
cory-merrill
country-club
goldsmith
hampden
hampden-south
hilltop
indian-creek
kennedy
lowry-field
overland
platt-park
rosedale
southmoor-park
speer
university
university-hills
university-park
virginia-village
washington-park
washington-park-west
washington-virginia-vale
wellshire
windsor
4athmar-park
barnum
barnum-west
bear-valley
college-view-south-platte
fort-logan
harvey-park
harvey-park-south
mar-lee
marston
ruby-hill
valverde
westwood
5dia
gateway-green-valley-ranch
montbello
stapleton
6auraria
capitol-hill
cbd
cheesman-park
city-park-west
civic-center
five-points
north-capitol-hill
union-station
7dia
\n", "
" ], "text/plain": [ "Empty DataFrame\n", "Columns: []\n", "Index: [(1, auraria), (1, baker), (1, barnum), (1, barnum-west), (1, berkeley), (1, cbd), (1, chaffee-park), (1, elyria-swansea), (1, globeville), (1, highland), (1, jefferson-park), (1, lincoln-park), (1, regis), (1, sloan-lake), (1, sun-valley), (1, sunnyside), (1, villa-park), (1, west-colfax), (1, west-highland), (2, cheesman-park), (2, cherry-creek), (2, city-park), (2, clayton), (2, cole), (2, congress-park), (2, east-colfax), (2, elyria-swansea), (2, five-points), (2, hale), (2, montclair), (2, north-park-hill), (2, northeast-park-hill), (2, skyland), (2, south-park-hill), (2, stapleton), (2, whittier), (3, baker), (3, belcaro), (3, cheesman-park), (3, cherry-creek), (3, cory-merrill), (3, country-club), (3, goldsmith), (3, hampden), (3, hampden-south), (3, hilltop), (3, indian-creek), (3, kennedy), (3, lowry-field), (3, overland), (3, platt-park), (3, rosedale), (3, southmoor-park), (3, speer), (3, university), (3, university-hills), (3, university-park), (3, virginia-village), (3, washington-park), (3, washington-park-west), (3, washington-virginia-vale), (3, wellshire), (3, windsor), (4, athmar-park), (4, barnum), (4, barnum-west), (4, bear-valley), (4, college-view-south-platte), (4, fort-logan), (4, harvey-park), (4, harvey-park-south), (4, mar-lee), (4, marston), (4, ruby-hill), (4, valverde), (4, westwood), (5, dia), (5, gateway-green-valley-ranch), (5, montbello), (5, stapleton), (6, auraria), (6, capitol-hill), (6, cbd), (6, cheesman-park), (6, city-park-west), (6, civic-center), (6, five-points), (6, north-capitol-hill), (6, union-station), (7, dia)]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "denver_crime[['DISTRICT_ID','NEIGHBORHOOD_ID']].groupby(['DISTRICT_ID','NEIGHBORHOOD_ID']).agg('count')" ] }, { "cell_type": "markdown", "metadata": { "_uuid": "39ff6dae82975e26a599d667d62dbd4bf83876b6" }, "source": [ "In the analysis, I grouped crimes based off of the district in which the occurred. However, most people recognize locations in the city by neighborhood/area, not police district. The above table shows which neighborhoods are in which police district. This should help lamens identify the types of crimes in their neighborhoods, and more interpret the analyses presented in this kernel" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "_uuid": "b3eedc246ceaa3fdefda9955f2f593cad97ccddf" }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 1 }