{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "#nbashots Tutorial\n", "\n", "This tutorial will go over some of the basics on how you can use `nbashots` to access the NBA stats API and create some shot charts. I'll update this tutorial as I update or make changes to the package.\n", "\n", "Now lets beginning by importing the libraries we will be using." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/savvas/miniconda/envs/py3/lib/python3.4/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n", " warnings.warn(self.msg_depr % (key, alt_key))\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import pandas as pd\n", "import nbashots as nba # this will throw a warning if using matplotlib 1.5\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Getting the Data\n", "\n", "##Getting the Player ID\n", "The Player ID is one of the API paramter values we need in order to get the shooting data for a player. To get the Player ID for a given a player all you need to do is use the `get_player_id()` function and pass in the player's name in \"Last Name, First Name\" format. Just note that this function returns the Player ID within a `numpy` array as some players have the same name, so more than one ID may be returned.\n", "\n", "Let's get the Player ID for Stephen Curry." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "201939" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "curry_id = nba.get_player_id(\"Curry, Stephen\")[0]\n", "curry_id" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is another function, called `get_all_player_ids()`, that returns a `pandas DataFrame` containing a number of Player IDs depending on the value passed into the `ids` parameter. The `ids` parameter can accept 3 different strings, \"shots\" (the default value), \"all_players\", or \"all_data\".\n", "\n", "When `ids` is set to \"shots\", a `DataFrame` containing only the Players (and their IDs) that have shooting data for our shot charts." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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PERSON_IDDISPLAY_LAST_COMMA_FIRST
01505Abdul-Wahad, Tariq
1949Abdur-Rahim, Shareef
2101165Acker, Alex
3203112Acy, Quincy
4200801Adams, Hassan
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" ], "text/plain": [ " PERSON_ID DISPLAY_LAST_COMMA_FIRST\n", "0 1505 Abdul-Wahad, Tariq\n", "1 949 Abdur-Rahim, Shareef\n", "2 101165 Acker, Alex\n", "3 203112 Acy, Quincy\n", "4 200801 Adams, Hassan" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# \"shots\" is the defualt paramter value\n", "players_with_shots = nba.get_all_player_ids(\"shots\")\n", "players_with_shots.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 1492 entries, 0 to 1491\n", "Data columns (total 2 columns):\n", "PERSON_ID 1492 non-null int64\n", "DISPLAY_LAST_COMMA_FIRST 1492 non-null object\n", "dtypes: int64(1), object(1)\n", "memory usage: 35.0+ KB\n" ] } ], "source": [ "players_with_shots.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`PERSON_ID` is the column containing the Player IDs and `DISPLAY_LAST_COMMA_FIRST` is the columns conatining the Player names.\n", "\n", "When `ids` is set to \"all_players\", `get_all_player_ids()` returns a `DataFrame` with all Players and their IDs used in the NBA stats API." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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PERSON_IDDISPLAY_LAST_COMMA_FIRST
076001Abdelnaby, Alaa
176002Abdul-Aziz, Zaid
276003Abdul-Jabbar, Kareem
351Abdul-Rauf, Mahmoud
41505Abdul-Wahad, Tariq
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" ], "text/plain": [ " PERSON_ID DISPLAY_LAST_COMMA_FIRST\n", "0 76001 Abdelnaby, Alaa\n", "1 76002 Abdul-Aziz, Zaid\n", "2 76003 Abdul-Jabbar, Kareem\n", "3 51 Abdul-Rauf, Mahmoud\n", "4 1505 Abdul-Wahad, Tariq" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_players = nba.get_all_player_ids(\"all_players\")\n", "all_players.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 4066 entries, 0 to 4065\n", "Data columns (total 2 columns):\n", "PERSON_ID 4066 non-null int64\n", "DISPLAY_LAST_COMMA_FIRST 4066 non-null object\n", "dtypes: int64(1), object(1)\n", "memory usage: 95.3+ KB\n" ] } ], "source": [ "all_players.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When `ids` is set to \"all_data\", `get_all_player_ids()` returns a `DataFrame` with all the data from the API call." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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PERSON_IDDISPLAY_LAST_COMMA_FIRSTROSTERSTATUSFROM_YEARTO_YEARPLAYERCODETEAM_IDTEAM_CITYTEAM_NAMETEAM_ABBREVIATIONTEAM_CODEGAMES_PLAYED_FLAG
076001Abdelnaby, Alaa019901994HISTADD_alaa_abdelnaby0Y
176002Abdul-Aziz, Zaid019681977HISTADD_zaid_abdul-aziz0Y
276003Abdul-Jabbar, Kareem019691988HISTADD_kareem_abdul-jabbar0Y
351Abdul-Rauf, Mahmoud019902000HISTADD_mahmoud_abdul-rauf0Y
41505Abdul-Wahad, Tariq019972003tariq_abdul-wahad0Y
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" ], "text/plain": [ " PERSON_ID DISPLAY_LAST_COMMA_FIRST ROSTERSTATUS FROM_YEAR TO_YEAR \\\n", "0 76001 Abdelnaby, Alaa 0 1990 1994 \n", "1 76002 Abdul-Aziz, Zaid 0 1968 1977 \n", "2 76003 Abdul-Jabbar, Kareem 0 1969 1988 \n", "3 51 Abdul-Rauf, Mahmoud 0 1990 2000 \n", "4 1505 Abdul-Wahad, Tariq 0 1997 2003 \n", "\n", " PLAYERCODE TEAM_ID TEAM_CITY TEAM_NAME TEAM_ABBREVIATION \\\n", "0 HISTADD_alaa_abdelnaby 0 \n", "1 HISTADD_zaid_abdul-aziz 0 \n", "2 HISTADD_kareem_abdul-jabbar 0 \n", "3 HISTADD_mahmoud_abdul-rauf 0 \n", "4 tariq_abdul-wahad 0 \n", "\n", " TEAM_CODE GAMES_PLAYED_FLAG \n", "0 Y \n", "1 Y \n", "2 Y \n", "3 Y \n", "4 Y " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_data = nba.get_all_player_ids(\"all_data\")\n", "all_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Getting the Team ID\n", "The Team ID is another parameter value we may use in order to get shooting data for a whole team, or to get the shooting data when a player or team faces a specific team. To get a single Team ID (as an `int`) use the `get_team_id()` function and pass in the team name ONLY. Not the city, or the city and team name." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1610612752" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# getting the Knicks' Team ID\n", "knicks_id = nba.get_team_id(\"Knicks\")\n", "knicks_id" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is also a `get_all_team_ids()` function that returns a `DataFrame` with all teams and their IDs." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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TEAM_IDTEAM_NAME
00
11610612758Kings
21610612763Grizzlies
31610612760Thunder
41610612752Knicks
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" ], "text/plain": [ " TEAM_ID TEAM_NAME\n", "0 0 \n", "1 1610612758 Kings\n", "2 1610612763 Grizzlies\n", "3 1610612760 Thunder\n", "4 1610612752 Knicks" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "all_team_ids = nba.get_all_team_ids()\n", "all_team_ids.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Getting the Game ID\n", "The Game ID is a parameter value we may use in order to get a player's or team's shooting data for a specific game. There are two ways you can do this. One way is to create a `PlayerLog` object which allows access to a player's game logs. The other way is to create a `TeamLog` object, which allows access to a team's game log. By getting the game logs we are then able to extract the Game ID for the specific game we want.\n", "\n", "###Getting the Game ID using Player Game Logs\n", "\n", "We can get Stephen Curry's game log by just passing his Player ID into the `PlayerLog()` like so:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Create a PlayerLog instance to get Curry's game logs\n", "curry_logs = nba.PlayerLog(curry_id)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that `PlayerLog()` has 4 parameters, `player_id`, `league_id`, `season`, and `season_type`, each representing the NBA stats API parameters needed to get the game logs data. `league_id` has the default value of \"00\". `season` has the default value of \"2015-15\". `season_type` has the default value of \"Regular Season\". The parameter values are stored in a `dictionary` and can be accessed as an attribute like so:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'LeagueID': '00',\n", " 'PlayerID': 201939,\n", " 'Season': '2015-16',\n", " 'SeasonType': 'Regular Season'}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "curry_logs.url_paramaters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get the game logs all we need to do is call the `get_game_logs()` method, which returns us a `DataFrame` with the game logs data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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SEASON_IDPlayer_IDGame_IDGAME_DATEMATCHUPWLMINFGMFGAFG_PCT...DREBREBASTSTLBLKTOVPFPTSPLUS_MINUSVIDEO_AVAILABLE
02201520193900215007182016-01-31GSW @ NYKW325170.294...444303113101
12201520193900215007072016-01-30GSW @ PHIW349190.474...35612832381
22201520193900215006912016-01-27GSW vs. DALW324110.364...129310214261
32201520193900215006752016-01-25GSW vs. SASW2812200.600...123501037231
42201520193900215006522016-01-22GSW vs. INDW3711190.579...81012102139221
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5 rows × 27 columns

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" ], "text/plain": [ " SEASON_ID Player_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA \\\n", "0 22015 201939 0021500718 2016-01-31 GSW @ NYK W 32 5 17 \n", "1 22015 201939 0021500707 2016-01-30 GSW @ PHI W 34 9 19 \n", "2 22015 201939 0021500691 2016-01-27 GSW vs. DAL W 32 4 11 \n", "3 22015 201939 0021500675 2016-01-25 GSW vs. SAS W 28 12 20 \n", "4 22015 201939 0021500652 2016-01-22 GSW vs. IND W 37 11 19 \n", "\n", " FG_PCT ... DREB REB AST STL BLK TOV PF PTS \\\n", "0 0.294 ... 4 4 4 3 0 3 1 13 \n", "1 0.474 ... 3 5 6 1 2 8 3 23 \n", "2 0.364 ... 1 2 9 3 1 0 2 14 \n", "3 0.600 ... 1 2 3 5 0 1 0 37 \n", "4 0.579 ... 8 10 12 1 0 2 1 39 \n", "\n", " PLUS_MINUS VIDEO_AVAILABLE \n", "0 10 1 \n", "1 8 1 \n", "2 26 1 \n", "3 23 1 \n", "4 22 1 \n", "\n", "[5 rows x 27 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "curry_logs_df = curry_logs.get_game_logs()\n", "curry_logs_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While you can get the Game ID you want from the `DataFrame` above. If you know the date of the game whose ID you want, you can just pass it (as a string) into the `get_game_id()` method. You can pass in the date in the numeric format of MM/DD/YY (like \"01/09/16\" or \"01/09/2016\") or the expanded Month Day, Year format (like \"Jan 09, 2016\" or \"January 09, 2016\")." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'0021500556'" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The next five examples all return the same Game ID\n", "curry_logs.get_game_id(\"01/09/16\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'0021500556'" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "curry_logs.get_game_id(\"01/09/16\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'0021500556'" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "curry_logs.get_game_id(\"01/09/2016\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'0021500556'" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "curry_logs.get_game_id(\"Jan 09, 2016\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'0021500556'" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "curry_logs.get_game_id(\"January 09, 2016\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Getting the Game ID using Team Game Logs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using `TeamLogs()` is the same as using using `PlayerLogs()`, but instead of passing in a Player ID you pass in a Team ID." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Create a TeamLog object\n", "knicks_logs = nba.TeamLog(knicks_id)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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Team_IDGame_IDGAME_DATEMATCHUPWLMINFGMFGAFG_PCTFG3M...FT_PCTOREBDREBREBASTSTLBLKTOVPFPTS
0161061275200215007302016-02-02NYK vs. BOSL24031820.3786...0.7501634501334161689
1161061275200215007182016-01-31NYK vs. GSWL24033900.3676...0.8851229411964112095
2161061275200215007002016-01-29NYK vs. PHXW24036840.4297...0.88510394924127818102
3161061275200215006942016-01-28NYK @ TORL24038870.4377...0.500122840206891993
4161061275200215006792016-01-26NYK vs. OKCL26544950.46311...0.767933422497921122
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5 rows × 24 columns

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" ], "text/plain": [ " Team_ID Game_ID GAME_DATE MATCHUP WL MIN FGM FGA FG_PCT \\\n", "0 1610612752 0021500730 2016-02-02 NYK vs. BOS L 240 31 82 0.378 \n", "1 1610612752 0021500718 2016-01-31 NYK vs. GSW L 240 33 90 0.367 \n", "2 1610612752 0021500700 2016-01-29 NYK vs. PHX W 240 36 84 0.429 \n", "3 1610612752 0021500694 2016-01-28 NYK @ TOR L 240 38 87 0.437 \n", "4 1610612752 0021500679 2016-01-26 NYK vs. OKC L 265 44 95 0.463 \n", "\n", " FG3M ... FT_PCT OREB DREB REB AST STL BLK TOV PF PTS \n", "0 6 ... 0.750 16 34 50 13 3 4 16 16 89 \n", "1 6 ... 0.885 12 29 41 19 6 4 11 20 95 \n", "2 7 ... 0.885 10 39 49 24 12 7 8 18 102 \n", "3 7 ... 0.500 12 28 40 20 6 8 9 19 93 \n", "4 11 ... 0.767 9 33 42 24 9 7 9 21 122 \n", "\n", "[5 rows x 24 columns]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a DataFrame containing the game logs data \n", "knicks_logs_df = knicks_logs.get_game_logs()\n", "knicks_logs_df.head()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'0021500562'" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get the Game ID for a specific date\n", "knicks_logs.get_game_id(\"1/10/16\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Getting the Shot Chart Data\n", "Now that we know how to get the values for the `player_id`, `team_id`, and `game_id` parameters lets use the `Shots` class to get some shot chart data." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "shots = nba.Shots()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a lot of parameters for `Shots`, which I won't go over in detail right now (I plan on including a full description when I finish up the documentation). The paramaters and default values are as follows:\n", "\n", " player_id=0\n", " team_id=0\n", " league_id=\"00\"\n", " season=\"2015-16\"\n", " season_type=\"Regular Season\"\n", " game_id=\"\"\n", " outcome=\"\"\n", " location=\"\"\n", " month=0, season_segment=\"\"\n", " date_from=\"\"\n", " date_to=\"\"\n", " opp_team_id=0\n", " vs_conference=\"\"\n", " vs_division=\"\"\n", " position=\"\"\n", " rookie_year=\"\"\n", " game_segment=\"\"\n", " period=0\n", " last_n_games=0\n", " clutch_time=\"\"\n", " ahead_behind=\"\"\n", " point_diff=\"\"\n", " range_type=\"\" \n", " start_period=\"\"\n", " end_period=\"\"\n", " start_range=\"\"\n", " end_range=\"\"\n", " context_filter=\"\"\n", " context_measure=\"FGA\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we call the method `get_shots()` with the default parameter values, we get all the shots taken for the current season." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "current_season_shots = shots.get_shots()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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GRID_TYPEGAME_IDGAME_EVENT_IDPLAYER_IDPLAYER_NAMETEAM_IDTEAM_NAMEPERIODMINUTES_REMAININGSECONDS_REMAINING...ACTION_TYPESHOT_TYPESHOT_ZONE_BASICSHOT_ZONE_AREASHOT_ZONE_RANGESHOT_DISTANCELOC_XLOC_YSHOT_ATTEMPTED_FLAGSHOT_MADE_FLAG
0Shot Chart Detail00215000012203083Andre Drummond1610612765Detroit Pistons11141...Driving Layup Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.1-17-610
1Shot Chart Detail00215000015202694Marcus Morris1610612765Detroit Pistons11121...Step Back Jump shot2PT Field GoalMid-RangeRight Side(R)8-16 ft.131176711
2Shot Chart Detail00215000016200794Paul Millsap1610612737Atlanta Hawks1110...Step Back Jump shot2PT Field GoalIn The Paint (Non-RA)Right Side(R)8-16 ft.12769511
3Shot Chart Detail00215000017203484Kentavious Caldwell-Pope1610612765Detroit Pistons11044...Driving Floating Jump Shot2PT Field GoalIn The Paint (Non-RA)Left Side(L)8-16 ft.8-685111
4Shot Chart Detail00215000018201143Al Horford1610612737Atlanta Hawks11027...Jump Shot2PT Field GoalMid-RangeLeft Side Center(LC)16-24 ft.20-11716410
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" ], "text/plain": [ " GRID_TYPE GAME_ID GAME_EVENT_ID PLAYER_ID \\\n", "0 Shot Chart Detail 0021500001 2 203083 \n", "1 Shot Chart Detail 0021500001 5 202694 \n", "2 Shot Chart Detail 0021500001 6 200794 \n", "3 Shot Chart Detail 0021500001 7 203484 \n", "4 Shot Chart Detail 0021500001 8 201143 \n", "\n", " PLAYER_NAME TEAM_ID TEAM_NAME PERIOD \\\n", "0 Andre Drummond 1610612765 Detroit Pistons 1 \n", "1 Marcus Morris 1610612765 Detroit Pistons 1 \n", "2 Paul Millsap 1610612737 Atlanta Hawks 1 \n", "3 Kentavious Caldwell-Pope 1610612765 Detroit Pistons 1 \n", "4 Al Horford 1610612737 Atlanta Hawks 1 \n", "\n", " MINUTES_REMAINING SECONDS_REMAINING ... \\\n", "0 11 41 ... \n", "1 11 21 ... \n", "2 11 0 ... \n", "3 10 44 ... \n", "4 10 27 ... \n", "\n", " ACTION_TYPE SHOT_TYPE SHOT_ZONE_BASIC \\\n", "0 Driving Layup Shot 2PT Field Goal Restricted Area \n", "1 Step Back Jump shot 2PT Field Goal Mid-Range \n", "2 Step Back Jump shot 2PT Field Goal In The Paint (Non-RA) \n", "3 Driving Floating Jump Shot 2PT Field Goal In The Paint (Non-RA) \n", "4 Jump Shot 2PT Field Goal Mid-Range \n", "\n", " SHOT_ZONE_AREA SHOT_ZONE_RANGE SHOT_DISTANCE LOC_X LOC_Y \\\n", "0 Center(C) Less Than 8 ft. 1 -17 -6 \n", "1 Right Side(R) 8-16 ft. 13 117 67 \n", "2 Right Side(R) 8-16 ft. 12 76 95 \n", "3 Left Side(L) 8-16 ft. 8 -68 51 \n", "4 Left Side Center(LC) 16-24 ft. 20 -117 164 \n", "\n", " SHOT_ATTEMPTED_FLAG SHOT_MADE_FLAG \n", "0 1 0 \n", "1 1 1 \n", "2 1 1 \n", "3 1 1 \n", "4 1 0 \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "current_season_shots.head()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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GRID_TYPEGAME_IDGAME_EVENT_IDPLAYER_IDPLAYER_NAMETEAM_IDTEAM_NAMEPERIODMINUTES_REMAININGSECONDS_REMAINING...ACTION_TYPESHOT_TYPESHOT_ZONE_BASICSHOT_ZONE_AREASHOT_ZONE_RANGESHOT_DISTANCELOC_XLOC_YSHOT_ATTEMPTED_FLAGSHOT_MADE_FLAG
123025Shot Chart Detail00215007325041626164Devin Booker1610612756Phoenix Suns4035...Jump Shot3PT Field GoalAbove the Break 3Left Side Center(LC)24+ ft.25-11422810
123026Shot Chart Detail0021500732507203141Mirza Teletovic1610612756Phoenix Suns4032...Jump Shot3PT Field GoalRight Corner 3Right Side(R)24+ ft.22227011
123027Shot Chart Detail0021500732520203141Mirza Teletovic1610612756Phoenix Suns4023...Jump Shot3PT Field GoalAbove the Break 3Right Side Center(RC)24+ ft.249222810
123028Shot Chart Detail00215007325311626164Devin Booker1610612756Phoenix Suns4014...Jump Shot3PT Field GoalAbove the Break 3Right Side Center(RC)24+ ft.2515520810
123029Shot Chart Detail0021500732533200782PJ Tucker1610612756Phoenix Suns409...Jump Shot3PT Field GoalLeft Corner 3Left Side(L)24+ ft.23-237210
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5 rows × 21 columns

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" ], "text/plain": [ " GRID_TYPE GAME_ID GAME_EVENT_ID PLAYER_ID \\\n", "123025 Shot Chart Detail 0021500732 504 1626164 \n", "123026 Shot Chart Detail 0021500732 507 203141 \n", "123027 Shot Chart Detail 0021500732 520 203141 \n", "123028 Shot Chart Detail 0021500732 531 1626164 \n", "123029 Shot Chart Detail 0021500732 533 200782 \n", "\n", " PLAYER_NAME TEAM_ID TEAM_NAME PERIOD MINUTES_REMAINING \\\n", "123025 Devin Booker 1610612756 Phoenix Suns 4 0 \n", "123026 Mirza Teletovic 1610612756 Phoenix Suns 4 0 \n", "123027 Mirza Teletovic 1610612756 Phoenix Suns 4 0 \n", "123028 Devin Booker 1610612756 Phoenix Suns 4 0 \n", "123029 PJ Tucker 1610612756 Phoenix Suns 4 0 \n", "\n", " SECONDS_REMAINING ... ACTION_TYPE SHOT_TYPE \\\n", "123025 35 ... Jump Shot 3PT Field Goal \n", "123026 32 ... Jump Shot 3PT Field Goal \n", "123027 23 ... Jump Shot 3PT Field Goal \n", "123028 14 ... Jump Shot 3PT Field Goal \n", "123029 9 ... Jump Shot 3PT Field Goal \n", "\n", " SHOT_ZONE_BASIC SHOT_ZONE_AREA SHOT_ZONE_RANGE \\\n", "123025 Above the Break 3 Left Side Center(LC) 24+ ft. \n", "123026 Right Corner 3 Right Side(R) 24+ ft. \n", "123027 Above the Break 3 Right Side Center(RC) 24+ ft. \n", "123028 Above the Break 3 Right Side Center(RC) 24+ ft. \n", "123029 Left Corner 3 Left Side(L) 24+ ft. \n", "\n", " SHOT_DISTANCE LOC_X LOC_Y SHOT_ATTEMPTED_FLAG SHOT_MADE_FLAG \n", "123025 25 -114 228 1 0 \n", "123026 22 227 0 1 1 \n", "123027 24 92 228 1 0 \n", "123028 25 155 208 1 0 \n", "123029 23 -237 2 1 0 \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "current_season_shots.tail()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 123030 entries, 0 to 123029\n", "Data columns (total 21 columns):\n", "GRID_TYPE 123030 non-null object\n", "GAME_ID 123030 non-null object\n", "GAME_EVENT_ID 123030 non-null int64\n", "PLAYER_ID 123030 non-null int64\n", "PLAYER_NAME 123030 non-null object\n", "TEAM_ID 123030 non-null int64\n", "TEAM_NAME 123030 non-null object\n", "PERIOD 123030 non-null int64\n", "MINUTES_REMAINING 123030 non-null int64\n", "SECONDS_REMAINING 123030 non-null int64\n", "EVENT_TYPE 123030 non-null object\n", "ACTION_TYPE 123030 non-null object\n", "SHOT_TYPE 123030 non-null object\n", "SHOT_ZONE_BASIC 123030 non-null object\n", "SHOT_ZONE_AREA 123030 non-null object\n", "SHOT_ZONE_RANGE 123030 non-null object\n", "SHOT_DISTANCE 123030 non-null int64\n", "LOC_X 123030 non-null int64\n", "LOC_Y 123030 non-null int64\n", "SHOT_ATTEMPTED_FLAG 123030 non-null int64\n", "SHOT_MADE_FLAG 123030 non-null int64\n", "dtypes: int64(11), object(10)\n", "memory usage: 20.7+ MB\n" ] } ], "source": [ "current_season_shots.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When both `player_id` and `team_id` are set to 0, the shots for the whole league are retrieved. So if we wanted to get all the shot chart data from last season we could either create another `Shots` instance and call `get_shots()` like so:\n", "\n", " last_season_shots = nba.Shots(season=\"2014-15\").get_shots()\n", "\n", "Or we could use the `update_params()` method, which accepts a dictionary containing key, value pairs that correspond with NBA stats API parameters." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'AheadBehind': '',\n", " 'ClutchTime': '',\n", " 'ContextFilter': '',\n", " 'ContextMeasure': 'FGA',\n", " 'DateFrom': '',\n", " 'DateTo': '',\n", " 'EndPeriod': '',\n", " 'EndRange': '',\n", " 'GameID': '',\n", " 'GameSegment': '',\n", " 'LastNGames': 0,\n", " 'LeagueID': '00',\n", " 'Location': '',\n", " 'Month': 0,\n", " 'OpponentTeamID': 0,\n", " 'Outcome': '',\n", " 'Period': 0,\n", " 'PlayerID': 0,\n", " 'PointDiff': '',\n", " 'Position': '',\n", " 'RangeType': '',\n", " 'RookieYear': '',\n", " 'Season': '2015-16',\n", " 'SeasonSegment': '',\n", " 'SeasonType': 'Regular Season',\n", " 'StartPeriod': '',\n", " 'StartRange': '',\n", " 'TeamID': 0,\n", " 'VsConference': '',\n", " 'VsDivision': ''}" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The dictionary that contains the current API parameters\n", "shots.url_paramaters" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'AheadBehind': '',\n", " 'ClutchTime': '',\n", " 'ContextFilter': '',\n", " 'ContextMeasure': 'FGA',\n", " 'DateFrom': '',\n", " 'DateTo': '',\n", " 'EndPeriod': '',\n", " 'EndRange': '',\n", " 'GameID': '',\n", " 'GameSegment': '',\n", " 'LastNGames': 0,\n", " 'LeagueID': '00',\n", " 'Location': '',\n", " 'Month': 0,\n", " 'OpponentTeamID': 0,\n", " 'Outcome': '',\n", " 'Period': 0,\n", " 'PlayerID': 0,\n", " 'PointDiff': '',\n", " 'Position': '',\n", " 'RangeType': '',\n", " 'RookieYear': '',\n", " 'Season': '2014-15',\n", " 'SeasonSegment': '',\n", " 'SeasonType': 'Regular Season',\n", " 'StartPeriod': '',\n", " 'StartRange': '',\n", " 'TeamID': 0,\n", " 'VsConference': '',\n", " 'VsDivision': ''}" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# update the 'Season' parameter to '2014-15'\n", "shots.update_params({'Season':'2014-15'})\n", "# the updated parameters\n", "shots.url_paramaters" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "last_season_shots = shots.get_shots()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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GRID_TYPEGAME_IDGAME_EVENT_IDPLAYER_IDPLAYER_NAMETEAM_IDTEAM_NAMEPERIODMINUTES_REMAININGSECONDS_REMAINING...ACTION_TYPESHOT_TYPESHOT_ZONE_BASICSHOT_ZONE_AREASHOT_ZONE_RANGESHOT_DISTANCELOC_XLOC_YSHOT_ATTEMPTED_FLAGSHOT_MADE_FLAG
0Shot Chart Detail00214000012203076Anthony Davis1610612740New Orleans Pelicans11143...Jump Shot2PT Field GoalMid-RangeCenter(C)16-24 ft.205019410
1Shot Chart Detail00214000014202696Nikola Vucevic1610612753Orlando Magic11131...Jump Bank Shot2PT Field GoalMid-RangeCenter(C)16-24 ft.18-818911
2Shot Chart Detail00214000017203076Anthony Davis1610612740New Orleans Pelicans1116...Jump Shot2PT Field GoalMid-RangeLeft Side Center(LC)16-24 ft.18-13112710
3Shot Chart Detail00214000019203901Elfrid Payton1610612753Orlando Magic11054...Layup Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.1-15410
4Shot Chart Detail002140000125203076Anthony Davis1610612740New Orleans Pelicans11029...Dunk Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.00111
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" ], "text/plain": [ " GRID_TYPE GAME_ID GAME_EVENT_ID PLAYER_ID PLAYER_NAME \\\n", "0 Shot Chart Detail 0021400001 2 203076 Anthony Davis \n", "1 Shot Chart Detail 0021400001 4 202696 Nikola Vucevic \n", "2 Shot Chart Detail 0021400001 7 203076 Anthony Davis \n", "3 Shot Chart Detail 0021400001 9 203901 Elfrid Payton \n", "4 Shot Chart Detail 0021400001 25 203076 Anthony Davis \n", "\n", " TEAM_ID TEAM_NAME PERIOD MINUTES_REMAINING \\\n", "0 1610612740 New Orleans Pelicans 1 11 \n", "1 1610612753 Orlando Magic 1 11 \n", "2 1610612740 New Orleans Pelicans 1 11 \n", "3 1610612753 Orlando Magic 1 10 \n", "4 1610612740 New Orleans Pelicans 1 10 \n", "\n", " SECONDS_REMAINING ... ACTION_TYPE SHOT_TYPE \\\n", "0 43 ... Jump Shot 2PT Field Goal \n", "1 31 ... Jump Bank Shot 2PT Field Goal \n", "2 6 ... Jump Shot 2PT Field Goal \n", "3 54 ... Layup Shot 2PT Field Goal \n", "4 29 ... Dunk Shot 2PT Field Goal \n", "\n", " SHOT_ZONE_BASIC SHOT_ZONE_AREA SHOT_ZONE_RANGE SHOT_DISTANCE \\\n", "0 Mid-Range Center(C) 16-24 ft. 20 \n", "1 Mid-Range Center(C) 16-24 ft. 18 \n", "2 Mid-Range Left Side Center(LC) 16-24 ft. 18 \n", "3 Restricted Area Center(C) Less Than 8 ft. 1 \n", "4 Restricted Area Center(C) Less Than 8 ft. 0 \n", "\n", " LOC_X LOC_Y SHOT_ATTEMPTED_FLAG SHOT_MADE_FLAG \n", "0 50 194 1 0 \n", "1 -8 189 1 1 \n", "2 -131 127 1 0 \n", "3 -15 4 1 0 \n", "4 0 1 1 1 \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "last_season_shots.head()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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GRID_TYPEGAME_IDGAME_EVENT_IDPLAYER_IDPLAYER_NAMETEAM_IDTEAM_NAMEPERIODMINUTES_REMAININGSECONDS_REMAINING...ACTION_TYPESHOT_TYPESHOT_ZONE_BASICSHOT_ZONE_AREASHOT_ZONE_RANGESHOT_DISTANCELOC_XLOC_YSHOT_ATTEMPTED_FLAGSHOT_MADE_FLAG
205545Shot Chart Detail0021401230567200797Ryan Hollins1610612758Sacramento Kings412...Alley Oop Dunk Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.00111
205546Shot Chart Detail0021401230568203913Jabari Brown1610612747Los Angeles Lakers4051...Jump Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.3-123510
205547Shot Chart Detail0021401230570203463Ben McLemore1610612758Sacramento Kings4041...Jump Shot3PT Field GoalAbove the Break 3Right Side Center(RC)24+ ft.2711524910
205548Shot Chart Detail0021401230572203527Ryan Kelly1610612747Los Angeles Lakers4030...Running Bank shot2PT Field GoalIn The Paint (Non-RA)Center(C)Less Than 8 ft.7157611
205549Shot Chart Detail0021401230576203135Robert Sacre1610612747Los Angeles Lakers400...Jump Shot2PT Field GoalMid-RangeRight Side Center(RC)16-24 ft.2012516811
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5 rows × 21 columns

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" ], "text/plain": [ " GRID_TYPE GAME_ID GAME_EVENT_ID PLAYER_ID PLAYER_NAME \\\n", "205545 Shot Chart Detail 0021401230 567 200797 Ryan Hollins \n", "205546 Shot Chart Detail 0021401230 568 203913 Jabari Brown \n", "205547 Shot Chart Detail 0021401230 570 203463 Ben McLemore \n", "205548 Shot Chart Detail 0021401230 572 203527 Ryan Kelly \n", "205549 Shot Chart Detail 0021401230 576 203135 Robert Sacre \n", "\n", " TEAM_ID TEAM_NAME PERIOD MINUTES_REMAINING \\\n", "205545 1610612758 Sacramento Kings 4 1 \n", "205546 1610612747 Los Angeles Lakers 4 0 \n", "205547 1610612758 Sacramento Kings 4 0 \n", "205548 1610612747 Los Angeles Lakers 4 0 \n", "205549 1610612747 Los Angeles Lakers 4 0 \n", "\n", " SECONDS_REMAINING ... ACTION_TYPE \\\n", "205545 2 ... Alley Oop Dunk Shot \n", "205546 51 ... Jump Shot \n", "205547 41 ... Jump Shot \n", "205548 30 ... Running Bank shot \n", "205549 0 ... Jump Shot \n", "\n", " SHOT_TYPE SHOT_ZONE_BASIC SHOT_ZONE_AREA \\\n", "205545 2PT Field Goal Restricted Area Center(C) \n", "205546 2PT Field Goal Restricted Area Center(C) \n", "205547 3PT Field Goal Above the Break 3 Right Side Center(RC) \n", "205548 2PT Field Goal In The Paint (Non-RA) Center(C) \n", "205549 2PT Field Goal Mid-Range Right Side Center(RC) \n", "\n", " SHOT_ZONE_RANGE SHOT_DISTANCE LOC_X LOC_Y SHOT_ATTEMPTED_FLAG \\\n", "205545 Less Than 8 ft. 0 0 1 1 \n", "205546 Less Than 8 ft. 3 -12 35 1 \n", "205547 24+ ft. 27 115 249 1 \n", "205548 Less Than 8 ft. 7 15 76 1 \n", "205549 16-24 ft. 20 125 168 1 \n", "\n", " SHOT_MADE_FLAG \n", "205545 1 \n", "205546 0 \n", "205547 0 \n", "205548 1 \n", "205549 1 \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "last_season_shots.tail()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 205550 entries, 0 to 205549\n", "Data columns (total 21 columns):\n", "GRID_TYPE 205550 non-null object\n", "GAME_ID 205550 non-null object\n", "GAME_EVENT_ID 205550 non-null int64\n", "PLAYER_ID 205550 non-null int64\n", "PLAYER_NAME 205550 non-null object\n", "TEAM_ID 205550 non-null int64\n", "TEAM_NAME 205550 non-null object\n", "PERIOD 205550 non-null int64\n", "MINUTES_REMAINING 205550 non-null int64\n", "SECONDS_REMAINING 205550 non-null int64\n", "EVENT_TYPE 205550 non-null object\n", "ACTION_TYPE 205550 non-null object\n", "SHOT_TYPE 205550 non-null object\n", "SHOT_ZONE_BASIC 205550 non-null object\n", "SHOT_ZONE_AREA 205550 non-null object\n", "SHOT_ZONE_RANGE 205550 non-null object\n", "SHOT_DISTANCE 205550 non-null int64\n", "LOC_X 205550 non-null int64\n", "LOC_Y 205550 non-null int64\n", "SHOT_ATTEMPTED_FLAG 205550 non-null int64\n", "SHOT_MADE_FLAG 205550 non-null int64\n", "dtypes: int64(11), object(10)\n", "memory usage: 34.5+ MB\n" ] } ], "source": [ "last_season_shots.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Getting a Team's Shot Chart Data\n", "\n", "To get the shot chart data for a team all we need is to pass in the Team's ID into the `team_id` paramater in `Shots`, and then call the `get_shots()` method." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Create a Shots object\n", "knicks_shots = nba.Shots(team_id=knicks_id)\n", "# Return the shot chart data as a DataFrame\n", "knicks_shots_df = knicks_shots.get_shots()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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GRID_TYPEGAME_IDGAME_EVENT_IDPLAYER_IDPLAYER_NAMETEAM_IDTEAM_NAMEPERIODMINUTES_REMAININGSECONDS_REMAINING...ACTION_TYPESHOT_TYPESHOT_ZONE_BASICSHOT_ZONE_AREASHOT_ZONE_RANGESHOT_DISTANCELOC_XLOC_YSHOT_ATTEMPTED_FLAGSHOT_MADE_FLAG
0Shot Chart Detail00215000122201577Robin Lopez1610612752New York Knicks11146...Dunk Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.00111
1Shot Chart Detail0021500012142546Carmelo Anthony1610612752New York Knicks11022...Jump Shot2PT Field GoalMid-RangeRight Side(R)8-16 ft.149111510
2Shot Chart Detail002150001220101181Jose Calderon1610612752New York Knicks1950...Layup Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.0-8010
3Shot Chart Detail0021500012292756Sasha Vujacic1610612752New York Knicks194...Step Back Jump shot3PT Field GoalLeft Corner 3Left Side(L)24+ ft.23-2381310
4Shot Chart Detail002150001237204001Kristaps Porzingis1610612752New York Knicks1833...Layup Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.2-191610
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5 rows × 21 columns

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" ], "text/plain": [ " GRID_TYPE GAME_ID GAME_EVENT_ID PLAYER_ID \\\n", "0 Shot Chart Detail 0021500012 2 201577 \n", "1 Shot Chart Detail 0021500012 14 2546 \n", "2 Shot Chart Detail 0021500012 20 101181 \n", "3 Shot Chart Detail 0021500012 29 2756 \n", "4 Shot Chart Detail 0021500012 37 204001 \n", "\n", " PLAYER_NAME TEAM_ID TEAM_NAME PERIOD MINUTES_REMAINING \\\n", "0 Robin Lopez 1610612752 New York Knicks 1 11 \n", "1 Carmelo Anthony 1610612752 New York Knicks 1 10 \n", "2 Jose Calderon 1610612752 New York Knicks 1 9 \n", "3 Sasha Vujacic 1610612752 New York Knicks 1 9 \n", "4 Kristaps Porzingis 1610612752 New York Knicks 1 8 \n", "\n", " SECONDS_REMAINING ... ACTION_TYPE SHOT_TYPE \\\n", "0 46 ... Dunk Shot 2PT Field Goal \n", "1 22 ... Jump Shot 2PT Field Goal \n", "2 50 ... Layup Shot 2PT Field Goal \n", "3 4 ... Step Back Jump shot 3PT Field Goal \n", "4 33 ... Layup Shot 2PT Field Goal \n", "\n", " SHOT_ZONE_BASIC SHOT_ZONE_AREA SHOT_ZONE_RANGE SHOT_DISTANCE LOC_X \\\n", "0 Restricted Area Center(C) Less Than 8 ft. 0 0 \n", "1 Mid-Range Right Side(R) 8-16 ft. 14 91 \n", "2 Restricted Area Center(C) Less Than 8 ft. 0 -8 \n", "3 Left Corner 3 Left Side(L) 24+ ft. 23 -238 \n", "4 Restricted Area Center(C) Less Than 8 ft. 2 -19 \n", "\n", " LOC_Y SHOT_ATTEMPTED_FLAG SHOT_MADE_FLAG \n", "0 1 1 1 \n", "1 115 1 0 \n", "2 0 1 0 \n", "3 13 1 0 \n", "4 16 1 0 \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "knicks_shots_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Every `Shots` instance has the method `get_league_avg()`, that returns the league totals and averages for each shooting zone and area." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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GRID_TYPESHOT_ZONE_BASICSHOT_ZONE_AREASHOT_ZONE_RANGEFGAFGMFG_PCT
0League AveragesAbove the Break 3Back Court(BC)Back Court Shot3820.053
1League AveragesAbove the Break 3Center(C)24+ ft.637222020.346
2League AveragesAbove the Break 3Left Side Center(LC)24+ ft.984533870.344
3League AveragesAbove the Break 3Right Side Center(RC)24+ ft.931932760.352
4League AveragesBackcourtBack Court(BC)Back Court Shot25280.032
5League AveragesIn The Paint (Non-RA)Center(C)8-16 ft.402316810.418
6League AveragesIn The Paint (Non-RA)Center(C)Less Than 8 ft.1147444510.388
7League AveragesIn The Paint (Non-RA)Left Side(L)8-16 ft.13005300.408
8League AveragesIn The Paint (Non-RA)Right Side(R)8-16 ft.11314660.412
9League AveragesLeft Corner 3Left Side(L)24+ ft.451516900.374
10League AveragesMid-RangeCenter(C)16-24 ft.441517540.397
11League AveragesMid-RangeCenter(C)8-16 ft.13395890.440
12League AveragesMid-RangeLeft Side Center(LC)16-24 ft.470818920.402
13League AveragesMid-RangeLeft Side(L)16-24 ft.334413550.405
14League AveragesMid-RangeLeft Side(L)8-16 ft.454617260.380
15League AveragesMid-RangeRight Side Center(RC)16-24 ft.489319500.399
16League AveragesMid-RangeRight Side(R)16-24 ft.286511580.404
17League AveragesMid-RangeRight Side(R)8-16 ft.459218390.400
18League AveragesRestricted AreaCenter(C)Less Than 8 ft.39841236710.594
19League AveragesRight Corner 3Right Side(R)24+ ft.421815810.375
\n", "
" ], "text/plain": [ " GRID_TYPE SHOT_ZONE_BASIC SHOT_ZONE_AREA \\\n", "0 League Averages Above the Break 3 Back Court(BC) \n", "1 League Averages Above the Break 3 Center(C) \n", "2 League Averages Above the Break 3 Left Side Center(LC) \n", "3 League Averages Above the Break 3 Right Side Center(RC) \n", "4 League Averages Backcourt Back Court(BC) \n", "5 League Averages In The Paint (Non-RA) Center(C) \n", "6 League Averages In The Paint (Non-RA) Center(C) \n", "7 League Averages In The Paint (Non-RA) Left Side(L) \n", "8 League Averages In The Paint (Non-RA) Right Side(R) \n", "9 League Averages Left Corner 3 Left Side(L) \n", "10 League Averages Mid-Range Center(C) \n", "11 League Averages Mid-Range Center(C) \n", "12 League Averages Mid-Range Left Side Center(LC) \n", "13 League Averages Mid-Range Left Side(L) \n", "14 League Averages Mid-Range Left Side(L) \n", "15 League Averages Mid-Range Right Side Center(RC) \n", "16 League Averages Mid-Range Right Side(R) \n", "17 League Averages Mid-Range Right Side(R) \n", "18 League Averages Restricted Area Center(C) \n", "19 League Averages Right Corner 3 Right Side(R) \n", "\n", " SHOT_ZONE_RANGE FGA FGM FG_PCT \n", "0 Back Court Shot 38 2 0.053 \n", "1 24+ ft. 6372 2202 0.346 \n", "2 24+ ft. 9845 3387 0.344 \n", "3 24+ ft. 9319 3276 0.352 \n", "4 Back Court Shot 252 8 0.032 \n", "5 8-16 ft. 4023 1681 0.418 \n", "6 Less Than 8 ft. 11474 4451 0.388 \n", "7 8-16 ft. 1300 530 0.408 \n", "8 8-16 ft. 1131 466 0.412 \n", "9 24+ ft. 4515 1690 0.374 \n", "10 16-24 ft. 4415 1754 0.397 \n", "11 8-16 ft. 1339 589 0.440 \n", "12 16-24 ft. 4708 1892 0.402 \n", "13 16-24 ft. 3344 1355 0.405 \n", "14 8-16 ft. 4546 1726 0.380 \n", "15 16-24 ft. 4893 1950 0.399 \n", "16 16-24 ft. 2865 1158 0.404 \n", "17 8-16 ft. 4592 1839 0.400 \n", "18 Less Than 8 ft. 39841 23671 0.594 \n", "19 24+ ft. 4218 1581 0.375 " ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "knicks_shots.get_league_avg()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To return the data as JSON, we can just call the `to_json()` from the `DataFrame` containing the data." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from pprint import pprint # to pretty print the JSON" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('{\"GRID_TYPE\":{\"0\":\"League Averages\",\"1\":\"League Averages\",\"2\":\"League '\n", " 'Averages\",\"3\":\"League Averages\",\"4\":\"League Averages\",\"5\":\"League '\n", " 'Averages\",\"6\":\"League Averages\",\"7\":\"League Averages\",\"8\":\"League '\n", " 'Averages\",\"9\":\"League Averages\",\"10\":\"League Averages\",\"11\":\"League '\n", " 'Averages\",\"12\":\"League Averages\",\"13\":\"League Averages\",\"14\":\"League '\n", " 'Averages\",\"15\":\"League Averages\",\"16\":\"League Averages\",\"17\":\"League '\n", " 'Averages\",\"18\":\"League Averages\",\"19\":\"League '\n", " 'Averages\"},\"SHOT_ZONE_BASIC\":{\"0\":\"Above the Break 3\",\"1\":\"Above the Break '\n", " '3\",\"2\":\"Above the Break 3\",\"3\":\"Above the Break 3\",\"4\":\"Backcourt\",\"5\":\"In '\n", " 'The Paint (Non-RA)\",\"6\":\"In The Paint (Non-RA)\",\"7\":\"In The Paint '\n", " '(Non-RA)\",\"8\":\"In The Paint (Non-RA)\",\"9\":\"Left Corner '\n", " '3\",\"10\":\"Mid-Range\",\"11\":\"Mid-Range\",\"12\":\"Mid-Range\",\"13\":\"Mid-Range\",\"14\":\"Mid-Range\",\"15\":\"Mid-Range\",\"16\":\"Mid-Range\",\"17\":\"Mid-Range\",\"18\":\"Restricted '\n", " 'Area\",\"19\":\"Right Corner 3\"},\"SHOT_ZONE_AREA\":{\"0\":\"Back '\n", " 'Court(BC)\",\"1\":\"Center(C)\",\"2\":\"Left Side Center(LC)\",\"3\":\"Right Side '\n", " 'Center(RC)\",\"4\":\"Back Court(BC)\",\"5\":\"Center(C)\",\"6\":\"Center(C)\",\"7\":\"Left '\n", " 'Side(L)\",\"8\":\"Right Side(R)\",\"9\":\"Left '\n", " 'Side(L)\",\"10\":\"Center(C)\",\"11\":\"Center(C)\",\"12\":\"Left Side '\n", " 'Center(LC)\",\"13\":\"Left Side(L)\",\"14\":\"Left Side(L)\",\"15\":\"Right Side '\n", " 'Center(RC)\",\"16\":\"Right Side(R)\",\"17\":\"Right '\n", " 'Side(R)\",\"18\":\"Center(C)\",\"19\":\"Right '\n", " 'Side(R)\"},\"SHOT_ZONE_RANGE\":{\"0\":\"Back Court Shot\",\"1\":\"24+ ft.\",\"2\":\"24+ '\n", " 'ft.\",\"3\":\"24+ ft.\",\"4\":\"Back Court Shot\",\"5\":\"8-16 ft.\",\"6\":\"Less Than 8 '\n", " 'ft.\",\"7\":\"8-16 ft.\",\"8\":\"8-16 ft.\",\"9\":\"24+ ft.\",\"10\":\"16-24 '\n", " 'ft.\",\"11\":\"8-16 ft.\",\"12\":\"16-24 ft.\",\"13\":\"16-24 ft.\",\"14\":\"8-16 '\n", " 'ft.\",\"15\":\"16-24 ft.\",\"16\":\"16-24 ft.\",\"17\":\"8-16 ft.\",\"18\":\"Less Than 8 '\n", " 'ft.\",\"19\":\"24+ '\n", " 'ft.\"},\"FGA\":{\"0\":38,\"1\":6372,\"2\":9845,\"3\":9319,\"4\":252,\"5\":4023,\"6\":11474,\"7\":1300,\"8\":1131,\"9\":4515,\"10\":4415,\"11\":1339,\"12\":4708,\"13\":3344,\"14\":4546,\"15\":4893,\"16\":2865,\"17\":4592,\"18\":39841,\"19\":4218},\"FGM\":{\"0\":2,\"1\":2202,\"2\":3387,\"3\":3276,\"4\":8,\"5\":1681,\"6\":4451,\"7\":530,\"8\":466,\"9\":1690,\"10\":1754,\"11\":589,\"12\":1892,\"13\":1355,\"14\":1726,\"15\":1950,\"16\":1158,\"17\":1839,\"18\":23671,\"19\":1581},\"FG_PCT\":{\"0\":0.053,\"1\":0.346,\"2\":0.344,\"3\":0.352,\"4\":0.032,\"5\":0.418,\"6\":0.388,\"7\":0.408,\"8\":0.412,\"9\":0.374,\"10\":0.397,\"11\":0.44,\"12\":0.402,\"13\":0.405,\"14\":0.38,\"15\":0.399,\"16\":0.404,\"17\":0.4,\"18\":0.594,\"19\":0.375}}')\n" ] } ], "source": [ "# Return data as JSON from DataFrame using to_json()\n", "pprint(knicks_shots.get_league_avg().to_json())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Getting a Player's Shot Chart Data\n", "All we need to do to get a player's data is pass in his Player ID into `Shots()`." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [], "source": [ "curry_shots_df = nba.Shots(curry_id).get_shots()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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GRID_TYPEGAME_IDGAME_EVENT_IDPLAYER_IDPLAYER_NAMETEAM_IDTEAM_NAMEPERIODMINUTES_REMAININGSECONDS_REMAINING...ACTION_TYPESHOT_TYPESHOT_ZONE_BASICSHOT_ZONE_AREASHOT_ZONE_RANGESHOT_DISTANCELOC_XLOC_YSHOT_ATTEMPTED_FLAGSHOT_MADE_FLAG
0Shot Chart Detail00215000036201939Stephen Curry1610612744Golden State Warriors11056...Cutting Finger Roll Layup Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.3123111
1Shot Chart Detail00215000039201939Stephen Curry1610612744Golden State Warriors11029...Jump Shot3PT Field GoalAbove the Break 3Left Side Center(LC)24+ ft.26-17619510
2Shot Chart Detail002150000314201939Stephen Curry1610612744Golden State Warriors1934...Layup Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.220910
3Shot Chart Detail002150000319201939Stephen Curry1610612744Golden State Warriors1913...Jump Shot3PT Field GoalAbove the Break 3Left Side Center(LC)24+ ft.27-19719311
4Shot Chart Detail002150000336201939Stephen Curry1610612744Golden State Warriors1711...Running Layup Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.0-4811
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5 rows × 21 columns

\n", "
" ], "text/plain": [ " GRID_TYPE GAME_ID GAME_EVENT_ID PLAYER_ID PLAYER_NAME \\\n", "0 Shot Chart Detail 0021500003 6 201939 Stephen Curry \n", "1 Shot Chart Detail 0021500003 9 201939 Stephen Curry \n", "2 Shot Chart Detail 0021500003 14 201939 Stephen Curry \n", "3 Shot Chart Detail 0021500003 19 201939 Stephen Curry \n", "4 Shot Chart Detail 0021500003 36 201939 Stephen Curry \n", "\n", " TEAM_ID TEAM_NAME PERIOD MINUTES_REMAINING \\\n", "0 1610612744 Golden State Warriors 1 10 \n", "1 1610612744 Golden State Warriors 1 10 \n", "2 1610612744 Golden State Warriors 1 9 \n", "3 1610612744 Golden State Warriors 1 9 \n", "4 1610612744 Golden State Warriors 1 7 \n", "\n", " SECONDS_REMAINING ... ACTION_TYPE \\\n", "0 56 ... Cutting Finger Roll Layup Shot \n", "1 29 ... Jump Shot \n", "2 34 ... Layup Shot \n", "3 13 ... Jump Shot \n", "4 11 ... Running Layup Shot \n", "\n", " SHOT_TYPE SHOT_ZONE_BASIC SHOT_ZONE_AREA SHOT_ZONE_RANGE \\\n", "0 2PT Field Goal Restricted Area Center(C) Less Than 8 ft. \n", "1 3PT Field Goal Above the Break 3 Left Side Center(LC) 24+ ft. \n", "2 2PT Field Goal Restricted Area Center(C) Less Than 8 ft. \n", "3 3PT Field Goal Above the Break 3 Left Side Center(LC) 24+ ft. \n", "4 2PT Field Goal Restricted Area Center(C) Less Than 8 ft. \n", "\n", " SHOT_DISTANCE LOC_X LOC_Y SHOT_ATTEMPTED_FLAG SHOT_MADE_FLAG \n", "0 3 12 31 1 1 \n", "1 26 -176 195 1 0 \n", "2 2 20 9 1 0 \n", "3 27 -197 193 1 1 \n", "4 0 -4 8 1 1 \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "curry_shots_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#Creating Shot Charts\n", "\n", "##Using the `shot_chart()` function\n", "The `shot_chart()` function lets you quickly create a shot by passing in the x and y values that represent the player's or team's shots. The x and y values are stored in the `LOC_X` and `LOC_Y` columns in the `DataFrame` returned by `get_shots()`.\n", "\n", "Lets plot the Knick's and Curry's FGA.\n", "\n", "###Scatter Shot Charts" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Set the size for our plots\n", "plt.rcParams['figure.figsize'] = (12, 11)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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IAPK//4Q7Z1zqNQhh2jWTePLpFwFIMMezP7+CnhfeBECB9iVdnV0GALpkTaY4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\nly5dSpnqAG63W6+88oq6urr0wAMPqKysL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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pass in Curry's FGA coordinates to shot_charts()\n", "nba.shot_chart(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " title=\"Stephen Curry FGA 2015-16 Season\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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xeON0KadAcDpx0pohnqMwaWuscpPsS88vpK2hqkvz7LTB6ogGc6gC6BIz3JQA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Knicks FGA\n", "nba.shot_chart(knicks_shots_df.LOC_X, knicks_shots_df.LOC_Y,\n", " title=\"Knicks FGA 2015-16 Season\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets differentiate between made missed FGA" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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GRID_TYPEGAME_IDGAME_EVENT_IDPLAYER_IDPLAYER_NAMETEAM_IDTEAM_NAMEPERIODMINUTES_REMAININGSECONDS_REMAINING...ACTION_TYPESHOT_TYPESHOT_ZONE_BASICSHOT_ZONE_AREASHOT_ZONE_RANGESHOT_DISTANCELOC_XLOC_YSHOT_ATTEMPTED_FLAGSHOT_MADE_FLAG
0Shot Chart Detail00215000122201577Robin Lopez1610612752New York Knicks11146...Dunk Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.00111
1Shot Chart Detail0021500012142546Carmelo Anthony1610612752New York Knicks11022...Jump Shot2PT Field GoalMid-RangeRight Side(R)8-16 ft.149111510
2Shot Chart Detail002150001220101181Jose Calderon1610612752New York Knicks1950...Layup Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.0-8010
3Shot Chart Detail0021500012292756Sasha Vujacic1610612752New York Knicks194...Step Back Jump shot3PT Field GoalLeft Corner 3Left Side(L)24+ ft.23-2381310
4Shot Chart Detail002150001237204001Kristaps Porzingis1610612752New York Knicks1833...Layup Shot2PT Field GoalRestricted AreaCenter(C)Less Than 8 ft.2-191610
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5 rows × 21 columns

\n", "
" ], "text/plain": [ " GRID_TYPE GAME_ID GAME_EVENT_ID PLAYER_ID \\\n", "0 Shot Chart Detail 0021500012 2 201577 \n", "1 Shot Chart Detail 0021500012 14 2546 \n", "2 Shot Chart Detail 0021500012 20 101181 \n", "3 Shot Chart Detail 0021500012 29 2756 \n", "4 Shot Chart Detail 0021500012 37 204001 \n", "\n", " PLAYER_NAME TEAM_ID TEAM_NAME PERIOD MINUTES_REMAINING \\\n", "0 Robin Lopez 1610612752 New York Knicks 1 11 \n", "1 Carmelo Anthony 1610612752 New York Knicks 1 10 \n", "2 Jose Calderon 1610612752 New York Knicks 1 9 \n", "3 Sasha Vujacic 1610612752 New York Knicks 1 9 \n", "4 Kristaps Porzingis 1610612752 New York Knicks 1 8 \n", "\n", " SECONDS_REMAINING ... ACTION_TYPE SHOT_TYPE \\\n", "0 46 ... Dunk Shot 2PT Field Goal \n", "1 22 ... Jump Shot 2PT Field Goal \n", "2 50 ... Layup Shot 2PT Field Goal \n", "3 4 ... Step Back Jump shot 3PT Field Goal \n", "4 33 ... Layup Shot 2PT Field Goal \n", "\n", " SHOT_ZONE_BASIC SHOT_ZONE_AREA SHOT_ZONE_RANGE SHOT_DISTANCE LOC_X \\\n", "0 Restricted Area Center(C) Less Than 8 ft. 0 0 \n", "1 Mid-Range Right Side(R) 8-16 ft. 14 91 \n", "2 Restricted Area Center(C) Less Than 8 ft. 0 -8 \n", "3 Left Corner 3 Left Side(L) 24+ ft. 23 -238 \n", "4 Restricted Area Center(C) Less Than 8 ft. 2 -19 \n", "\n", " LOC_Y SHOT_ATTEMPTED_FLAG SHOT_MADE_FLAG \n", "0 1 1 1 \n", "1 115 1 0 \n", "2 0 1 0 \n", "3 13 1 0 \n", "4 16 1 0 \n", "\n", "[5 rows x 21 columns]" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "knicks_shots_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###KDE shot charts\n", "We can also create kernel density estimate (kde) shot charts and hexbin shot charts by passing in the appropriate string to the `kind` parameter. \"kde\" for a kde shot chart and \"hex\" for a hexbin shot chart. The default value for `kind` is \"scatter\" which creates the type of shot charts above. " ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2valnG5TCJVWIT5jfYbU64A3Hq3EpKlAT7EFr+DSqAz3QEJ9yOw1xVAeM29QE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Curry KDE plot\n", "# Pass in Curry's FGA coordinates to shot_charts()\n", "nba.shot_chart(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " kind=\"kde\", title=\"Stephen Curry FGA 2015-16 Season\")\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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pFy44cWY3uDki71F6uhS/4Xl91eNt/vzY6TMMrET+ylO/BNwMIWarBRuvHsHp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\nrJQ47CoVDKvkMKWxHS++ewYr8zLw5PZiBAfx5ip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9pU9D47PaWVOoH7xwQOkB3vYHNgLB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\n5P1mxeKGqotDqikOqbwgUy6nw7R5AeBBIlgBJLXVaEyXu0fU2juq3pF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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# get a colormap for the KDE shot chart\n", "cmap=plt.cm.gist_heat_r\n", "\n", "# Now plot the Knicks KDE shot chart\n", "nba.shot_chart(knicks_shots_df.LOC_X, knicks_shots_df.LOC_Y,\n", " kind=\"kde\", title=\"Knicks FGA 2015-16 Season\",\n", " cmap=cmap)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can adjust the number of contour levels for a KDE plot by passing in an integer to `n_levels`." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YGy9dwi9ffRVTFi/Gcy++iLkLFyI1deIPVqmpqZi7cCGee/FFLFi8GG+++iqu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\nuR37lTAMrE7FKivpRc++lMj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lYva0Ghw6eV50U4goRGNLO97btgfPPXH/J5NYC+OU0Crg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Now plot the Knicks KDE shot chart with 20 contour levels\n", "nba.shot_chart(knicks_shots_df.LOC_X, knicks_shots_df.LOC_Y,\n", " kind=\"kde\", title=\"Knicks FGA 2015-16 Season\",\n", " cmap=cmap, n_levels=20)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Hexbin Shot Charts\n", "Let's make some hexbin plots." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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8tg1dm6G3Fbq36gtqqEUgWg3RKjDCcdrn1NMKr/4KOtZCJBa60LqxO8aDy5o5\nZ3oHR47v5tP/+zrfu/dNTr+rmzXbs99Uo4bN0fUm5zS/xoMdR7IpOaLCpXbEbVj9Fjz8OXj3iWDK\nUKhUHHq2QtdG6FgfuuNgJ5YFiW5I9euvYb52gb4XJHt1UAn7A3cqrisGrMQwCa1GxteQsm1YNQ82\nvA4ti6G/K+gSDSn4O1dPO9z3GVj0tP77snlw18XQvjHYcuUSqYZo1PmLHe7Q6oZV92kv2adrAMJ4\n4XfDqltW2wpvaLVt6NoEfdv13624Dq2JkD4QGBEnqBr6T6QKjOjQvxeEjnUw/9fQtkL/vbcVItHQ\nHAdJCx5d0cRJu3Uxua6XT/7PP7njyfnYts2ri9Zx5l1dvLMp9/VgevUWTmr8N490fICkXeHLb78F\nm1dBXzt0bIDHroE37q1sGYqR/iDYsxXa14b32pXo2RGm7JQTWkN4X3BrgQcqL5yyhzW0Jvqgt03f\nD0C/x6FugTPYUbsa1jKi37/lz8KGfwEpfS9rWayvDSEWbGBt3wT3fhqWZTRPrZ4Pd10KW5YGUqyc\nItW6ZjVTGJ/8rKQTADOk+vWTdZhO+MywOsAOX2i1bejcAP0ZJ7aV0DfVRMiaVoyoE1DTnvYNQ9dc\nGiHrwr5tGbx+q65ZTde7TZc3BMfB/M11jK5NsXttJ2f97GX++PxbO/3830vXc+7v2/jH6txh5YCa\nNYyOdjG/d4bfxdVsG3qTsGnFzsdnTws89R14+TeVKUeh3DJmXr/6tkHbqh3hJQwsJ5zaGdf/MIZW\n29bX/lRm9zBblzVs3cYSvc51NuPztlP6/hamexiwc1jN/H7ILHkStizc+Xv97Tq09mwLpkwFCC6w\nbl0O935Gh9NsNiyEe66CNQsqW65cojnCqstKhie0DlWWVNy5yIbghLdSuoYy59NoiEKrldI1gPHO\n7D+3U7o5uz/HzyvNiDnBNMsF0zB0zWUkJKF180J443Zdc51N3zanpjW4AGDZ8K8tdezb2Mrp17/E\nM6++m3U7c9Um5v6+laeXZD+mDQM+VL+Yf/XOwPL7FLRt6EnAxqVZggr6WH3uP+G5n/hckAL1d+lz\nKOfP22H7ynBcawfCao5j0rYg3h2O2kvbCaX5ui4le8PTbSze5YTVHCdIKENrnntYWEJr0vn8W9/L\n/vN4lw6t3VsrV6YiBBNY1/0b7r9ah9J8tphw/+dg6bzKlCuXaE1h/f6spB48FqRUgcHZSuqLaZBB\ncKDLwlBdSivwAAAgAElEQVRsHWqDrK1IJXVYTXTn385O6RrBvo7KlCuXSEwHvHzzKLk1rZGqypUr\nm3Wvwlt36ub/fPq2639TQPeoTT0xbCvF5b/4Gy8vMPNuu2bjVi67dyP3v53951OqthMzUmxKjvSh\npA7bhq4+2LyUQbVU6ZL9MO9G+PM3gw0AfR363MkVAF3xTh1agwyCqYS+fg5Z2xuCJnfLCc6F3Bfc\nbmNB6u/UwWkobmgNQ2XGkEIQrOPd8N6jQ2+X7NWhtTN83TIrH1iXvQwPfhm2LCls++2r4cGvwMKA\nBgjEavPf9DPZAfWxsW3ndYsIzHYyuAECubos5P2dgPoLJ/t1M3Wy0Au5rWsEe9t8LVZOkZjuClDo\ncRuJ6u4uQVj5PCy8D/oLDPh9bQRVY/HP1XHeem8Vb7y7vKDtN7ds5/P3r+Hm+dmvBVOrWtmQHO1l\nEXdIpaCjB7auKGx7OwWv3a4HYwXx0N3X7vQJL/BalOiG7SuCacZOJZxuC4VeN229fTKAgZnuYLBi\n7gupfl3eIO5h/R1DVwrs9DspJ7gOh9AaoL42HVYzu1vlkopDi6n7jYdIZQPrO0/BH78B21YX93ud\nm+BP34L5FR4gEKst7fcq3Vxh287rlRDmguhrVU73iUr3F070Quf67M2pQ+lv0/2BKnnhj1Tl7gaQ\n9/cilQ+tS56ARQ9Dssh+v/3tzjFQucvX8+9s4Q//2MiK1cVdwLe3d/LNh1by43mDz69RkS7anFWx\nPJVMQmcPtK4q/nf//QDcf2nlphe0bejd7oTVIs+TZC+0razslDzJuBNWiz2nbX2cV7LJfaguC/mk\n4pUNrbatz+tSxgDYKR3IJbRm17UF3nssd3erXOwktC7RrRkh6XpRuSv+6w/A49/X4bMUPdvgiWvh\nxUoMEDBKD6uuSk3NlD4VVKkqGVq96Otbqf7C8W49wKqcKaviHbpPXiVO+Ei1ri0t+fcrFFptG955\nkL5FT/Dzt6eUto94p/5cKtAH99H5G7n4F/No6yxt2pfunl6ue3Q5X386gZ12HBhp//VMMgkd3bBt\nTen7eO9JuGcu9OzcQvDzm26jv9/DGk3b1l0AMgcwFiPZpwdiVaLfeLLfebgq41xOVmh6wXLC6sA+\nEpVpgbMsXQNYzvtiW8Ooe0AFta/VFQM9pfZJtWH7cti2tDL3sIbxeX9cmcD699vgqR9Bz/by9hPv\nhud+Dn/5qY9vngGxGm92ZVv+PvlZzv69GDXr9wABt8uCV0HT79Da36nDarHdFrJJdOlO7H5eTHPN\nYFH0fpz5Wv1iW/Dvu2HFX4mQImGVUeZElz5mfZzt4I4XVvPpm55n/aYtdHR0MHJkaX1OE4kENz65\nlKv+FMdyRlpttxpo9nLVq2QK2rugbV35+1oxD+75JLStH/hWPJ4g4sUxBvpc6GnJPYCxqH3FoX2N\nv1PyuPOWerUvP6cXLLh/bQEsn7uNWSndElVKC9bgnTn3hRDNzBCkbctg6VO6e1q52tdAy3v+vreN\nk2DsPnk38Tew2jY8e4OzgpVHk9Im+2Her+FP3/FmfzuJeBdWXX49+Q3UrHq5X58GCNh2+bXA2fg1\nJ19fm24+8bK8yR79lOvHCT/UDBbFGhhg6HHtn5WE12+DNX8HIIpNyjbK+/iSvboW24fQ+t9PLOXL\nt75AyzZd07h+/XqmTCmxRhiwbZvfPreMuX/oI5602JAYzeRYmQ/xrqQFbW3Qvn7obQu1Zj7cewFs\nMbFtG8uyvAmsVsqZAq6IvopD7jOha5N6PZ6SZ9C8pR7xa3rBovvXFsCvFjgr5awU6GXfXgmtAGx5\nF5b91ZsHQlfneti62IdKLQOap8GYvYfsyuZfYLUs+PO18NIt3neMty147S79/569eVGI+VWz5HFo\ntZz9+TLy0OM5+QbCqk9P6F73F+7Zplew8jpcg75BdW/xcFCLUfgMFqWIVuNZaE306QUBNr6+Y/cR\nqIpY9JVTywo7VsLxsHvA9//wLt/73Yt0du0IVRs3bqS+vp4JEyaUte8HX1nBBX+qpduqZpIXgTVh\nQ+tW6Cixu1U+GxfC/ZfQt+xVqquqiEbLXHAildStDV7VVqazk9C+TvfZ82R/ueYt9YjX0wsmnVW2\n/LgveB1aU0ndb9mLFqxB7Pd3aN3wph7MWuzYgEJ0b4Ktizx8gIvAyD1g9PSCxl34c6dLJeDhr8H8\n3/s/yfM9V0F/mU/qRgxifk/t467cVOZJNDAVlM/vqxdz8lmWvij7fQy4/YXLvfB3b9Xr1/s5BUmq\nX79G2bUKhg6UxQ6uKuolnNco9zLR1wGv/RK2vDPoR01VSToTHgRNO6n7ChvlLeVq2zZf+O0Crr/v\n7/T37/wZWZbF66+/ztFHH11uaWH0dBa+s5jWzjJv2AmgZSN0t5Rfply2mnQ+9l2ayn2ed5daTfnZ\nh9PSS7mWOyWP7Yzs93vJZa+mF/Syy0IuXnUbS8WdsOrnOISQr0Lpl7X/hNV/9+8hC/Q5vHWxPhbK\nEYnBmBkwcvfCf6W8V8yivwfu/zws/JPnu85q8TNw96XQXWJTUKQKopWaPL3MJz8r5WPNahblzMmX\nc/Uqn9hOOC7lwu8utTrUPKBeSTlLuZZcix3xP6y6DMNZ1rXES0X3VnjtJt1pP4umWMqbwAqADb0t\n+kJYQmhNpiwuvmk+v3nkH6RS2c/RV199lSlTpjBr1qySSzlr1iymTJnC/X/6C6ff3c3ylhKvB/02\nbFmjR9n7rLOzk6bO5fB2idf1ZL8O1X7eSAfY0L1Z17aW8vAyMG9pheZOLXd6QT+6LORUZrexZL9u\nDfGjBSubsmeVCcmE/0OxbVj5gg6sdgWO295WPVdrqYMdo9Uwem9omlzUr3kbWLu366VW33vW090O\nafnLcNfFsL3IOcPKHVVdEru0k2hg3tIKTy9Rypx8lQ6rA0pYFcu2dW1MX4XnTB1YyrXIBwIj4gTI\nCl5IDcNZ3rXIc6Vtje4G0L4y5yZNVUk6kx6fg72tzqpYhR8Hvf0JzrnhFe555vW828XjcR599FHO\nOOMMpk6dWnTRpk6dyhlnnMEjjzxCIpHgX4vX8fG7O1iwociw0peCLSsrtqpap9FEU6IFHv8qzL+j\nuF9O9OoBVlaF5yHtbdGDRYq9dhU7b6kXSmlyH6gFrvRctCXOK5vo1QPjKr20rrugT0ktL0FM51Tk\ntd22YNkzsPENfG95TdfXpmtae4sc7BithTGzoDH/jADZDB1YY3WF7Wn7OrjnSljxStGF8MSaN+Du\ny2FTjiXHMnk1qrpUxYxyD3rZ12Lm5AssrLqKCK1WSnckjwe0KpWVdEZKF9G0EqlwWHUNrIpVYG1o\ny3vw+q36/c2jqSpJh2c1rGl6txUcWrd39nH69X/n8ZeGWHnPsXbtWh599FHmzp3L7NmzMQr4PAzD\nYPbs2cydO5dHH32Udet2jOR/e/kGzrt7G/Ny5/od3KVWNy2v6IpEHZFmGq0uXZv79H/AvF8W9ovx\nbiesBrTSU992PVdrIUHQi6mgylFMaK1Ul4XcBXDmlS0wLMd7nMVBApp2yk56O9bBV0UsjJJKgPkE\nbB3c3aoi4h3Qsij/csrpYvUwbh+oL23BlKETW8N4/SL5bDLhvs/C2jdLKoRnNr6ja3hXzc+/ndej\nqktVSBANOqwOlKOAOfmslFOLEvRFoYDQmkpCx3rvZq8olZ3SJ/tQNWXuKPggwupAGQxdyzpUaN34\nFrz5W6c/cH7jauJs6fN4Zg6Xu5RrnuNg3dYuTvvJSzw/f3FRu162bBl33nknBx10EFdccQUHHHAA\nsdjg9yUWi3HAAQdwxRVXcNBBB3HnnXeybNmywftbu5mL7tnM4+/lOXdsG7rjsGlpxQPg5sgExlvO\n55nohud/Cs9clz8A9HcVttSq3/o7dGjNN9gx6LDqKqSfqFsLHNRDQLpCxjrEu5xKgYDvC7vaUq7J\nfjAfg20Frhrql0S37h7QtTn/dtWNMH4/qB1R8ksNXbVhGNAwTjezZbu5r34DHv02tAy+CAdi61L4\nwxfgrJ/CrI8M/nm0NlzdUqykPjYz1323bX0RrXTTVD5WUj/VV9UPDvwDg8HCwnbCc9Xgbh+phK75\nq+SqM3lZzo3dyn4yu0uthoFhOOHZyP55r3lFr15V4HQqU+r6eHHzGG/LmK5vO9SOzFppsXhtBxf8\n8mXeWlxI1eZgW7du5Xe/+x2zZs1i9uzZnHnmmbS2ttLWpruXjBw5kjFjxrBmzRpeeeUV3nvvvZ0W\nDsi0dlMLV96X5IazJ3HxwRnnl21BZx+0lFbWcm2ITubD/c/v+EaqH17+lW4WPOO/B18P+jpKW73K\nL/EuaFsBI/fUXWoG/bybwGr/BnH6iVI/uKyW87Mw3ReSffp+lbmMuW3r60Apq1f5xX0gsQhHpVWp\n+rtg6RPQ4cGcy15I9u2Yp7U5S7/UmmYYt2/ZCzIV1hZnGFA3RvefS1/z+70X4Yn/8Gaiai+1rYWH\nvwqnXQuHnL3j++WuXuUXOwmWvWNJzXKWWvWbO0Cgqn5HEAxLLXA2bqhyy5rsd1avCmAN8rxsfYO3\nLagbtePbkSyBOwwiUXRoTWuSXP5XMP9c1GjlMTUJelMRepIR6mM+BYa+Nn3BJIoboF5d2splv3qF\n91aUt1a2bdssXryYxYsXE4vFGD9+PM3NzQB0dHSwZcsWksnCz42trW188Q9JtvfuxpePdG6oqRR0\n9UJrkUtae6THqKfXqGOMnTGw1bbgX3dCXyece8uOcNXXVvk+4YVI9MD2FXpUsnsvGKjJDEtYdTnT\nC9p1O+YGt1JOWA3hfSHVD9i6C6F7D+vv8H/mglLYKXSFRmx4htaebbD0ST2wMEysBLSaOiM077bj\n4aV2JIzbL/uDYpEK7zxmGFA3WofWvjb49+Pw9I+gq9Qlv3zWtQUe/57u5H3kZeENqy47pa+ZRlT/\nfxgvSi63r1VVAwMzH4SZ26c2ldADrCo9+KMY/c6ghLrReo7VMF9QIxGgWr+f7z0Gy/5SdC27YcCk\nun429NYyo8nHmpj+Dqhugkg1f3lrA5+95WVWr/N23tJkMsmGDRvYsGFDWfvp6OziOw+vZHvv7vzg\nGKCzp/gBpR7aEJnMpNRGjFy1pW//UddgfuL/wI7vXKkRNslevTb6iGm6giCMgSpdshew9YNrwqPV\nq/ySijs1rXX6GPB1+rIy2RaQHH6htXOjHmDV6+M0duWwU9C6VHe/GbUn1I/TfVY9qnQp/pOqHan7\nUP352vCGVVdvmw7V8RCfOOlspw9omMOqy7b0oI+wh1VXKu4stRrisOpym9OHw4U0EoFV82DJkyV3\nCZlc18f6ngo8UMY72bi1lUt/8TfPw6rXevv6+PFjy1mzZnugYRVgfXQKk1NDrKBlPgPv/DHcYdWV\nclpZwh5WXck+/UAQ5rDqshJ6YF6Yw6rLtobHe+qykrDs6fCG1QG27n7T0wLj9/W0hbC0O2LP9nA2\n+WQT7/FvJSBfhKmD7S5mOE0iPZyO2TJH/05v7GVZ5xADOz3S2dnB5hb/5y31QjKZJBKCvstLYzPZ\nK7Vi6A09aPITuYSkL3AhjGFU1uHErSQaLmLer8I4jO6KQohd0R4NPbTEq+lMBB/OxM46jSZaI2PY\nPbUq6KIIId7nJLAKIQIVjcDMxm7MjoagiyIymDHFzORSoqEblCSEeL+RwCqECJwa0Y3Z0Rh0MUQG\nM6aYlSxwMRYhhPCRBFYhROBmNHaztqeW3qRcksKilzrWRKexVzIkc2wLId7X5O4ghAhcTdRGNXez\nYHtz0EURjjerDmFW8j1qGAYzawghdnkSWIUQoTBnTBv/ah2JJYOMA2dh8Hr14cyJvxZ0UYQQApDA\nKoQIiSn1/dTHUiztlMFXQVsa3ZsGu5spVnmLIAghhFcksAohQmPOmDbmt44Iuhjve/Or5zAnPj/o\nYgghxAAJrEKI0NhvRBdb+2rY0FsTdFHetzZEJrM1Mo59k+8GXRQhhBgggVUIERqxiM2xE1p5duNY\nbOnLWnE28GzNiRwbf5EYw2hlOCHELk8CqxAiVA4Z1UFXMlax5VrFDkujM+kyGjkk8VbQRRFCiJ1I\nYBVChErEgBMmtvDsprEyY0AFWUR4ruZETuh/loisbCWECBkJrEKI0Nm7qZu6qCXzslbQgqpDqLd7\n2Du1JOiiCCHEIBJYhRChYxhwyuQtPL9pDO3xWNDF2eW1GyN4vvp4Tul/GiPowgghRBYSWIUQoTSx\nLs4RY9t4bN0EGYDlIxuDx2o/xhGJfzLB2hx0cYQQIisJrEKI0Dpq3HYSlsG/ZG5W38yvOpyEUcVR\n8X8EXRQhhMhJAqsQIrQiBpy122Ze3DKGlv6qoIuzy2kxxvBS9bGc1fuoDLQSQoSaBFYhRKiNqUnw\nkYktPLB6En0puWR5pY9aHqg7n+PjzzPG3hZ0cYQQIi+5+gshQu+w0R3s2djLw2smylRXHrCI8FDd\nJ5ieWsFhiTeCLo4QQgxJAqsQYlg4edJWAP6yYVzAJRn+nq45GQObk/qfCbooQghREAmsQohhIWLA\nudM2sbK7jvktMgirVK9VzWF1dA/O7X1I+q0KIYYNCaxCiGGjNmpxwR4beHnrKBZsk0UFirUgdgiv\nVB/N3N77qaU/6OIIIUTBJLAKIYaVUdVJLt5zPS9sHsNb25uCLs6wsSB2MC/UfJiLe+5ilL096OII\nIURRJLAKIYadsbUJLt5zHS9sHsN8maN1SPOr5vBizYe5uPduxtqtQRdHCCGKJoFVCDEsja1NcOn0\ndbzaMpIXNo+W1bCysDF4ofo4Xq0+gst67mCs1RJ0kYQQoiQSWIUQw9ao6iSXT1/Hyq56HlgziX6Z\np3VAHzU8UPtJVkanc3nP7xhptwVdJCGEKJlc3YUQw1pjVYpL9lxHUyzJ7ct3o6VPVsRqiYzl/+qv\nosnu5JLeu2i0u4IukhBClEUCqxBi2ItG4LQpW/ng2O3csWIqi9obgy5SYBbF9uGOusv4YOIVTut/\nkiipoIskhBBliwVdACGE8MqhozsYX9vPo2snsqi9kZMnbaWx6v0R2LqMBp6uOZVN0YnM7b2Pqdb6\noIskhBCekRpWIcQuZWp9P5+duYYRVQluXTaNhdubdukBWTbw79iB3Fr/OUZZ2/ls9y0SVoUQuxyp\nYRVC7HKqIjYnTmplvxFdPL5+Am+3NXHipF1vhPyWyHierTmRTqOJC3rvZbK1MegiCSGELySwCiF2\nWZPr+7lqxhrmt4zk7pVTGBtpZPTo0Wzbti3oopVlmzGaF2uOY0V0OkfFX2FO4jWissyqEGIXJoFV\nCLFLixpw5Lg2Dh3dzpMr67jyyitZvHgxL730Eu3t7UEXryhtxgj+Xn0Mi2P78IHEq5zW9wQ1xIMu\nlhBC+E4CqxDifaEmarN//SYu/ME9HHXUUXzmM59h7dq1vP766yxbtgw7pB1dLQyWRWfyRvVhrI3u\nxqHxN/hi903U0Rt00YQQomIksAoh3ld6e3t57rnnmDdvHvvvvz/HHXccp512Gm+++SYLFy6krS0c\nE+yPHDmSBVWH8nDVTBrtLg6Lv8E5vQ9TTSLoogkhRMVJYBVCvC8lEgkWLFjAggULmDhxIrNnz+aq\nq66iu7ubJUuWsGTJEtatW4dlVaZvaCQSYerUqey9997svffeNDQ00BNZzSd7/8Aka1NFyiCEEGEl\ngVUI8b63adMmnnjiCZ588kmmTJnCzJkzOeWUUxgxYgRr1qxh48aNA386Ozs9ec2mpiYmTZo08Gfa\ntGm0t7ezZMkSHnvsMTZs2MCar01kki1hVQghJLAKIYTDtm3WrVvHunXreOGFF2hubmbq1KlMmjSJ\nOXPmMHnyZCzLoqWlhc7OTrq6uga+dnd3k0qlBmpkI5EI0WiUhoYGGhsbaWpqGvg6duxYDMMYCMEL\nFy7kqaeeoqOjI+B3QAghwqm0wNo8EZonQ8cGj4vjg8ax7NKzhgfJSkAkCoYRdEkKYOiyVqh5t2zJ\nOMRqgi5FYerHQ7QGUv1Bl2RIo0ePZa/dp7B8dWET63d0dLBo0SIWLVo08L0RI0YwevTonULopEmT\nqK+vJxKJEIno9Vgsy8KyLHp6eujs7KSzs5MNGzbQ1dXFtm3bhpyhoLGxAat2JPQOk7lVE8NoENiw\nuycY6CUihoFhUkxtGBXWiEHNCEgOh/MsCtWN+n4b8W59quICq21DbyuMnQbn3gCPfQ9aV3pWGM+N\nnAJn3wiN48BOgh3ysGJE9R87pf+EmWVBvANScahpDn9oTcX1ye6WOdQi0LUejKlQ3RDu9zbZD+MU\nqDNg6dOQ6A66RLnVjmbs6HH88brzuOinj/G2uaKk3bS3t/s+HdaY0aP46dcuZtoZR8LLN8Pyl3x9\nvfIYcOC5MOtk/f9WglAHgWgN1I0OuhSFi8SAyPC4h4FTMWCH/x7m3m+HhQjUNMCBn4J3H4COdUEX\nKLdIFUw9AiYdqu8HVfX6mPBi1wVvadvQ0wLxLv336UfCJ38JE2Z5UhDPjd0LPvV/cOCZOuEbzkkf\nVkYUolW6rNEqp7whZaV08AP9tNe3PbwXUtvWoQobos4TarQ66FLlYKCPUee97FwH/e3hrA2ybUj2\n6c8e9AVqn3P0+xtGdWOhfizEqjhor/E89sNzOfxAFXSpspo8cQK3/OCzXHX2cVBVA8d+CWadFHSx\nsotUwZxL4ZTr9E0pEoFINaG91sbqoGG8vhaEnqHf30hsxz3MCOn7ms4wwn8Pc8Oqh7V//ono0Bet\ngrpRcOBFMHLPoAuVXawWdj8Wpn5A/91OQaJHZwYPFPZpWRZ0bxlcezL5ALjgVph6sCeF8cyk/eCS\n38PM43Z8byAIhvCJKhLTZUsXjTlP1iFjJSGeMegkFYeebeELrbbtNFOnBb5IFGpGQrQ2sGJl556K\nGe9h1ybngSBEodW2dfNvX8b0TxMPhP3Ph7oxwZQrl/pxTljd8aCy5+RRPPXjT3DsnP0DLNhge+6+\nG3f+5At84sQ5O74ZicJRn4EDzw7XNaGqHo66Go7/5s6tABFDX7/Cdq2N1evjwKPaHn8ZTlBNK2sk\nogNs2N7XXKIxXd6wMaI7HgLCzojqVrb0B6zqBh1ax4SssrCqAfY8ASZl5EE7pbOjlSz7JYb+xKyU\nDqu5+k2M2R0+dRvs8YGyC+OJ3Q6Fyx+A3Q4Z/DPDuQiE6YSP5Amm+X4WhFRiRw17Jjupa+A9epIq\nm23l7lMZiUDtCF3bEgpurWqOUNq9Rb+3YWDb+ok5nmNw0JiZutmqYWJly5VLw0QdUrLUqI0d2cAT\n/3kupx5zaAAFG2xftRcP3PBlTjwyS4g2DJhzERwyV9diBK22GY77Ghz12ew/NyLhanKtaoCGccMo\nrFZlL2sY72H5RKJOaA1JtybDuaeGuZuVy4jmbk6PVcMBc2H8gZUvVzY1I2DGSTAuR4i2LYj36AxR\nhqEDa/cWSPXl36ZpHFz4f7D3h8sqTNmmHwVXPQLj9sq9zcAJH3QQTGvuyScSkqfUZHzo/om25YTW\n8p+kymJbQ/dTNQzd97aqvjJlylmOtC4A+fS26q9B1mLbtn5gyaxhzzRiGhx0ETRPrUy5cmmaDPVj\n8oaUxvoa/nTd2Zx30hEVLNhghx6wD4/c+FUO3z/PtQvgkLPh8Ev0sRuUhnFw4n/AYRfk3y4S2VGb\nFaTqZv3QMhxCysB9Ic+teTg0uaeLuMdAwO+/W2M9HI4DI6YfsvI9YEWisN+5MPlwAn1v68bAzFNh\n1PQhNrR0ZUcZoXXowFroyN/aRrjgFtj/9JILU5ZZJ+qw2jxh6G0NI+Am9yzNPfkE/ZSa7INkT4Eb\n29DTWvaTVMmsAsKqyzCgukmPZgyCES0+gHZuDKYW27ahr6PwQVWNE+DgywLqa2VA0xSoHVXQzakq\nFuX+757BVWcfOzDCv5I+ePhB/Pmmr6GmTy7sF/Y7GY68QofxShsxFU7+T9ivwOt8JAJEgrvW1ozQ\n/f6KCikBXWeNyNBhNV1Yu41lMxBaA2qGjwyjmtVITDf7F3IcGBFQZ8K0DwXzANMwXg+4bZ5S4C/Y\n+h6SLG1GGW+PnlgNnPc/cNgnqehJf9DH4YoHoa7IWodAmtzdi1KRTTpBhdZErw6sRXFmk0hWOLRa\nKbCKnAHAMHRgrW6iou+tOxtEseKdejq5VAVDq23p/qqpIqdTqR0Bh1wGYyo4uMmIQvNuUDuyqJtT\nJBLhf79yEl+78KNUV1duUN4JRx/Ok7/+OpMnFBk+ZxwDR38Omib5U7BsRk+H06+HmccW93tuaDUq\n2VJk6AeWosMqBDLDgeEMqir2gSls3cbyCSq0FtKSmVOF77eRKl2zWswxaxgw46Mw/fjKDihunAzq\nLN16UaxkKbnCjyMnEoWzfgpHXVGZpuw5F+sBVlUl9uuq6Anv1qyW+La7ne4rdRLFu8ubW7OvteQn\nqaJZSWc6nRJVNzihtQIX01LDqivZDR1rKlOLbaWgd3vpx0FVPRx0CYw/wNtyZROt1t0RakubZs0w\nDP7rqmP5wZWn0tDgf1eRj590DI/f9DVGNpdYwz/tMDj2CzByd28Lls34feBjN8Juh5X2+5HIju5Y\nvovqaatqQzpjRSYjWlzNaqZK38PKEXFq2ysy20GevsAFq+DDS7RaXy9LrQXe/RjdNF+JsRkjdod9\nPq6vtaVK9hU9d7M/R41hwCnfg+O/DNU+XfjdMDz31vI70g/0E/UxCBbb3JPLwEhRn0/4/q7yAqCr\nb7v/E4qnkt70m62ud+aU9XFAQ7lh1ZXqh/bV/s4p64bVco+DWDUceKHT18onsVpds1rdUPauvjP3\nA9zwxY8xapR/gefis0/iwRu+RF1tmYtDTNwXPnwNjJ3hTcGymXwwnP0rmFBmTflA9wAfKzKMKNSP\nhpom/17DS24f33KbqitxD/Nq8YKBKbr8HDhWZLe7Qvbnp2hNeWHVNXm27iJQ7ePxP2oGqI9BlQfB\nODG27mcAACAASURBVNWv+7UWOAuOv6nnuM/DR78NdSO93W91PZz0Hf3/XvVJ8bNjeKnNPbn4OSef\nbUN/hx7175X+dj1C0A+ppLdlrarVNzs/LqZehVWXlYS2Vf7VYve2evfeRqKw33m6r5XXl52qRmia\n6s0F1PHZ0w7k5q9+nInjS2juyiMWi/GlS87mzh99hljMo2NszO7w4a/BhP282V+63Y+Ec38DIz0a\nQBeJ7Hh491qkSvfr9eChpSIMZzrD4XAPAzytbXQH5PkSWiMeh1XwtaY1VuvptYsJB+g5sWtHebdP\n19h9YdaZO00RWLZUvODQ6n+9/BEXwek/gMbx3uyvbiSc/qMdgdVLfvQTLbe5Jxc/5uQbCKs+jESP\nd+gR5l7OJ5pMeBtWXbFa3ZzoaTObx2HVZVs6tHpZi+12NfD6ODAMmPUxmP4R7wJLTbPux1lql6A8\nzj9Occe3z2aP3QocDDWE2tpavvu5ufzy2xdheD34Y8RE+MjXYUqW6fxKNeN4OPsmXWPpJcNwQquH\nN71ItR6tHPSsH4WKxPxZvCDoAbrFGOge4OE9zPAjrPooVufPNHVjZsB+n9RzUHvCgAkHw8xT/Kko\nsxLOXK357zmV6f180MfgrOvLf0pvGg/n3AjHfM6bcmUz0E/Ug7fGq+aenPv3cE4+y9Jh1c8nyXgX\n9Hd6E1qT/YCPA4+i1XqBAS+ClRHF17Ji6+4BcQ+WRU0moHdb+fvJZ8ZJ3vS1qh0FDRP0YE+fnHz4\nntz3/XNQe5XXT7S5uYmffPVSrrv6bI9KlkX9SB1adz+y/H3tezp8/H/0cpB+MAzn+uVBaI3WQMNY\nXx5afOF3n9NKj3Uoh5fTTBpRb1syfWXowVU+XrsYMRUOuEAPjiqHEYMpH9AVDX7OsmAlh5yFpnKf\n7KwPw7m/0EumlmLUNDj/Fpg919tyZeNFx/BKTVDsxQlvWc5E8BXoYJ7sgb4ylxtNZqxe5ZdoTI82\nL3nkpbPUaqXW1O5YW94DQbJfD5SrxHu7+4d0P6hSpxSrG63nA/Xzgu84ct/JPPKDczl439L6iY4d\nO4Zffu8qrrmoAsurVtfD8dfAjBLnxDYicMj5cMbPBq++5zXDcK61NZQcrqK1uhYptMstZyhrxHox\nr1OhsQ5eMIy07gyl7mOYLrXqt4ZxevxA87TSfj9aDdOOgt2PrsyUYEPcKyv76e4xG86/SS+dWoxx\nM+HC38F+p/pTrmzK6SfqNvdUas63cuaVtZK5Vy3yS6pP1+IV2+Rs25ULq65IVM/lGC02GBnOnwpP\n9N+5XvcZLia02jYk+vQAuUqaMhv2OVc/FBSjbmzFQ8q+e4zl8R+eyxEHF7cc4tTJk7j9uqu59MwP\n+VSyLKJVcMznYZ9TKSoIRqvhA1fCR/9fZYNOxCitVStWp2/IfjSte86LEetF8nOsg9fcipdS7mHD\nKawaEWep1QpO8VbbrBdyGVVkZWGsDvY4Dqb4OFi2SJX/hCfuoxcY2K3A5RAnHwCX3gt7HeVvubIp\npZ9okPPiFfvaqWTupVb9ZiWgZ1vhk+DbtjO1UgBzJA6E1kKbHN3TKqBVqbo2OQ8EBbxXtq37v/a3\n+V+ubCbsD/udX3hfq4bxzlKrlV/9bbcJI3jqx5/g+CMKWw5xrz135/c/+yJnHR/A0q+RKHzwSjj4\n3MK6tVQ1wNFfhOOuCWZy9UjEGYBU4LU21qCPmUD7Khb6PgUQVl1+jHXwU7ErO7rd7oZFWI0OvXqV\nX6rq4IBPwdh9Ctu+ugmmnwgTQrL0qyOYT3nUbnDh7Xop1XymHQ5XPgRTKjCHYy7F9BMNwyTOhZYh\nlYBEQGHVZSf1SPShQqttlTcfrBciET0Qa6h+lwNLrQYQrNP1bIXurflDq23rfq+VrmHPNGaGbrZq\nHGIS/IaJemBNgDVqo5rr+fN/nsOZH56dd7v9Zs3goRuv4bjZBd4g/GAYMPsCmH1h/pHzdaPg+G/C\nkVdWrmzZGEZh0x1VN+o+q4GHFJuhQ2sBS636zcuxDpVQ6MCxSnW780KQYdUVq4YDCuhSWTsSZpwM\nY/f2v0xFCu4sahgNn7pNL6mazYxj4NOPwOgKTIo9lCHXbnYvSiFpmhpqTr5kf+FLbPrNtqCnJfc8\nqnYRS636zTD0qPSqHDd/I+LPDAul6tsGnZuyl8m29apZQT+0uJqn6AUGRuToa9U0RU9ZFILRv/W1\n1fzx/53Fhadlf+CeffB+PPbLr3PIrBBcuwAOPBM+cGn2ifQbJ+guAIecV/FiZRUx8germmb90BKa\nkJLvwTQEYXWgKEPdw0JmqCm6Kt3triA5ymLEnLAahuPAKcPUI8ka/+rGwszTKrMYSQmCfQdr6mHu\nb+DAj+38/X1PgasegUZv50AsW9Z+ol5PUOyRXCd8sk8vixYqNvS0Dl65yQpRWHUZhp6nNXOwkBEN\nV1h1xduhc8POtdi2BX0deu67MGkYCwddmtHXyoDmqUUvteq3WCzKXd88lavPO55odMe5/6EPHMIT\nN32dvaZNCLB0WagT4IOf0X0+XSN3g1N/BPucHFy5snFv7JnhqnakHmwXouMgJ68WivFaqWMdgpBr\nKdcwVQ7tJMvDSySmWzfCdhzsfRrscezO51jjRL3oQCWXey5S8O9itArOvRHmXKhv+od8Aq54wL/p\nVMq1U5O7e1EKWVh1DTStOB9zorT1eyvD1t0Dkk5AtVJghSyspqtuhOpmwPB+QQCvxbv0DAKppBNW\n2yEVtocWR20zHHyZ7mtlxPTo1poRoQwpkUiEX3/hBL516SnU1NRw0rFH8OSvv86EsR4vlOKV6UfC\nhz4PI6bAmJlwxn/B9KODLlVuAwsMGFA7uvjBeUEJa1h17XQPC995tRM3tLo1g2G+3w5w3tNota5Z\nDeG1C9DTVO31UT2guHmqnrXF6zmXPRaOx5RIBM74Iex1DBz+qfCe6K6BmktjGJQ1AnbUWWo1xAHQ\n1bcNakaBEXAf0EJU1+sa4FRYHwLSJPugfY1uUvVjsQUvVdXCwZfAwvsIbOBagQzD4MeXHsUBs/bi\n7I8eRXV15QeDFWXqQfDhb8KY6TDOx+VcvRCJ6FaWujFQU+L0ZxXn89zbXonEwLLxd35oj0QiYMWc\nWQJDfr8FwNZTtcVqw38cTPugrgFunFiRKQLLFZ5P3zDgsPOGyQGJ8+Q3XMoaCX9ISTecyurnuuhe\ns3xaGcwPkZjuXzlMnH/KB8MfVl0TZoU/rLoiEf1gOFxEIuEPKa7IMCknOLMdDJP7LYSwf20eY9Ww\nCKsQpsAqhBBCCCFEFhJYhRBCCCFEqElgFUIIIYQQoSaBVQghhBBChJoEViGEEEIIEWoSWIUQQggh\nRKhJYBVCCCGEEKEmgVUIIYQQQoSaBFYhhBBCCBFqEliFEEIIIUSoSWAVQgghhBChJoFVCCGEEEKE\nmgRWIYQQQggRahJYhRBCCCFEqElgFUIIIYQQoSaBVQghhBBChJoEViGEEEIIEWoSWIUQQgghRKhJ\nYBVCCCGEEKEmgVUIIYQQQoSaBFYhhBBCCBFqEliFEEIIIUSoSWAVQgghhBChJoFVCCGEEEKEmgRW\nIYQQQggRahJYhRBCCCFEqElgFUIIIYQQoSaBVQghhBBChJoEViGEEEIIEWoSWIUQQgghRKhJYBVC\nCCGEEKEmgVUIIYQQQoSaBFYhhBBCCBFqsaALIIQQw4Ft2xiGMej7r61Nsfq9dVgYWJaNZdsAHL3P\nBPYY3zho+w3bekimbJrqYjTWVlEVk3oDIYQYigRWIYRIk0zZbOm22dhps7HTYlOnTUuPzckzYxw8\nOTpo+0lNBo2jm4lGq4hEDCJOph3TVJN1/8s2dbJ0QwedvQm6+pLEogZjm2o55dApTBlT7+c/TQgh\nhi0JrEIIkealVSnMFotJTQaTmgwOnBhlbINBXY6r5bSRERjVDNHqgvZ/zL4TOGbfCYCute2Np2jp\n6GNUY/bff299O+Oaa3MGYCGEeD+QwCqEeF9JWTZr2mySls3MsYNrTD88Pcrxe1Xm0mgYBvU1MaaN\nG9x1wLV6SzdPvr6OmqooMyc1sffkZqaNbSAala4EQoj3DwmsQohdXk/CZmmLxZIWixXbLMbUGxya\npXkfyNpPNUgnHTKZjx48iU3be1mysYPnFm6kszfJV07fh0gkXGUVQgi/hCewJnqhbTWMmQl1o4Mu\nTX6WBckeiMQgVht0aYZmJaGqHuJdQZdkaEYMItmDRChV1wEWJLqDLsnQapohUg1WPOiSDM1KweTZ\nsOJv+lwrQ2e/zc2vxtljVIS9x0Y4Ze8YjTUeBr1oLYyYBvEeiHd4t980hmEwaXQ9k0bXc+x+E+lP\npEoPq+NnQawOelu9LaQfIlX6fa2qh0jIa5ST/dC9FpomQXXuGvNQsFLQuUl3Y6ltDro0Q+vaoq8D\nzbsNj/tDsheMSPjLmuiBhffBmBkw8eCgSzOkcATWeDd0rNMf8ua3Yew+0Dg+6FJlZ1n6Q7aTOgja\nQKwGQlYrA4Bt6wuTndLhurrZtxuqJ4wqqGkIuhRFMPRFqaZJf413Bl2g3GpH6eMUwKiGVIhDq2Xp\nc6u6AWacBCufh/72knfXVGPwlaOqqYn5cI5WN8GU/8/em0fHVeV5np/3Yte+WJJlWd5XvILBNl4x\nGBIygVwgkyST6syCrMzOnq7uqu7p6Tl9unqquv/o6Zk51V09Z4o6mclOkpAsJg0GY4yNAeMV77u8\nyIsWW7Z2Kfb35o8bIctyhBTLe/FeSPdzDgdbiuXniPfu/d7fugwcTiECFRWCnca/zxA8rsQb4dmW\nbm70BFk4pRyfe+jyrkDdPTcdAooK/W3mGpoNqkts+HpErLkun30FQLgfeq9CNAhdl6C4DrylVluV\nGC0KPc3ikB0G0MBTat89rLcV+q4BulgbSieJ+83O6JrQNS4fOFxWW5OYQDccfhW6GqHzPIQDUL/c\naquGxfoja6BH3OARv/h7xA9tx6C7yVq7EqFFxU2uR27+LBoQNsda2dgGXY8J6kG2qqoQrdhwYXJ4\n8k+sMug7dxeKRd+OeCtvilUQQsVh0wIeLRrzAMc+W6cHpq2HgpEPsE1dGh3+xPehKWLVVwH19w7a\nPHXwlYOv0vj3SpFCj5MrN/r5hw9P8v6eSzTdiHmnFYewdXD0yl0IhTXWGJoKg8WpHhHrrBa1zp5k\nBHuhp0WIVRCHwa5L4G+31q5ERCPCOTQ4IhToBH+HPfewnibou8rAehDqhs5GiIattCxFYs4tO9ra\n1wYHXxBiFcQ12/g5XPjcftfBIKwVrIFO6Ll880aPEw3B9ZMiRcAuaNGYZzXBghkNxX5nky96QKwm\nsFVVRWjYTqLV6RUn0bwiwXft8oG3LPemDEfBOHAmOOEriv3SWbQoaAkWd4cLpqwVnpUEtPRovHEo\nzNvHwkkFq+EU1ULdUiH+b0EXHvcUBLYZ1FYU8MS9k/nLb8+lqtTL21838saXjfRVLI7d90Nw+cS/\nxU7rgSPJdalF7CcAgt3CAzj0utWjwunSZyMPdiR4M5I5lFA39F+31x7WdVnYNJRwL3RegEgg93al\njS4OB5HgyA/NJYdeFoeBwegRuLwTzn5in+tgCNb51ftviFPpYA/gYLQIXD8tToSV02/79bW2HC4E\n0YjIn9G15I/RwuLCdFqca6Vp4jMdzlZFEd7AUPfwj8sFTt+t3r98x+kFbwUErPauKEKsjhRCdXqt\nX/gHUleSrAUg/h0T7xU5d+1nAbjep7H9fJRLnRqrpzj50UInzlwUIZVOhqq5wz/GXQDqeCFmLKDQ\n62TlnGqWzZ3Ekc4ivCXD1AU4PSLvsrfVBuvBCIcoPXpTcFkdavV3ipSKRI4BED/vaRbXdvH43No2\nlLAfeluGTwUK90GfDgWV1qZeaFHhoR4uDSjcLxxaJfXiXrM7ET+gW+4keOu1F8Qf+q4meYQOLfuF\nE3H2YwkO5NZijTV918Tpc7gNCgANOs5C26nbFH9lhViAW69eM8nIGNFwzHuawkIe9wBoFi36qYjV\nOArC46JYmAvkKhxdYjWO021pWBhFhYKq1DcdpxfLPGypiNU4iiIKsarmEQjrvHYwTG2xwl+ucLO0\n3pEbsVo5a2SxGsfpheIJ5tozHO5SnJPv5a4ld+NwjHAtONzCVsVCoZLqZq5rQoBFLMzD7rshNv1k\nYnUAHfpaY/udRV6rUJ8QzqnkrUf6hVfTqtSLaESE/FPJWY/4oesiBK2sHUhjzYkExHVrEa3HvqC5\n6UpqD752FE68Y+09loDcClZdF17VnhYgVVGnizyLa8duueHjC/C+/QcMN3OASCzUn7KtxAoE+nJ/\nw2ua8PKm6yHxFInihlzjKrLeQ2ImDpfwcOZaCCrOmGc1zVvb6SHntmpa6mJ1MDUL8E5awr9a4WbV\nFCduR47srpoH5dPSe47DDSUTyfln6xsHdXcPeyC80tRMMDgoVKk6hWi1Yj1wppsSpAnBkutQq64L\nh4u/jYRpQcnobxMh7lyL1mC38KwmSrVJRsQv/o3RNO/LbIkERag/neLVaBC6LwtvtyWk+X1Gg9ak\nD17Zzd6dn7GkOo375cYZOPG2pSJ7KLkTrIkSqNOhpwlaD98myE6cOoXfb0JIMxK86cZPFz2W75or\n0RoXq5nYCqL4IpdFOO5i+1d5GoHqFJ7OXIVVVJcI52X6fk4POVsSNE3cJ+mK1TiVs3DUrzDWpuEY\nvxhK6zN7ruoUoctcidbiCVC7eMQD4YlTp3n+Ny/ScPbczR+qDigan9v1wOkjs7VLz61o1XWxf2Va\nTBVoF97DXO0L/k7RuUDL4B6LBqH/Wu66icTbWmbSHjAaErm5/bls05bFvZzrmpcL2/Ef+4CTbQpL\natLM/+68AMffEh0FbEBudiddE6egRAnU6dDXCs0Hbkm6nzljOoeOHMnSwCFEApmL1Th6rKOA2QUC\nA4UqWV78Ll9u8mvcJQblR9moSGQ4VFV4PM0WrU5vTKxm+bk43YDJYeEBsTryxt3vD7DrwHH0RIt7\n+WSYvNYEA4cw4R4h4rJBVUXRmNnXQekUqJ4vRPIIPPTAOh5/9BE++uRTNmz8kP7+mCdFdUBRDThz\n0LUjY7E6iIhfrNlmCoB4dDCQpScv2BWrcjfZe9nfLrykKdxjSYmGRNFY2OQc91CvCO1n029Zj4i0\ni95c1bZkea3Fa17MvmbPfARnP+Fgq8as8giFrgzer/uK8LTmooBwhEiL+YI1GoFOA1t8+K9DywGI\nBFi7eiVL776LvfsPoBmRN6rr4uY0qgglnmtllmg1SqzGcXpF0ZgpKDGxatQlZ88qxoTEc0oVk0Kt\nrkJjuxMk6ipgFCmKVV3XOX6mkedf30hXTx+aluT7Lq4Vba9MOcAootCrwKB8ZEWJiVaTPt+KmTBu\ndlqieNrUKfz6L57F5/Px/G9f5Oy58zFbVSgcJ6IhpqAaI1bjRALmiVYtKiJ8RvWwDvUIz5VZ+0Jf\nm/COppPKlgwtLPbccHbDO5IS6BL6wJA9V4Pe5lgxdx7sD1pE5BebUfOia3DyPWjcjqZF2Nfq5p7x\nwlu+dmIGEYneFjjxLnSlmAObNkpKNS3mxmWjYVHtZ3RD9UAHtBzkvuV3gruQ4qIiTp4+w7y5czJ/\nTV0XN83QFltZEx804DW2wEiLZBbqGQmnW2yshk5uUmIFXnniFTUDRYGCCuGhMfIacxeZN1VHdaWX\n+zYS8SEWI+RZ9/b52bR9F9c7uvnRo/dRXztCi6iCcTDjYTi3JTuP0mAUFepXinQZoymdGOvbaaDn\natwdImUhg3vM7Xbz8IMPMG/unFuLsxRF9G1VHAYPQ3DEPPkGi4poULym02fcWhONCBFktGAL90HH\neSibbFxkK56ykK0XeChaRITbvbqxvbL9HbEuCkYK99hnoGuxIkKb7znxmhdXgXGdGbQoHHsTWg8C\ncPKGk2K3xsRise7eV59hmof/Opx+X6y1FTOMsRUANeUBC+Z5WCNBkZNi1vSfYJf4QgJdrFi+jK93\n7UkcNkwFXY/19zMrF0q/GbYyArPEahyHyzgRpKj2naKSaxRFNJZPu8AkCZ4Sc0dAqg4xytUIBgqs\nhher7Z3d/PbNTVSWl/Krpx8bWazG8ZbCzEeMsVd1wuQ15ohVAHThGXYZ9Po1izIWq4Opn1jHhNoh\nqQ+KIj5bo8ZlK05zxGqceH6gEV6raEh4Vs3yLkb8Ij0gZMDrG5WykPT1o2KUb8Cg/bzvugjhGypW\nB2FVkVsmGFnzEgnBoVcGxKquw85mNysnGJSLHOiEM5vg2nFjXg9VtCVLsQDbHMEaivVIC5s8uz7U\nC1cPM3tiOcFQiIuXLqf/GlpshJpZN85gjGhrEQ2bK1bjqM7sw4GKM+ZZNcYk88mRod5S0SUhGzxl\n4lRuNqqavQiMj1pNIURZWlzIdx9cyfqVS3A60/Q4uIuEaM1GCDq8Ii/W9HxuHQqrY5PnsqD2biF+\nzTwQKrEIScG47F5HdcWKLU0WEVpY5ENmI1rDfuhuTtxk30gigVgbpyyEoNEpC8nfSBSO+TMfkwxA\nz1XhWc204DJVcl3klg3xmpds9vZQHxx6Ea6fGPhRY7eDsAazyg38DEI9cHYzNH+T3esoDuEUSCHf\nPo7xgjXYKwqsskmgTodwP8q1Y6xYPJudu/ak91wtHq7PYfuOaFAshume/HRdiFWjQp6poDoy31BV\nl2iZlTcMGbVqNp6izD9bbzm4ctiAWlVFe6ZMGMizTk08OBwOpk2qzey9QISWZnxLDG9IF3cpTF6d\nw3ZrsSbt3vL0n6qoULdM5JmazPGTp4hGo+JAUJDhKFfVndtm9AM9sTNYL0N9xqdsDIcWH+WagXc0\nGhHiL2Syc2gAHYIdmY1y1XVha186bS2zJFdFbkaga8LZl0lus79DjFqNDVWJ83Wzm3trw8afZyN+\nOL8VLn2d2fMVR0ZpEMYK1kBXTKzmuG9XNMDCyhCtLc1cvZZiJZsWO9HkUqzGSVe0Djdq1WwyGeXq\n8JgYTjULC0JH7gKRLpEOvkprhi0oavKRmckwuigwVRxumHp/epX9BVVQv8yCCT+68Lin471UYlO/\nfBkI3TSJRqMcOXqcV3//Jr29feD2pd8xweGxZvqfHhF7UTqiNdgTG7Wa44bpWjj91kzRcCxlwch6\ngxQJdolC6nT2sO4ronNBrhkocrNXE/zEaOmPH+5phYMviUPPIK72qbT2qSysMqvoOwwXd8D5bekd\nXhSniIJlsNaOvIp4y0lJrPg7xAVpWh7o8DiVCEtnVLDri89GfrAWyxmxQgAO2JBiLzZdjw0EsNBW\nJQ3R6vQKL5ckNVy+FD1ssc/eymELCqmFyuPTq0ZIs2m5dgN/wKT1wuGESatFm6eRKJoIE5ZYO4bQ\nXQSFKXgvVbcoBvOYVb1/Kw6Hgx//8AdMmTyJ3774Cs0treIaKJpAyuuBlfnrcU9rKgIg0BUTqzlI\nD0vEQGumFERdJCjEaq6dQ4MJ9YhWlSPuYVrMg5zLPqlDCPdBR6OtmuAnRxf2ptJfuPMiHH5VFAYO\n4etmN8tqwzjNXNb0KFzZBQ0fpyZaVWcsDSAzo1IQrPGE+2Ee2m9yAnWK3D29nNMXrtB18XDyB0Xj\n/c9skNcS78WWLNcq0+lVZhAvvhhudKOzwPJZyXmJ0wPe4VonKdnnDxrJcN+xrg8aZJGcxiutvP7+\nVq5e7zDYuEGoDpi4DCpmJ39M2VQYP988G9LB5YOiYdIhXIVQvyLns9MVRWHd2tU8/NAD/P7Nt0Wt\ngDM+ynWYfcEua4EeFcJuONHa3yGa7Fu+L2iihVBPS/KHhP0itG5UEW82hPuE1zSZF1uLjVoNmHif\np0qkX/R7DVngkc6EkQq1207BkddjLcxupSuocKbDyd01ufAq69B6AE69P3w0Q3WJNSyLA2xqMtdT\nHGtKnkCs9F4VyelWhNaH4HM7WTylnN17v4FrJ29X/NFwLBRvAwEYJ1mulZ3E6mA8xcKlPxRXYaz6\nV5IRTldiURrv4ZrzUPUIOL3c5mGLe1b14cVqw4UrvP3RDp58ZA1TJmbZkH8kFAUm3AnVC27/XeUc\n0bfUTjg9UFx3+8+9ZUJ85zJ3eQhz58zmie89xrbPvxAdWRyumGhNsB7YRazGiffETjYb3ai+pYYQ\na83UdeX2PSzYK8SqRZHMhET8oip/aJ5oNBwrKLPHlCQgVuR20TaTm0YkWaF2y8HYBKrEB4HdLW4W\nV4fx5nKgZNtxOPFO4nvM4RY5q1lGW1L3y7oLbxWt8QTq3hwmUKfA8llVHGpsJ3D9PFw7elPwRWIz\nfG1k6wD6ENGa7ahVs/EU3Vo57i6yNlQ9InnSpkB1xkRrzF7FFROrFoaqh2PwKNeBtlXDH1xPnr3I\nnz7dydOP3c/U+iyKq9Klep6oqB/4+wIon5K7908Hh+vWUa4F1cL2TAvfDGTa1Cn8/M9+ghLfeFSn\n6FIweD0wqm2b4Wgxr1VsQ9X1QTmVNlxr/ddFKD0uWoPdYr+1OJKZkEggJlpjn20kGGvZlatisDTQ\nQqLWJpMiNyuIBm9NH7z8NZx8N2nLUH8EDl1zsbzWgpzd9gY4/sdbvdgOjyFiFdIdHOAqgAI11uPs\norihbEZpoZtZtSXsO3ud1W6H8GBWzsl9En26xNtaOLyIxdOGC+hg3AUQVsQmajfv323Y/LMcjOoU\nIjXYHUvBsLnYdrohFExpelVT63U2bdvNT7+3ntpqg6ZHpUPlDHG9RoJQVJX7908H1SF6q2oaVM21\n1T2mDL0mVQcUj4+Jvxx320gb/WbLq2CHKB6yM4EOcV95ykQOqOUpC8MQDYr+qq4C4SG2Mr92JOJF\nbnpErLe2vmYRBwFdh8u74MJnwx5a9l91M6s8QqnHon9TV6MQrXO+Jw6zBkZb0nfduLzig7OhWI2z\nck4VexquE4pExSJq5xtnMHpsbKXdb544Lp+tNtJRg6qCr8z+YjWOoqe0kdZWV/DcU9+2RqzGwTTy\n3wAAIABJREFUKamzv1iNo6gwblZ+3GOKwaNWzSbYZX+xGifYLfZbO4vVOFoof/ZcPRKLaubJNRvu\nh4tfDCtWQ1HY0+JiZZ3FDrqeJmjeb3hqUIalWjYNUcaoLvMxuaqQfQ0WViVmSr6IFInJ5NF1kKKp\nqqpSXpqb6vbRg/2vA13X6ejsJB9sleSCfLoO8kSsAqCP+NHubXUzpSRKdYENUh9N6Lpib+WZBWvn\njefr020Ew3lwKpVIJJI85VrbdV54+XXaO/LEYymRjEKCUdjV7GLtRJunP2bBqBWs1aVeptUUsbfB\nvqkLEolEku/UVFdx35pVvLHhI/P66kokkmHZ2+JmWmmUKjt4V01i1ApWgLXzath9po1gcPSeOCQS\nOxKNany8Yy/9fhv0ipSYzt13LWbG1Hre+WgH0ejo3TAlEjsSiMDuFhdr60e31hnVgnVciZcZ40vY\nc+i41aZIJGMGXdf5eMceOjq78Xqsb8UkyQ0PrV2Bqqps3rFX9GmVSCQ5YU+rmxllUcb5RvdhcVQL\nVoA182rYc/A4ARmqkkhywt7Dp7jcfI0nHl6DavMCTYlxqKrKk4+sIRQOE45YP0hGIhkLBCKiM8Ca\niaNf44z63aSy2MPMqfXsPnDUalMkklHPpeZrfLnvCE8//gAe6V0dc3g8br7/rdW4XXYeJCKRjB52\nt7iZXR6l0jf6oxqjXrACrFl2J3sPHpcFARKJiYTCYd7f8hWP3n8vZSVFVpsjkUgkoxp/BPa2ulg9\nBryrMEYEa0VZCbNnTGb3N0esNkUiGbW4nE4evX85c6ZPstoUiUQiGfXsanYzpyJChXf0e1dhjAhW\ngDXL72LfoeP09efBBA6JJA9RFIVpkyZYbYZEIpGMevrCCvuvullt9VSrHDJmBGt5aQkL75jJ51/v\nt9oUiUQiGRNomsbGrV/LdCyJxGA+v+xmYVWY8jHiXYUxJFgB1ixfwokz57l+o8NqUyQSiWTUo6oq\nTododSWRSIyhrV/lxA0na+rG1kFwTAnWAp+XlfcsZuuXe6w2RSIZFch+m5KRWL9qCVdar3Pq3CWr\nTZFIRgVbL3lYWReiYIw14xhTghVg6Z3zuNrWTuPlZqtNkUjymkgkwm9feZOe3j6rTZHYGLfLxXfW\nLWfLl/uIRqNWmyOR5DUXuhxc61dZOj5stSk5Z8wJVqfTyQOrl7Jlxy7pHZJIsmD/waMUFRZQXFRo\ntSkSmzNtUi2VZaXsP3rGalMkkrxF1+HTix4emBTEOebU2xgUrADzZk9HVVSOnTprtSkSSV4SCAT5\ncvc+1t+30mpTJHnC+lVLpIdVIsmCo9cUVAXmVY7NSXJjUrAqisKDa5fz2Vd7icgRghJJ2ny1ex+z\npk+lumqc1aZI8oSaceWsWDLfajMkkrwkHI6wrVHhoclBFMVqa6xhTApWgMkTa6mtHseeA8esNkUi\nySu6uns4cPg461Ytt9oUiUQiGRPsOXCUCcUwqWTsRinGrGAFWL96GV/vP0y/HCYgkaRMJBLhoftX\nU1JSbLUpEolEMurp6+/n6/2HeGCqZrUpljKmBWtlRRnz58xguxwmIJGkTGVFOYsX3GG1GRKJRDIm\n+Pyr3SyYO5NKn9WWWMuYFqwA9927hJMNF2i+2ma1KRKJRDIm0HWdGx3dVpshkdie5parnDpzjvtW\n3GO1KZYz5gWrz+flgdVL+WjrV7LNlUQikeSAvv4Av3trE4Hg2JmDLpGki67rbPp0Ow+sXYnP67Ha\nHMsZ84IVYPG82SiKwoGjp6w2RSKRSEY9RYU+pk+ewKETsrWgRJKMA4eP4VBVFs2fa7UptkAKVkSb\nq++sX8X2nftkAZZEkgBd1+np6bXaDMkoYumiuew7clpGtiSSBPT3+9n+5S6+/dA6lLHax2oIUrDG\nGF89jnmzp7P1q71WmyKR2I6z5y/y5oYPrTZDMoqor63C7XJy7qIcky2RDGXrjp3Mnzub8dVVVpti\nG6RgHcS6lXfTcP4SV5qvWm2KRGIr9h44xN2LF1hthmQUoSgKSxfNYe/hk1abIpHYistNLTScb+S+\n1bLX9WCkYB2E1+PhwTXL2PTZV2ja2O53JpHE6ejsornlGvPnzrbaFMkoY/7sqcyePkmmBUgkMTRN\n46Mt23nwvlV4PbLQajBSsA5hwdyZeNwu9h8+YbUpEoktOHnmHHNmTcflclptimSU4XI6WTJ/lszR\nk0hi7D94FK/Xw4I7pINgKFKwDkFRFL79wCp27PqG3r5+q82RSCzndMM55sycZrUZEolEMqrp7etj\nx849PLL+PnmIS4AUrAmoHlfBonmz2PL5LqtNkUgsRdd1Jk6oZerkeqtNkUgkklHNJ599waIFc6mu\nqrTaFFsiBWsS1q24myut1zh9rtFqUyQSy1AUhQfXrcLplOkAEolEYhanG87T1HKVdatkoVUypGBN\ngsvl4vGH1rJp61cEAkGrzZFIJJJRjSy8koxVAoEgm7Zs5/FH1uNyuaw2x7ZIwToMU+onMHv6ZD7Z\nIVMDJBKJxCwikSj/8+X3CIXDVpsikeScT7Z9weyZ05gyaaLVptgaKVhHYP2aZVy41MS5xstWmyKR\nSCSjEqfTQXlpsRwiIBlznD1/kQsXL7N+7UqrTbE9UrCOgMft5rEH1/DBp18QDIWsNkcikUhGJdMn\nTaCxSQ5tkYwdgsEgH37yGY89/AAej9tqc2yPFKwpMH1KPVMn1bH1iz1WmyKR5IxNW7bT0dlltRmS\nMcKEmkparl632gyJJGds3bGTaVMmMX3qZKtNyQukYE2Rb629l9PnLtJ4WYasJGODw8dOUODzWm2G\nZIwwobqS1usdcsqgZEzQeOkKZ85e4KF1q602JW+QgjVFvF4Pj65fzcYtOwjLwgDJGKC0uBiPHA0o\nyREej5uK0mI6unqtNkUiMZVQKMzGj7fynYfW4fXKNTZVpGBNg1nTJzOxtpptO/eZ9yaytYvEJkyo\nrbHaBMkY41c/eYzK8pIcvJNcZ80jnz5ba6ZJbfvya+rrapk1I80JgnmlD4y3NTPBWlANBeMMNsUk\ndA1uNBj2cg+vW8nx0+e4cKnJsNccQItA60GIRox/bTNQnKA4rLYiNTRNfL55g/ULU8qCVXXlz3Xg\n8IKzwGorUkN1gxa12orUcXqyvg5yNo5S1/PnmlVUiORJL3DFAZ5SsSbkA22nIdCd07e8cPEyJ041\n8K0H1qT3xP4OrBLYaeOrhJpFhr9sZoLV6Ya6ZVBocw+MFoGLX8DJd6DlgCGnkwKfl8e/dR/vb/4c\nvz9ggJExoiE48yE0fASn3hd/tzMOD3iKwFVg/4Vfi0KoG0K9EJXpHKkyYXyqgtWRH9eBww3uAiis\nAleR1dYMj8MDhePE/pQvB1inB7yloNp8KlrYD/1XIdxn/2sWFfwd4L9hf9GquqCgEoproLReXMN2\nprsJLn8BB34L/Tdy8pb9fj/vb9rCd7/9IAU+X+pP7LoCe/4H9DbHPlcbC9fCGlj4DFTONPylM08J\ncLhg4jIorjPQHAOJBIVYjXvVGj6CyzsNEa0zptQzd+ZUPvj0C2Oms4QDcOJdaD8r/n7jFBx9Uyys\ndsTpBVfsZlMd4CoU3lY7okUg1HPz7+E+iNj1MGCvRai2pir1Bw+IVpt6VhwecPpAUcR/BZXgyUXo\nOQMcXiioEgIbQI9AJE8OWg43eMrsex2E+qBvUOuscJ91toyIAoF2BqItgY7YnmCvdQIQ0QBfpVgD\nQNxbpZPEPWc7FOi4IKKZABG/EK09Laa+q67rfLh5G3fMnpleV4D2c7D3f4IWWwP6ropDoR333OI6\nWPwzcWAxgexyWBUVJtwNpTZryRDqh0tfiXSAwTR+Due3GhJmW796KTc6ujh0/HR2LxTqg2N/gJ4h\nKQbdl+DwqxC0WQGC0ycE62BUFdyF9vOsRCPCqzqUSD9EDPSOG4b1aQCDcTrT/D5VhzjI2C0cGD9g\nDQ43Kwp4y8FbZp1diXD6hAfYMfSzj9rfwxbH4QRfmf2ug0AP9Lcl+aUNRWCg4/afBbsg2IOt7I1H\nA1xD9gV3IZRNtlkKjgJtJ6Ht+K0/1iJw6CXovGTaOx86eoL2jk4eWLsitSfoOlw7Dvv/6XYt098G\n6Pa6x0qnwJ3PQWG1aW+RfdGVosD4xVAxA1vcRIEuuPI1STf/pj1wZlPWYTan08kT33mArV/sob0j\nw16VgS44/JoI9ySivw0OvgD+zswNNQxFeFKdScI8Suz3drmBIiEIDyP2IwH7erDzGVUVXhbVJk2w\nEx2w4iiKEKzeCmyxdrkKxWKvJgtT6/kjWlWH+Gwd6V8H3T0meD39nRAYJuwbsZnnMjDMmh/uhWA3\ntqiZHhoNGIrTC+VTbZKCo0DrYeg4m/jXugZHXoXrZwx/5xvtHWz9fCc/eOzh1BwBug7N3wgRnUzL\n+G8Ir6sdUi8qZsFdz4LX3KiVMVe8okD1fKiaa21OUP8NaE6hgv/aETjxTtaLf/W4Ctbeu4R3P/qM\naDRNr23/DTj08vCiCkQ4+8BvoM/KhtoxEeIYQYwqSuxxFouVSEB4UUciGhQebktJd5O00aaaDEUR\nHk1LrwNFeHaSHbAG4y0R4Uwr1y53sShkHbHoKCZa86FaWHWI9ABHer18P9y221g7+m5AMIVDfyR+\ngLXwHtO04cVqnHAf9LdjqWhNGg0YgsMFZVPENW4lTXtF5HIkTvwRWo8Ydo9Fo1He+/AT1q5aRnVV\n5chP0HWRznj8zZEfG+gU162VqRfV8+HOP7+ZDmIixl7tlbOE8Tn3sinQ23ozJyUVOs7CkTey9rLd\ns3gehT4fO3Z9k/qTelpEuF9LMS8tGhI5Nt0mdCYYCSUW7h9JrA48Pi5aLTr1hf3phfu1sMVpF+ku\nijrWbKhpvqeiiEXUkutAjXlW0xDMniLwVVgjWj2lsfdO9TPWxWErL0SrKgqx0thQi4sM3Hx7r0G4\nZ+THxYkEYp9rroWgAtFYcWiqaAHoa8OS9cBZKDyrSaMBQ3A4hWj1WJCCo2twceetucsjcWajELgG\n3GOf79xDoc/HPXcuHPnBWhTOboYzH6T+BsFuEa3NgWC8jdq7YdE/S10fZInxd2X5VBi/KIcblSry\nTq4dS/+pvU1w8KVYTlBmKIrC499ay8Fjp7l4JYUpWJ0X4egboKfpkdWjwiPbcT4jOzNCiRVUpboo\nDcY1TCjWLEL9YiNPFz0ibvqcCoBsNplcCxUls/eMe1pzefpX1Nh7ZuDddReKYqycHbgV8JSDrzwN\nsTqIaPD23DY7oiiiCCfFDbW40KCNt7sltUjLUKIBsSbk7PCiCqdEOsI6jh6OCbEcilZ3kchZVdOU\nD6pD5LR6K8yxKxFaBC7sgGCCfOCROP+p8HRmcY9dvNzEoaMnePzb60du2RaNwMn34cJn6b9RpF9E\nEnKWL6zCpFUw/ymx5ubuXU2gZCLU3pUDxa/CjTPQnkXhU6AdvvkN+NszfomiwgIee2gNGz7eTiAw\njGC6fhpOvE3mgkMXYrftpPniKhuxGsfpzZ1YCfaClkX1v67lWLTa1zu2ZduXQ36Spa1OT2whNXlT\nVRzifbI57bsKRHqA6Tm4qti4faXZvUw0lGeideRcxqwFq66JNkBaFilf0ZBIvTBdtKoipJtNtwJd\nExHGXOCJp89keC8riqggL0ijA0mmRIJw/jOIZPHZXvoSGjZnVPMSCATZ8OEnPP7wAxQVFg7/4EgQ\njv4emnZlaCjieu+7Zr7uUl0wfT3M+V7m10Gmb23aKxfViA4CbrOSrVW4dhS6GrN/qYgfvvkt9KYR\nMhjCrGmTmTVtcuJWV7oukr3TcfMPx8l3ofWQeeJKccbEqgGXh9MjXstMsRLsER6RrNGFaB3js8zb\nrpvQk9Dpjh1eTFpylFhbrZHy6VLB5RUeJLOiRIpDpAB4Dcrpi4by55r1FMX2hOTrQXFhFodcLQrd\nV4xZD/SISDEyS7QqaqzNnhHFn7rYv8w8cHvL0kxdSYKiQEkdFI3HtH0h3A8XtqWedjccrQfS7o2u\n6zofbN7KrBnTmDl96vAPDvfDgReEnskWPSJSDs0SrU4vzPw2TH/InNcfAXN9ub4KqFsqcrQMRYGW\nb6DXwL5pWlhU5HddzvglHlq7nI7ObvYcHJSeoOsiF+b8pwYYOYiGTXB5l/HeFdUZa1Fl4KXhcMVu\nIIMvN10XuTvpplcM/6IijyxfBIAJ9PtN6p7gdMf69xosABRnrDOBga/rcMeqnw1Oa1GdsR6wBh/k\ntVD+TMVyF8V64CZeD0qLR/BGJUOLxMSqkfeuJgSF0T0vFYc4aGeSwpQUXaQHGL52xaIBRreAKxoP\nRXXGHwiC3XBhu7H7wo1TcOyPKde87Nl/iI6ubh5at2r4Bwa7Ye8/QqeRqX469DQbH910FcLs78Hk\n1ca+bhqYn3zgKYGJy4V4NYrLu5O3gsoGXYPDr9xs4J8mTqeTHz7+IF/tOcjlptZYsvcOEVYwg8Zt\nsVOkQTemwx0bAmDCqdfhEkLYqHyXeAjfrNB6qDvPRrkah6aZ6KVxuIQH06hNSjVBrMZxOEUVtFEL\nv+oC3zjzvB9aOH+mYrl8Ym9IcB3UVGWwV0RCQqyash7oopuLUdes4hA9Vo3w/iWi/5pxa9dANMCk\ndkVF44S31age3v3tIu/UjOugqxEOvz5ike6lK818tXsfP/zut4dvYdV/A3b9D+gzKZ2jt8W4OhJP\nKcz7EdTdbczrZUhusmVdPqhbLhbrbNA0aPwys+T0dDj2ZmZFXEB5aQmPP7SWdz7cSt/xj6B5v8HG\nDeHKbjHFK9uNavAkILMYmIqV5cKvmSxW44R680cAGEjUbO9y3OOerddKdYucVSOjAbe9h0N4Wp0Z\nev3iONyxkbAmFyLqkfy5Zl1e0UEg2/UgEhQjK83GiFGuiirqJczOO+6/nv10NMUpxKrR0YCh+Cqg\npD77Nni9V2M92E2k/6qIxCZpPdbX18+7Gz/m8W8/SHnZMJHl3lbY9d/T6wqRCb2t2ac2FYyDBT+B\n6nnG2JQFuSvvcrqFp7VofGbPj4aFtzKbRPp0OPU+NO3LKCdo1pRaFlZrvLv7ImY6qwa4eljktWba\nVzbRJCCzyFa0amm2fsmWcK+49sYQWi7SIeJTsTIVrY5YeoGZYjWOqoqc1kz7SDo8wzdXNxo9kj/X\nrMMtRGumHrZQv7GpYSORlWhVYsW9OSq4DNyAcIZ7guoSqSvuLA9qqeItjYnWDMVV15XUerAbQahH\n1LwM6Y2uaRrvfrCZhfPnMmu4vNXOS7D7f4huFLmg72qsiDSDtbJwPCz8M6iYbrhZmZDbWZoOp8hp\nbTkQC9+kSNgPV0zI1xyJc5+IhPhJq1IPZYf9cHID66qv8dp1H59fdnP/pBzMrm9vEB0E5j+VXsjR\n6c19+ylVFaI13J9ecYSWZNSq2YT7QPel1oTeREpLivm7//YPOXu/XL6XRDKUv/uHV3LyPqWFad7X\n4b5Y14t09iMl8ahVswl2gF4SE54pCmXVLcRqrtc7T7EY8959KY1e2gq0n4PrJ0w17TaiQdEbffHP\noHgCAJ9/tRvQWbdqefLn3TgDB36Xey3Tf014SnU19T23ZCIseEYc1m1C7oe/KyrULhEnuM4LIz8+\n2CvGqVrVBujiF0KETls/cp5cqBeOvgnBTlQFnpgZ4DdHC6gvjjKzPAcFET1NcOBlWPxMrKhhOJSY\nWLVIhKmxgQTh/tRyuaLh7Fq/ZEvED+i5F/eD+KtfP5uT9/nH373Gk999hOqqHC1UmiY+31SuAysO\nWEMJdIpiv5HWJGdBrK+rhRO0UCw/aKWMFoVgF1evXuXdzV/wL575bvLHBrqsEYBxIv2x3OYU9yUr\nbQ11C4HkKWFEke3wiGvWqil17gIomwpdl1JY7xXR4jHZqFWz0aOij/uCn3CmHQ4fO8kvf/Y0aqKo\nj67D1aNi9KtV9F8XxXMO98gdD8qmioEAHounkw3BmrluiiKGC1TOGt6EQCc0iVOLpTTvi7W1GGZD\n9XfCoVduGQFY5NZ5cmaAP53z0hnIUb+yYDt887sR+srGplFZvZGlOso1ErJWrA7YERACO69I/7pT\nHaq5hVe3vaGawnUQH7VqsVgFUS3tLWfYtctVKHJWLRWrMDDKNR+IjXLVFCeO4VI9+tutFYBxIn5G\nvL90Uhu1ajbh3thnNszn6vDmNnUlGU5PbJTrCLmzLQetE6sD6HTue4ONH27miccepjBRD+F4pyAr\nxWqcQLsQq8OlXlTOgbt+YTuxCpYOIgaq7oDqOxLksSli5JzZBUvpcP0kHHsrcaiir010F0jQT29S\nSZSVE0K8fcZHJFdRgEj/MH1l4+Ig1+NzkzDSCM9IILNpNWYRDUEwmXi2cAZ5UpIJz+S2qqpKNNct\nkoa9DjIYtWo23pLko1zdJSL8luOm2snRB40ctTmqiuYsRE0m9Puu5zaHfSQG1vwE37UWvcWBYTkR\nv6hMT7TtO33igGVEH2MjcLhio1yTRAqv7IGeNNIKTSKiwR/P+FhZ080k57Xb7zFdg8bPYwODbEKg\nM5bWkqD7Sc0iuPPn1juzkmCtYAWomAE1Cwad6lQR2r562FKzEtLVCIdeg9AgwdLdBEdeGzacubw2\nTKlH4+MLntztGVoYDr54a19ZJRaGt4tYjTMwwnOI9yzsTyOXKYfo4SStTewsCJQhf05uq8ftJhjM\nQd71UBQlQcg/i1GrZuMpioX8B23yntLMR62aTTSYF6I1EAzi9iYY6dt7VXgK7UYkEMtJjG+nCkSj\nojjHbmjB20e5ugqhsNoG0YAhqE4hWr3lN3+mRUWnoP42y8yKo+vw0QUP5R6N5bXh23ujaxE4s0n8\n3G6EeoVwHTzKtW4pLPypcS3GTMB6wQpivnDN4lhe63loy3ECdTr0XxVJ0/5O6DgvWmCNkECtKPDd\nGQGu9DjY25pDsahH4fCrIikdJftRq2YzeJRrsM/gptoGo0dyPMo1W/Qkf76d4qJCenotSsEYEK2+\n2PQqn/0OWIMZGOXqEhurXcVqnGjQ9qNce3p7KSkujo1yLRT3WHeTQROhTCIajDktVPFns1svZoMe\nvSla3cU2iwYMQVGhdJK4x6JhMRAg1GW1VQDsbXXR1OPg8RmBmx9f47aYjX1w4h3R2ciuRPwir9Vd\nDJPXwh0/NK5PuknYx7qSCSLvMsOm/Tkl1COE4Mn3SNWr5nHAj+f4+arJzbnOXIpGHY79QYRa7SxW\n4zg9IudOz4O2PLqW1ri+fKG4qIieXos9WU6PWEjtLFbjuHxQXCta8+QDNm951dPTS1FxkRBRnmIx\nH92sJvtGooWFCMiHPPf4ocWIUatmoyiiYv3Krty1ghqBc50Ovmpy8/QcP56h2+qVXbDveXulNCZD\nCwnP6uzH7H8dYCfBmm9kMPat3Kvz5KwAG856ue7P8cWRBxejxB5Y6mEdTD5dszb3TOQTPb29FBeZ\n3KxeAij5c4/ZyM7rfpX3Grw8OStAmTeJw8rQceEmk0drV/5YOkqYXBLl/voQfzhVgD9PBtJIxhbF\nRYX09NhAsErGJL09vRQXS8EqsR/+MPzhlI/1k4NMLskjUTpKkILVAu6qCTOrPMI7Z3xE7Z1OJhmD\nFBfbxMMqGZNID6vEjkQ1eLvBx6zyCHdWS2+TFUjBahEPTg6iKvBJoz3bR0jGLrbIYZWMWXp6YkVX\nEomN2NzowaGIvVtiDVKwWoSYhOXnQreDfbnsHCCRjEBxUSG9ff1omnT/S3KLpmn09vVRVJSjGfYS\nSQrsa3XR2O3giZl+VPuk0445pGC1EK8Tnp7tZ8cVNxe68qCCXzImcDqdlJYUc/2GDaYJScYU16/f\noKy0FKfTvr0gJWOL810OdlwRHQG88rK0FClYLabCp/PEzADvNni57pdfh8QeTBhfTXNroklpEol5\nNLW0MKF2vNVmSCQAtPWLjgBPzAxQkawjgCRnSIVkA6aWRlk/KcjrJ330hGS8QWI9E8bXSMEqyTnN\nLa3USsEqsQE9IYXfn/KxflKQqaWyI4AdkILVJiyujrCkOszvT/oIyAJEicVMqK2huUUKVkluaW5u\npW5CrdVmSMY4gQj8/qSPJTVhFsuOALZBClYbsaouRH1xlLdO+4jIeheJhdTWVHHt+g2iUelZkOSG\naDTKtbY2xtdUW22KZAwT0eCt0z4mFUdZNWH0TTLMZ6RgtRGKAo9MDeJz6rx/1ps/Y+olow63201Z\naSnX2m5YbYpkjHD1WhsV5WW43W6rTZGMUXQd3j/rxefUeXhq0E4DtiRIwWo7VAW+PyNAT0hhy0XZ\no1ViHRPGV9Mk81glOaK5WRZcSaxD1+GTix56Qgo/mBmQ7atsiBSsNsTlgB/P8XOu08HXzbJHq8Qa\n6utquXjpitVmSMYIFy9dZuLEOqvNkIxRdrW4ON/p4Mdz/DilMrIl8muxKT4n/HSunz0tbo62yeZv\nktwza/pUzp6/KPNYJaYTjUY5e/48s2bMsNoUyRjkSJuTPS1ufjrXj09ut7ZFClYbU+rR+elcP5sb\nPZzvlIMFJLmluLiIyopyGqWXVWIyjRcvMa6ykuLiIqtNkYwxznc62HLRw0/n+in1yMIROyMFq82p\nLtD40WwxWOByj/y6JLllzqxpnGo4b7UZklHOqdMNzJ4102ozJGOMyz0q7zZ4+eGsANUFsjWP3ZEK\nKA+YXBLl+zMCvHXaR3Ov/MokuWPOzOmcbjiPLltWSExC13VOn2lgzmwpWCW5o7lX5a3TPr4/M8Dk\nEpn2lA9I9ZMnzCiP8ui0IG+c8nG1T35tktwwrrICt9slp15JTKO5uQWPx824ykqrTZGMEa72qbxx\nysdj0wLMKJNiNV+QyiePmFMR4ZEpYoTrdb/86iS5Yc7MaZyWaQESkzh15iyzZ8+y2gzJGKGtX+X1\nkz4emRpkdoUUq/mEVD15xrxxEdZPDvLaCR/tAdkoTmI+c2ZO5/ipBpkWIDEcXdc5ceoFZwSkAAAg\nAElEQVQUc2T+qiQHtPsVXjvpY/3kIPMq5cjVfEMK1jxkUVWE1RNDvHqigK6gFK0Sc6mbMB6nw8H5\nxktWmyIZZZy/0IjT6aRuQq3VpkhGOZ1BhVdPFrB2YohFVVKs5iNSsOYpd9eEWV4rRGtPSIpWiXko\nisLSJYvYd+CI1aZIRhl79x9g6d13ocgZmBIT6Q4qvHq8gHtrQyypCVttjiRDpGDNY5bXhrmzOsyr\nJ3z0heWCLzGPBXfM4VJTMx2dXVabIhkldHR0cvlKEwvnz7PaFMkopi8s0gDuqgmzrFaK1XxGCtY8\nZ1VdiDsqI1K0SkzF7XaxeP4d7DsovawSY9j3zQEWL1qAyyXHT0vMoS+s8OoJH3dURlhVF7LaHEmW\nSME6CrhvYog5FRFePu6T6QES07jnroUcOnqCcFh6KSTZEQqFOHTkGPfcdafVpkhGKd1BhZeP+5hT\nEeG+iVKsjgakYB0FKAqsqw+xsCrCS8cK6JSFWBITKC8rpX5CLUdPnLbaFEmec/T4Ceon1lFeXma1\nKZJRSGdQ4eXjBSyqirCuPoRMkR4dSME6ilhdF2JpbYiXjxfQ7pd3qMR4li5ZxO59B9E0OcZQkhma\nprFn736W3n2X1aZIRiHtfoWXjxWwrDYk0wBGGVKwjjKW14ZZXRfilRMFtPXLr1diLNOmTMLr9XDk\n+CmrTZHkKYePHsPr9TJt6hSrTZGMMtr6VV4+UcDqiSFZYDUKkYpmFLKkJsz9k4K8esJHqxzjKjEQ\nRVF48L5VbP9yF+Gw7GUoSY9wOMz2HV/y4APrZCsriaG09qm8esLHA5OCsnXVKEWqmVHKoqoID8fG\nuDb3yq9ZYhz1EydQV1vDnm8OWm2KJM/YvXc/E+smUD+xzmpTJKOIpl4xbvXhqUE5FGAUI5XMKGbe\nuAiPTgvy+5M+Ll+5YrU5klHEA2tX8vXeA/T3+602RZIn9PX1s2vPPh5Yt9ZqUySjiEvdDt446eOx\naQE5bnWUIwXrKGdORYTvzwzw5tvvce7cOavNkYwSKivKmT93Fl98vddqUyR5whc7v2b+vLlUVlRY\nbYpklHCu08Fbp738YGaA2RVRq82RmIwUrGOAGWVRnnry+2zYsIEjR2Tjd4kxrF2xjCMnTtHe0Wm1\nKRKb097ewdFjJ1i7aoXVpkhGCUfanGw46+Wp2QGml0mxOhaQgnWMMKm+np/97Gds27aNnTt3ouu6\n1SZJ8pzCwgLuvedOPt76ubyeJEnRdZ2PP/mUe5fdQ2FhodXmSPIcXYedTW62XfLwszv8TCqRYnWs\nIAXrGKKqqopnn32WI0eOsHnzZikyJFmzYukS+vr8HDh83GpTJDblwMHD9PX7WbF8qdWmSPIcTYfN\njR6OXHfy7Px+qgpkP+ixhBSsY4ySkhL+/M//nKtXr/LOO+8QicgkdUnmOBwOvvedh9j2xdd0dHZZ\nbY7EZnR0dLJtxxd8//Hv4HA4rDZHksdEojrvnvFytV/lz+f1U+KRDpexhhSsYxCv18szzzwDwOuv\nv04gELDYIkk+U11VycplS/jTR59Kr71kAE3TeP+DTay8dzlVVeOsNkeSxwQCQV4/AijwzFw/XqfV\nFkmsQArWMYrT6eSJJ56gpqaGl156ie7ubqtNkuQxy++5E13X2b1P9maVCHbv3Q/A8qV3W2yJJJ/p\n7u7hpd+/TU0RPDkzgFOqljGLvb56V4HVFqSO4gDyZFKLrkHv1dt+rKoqDz/8MAsXLuTFF1+kra3N\nAuMS4M+jqnMtKqoAxjiqqvK97zzEV7v303b9htXmSIbF/HXrWlsbO3ft5nuPfQdVzWKb0XVQXcYZ\nZjr22lKHpb8NovaeCHWt7QYv/v5tFt4xk4cndJM3w9GcXqstSB2Hz2oLUsZed9ec78G8p6y2YmQ8\nZVA1F6rnYXvRGo1Ax0X45K/h2rHbfq0oCitXrmTdunW88sornD9/3gIjY+g6NHwMR38PV/Og/Zam\nQbgXgt35IVpVNzg8pr18eVkp69bcy3sffpL92FbVFbNV5j0aiwLuQnEtmEQ4HGbDnzZx/9o1lJeX\nZf5Cug5aBMqmgKfUMPtMw1UI3hLw5kGf2e5m2PMP8Pn/AaF+q61JyLkLF3nlzXe5/967WNn49yjH\n34ZemzhVhqP2LpiyFmrvsdqSkRl/N0zMn2JIewlW1QGTVsHiZ622JDkF1VA1B/RYK43q+TFvqw2J\nBKGzEbovQtdF2Pof4PKuhA9dtGgRTz75JO+99x579+7NfS6irsOpDXBhG0T6hZ1N+3NrQzromthM\ndQ0ifgh0CQFrVxweUFVQlNjp35yD1pJF8xlXUZ5dPqvqFmuBAjhdoMiENUNQHOApFp+tqoLDeNGq\n6zp/+uAjqsZVctedizJ/IU0DLSzWWVUVorXAxnmwriJwuAAdnG7w2djWjgtw8h3oaYamvbD9P4K/\nw2qrBtB1nb3fHGbDpi388FsrWHjkb+DcFui6DGc+ha4Wq01MTt0yKJ4g/lw1G+pXWmvPcExeC3c9\nC6788QbbS7CC2FBr74R7/hdQbGZeUR2UTxNCZQBdiFbVPM9VRoQCQqz2DBrJ2tsMO/4znPs04VOm\nTJnCc889x/79+9m0aRPRaI7622lROPYHuPw1EBM5Wlgsppd22s97qWmxUNoggRoNQLBT/FtshSLE\n6tBYmtODGaJVURQef+RBOru62bFzT/ov4HALgXLLz5xStGaL4hCe1cFrqhIXrcZdBzu+3ElXdzeP\nP/oISqbxW00DPXYYjKMoUFwHhTXGGGok7hJxjQ7G4YSCKmvsGY62k3DyPei7dvNnV4/Atr8RAtZi\notEom7ZsY/+hozz32AqmfPVXcOmrmw/obYGGLdB+0TojE6JA/SooHPKdl0+FKfdbY9JwzPwOLHha\nHK7yCJspwhiKIkLuy/8aVJtsVKVToLReLKRD0aNQPVecsu1A2A9dF8TNPZT+Nvjq/4QT7yV8anl5\nOc899xzd3d28/vrr9PebHC6KhODwK9ByIMEvNWg9CBe237p5WYkWBS3EgLAeTDQEgU6RhmELFCFM\nkwkHpwczlgCXy8mPf/Aoh46e4NjJM6k/0eFOfkh1OG2WyziSGLNRqpDqAndR4s/WQNF67PgJDh05\nylNP/gCnM8N1e8CzmuB+VxQorhXC1S54Sm8/YMVRHVBYnVt7hqPlEJzeCIEE3tQbp2D738KNszk3\nK06/38/rf3yf7p5enntwHuWf/Aqav0nwwOtw9lO4bp2tt6CoIgXAlyT9pWQCTP8WtlkT5j0Fc75r\nH22VBvYUrHHKp8KKfwdOi5OCy2eIhSeRWI2jRaBypvW5VqF+6DgHfbcXWQ0Q7ILd/x0OvZzw1x6P\nhx//+MfU1tbyu9/9zrxirFAfHHoR2k4M/7jrJ4RX2EohqOsxsTpCkYIWFp+v5cUMakyQjoDTbUpK\nS1FRIU8/8Rgfb/2cpubWkZ/g8IwcUVEdNhKtI3n9dWyxQaluUcw6nLdTUWKiNfPt4EpTMx9v+Yyn\nf/gERUUZTrOKi9WRPtvCKiidnNl7GIm3bPjPFcQ1XTQey6+Fy7uhYROEepI/pvM8fPFfoPVw7uyK\n0Xb9Br979S0mjK/hx0sq8Xz4S7g2zDCSQBc0bIVWiweWqE7hQXWP4KwqrIJZj1ofNV78LExbb70d\nGWJ/q0vqYOX/Zp0QHDcXfOXcEv5NhhYWItuq/KVQL7SfESfQkYj4Yf9vYM//mzDkrqoqDz30EGvW\nrOHll1+moaHBWFv9HXDwRWhP8ZTc3gBnPxZ5ublG12M5qymK0AHRGjLXrmQojvRCPQ5z8kRrqqt4\n/JH1vLXhQ7q6k22USVIWkqE6TC0YGpl0hIfFqSwOL7h8qX22ihK7DtLfErq6uvnjOxt4/DuPUFOT\noUdx4DCY4mfmKxfpWVbhLU/v8UU11ogEXRcRqnOfiDV/JHqa4Kv/Bpe+Nt+2GA3nGnn5D++yZsVS\nHpzQjfrBr1PbF8J9cHYbXDloTdqYwwtT7089B9RbCrO/a9GhW4F7/iXU35v6WmtD7C9YQZxOVvw7\nKKzN7ftWzxd5X+lsPFpEiOyiHNsa6ILrp0VIOlW0EBx+Db76r0lD7osXL+app55i48aN7Nq1y5hi\nrJ5WOPiSKARLh66L0PARBHuztyFVdF2kfKQqVuNoEfGdhHM8lEFxxoo/0sSkPNHZM6ax/O47+cM7\nG/H7h34WI6QsJMOkgqHUsFk+dTKcvvQ/W0URm2kaHne/388f/vgOy5fdw+xZMzIwlPTFahxPCVTM\nJLfeSyUmVjO4Dgprclugq2twdrMQrOmsX/3XYPffw9kt5tmGKK7atfcAGzdv5anvP8pi7TB89FfQ\nfWXkJ8fRQnD+c7i4O7ei1V0MU9elvw65C0U4PpetpBQHrPi3ULs4r8Uq5ItgBZEfsvxfifC86ShQ\nsyjzXmp6VKQQlEwy1qxk9LfD9VPDh3uSookk/G1/M6SY7CaTJk3iueee4/Dhw2zcuDG7ca6dF+Hw\nq6IALBN6muDc5vSEeaZoWmwzzfDfq0ch2JM70ao4by/+SAeT8kTvXXoX06ZM4rW3NuAfmKqmpJay\nkAzFStFqc5wFsXzgDDYnRRFhzhSEld/v57U33mLa1CncuyzDFj5aJP3D4GDchVA5K0feSzVzsQri\neYU1uSnQ1aJwaiNc3klK0cGhBDph3/8HJzYYbhpAJBJh48dbOXzsJM898yMmNX8AW/536Msk/UwT\nHuHzX+Sm6LVgHExeI6I9meD0wpzHRXtMs3G4YfV/gHFzzH+vHJA/ghVES5a7fwXVC817D0WF8Xdm\n5qUajB4VOU5lU42xKxl9bUKsphLuGY5zn8CW/1UUbCWgrKyMZ599llAoxIsvvkhHRwZtUK6fgiOv\nixN8NvS2QsPmhMMQDEPThIdiuLzllIiK9ACzex2qruzE6sDrGB9yVxSFB9etYnJ9Ha+9tYFAIJyd\nWB14YdXUvrJ5iaswlpechSclLlqHKcrw+wO89sYfmTx5Eg8+sC6zjgBaJPPD4GBcPqicba73UnGK\n9TwT8XcLGhRUmluXEQnCibehJcu2gOE+OPg7OPSqMXbF6Ojs4oXX/0g4HObZZ35I2eHnYfvfiX7W\n2dC0H85uF4W8ZlFUBxOXZ++pdLhg5iNQON4YuxLhLoI1fwNlNsj3Noj8EqwgFqfFP4eJ9xr/2opD\nNP3NZjLLLWjCA1BhgldY16GnRYhAzaAb9NJXsPmvkk6acrvdPPnkkyxcuJAXXniBM2fSqABvOQjH\n3kpcoZoJ/utw/lPRm89oNE0cOLIWq3F0CHWLIjMziPctNez1jPdeKorCQ/evZtLEibz61nvGdZ9Q\nYjmwVhe12AF3UfYH7TiKItbDBKK1v7+f1954i0mTJvJQpmI1apBYjeP0CC+SGfmBqkekH2QtVuNo\nwlPryrA4bThCfXD8jwmHxGRENCgGuez7R0NC7qfPnueF195i8fw7eOKxh3F//rfw1f+T1FGSNq2H\nRTGWGQ6Csmkw4S7jXk91wPT15hQQFlTDmv8oumqMIvJPsILwIMx/CqY+aNxrqh4hVs3A6TXWJa9r\n0N0EN07fHGBgFC3fwOZ/nbQnn6IoLF++nKeeeopNmzbx2WefoY3UMP/yLpF2kFHKwjAEOsWggXYD\np3MNiFUTQkuhHpEiYGSulZqgb6kRmBByV1QX33poPdOmTeHl196gp8eg60FRTOsrmze4i4xvUzPg\nab0pAru7e3j5tTeYPm0K31p/f/piVddFBw3DDoODcLiEp9Vp4IhvpzdWx2B0Wz1NiGB3iXEv6e+A\n42+JfcFI9KhYv3f+3xmH3DVNY+uOnXy0ZTtP/eAxlt21AOXDv4S9zxt7cAHRa7ZhK/iz9NgOpnJO\nbLKlCXmyk1eL69YoSqfAqn9v70EbGZKfghXEQjrnMTHONVvcRSIh2cyCCtUJ4+4g601ViwqvYoeJ\nPejajsMn/3bYSs36+np++ctf0tTUxGuvvUZvb5JCqPOfwZkPsk9ZSEaoBxq3i0UqW8wUq3HCfcaJ\n1kRN9o3EyJC7KvJrFUVh/bq1LFwwn5defYOODgNzkU3qK2tvFFEAYmZPxViaSEdHJy+/9gYLF8zn\ngXVrMxOrWsTc+8vhhIrp4DJACDoLYqF7s3pA6+AuMCaXseeaSAPoMHG09vktsOO/pN2ppbevj9fe\n2kBLy1V++fOnqa8uh/eehSNvmGQocKNB9Grtb8/+tWoWipaVZuqDunugZnH2r1M1H+79a9GRYBSS\n36u7osLUB2DBTzJ/DW+F6AZg5iIaR1XFKS3TAoFoWEyv6rxgqFkJaW+AT/89tB5K+pDCwkKeeeYZ\n6uvr+c1vfsOlS5du/lLX4cyHYqSe2e2dIn649GV2/QPjBVa5uA4i/dmPck2lb6kRGBFyV123CapV\nK5Zz7/KlvPDK61xoNHBqjUl9ZW2JosY8q+b/e883NvLCK6+zYvlSVq1Ynv4LDB61ajaqAyqmiLU9\nU1yFsQNQDirPXd7sbO28DCffhq5LIz82Wy5/Bdv/kzh0p8ClK0385uU3mTRxAj/90fcoVMPw9k9F\nQZjZdDTCma1CzGdK7RIonUROroOa+TBhaebPr1sG9/zzWERgdOL427/926S/3LFjx9/ed999OTMm\nIxQFSiaKVlItB9N7bmENVM4wPiSRyvv23yCtk3skKNo69aTR8iNbgl1iPGrJJChL3PFAURSmTp3K\nuHHjeO+991AUhYl1E1BOvhsbtZqjCVV6FLqbxf+L69JLite12DWQw2laeiyHb7jpTslIp2+pEcRD\nw5mEA4fJr62bUEvt+Breff8DFAVx3Rjx71Idsf3FJtPRRiSTan5HTsSqruvs3r2bLVu28MQTTzBv\n3rz0RWeiUatmoygi5K5rEE4zn9FdbEwBYzqoDpF+kK6tN87CmY3DD4oxmt4WMexlwt1iKEUCdF1n\n176DbN66g8cfeZAlixeg9F6Fd/4MLn6ZO1uD3aI411cJ3jS97hPvhaIcTyorqBQ959M9fExbLxx3\nRhSzWsyOHTu47777/i7R7/LbwxpHUWD8Ylj6L1Pf/IvroWxK7sUqAJrwtDpSbJsVDgjPak+TqVYl\npLdVTD9p+HjYh82cOZNf/OIXHD16lLdf+O8ELu4h5z0r9Qg07xfFY6mG3DUtNpXKAnETDYpDQcpC\nUBGbmlW99NLNE00hZWHqlMn84ud/xpGjx9mw8UPCYYMmhJnUV9Yc0rxPFIfwopjsYQ+Hw2zYsIEj\nR47wi1/8gqlTpw5KE0nxOhhu1KrZKEr6PbE9JTnxWCdEdYpimVS5dhxOvS/Gbeeaa0dh239KKKwC\ngSBvv7+J4ydP84t/9mNmTp8ihPUfnxYTt3JN71Vo+BTaU41MKjBpjRCPVlA2GaauT/3xs78Hd/zQ\nuIJLGzM6BGuccbNh+b8ZuVK0bKqY75uL8FQy9ChUzQHXCCPdwn4xMq+3JTd2JcJ/A3b+X6L6dBjK\ninw8e6dCUbSDfzpSyKVuKxZ+Ha4eFsVYI22SmhbrsGBhM/hoSKQHjDh2Nsu+pUbh9AApfK9peI7L\nykp59mfPAPDiK6/T2dmVhYGDbTCnr6ylqG7hWTVZrHZ0dPDiiy+iKArPPvssZWWD8iwHRrmOIFpT\nHbVqNkU1Igo3Et4y60dWqqqIwI1E8wE4/QEEc9CPOhntZ2DHfxYDa2JcvNzEP730e4qKCvnzn/6Q\nstISaD4I7/wzaEmeXmY6/hsiPaBthII0RRUDAdL1xhpN8XiY8Qgj3mMLfgKzvm3dISvH5H9KwFB8\nZaLpf/M3iRtSV84S4QE7hAt1TUzxigQhkqC5fLAPOs6lNmrVbKIh0UFA1xN3Uwj1wsGXUTvPMrM8\nSoVXY8NZL4GIwqTiKGqunYL918HfLrzoQ2/mdEetmo0eFcJZdSZZeFR7iNU4qiPmwU4iRDLIr3U4\nHMyZPYtINML7H3xETXUVFeVpjr9MhKICqrWHU6NQPamPWs2Cc+fO8cYbb7B06VLWr1+Pw5Hgmoy3\nvUp2HQwM3LDJZDBXgYhoJRN43hw0cU8VRRGHkmRt8C7tFLUBZhWypkOgE1oOEi2ZxOeHLrLti508\n+q37WX7PXaiqChd2wMZ/IWoirCYaFPm+Di8UJzgUqM7YqNUcTqEaDleB2L/az5LwPrrrL2DSKusP\nWQYz+lMChlJcK9o6eIe49MfdIfJD7CBW42hhEQIoHBIKCvSIm9x/wxq7EhEJwDe/hV1/f2vI3d8O\nB14QnuAYs8qj/GphP829Dl46XkB7wIIwdsc5OPvxrZOm7CZW42gRkW81tAJXcYhCIrvhcCUIuStZ\n5dcqisLypffwxPceY+OHH/PBps0EAulVJCdEVZMMQ8ijNlgOryjOMVGsBgIBNm7cyMaNG3niiSdY\nvnz58DnFihK7DoZsI3YTq3F8ZVA+/fafew04GJlBUc2tn62uw/mtcO5TIb5sQntnFy+9vZmWxlP8\n6uc/YdaMaeIXJz8QYjUXRcKpEvHD+e1wef+te5izUOSB2skxACJFZfZ3h6xfCiz711C3NO9HrabL\n6BSsIPJPVvwbKI6FgqoXiBYidltEQSzuRROgeIL4u79T9NKzMtyTDD0CR/8g8lq1qOgHe/Al6L69\ngX+RW+enc/0sGBfmhaMFHLrmzOm4Z0DkWDV8JKpa422r7CZW48RFa7yJtuK0d16SY/A0JCX92fVJ\nmDplMr/+5XMoisLzv3mB02cMaOF22zAEBVuuBYlw+gz7bJNx+vRpnn/+eVRV5de//rXIV00FRRFp\nF/HODAOjVm362XqKRZQNRfyX1ajVHFBYA4pLHLIbNkHjDnN62GaArsPB/npeuLGKBZ5GfuL+kKKW\nHeKXB1+Dj/46aT9vS9HCcOELaPxafK7uMpiyxtzWcNngLhDtO12xXssr/z3ULBhzYhXApt+QQXhL\nYdlfiqbHdg8J6hEoqBLFVTdOJU4RsA06nN4opon4yoZNWVAUWFYbZkpJlPcavDR0Onl0WgBfLq+8\n3mY4uxlmP46tNycQ12mwJyZS8uD2VJ2Aang/WK/Xw6Pf/hYXGi/ywUebOXbiBA8/uJ7Cwiyawisx\nT6udBdVQnAUxL6Y5m1NfXx+bN2+mqamJ73//+0yZMiX9F4l3kYiELSpiTRNXgfC0+tuxVbQtIbpI\nG9v/j6Kg1Cb4NRcfdi3keqSIn1XsotrVAyFg/z/B6Y/hxJ+MHxRjKLooACusglX/xmpjRsbphlmP\nijqd0nqrrbGM0ethjeMutE9OykjoUSECbS1WB9HTknJ+bU2hxi8W9FPk0vmnw4U0duU4Sdzfbk2l\nckZo+ZVEb+LwgqlTJvPrv3iW4uJinv/tixw9dgI9Gze9AnkjVkFcByaIVV3XOXr0KM8//zzFxcX8\n+te/zkysxlGUvPpYxWeaR+tBtwUdYpLQGKzkn9rWUqwG+ItxXwqxGifcL+pHbC1WB5FPo0ud7ptR\n2DFKHrhwJKMFlwMemRpkRlmEdxu8LKoKc199COfoPzZJssDlcvHQA+uYN2c2Gz/azL5vDnD/fWuY\nMjlxb2DJ8DQ2NrJt2zaCwSBPP/00dXV1VpskyQMiusr2ntkc9dfxeOlhZngtaKclGdNIwSrJOTPL\no/zzRf18eN7Db44U8N0ZAeqK8sXbIbGKuroJ/Oq5n3P02An+9OFHVJSXc/99a6ibkEdeEgtpampi\n27ZtdHR0sHbtWhYsWCAquSWSEWgKlfGnrsWMc/byq3FfUOgweXqhRJIAKVglllDo0vnRrADHbzj5\nwykfi6W3VZICqqqyaOF85s+by8FDR3jrnfeoq61l3drV/z979x0ex3XfC/87M9sbeu+VAAmQBHsX\nVS3RlKlmW5Ij2bElW4pz3zQndm6cyHLyxs69cW4SxZZi5+Y6VbH8WrmRZFmdpApJiRTFXkGCBAsA\ngihEB7bM+8fZJUFwF9gyuzMLfD/Pw4cUCC6PlrMz33PO75yD/Pw8vZtnSF1dXdi6dSsuXryIDRs2\noKWlJfxWVURT+FQZ2wbrsW+0DHd6DmOB7eJcXOtDBsHASrqRJKAp14dKjx+/bAuOttaMocTN0Vaa\nnqIoWLa0BYsWNmHP3k/wz//+H6iurMSqlctRXFSod/MM4eLFi9i5cyfa2tqwdu1a3H///TCbDbzr\nBBnK5FHVJ3K3w8VRVdIZAyvpzmWZNNp63I6FuT7cXDYOMweBaAZmsxmrV67AksWLsPvjT/DCL/4T\nTocDS1sWo2lBIywWA+5hm0QTExM4dOgQ9uzZg5GRESxbtgybN2+G1Wqw/SXJsLyqgq2D83BgtISj\nqmQoDKxkCKHR1qoMP15rs+LZ/U58pmYMlRkG346MDMFqtWLdmlVYs2oFTp1uw8d79+HNd7ahaUEj\nlrUsRkFBDGe0p6Guri7s2bMHhw4dQkVFBW6++WbU1NSwRpVi0jaeg5evLEKpuQ9P5m5nrSoZCgMr\nGYrTrOL++jEc71Xwn6021Gb6cHvFOGy8UikKsiyjrrYGdbU1GBgYwN59B/BvP/s5MjweLGxagLra\nKmS60mSbuxn09/fjxIkTOHjwIAYGBtDS0oInn3wSHo/O56BT2hkLmPDm4Hy0juXj0xkHUG+7pHeT\niG7AGECGNC/bjwrPMN48a8WP9jlxe+U4mnJ8nJqiqHk8HmzcsA4b1q3BydbTOHr8OLa99wFcDjvq\naqtQX1OF0uLCtBmFDAQCOH/+PE6cOIGTJ09iaGgIdXV1WLduHerq6tLm/4OMQ1WBQ2MleHOgEfW2\nLjyZtw02OQ0Of6A5iYGVDMtmAu6uGce5QS9+edqGvV1mbKoaR56Di7IoerIsY159LebV1yLg9+Hi\n+XM4caoNr765FQODQ6irrkRNVQVKigqQnZUJySC9IlVV0dvTiwsdHWhtbUVrays8Hg/q6+tx9913\no7i4mCGV4tbtdeHVgWaMBcz4bNbHKLP06d0komkxsJLhlbkD+OrCEezuNOOnhzKYOU4AACAASURB\nVO1oyfdiQ+kELFyURTGSZRmlJUUoLSnCLRvW4MrAIE6easPRE614590dGBsbR2FBHgoL8lBUkI+i\ngnzk5mQlPRgGAgFc7ulFR1c3OrouobOrG51d3bDZ7SgqKkJNTQ1uvfVWZGRkJLUdNPtNBBRsHxJb\nVW1wncByx1nIUjodU0ZzFQMrpQVZAlYWebEgx4c3gmUCn6ocR0M2ywQofhkeN5a1LMSyloUAgJHR\nUXQGQ+PJU2fw7o6PMDg0hOysTLidTrhc4of4tePq12xWK2RZgizLV8NtIBAI/lAxNj6OoaFhDA4P\nY2hoJPjz8NWv9fb1w+1yiZBcmIf6mioUFuTBkZGfXsf0kmGpKnB0rAivDyxApbUHT+Zuh0sZ17tZ\nRFFjYKW04rKouK9uDGeuKHi1zYq9l8y4q3IM2XaOEFDiHHY7qivLUV157djX8fFx9PT1i3A5NIKh\n4WF09/Sg7ew5DA4NY2h4GOPjEwioIqD6/aJkRVFEeJUlGVarBS6nE26XCLoupxOlxUVwuxxwuZzI\nycrk1lOUNL0+B3410IwrfjvuzfwEldYevZtEFDMGVkpLlRl+fG3hCHZ1mPEPhxxYXujFuuIJ7t1K\nmrNarSguLNC7GUQx86oy3h+qxe7hKqxzncRKZxsUTv9TmmJgpbSlyMDaEi+acn1444wVP9rvxK3l\n41jA3QSIaA5TVeDwWDHeHmxEsbkfT+Rth0cZ07tZRAlhYKW0l2FV8dl5okzgjbNW7Oqw4I6KcZR7\neOgAEc0t7RPZeGNgPgKQsCVjH6f/adZgYKVZozLDj8ebR3Dwsgm/OGlDicuP28rHWd9KRLNer8+B\ntwbn48JEJm51H0Wz/QJnmmhWYWClWUWSgIV5PjRm+7Crw4J/OOTAwjwfbioLYHacb0REdM1IwIx3\nB+txYLQUq12ncG/mXpgl7lVNsw8DK81KZgVYXzqBlnwvtp234O/2WrHOdBzLF9bBpHBlFhGlN58q\n46PhSnwwXIv5tg58PW8rnMqE3s0iShoGVprVXBYVm6vHsbJYxZsXLmH3oVbcumoh5teWGeZEIyKi\naKkqcGSsCG8PNiLPNIgvZe9AnnlI72YRJR0DK80JeQ4VD69ej9PnL+Gtnfvx/t6j2LiiCfWVxQyu\nRGR4qgqcGC/A1sF5kCUVmzMOoNp6We9mEaUMAyvNKdVlBXi89HYcb7uIrR8exLt7DmPjimbUlhcy\nuBKR4aiqitZhD7b11MKvStjoPo551i4uqKI5h4GV5hxJktBQXYJ5VcU4euo83vxgH97dY8bNK5pQ\nVVrA4EpEulNVFW0XurF1zzGM95Vho/MwGm0dDKo0ZzGw0pwlSRLm15ahoboEh1vP4dV398LlsOHm\nlU2oKM7Xu3lENEeduXgZ2/Ycw9DIGG5a1oAFZ9+EPNyhd7OIdMXASnOeLMtorq/AgtoyHDhxFv/1\n9kfI9Lhw88omlBXm6t08IpojznX2Yuueo+gfHMFNS+ehubYUsiwD7Xq3jEh/DKxEQbIsY3FDFZrr\nKrD/+Bn84o2dyM5wY+2SBlSzVICIkkBVVZy+0I0P9p1E75VhbFg6D4vqyqAost5NIzIUBlaiKRRF\nxpL51Vg0rwIHT7bj9fc+gaLIWLukEfNrgiMeREQJCAQCOHL6Ij7Y3wq/P4A1i2rRXFvKoEoUAQMr\nUQSKomBxQxUWzavEiTMX8cEnx/DOrgNYvXgeFjdWwWzix4eIYuP1+bHveDt2HmiFy2HDxqUNqK/g\nDA7RTPjEJZqBJEmYV1WCeVUlaO/oxgd7j2H77iNYsbAWy5tqYbdZ9W4iERnc6NgEdh9pw0eH2lCa\nn4V7bl6C8sIcvZtFlDYYWIliUF6Uh/JP5+FSzxXs2HcMf/uvr2JxQyVWLZqHDLdD7+YRkcFcGRrF\nzgOt2H/iHOZVFOKLd69BXpZH72YRpR0GVqI45Odk4J5bV+LK4Ah27T+O5372OmrKCrCiuQ5lRbmc\n3iOaw1RVRXtnL3YfOo1TF7qxuL4cTzxwMzJcdr2bRpS2GFiJEpDhduBT61pw0/IF2H/sDF7auhsm\nRcby5jo011fAYuZHjGiumPD6cLD1PHYfaoPP78fypmps3rAYNqtZ76YRpT0+TYk0YLNasHJRPVYs\nrMPp813YfeAk3t51AIvmVWJ5cx2yM1x6N5GIkqT3yhB2HzmD/SfOobwwG7evXoDqkjzOtBBpiIGV\nSEOSJKGmrBA1ZYXoHxjGnsOt+N+/eAsl+dlY3lyH2vJCPsSIZgFVVdF67hI+OnQaF7v70dJQjq/e\ndxMyWctOlBQMrERJkulx4rbVi3DT8gU4fPIctn54EL96dy+WNdVg0bxKOB02vZtIRDEaHh3H/hPn\nsOfIGdgsJqxoqsbn7lgBs0nRu2lEsxoDK1GSmU0mLG6swqKGSlzo6sGew6fwd//+KiqK87G4oQp1\nFUXcLJzIwPz+AE62d2HfiXacvdiDeZWFuO+WJSjJz+KMCVGKMLASpYgkSSgtzEVpYS7GJ7w40noO\nO/cdwyvbdqO5vgKLG6tQkJOpdzOJKKirZwD7jrfjYOt55GQ4sXheOe69eQmsFi6iIko1BlYiHVgt\nZrTMr0bL/Gr09A9i37E2/NvL78LlsGFxYxWaW7Jhd/GhSJRqo2MTONh6HvuOt2NodByL6svw61vW\nIYcLJ4l0xcBKpLOcTDduXbUQN69owulzXdh3rA3vfPiPqK2uwqKFTaiuqoSisD6OKFn8/gBOX+jG\n/uPtaD1/CbVlBbhlxXxUl+RBljnlT2QEcyOwSmn0sE+reihV7wZET1UBNWDoa0GWZdRWFKG2ogij\nkgeHTp7Bu+/vwH++9Es0zKtD0/xGVFaUQ5YNVu/qGwdMaXI8rQpxLaTL58w3DljSZNW5bwww2rUZ\niaoiEAig7eJlHD51EcfOdCDH48TC+jJ8esMi2K0WvVtIqeD36d0CisHcCKzFy4HzOwHvsN4tmZ4j\nH1j3h8B7/y/QtV/v1kzPmQ+UrhK/7m+DocOrZAIUE3BuJ1C+1vhhZXwA9s73sbx5C5YvW4L+K1dw\n5OgxvL11O/qvDKCxoR4LGhtQUV6mf3gdHwR2PwfMuxvIa9C3LTNRA0DHXkD1AwULjX8ddOwDDj4P\n3P59wJ6ld2umN3wJ2PoUsPRxIKta79ZEFAgEcPZsOw5/+DaOdo4i0+PGgpoSY29HNXABcJeKzstY\nr96tmV5uI9B4H7Dt+8CFj/RuzfQyyoHa2wB7NjBq8PcVEuAqAgJ+QJKNf+9KEuU73/lOxN/cvn37\ndzZu3JiyxiSNzQM48oDhLsA/rndrwnMXizBlzwQqNwK9rcDAeb1bFZ67BGi4D8gsB2yZIgyO9cOQ\noVU2i1HV8SvAcCcwPgBkVooPvRGN9gFntgO+EaDnOJBVA5srE2WlpVjashjzG+ZhcHAIuz7cg3ff\n+wD9/VdgsViQ4fGkfrXyaB+w4wfAlTOiQ+guA1yFxryZBnyijV37gKFOwO8NttWA14GqAud2AO/8\nETB0EWjfAVTcBFicercsvCvngF/9FjB4AWh7B8hbADjz9G7VVaqqov38Rez46GO89Ku3cP70UZSb\nunBncQ/WLqpBWe0C455E1dsGtL8LmCyAxS2uW6MOvBQuBpZ+Tfzb19wK9JwC+s/q3arwcuqBzX8D\nVKwNfq4kwDuqd6vCkxQgoxTwlAKYNFNoxPusBrZv346NGzc+He735kZgBcRF6SoUIwG+Mb1bcz1P\nGVC2RgQ/AFAsIrReaQf6z+jZshtlVIgetLtQ/LckAbYMQLGKUKj69W3fZCabePhPDFz72mgPMHRJ\njALJBisPGLoEnHv/2n8HvED3YSCz+uq0sN1uQ3lZKZYtWYx5dbW4MjCAnbs+wnvv70T/wAAUWYbH\n407+yOvwJeC97wOj3de+dnE3YM8BMsqMdTP1e0UnoOfYta+NdAMTQ6Lzpfco9WSqCpx6HXjvz699\nbawPaH0DqLxJfNaMpKdVhNWJweAXVODMNiCzSnTCdboO/H4/zrSfx649+/Dya2/hbPsFlBTm4I6C\nTqz3tKHcNQG7SQUGzonOTEaZLu2c1uVjwIUPr/23YgYsHkD1iWvXSEpXAUseu1YapJhFaB24APSc\n1LdtUxUsBD7zLFDYfO1rZocIgb4xGGrgRTYBmRUiu0w2i0MrA2uI2S6mVkYuAd4RvVsjZFUDpStv\nDE+yIkZVhrvFaKsRZNcC8x8AHNk3/p7VLd7f8QHxANCbyQ74vIA3zI19/IoYFcquFTcEI7hyAbj4\n4Y1fVwMitHpKAavnut9yOOyoKC/DsqUtqK2txpUrA9iz9xO8vXU7Ojo74fP64Ha5YNF6C54r50Wg\nCvfedu0T731WlTFupr5x4NQbYhR4qrE+0YHJKDNG50UNAEd+AXz0zI2/5xsBTvxSzMI4clLftnC6\nDgKv/274WatzHwDOQvGwTdF1MDwygqPHW/Hejo/wyhvvoOvSZRQV5OO2jWuxYdl8VHS9AsdImBG/\noQ5gfCilbZ1R536gc9+NX1dMYqRVVSd1EvQkARUbgcWPhn+GVW0ERvqA7qN6NO5GJcuBe38CZFfd\n+Htmu3geeMcABFLetBsoFjEbGGm2Qg3MyvIABtbJTBZRuzLSo3MvVQJyGoCiJZGnJSUZKF8nwvXl\nY9D1Q5TbKMKq1R35eyxOwOwUN//AROraNpXZAfhGxY9IvMNidCi7VtwY9NR3Guj8ZJpvUMUN31ko\nRtjC3KCcDgcqysuwpGURFi9sAgAcP9mK1996GydOnsLQ8DBsNhucDkdipQO9p4APvg/4p/n37T4s\nOi059fpOuXtHgROvAsMdkb9nYhAY7BD3BEXHzkvAB3zyf4D9/zTN90wAJ14GipfdOOKSSqoq6hPf\n/tb0MyoXPxL3hOzapDxUVVXFpcs9+OTAYby17QNsfW8nAgE/6mqqcNdtN2HV8iWoKCuBQxoDPvwh\nMNIV+cVGuoGRy0BWjb7XrKoCF3YDl6cJeLIp2HmVROdbL5IJqL0TaPrc9M+wynVilqPrsL4zcJUb\ngPv/Uay/iMRkE6PDvjERCPWi2MRg1ky166ofwOwKrQysU8kmMbU91i9GBFNNMgH5C4DCKBZ+SBJQ\nukL8+vIRfUYvCxaJMgBzFEeJmh0i1E4M6VMvHArM0fzd/nERBHPq9Fvlfvm4CHjR6DkmbmD2nGmv\nG4vFgqLCAjTNb8SqFcuRmZmBi52d2P7e+/hw9x709vZDkiS43a7ot8tSVaD7CLDzB9E9dHpbgdEB\nIK9Rn9HL8UHg2P8Fxvtm/l7fiCi9yazQp/PimwA++jvg2H/O/L2qX4y05i8Qo+6pflCpKtC2Fdj+\nNKKaOu3cJ/5MXoMmQdDr9aLt7Dns2vMJXn1jKw4fPQG324mli5uw6faNaF7QgKKCfFgswX/HoUvA\nh38DeKMYjRzrF7MHObX6XLNqADj7XnAR6wxkRYRWSQ6uH0gxxQrM2wI03B3dM6xspXjudR0SpU6p\nVncncM+Ppx9wCTFZRWD0jukTsE12cQ1OmVGLaJaFVgbWcGRFDLePD4qpwZT9vWagcFHsK6qLFosw\ndunw9KNbWiteATRsEb3OaJls4sPmHUltvbDZKW7eagyhXvUH60QrRdhOpc4DQG+M9V29raKdzoKo\nblCyLCM7Kwt1tTVYuXwZaqorMTQ8jE/2H8Drb72DU6fbcGVgALIsw+Vyhq99VVXg4h5g998hpvqu\ngbNi9DK/KbbrJ1GjfcDRF0UQjVZgQoweZ1SktvPiHQXe/z7Q9nYMf0gFWn8lyi6yqlP3oFIDwPGX\nRaclFpePiPtswcKYg6Df78f5ix3Yd/Aotr2/C6+/8x56+/pRXJiPjetW45YNq1FXU4XsrMwbr90r\n54GP/ja2jrN3COg9LTqxqbxm/T6xYG3oYvR/RpLFfVY2pfYZZnYBjQ8ANbfF9ueKW8QMUeeB1D4X\nFjwAfOaHsX2uFbN4jvnHUztIZHYCufWxP4tmUWidLrAapIBPJ5IMVKwXF2fP8eT/fYpNBM/Myvj+\n/Pz7RQ/xw79LwfYmsqiXq7kjvg+B1S3KCHqOizrBZDM74/97Aj7g8AtAw72Au0jbdoWjBoCLH4tV\n1fE4s1Xc8EuWxzRqJUkS8vPykJ+Xh3VrVmFiYgJn28+h7Ww7XnvjLfT09qG8tASVlRWorqxAQUE+\nZEkCzr4LHPiX+NrauRf4cAhY/mR0oxuJGu4Gjv9XfA8Z/zhw4iWgdlP4Om2tjQ0A274DXDoQ359/\n+7+LINh4b/KnsQM+scXWdCUL0zn1upjNWvF1EQQi/TWBADovdaPt7HmcOXsO7Rc6kJOVicqKUqxb\ntQzlpcXXRk+n03MK2Pv38U3rjvcBB/8NWPD51FyzoTrreKb3JVmMtMum4OKmJE9jW7OAps8DJcvi\n+/NN9wNWF/DeD0QZRjJJCtDyKHD7n8X3+TDbxVZSQ53Tl5dpxeIGsutE2WI8AhMAzMaox0+SuR1Y\ngeCU+yoxFXjpMJL2gTc7geKlYuVsImruEK+186/ENl3JIAd3KajckNjrWBxiSvjyCbHQLVkSCash\nagA4+gug/m4xNZwsAb/YD3b0cmKvc36nuImWr4t74ZjFYkFdbQ3qamsAACMjozjb3o62M+148b9e\nxtDwCCpzLKgKtKLCZUGedQJxHfrTewL44H8Cq39XbNuWLAMXgZOvJFZ7FvCJ16j5FOAq0K5tU430\nAG9+C7gSxfTvdN7/HjB2JbjoJUm3c98EsPcn0ZUsTOf8TlEqtOb3AIs45jQQCKC7pxdn2y+grf0c\nzrSfh8vpRFVFKZYsasJ9d98Juz2KUqQQVRUzJvv+CQmt9vaNAQf/HVjwueTugTsxCpx8FfAnEIgk\nSdQ0h0JrstYPOPOB5ofFjEki6j4lwtn27yVv60aTFVjxJLD+DxIbdTRZxTN7qCO5C7VtmUBWbeJ1\n9AEvAHXW7iAgqWrkD/XTTz+tPvXUUylsjs66DgJdB7SvsbF6xOEFWu5N2Lkf+OAvxNZXWjI7gKrb\nrtXNasHvFbWaw53avWaIyaH9aHPNHWLBkNb8XlGjNqFh3XTOPKD6Nu2nL/1eDO59AW1H9qBt2I72\nYTuGfQqK7eModYyi1DGGUscYHKYYwqE1C1j3+9MveoiHqor9Hk+9pu3rVt0m9j/U2uBF4Fe/C4wl\n2GmZrPkLwPKvxz86E4l3FNj518CZWEoWIhvxm3BeqcX53Ftw/lI/LnZ0wel0oLy0GFUVZagqL4Xb\n7YrvxUOlK4d/pklbAYiRucYHAJfG1ywgRsdP/lLbKeeRXlFmpPWIoLsEWPQokF2j3WtePABs+64o\nxdGSxQ2s+11gxRPavWbAL0Zak7Ezgz07uDBRw1kSySRGWtMwtD799NN46qmnwjacI6yTFTSLkdaO\nvdotGLJlASUrtR9ZKlwE3PynwPY/Bfo02vbK6gFq7hSLwbSkmK8tvol3GjwcsyM5J5ScekMU3Gv5\nPvjGgLbtiY2khNNzXLx23Sbtai9948CBf4W7YycWZgELs8RNesQn4/yIDedH7Nh1OQsXRq1wm/xX\nw2upYxT5tmlGYcf7xPW67luAp0SbtqqqGME/u1Wb15us7S2gfL22daJ9Z4DXfkv7zd8P/psYaV33\nTTGVqYXxQbF92cXdcf3xgApcmnDi3LgHF8bdODfmxpDfghLrIEoHt2LVqvtQ+pm74HBo0N7QgqUT\nLyf+WlNf98jPxQIjLTsvo71A62var0R3ZANSA9B3UrtdcDIrgcW/rt1nNqR4IXDHXwBv/4lY0KkF\new6w8Y+ARQ9p83ohshLcx13SdqG2Iy85deiqT3wAZVNahtZIGFinyp0nVkBe+Ci2RRvh2HPEgQDJ\nOqEmuwa47XviSMTLCX7g7TlA/aeTM7IIiA98boP4AF1J9PQTWYSzZB6n1/7upDrRBD/wE8Oi7jRZ\nxftXzgJHXgQatyS+cGxiBPj4J0D3wRt+y2EKoN4zgnqP+FwEVKB7zILzoyLEftiTiQGvCUX2MRTa\nxlFoH0eBbQJ51gmY5OBMjm8UePdPgTW/n/hojaqKWZHzOxJ7nem0vyc6r7mNiV8H3UfFvqXJWiV9\n8hWx+OaWP0u89nK0F3j726KcIwq+gIRurwNdE050TrjQOeFEx7gLHtMESq0DKLMOYHXGeeSZR651\naE78NVD6ZwAS3LQ/4BcHK2g0CnwjFTj+f4Hau7QZYRzqAk6/haRtUG/PAOQGsUBzPMEdBLLrgJav\nAM5cbdo2VW4NsOkvgTf+COiYbmu/KLiLgdu+C8z7tDZtm0pWRE2rpGizyM1VJLbTS1agVP3B0Gqe\nNaGVJQGRDFwQtYbhNkePhjNfhNVpFhhoZrQf2PYnYmQ4Hs4CcRZ8vIvBYqGqYguhvjbEVS8smUTo\nTfRGHK38ZrEwL97pmrEB4Oy21OzpZ8kAFtwf/XYoU40Pik3r+07H3YRRn4wLozZ0jVnRNWpB55gV\nfRNmZFm8KLSNo8A+gQLbOArtXrjW/SaQNz++m2kgIKZ/O+O85mNVsFAcPRnPdaAC6PgYePsPU3Md\n5DcBd/xV/AvHhjqBN74JDIWfDRnymdE54UTXhCsYUJ3o89mQZRpDoWUYBZZhFFiGUGIdgl2ZoZOm\nWICbvyumROPh94ntyy7siu/Px6pyY2I1nFfOAWe3a9acaU0Mi89yvPX9eU3A0seu1hsn1Wg/8MZ/\nF8/ceGRWAXf+D7Hna7KpqtizN+51E7IoscjQeMR6ur9PSZ/QOl1JAAPrdIa7gfb3Y1+96S4JLuRK\n4bYo3lFg21PiDPJYeErFdFcqVsdPduW8GAGIZQsqxSIe/lrWgEYjsxaovT321ZcjPeL6SeVRf4pN\nbORtjzGsjPQCO/4yKYvjfAEJ3eMWdI5a0TVmQdeYFZ1jViiSioL8POSVVCMnJwc52VnIyc6Gx+Oe\n/nCDgA9o35H4rEKscuYBJStiuw5UVUxVv/vd5LUrHE85sPlHsR8w0N8OvP7bUMcGMOC3osdrv/qj\ne0KMoPohTQqmwyi0DCHPPHJtFD1Wkgxs+LboFMTCNw4c+g/g0o2zAUlVsiq+VfK9p5M7GxCOd0TU\nd8e6QLdoCbD4y9Htva2ViRHgrT8GTr8T25/LbQA+/b/EDjypNNorMkIs93dJESfrpfzgD0k8P9Mg\ntLKGNV7OPKDqFtEjjnb62VMR3CQ5xaelmO3ArX8ObP8zUXsXjYxKsZWTU4ejHjOCW7H0noyuXlix\niaAS74h3IvpbgeOjQP3m6Dshg13AhThHCxLhD65unv+56BeKDHWJvUCTdNSjSVZRZB9Hkf3av7Oq\nAgNeE7rGLqHb50ZnpxdHjh5DT08vRsfGkJ2ViezsbORkZyE7GGRzsrPgtJkhnd2e0Chw3HqOi5BU\nvi661byqKhbV7Prr5LdtqoF24MVHgc/8OOLMiaqqGB4eRk9Pj/hxvhW9J3agd6IWvT4b7LIPOeZR\nZJtHkW0aRXVGPwosQ/AoE9o+99SAqG1e8w3RIYjmxb0jwCc/Bfp1uA4u7BKfs7K10QeA7iPxz4Al\nwuwQo4+SLFa6R6N0TXJ3nYjE4gA+9X3gne8Cx1+J7s8ULgbufkZstJ9q9mwAkhhtjeaAAdksSgC0\nXHwdNVXs354moTUSBtaZ2DLEKuy2bTOPPmXXAkVL9bsgZBOw8U9EzezxlzHtlHt2nQirtjinj7Xg\nLhSjVT0np68XNtlFUEi0pjgRgxfEOe8NW2Ze1HLlnJgC1kvABxz+D3E6mWeGhSJX2oH3/yLlp5JJ\nEpBh8SHD4kO9722g4T6g9nOArGBiYgK9vX3o6etDT08v2s+dx779B9HT0wufdxwZNsBjleGxSfDY\nZPHDeu3XVhMSO352OlfOAKfHgOpbpj8VK+AXq9U/+cfktGMGqgqMjwxg4D+ewMDyb2JAysDAwMB1\nP65cuQKTyYScnBxk24Gcyx+gyTmMnAwRUi1yKo+mVIEd/xNY9qQYJJju3298ANjz4+TsOhKtzn1i\nVqv61pkHJzr2areoKB5mm+i0yMoM20jJQNVGoOlB/Y6nVczAbU+LvVoPvjB9CU3pSmDLc+I5ohd7\nlhg1Hbk0/RoFxSI6DsncIm1GqrjPKxZ9jx9OAANrNMwOEVrPbhNb0txAFou1CqI4ajXZJFmMVFhc\nwOGfh9+TL28B0HCPdquJE+HMC+4feDz8qlazI/UnZkUyehk49DNxckqkuq7eU6mfogxHDQBH/j+g\n/jPiRKRw1+XlE9EftZpsx14U//6N98JisaCwsACFhZP2QZ0YBk6+irGBy7gyFsDAWAADYyoGxgM4\n1+/D4JgqvjYeQEDFdSHWbpZgN0twWKTgr8XXHMGvm5UYA+5wJ3DyNaDm9vCfIb8X+OR/i/dfI6oK\neFUFo6oFIwEzRgMWjAbMGAlYxK9V8bUBvw0DfjsGAjbIUOFRxuB58xdwVy6Bp6AKJSUlaGxshMfj\nQUZGBmxWq6gb3PYUkJHC0pVI9jwrRvrnfSb8Q3WkB/joh6kvCwqn57gIrXWbwo+4q6p4b/UYBZ7K\nZBWnuEEWo+9TyWag9s7g+26AZ9j6PxALB/f+c/jOdNXNIqzqOeASYgsekTtyKfwplCYbkFltjLYC\noo2yBQh3qqHBMbBGy2QBKm8Rq4Ynr3KXTOJc77xG/do2lSQFTxbyAPt+ev2efIUt4qaUyvramdiz\ngNz54gEwuV7Y7BSjKXqcPR2Jdwg4EDwFZ+pWZd1HgJ7oVlWnzImXxCb4uQ3XHkSh1fUfPYOU1tfO\n5PQbIqws/LXrt+gaGwCOvwR4h2AzS7CZFRS4I9eRjvuC4XUsgMFxFSMTKka9KjoGAhj1BjDqVTE6\noWLUJ35PVQF7KMyaJJgUCWYZ4mcFMMniZ7MswRT82ax0wnT2BSjFLZDMdkgQoVcK+CCdeAXo+gQq\nCqGqgAoJKsTPflWGDzK8qgKvqsAX/Nmryld/fe1n+WoQHQ2YIQFwyBOwMrZaRgAAIABJREFUyxOw\ny1445AnYZC8c0gTc8hgKTANwK2PwyGPwKGOwypNGfAY/Alb/AChfcv11cOpNYMf/SMa/ZvwO/KtY\nANj80PXT0kOd4pQ/vwE6ryED7eLAkYZ7rr9mA35xQpyW2/glSjGLQ1Fk0/Uh2mQXz4Sa2/Vr21SS\nBKz8DcDiAT76++tLweZtBjY/k9r62plYXaLNw5euD9gmh9hZIlk7BcUrMAEg/UIrA2ssFBNQeZNY\n8NHXKobWCxZpu5mylhZ+QYwEfvz3IviVrALqNxlzOsDmuXaU61hf8PSqPiT9qMF4BLzAoeeB+Q+I\nEWJVFQc5XDmjd8vCO/W6GAkqahH/ff5D4JN/0LdNkZzfCYwPAUu/Cljs4ho49p/hRy4isJok5LkU\n5LmiWxzl9YtAO+pVMeZV4Q2o8PnF170BwBf82etXMe4DhvwBeP0qfAEf/J0fAK4iqLIJasAH9fIJ\nqKN9AMpFiIUKSUIwsgIKAjBJfpiDP0xSAE55PPhrP8xS4Nqv4YdN9sIue2GXJ2CWEvgsqAHg9d8B\nNj4tRgTVgHhf9zwX/2sm0/H/EqF1yWNisKC/Hdjzo9Se6x6tkW7g4H8ACz4r6jD9XuD024mfZpcM\ncnDRjyyLRa8WN9B4P1CRgtX18Wj5NTHSuuNvxHOh+UHgrr805vGjFicgFYkZGN8YYHaJ2tpU7BQU\njzQ8ypWBNVaSDJSvFb1VWxaQWa53i6bXsEWE1rPvii1Z9J7umY7VJULrpUPJPcpVC6ofOPyCOMp1\nuDNCqYiBtL8bLK0Y1fYkoGToPgh8+L9ELd3pt5NesmBWJJgVCZ54nyvSIFC8DNj9LGA/Ahig0iai\nbU8BY/3BFfb/rndrpnfmHTHiXnsXcPBfU7MlWLy8g+Lwhvq7gfO79FkcGi1JEjvZmF1A2WpxZLiR\nzd8iQmtvK7Dxj439DDPbxH6wo/2iFMtIM5nhhGYv0yS0MrDGQ5LEh9yIvf1wqm4RtaApXlgTF4sj\n8c3vU0YVpwClyYcd53cCfRofg5gsfaeBtneMUV87E9UP7P/n1G+zFa/dzxprOnU6F3eLjpaRw2qI\nf1x8xrQ+xSwZJEnsdpHqraDiVXMLsOhhvVsRHcUiZl3T5bmgBgCkR1sNODdMRERERHQNAysRERER\nGRoDKxEREREZGgMrERERERkaAysRERERGRoDKxEREREZGgMrERERERkaAysRERERGRoDKxEREREZ\nGgMrERERERkaAysRERERGRoDKxEREREZGgMrERERERkaAysRERERGRoDKxEREREZGgMrERERERka\nAysRERERGRoDKxEREREZGgMrERERERkaAysRERERGRoDKxEREREZGgMrERERERkaAysRERERGRoD\nKxEREREZGgMrERERERkaAysRERERGRoDKxEREREZGgMrERERERkaAysRERERGRoDKxEREREZGgMr\nERERERkaAysRERERGRoDKxEREREZGgMrERERERkaAysRERERGRoDKxEREREZGgMrERERERkaAysR\nERERGRoDa9yk4I90IAHuUr0bER1JBsrXip/TQckKwJqpdyuik1ULlKzSuxXRsbiAomV6tyJ6DfcC\ntmy9WxGdmk8Bpav1bkV03GVAzR16tyI6kgxUbgRks94tiU5mJaDY9G5FdEx2wOTQuxXRS5drAEA6\nxUCT3g1IW7IiblD+CQCq3q2ZhgSYLEBOLWAyA5eP6d2gyGQTUNgCWJyAIxfY/UMg4NO7VZEt/DWg\nYBFQvBQ4/jIw1KF3iyLLmw+UrRW/trqB1l/p257pOPKBNd8A7FmAIwc4+SqM+xmTgIZ7gIxyoKAZ\n+OXXgYF2vRsV2aIvAS1fAgIB4OMfA6de07tFkeXNBzZ+F7BlAI48YO+P9W5RZLIZWPXbQGYFkF0r\n3lvfqN6tiqxuM1C6ElADwGAH4B3Su0WRWTzifZVk8dydGNS7RdOQAHs2oJjFZywwoXeDpieb0mdw\nCOkUrY1IkgDFAuO+jbJonySJHxkVQH6z3o0KT7ECxctEWAWAjDJg1e+InrXRSDKw5HERViUJMDtE\naMms1rtl4RUtAcrXiZu9rAB1m4D5D+jdqvCyqoH13wIc2cFrtky8t5Kid8tuJCnAgs8FH6YS4C4C\nPvMPQH6T3i0Lb+VvAUu+LB5SJguw/Alg/uf1blV4JauAW78H2DPFe1uyXARCIz5cTXZg7R+I6wAA\nnHnAiq8D1ix92xXJ/M+JsCpJ4n7gKQasGXq3KjxblnhfZeXavdbi0btV4Umy6GArwdFVWQZki75t\nmo5sEvcwKV1mio2btNKHJIkL1Gg3UkkOtmvSxShJgLsYKFyiX7vCMbvFKKVpyvSUq0CEViNNucsm\nYNnXgdx517+3JqsIgrmN+rUtnNI1QPHy669PSQIqbgIWfVG/doWT1wys/G3AOuWB5CoAGu8Pdg4N\nQrEAzQ+JkDqZIxu462+vjWYbxYY/Fp2UydeBbAIWfQFoeUy/doVTfQdw07evdV4Bcc3mN4lgKBto\nYtCaDaz71o3XgS0TWPY1wF2iT7vCkoBFj4qZgOueCzLgKjReSYs9T3RY5UmdVUkCzHZjPRMAQDIB\n9pwbr02jhlbZHAys6RNWAQZWbUiSuACMMgokKcH2hLkYJQlw5QPFK2CIGlxbFlC4KHIYcWQDq34L\ncBaF//1UUmxilCqrIsLvm4Dq24CipaltVySVt9z4cAoJjVotfQKGuA5K14gRP0uEOjVHNtD4AGB2\nhv/9VDK7gOaHRdlKOFYPcNv3gNpNqW1XWBJw21+IOtCw14EMNGwRHUMjmP9ZYPXv3Nh5DcmuBdZ/\n2xgzL+5SYN03xKhaOFYXsPjXRZv1JilAy1eAnPrI9wNnnii9MAJnkRj5DTcQJEmA2SaeHUYgm0T5\nkhzh+S8HZzqNcJ8FRICO1FaDY2DViiQFeyw69/4lU3Q9J0c2ULpK35DtzBejJsoM75nVDax4Uiwa\n0ovFA6z+7RtHUqaSFbFoTO8Rtto7gdwID6fJCppEh0DP66D6djHyY7JO/302D9B4n74PKnsO0PSg\nGEGbjtkBbPg20PRwatoVjmwCNj0TXMQ4zXUgSUDVLaK9ej5UW74MLPnKtSnVSDJKRVv1HGXLmQes\n+n9unA2YymwT10D+wtS0KxzFAix7AsiqnP77JEmEb2dhSpoVkbtUDKrMdO8yWQFbDnS9ZhWrqFmd\nKQBKBgmtskUE6DSVvi03olBNkF5TVrLpWq1PNGwZQNlqfaYs3CVAbkP0PT2zA2j5dX1u/I5CEeoi\njahNJcmiHrfy1uS2K9LfPW+LWAEcrexaYM3v6zPl3nCvmKqeqdMSYnGK/z+XDiPurhLRVqsruu83\nWUSoWfZkctsV9u+2AZt/DBQuju77JUl0YG/9c306Lyt/W3QEor13ugqADX8EuIqT265wCpcAS78q\n7knRMFlER0uPHTrMTmD512fuaE9mz9SvlCGjUoTmaJ9hJnNwhFuHIKjYRcc12nLAq2tedAqtSnqH\nVYCBVXuhkdZUh9Z4a1IsLhFaUznFllkpQlKsdb8mq5iKTeWWPJlVYnTXFuOiBEkSo5d1KZwWlk3i\nwRjLwykkoxRY+y1xPaTKwkeAurtin54y28Sfy6xKTrvCya4VU+fmGD8nskl0tNZ+KzntCseaBXzm\nH8UIe6wKmoE7fiBGjlJlwx8D9Z+O/X5gzwLW/j6QVZecdoVTvh5Y9MjMswFTKSZxzValsBNrzwWW\n/0bkkoXpWN1i54tUyqq+tsguFnKwfjSV60jMDjHjE2tbdVmoLYnPs9HW2cQh/f8PjEo2pW4vtkRr\nUsx2MbpiScFK0ew6sVtBvMXeikmsGq+6Tdt2hZPXJKYoLXHWTUqS+P9tuBdJ71UrVjH6F+0ocDiu\nfGDtN1NTx7b0a0DFhvhvoooFqL4VyJ2vbbvCyWsCau4UI2XxkGRg/v3ALX+mbbvCcZcBW/4ByEwg\nbOTUAnf+NWBxa9eucCQZuPX7wesgzs+H1S1GsfOjHElORO2dwdmAOO/rsiL2aa3brGmzwnKXAUsf\nj72jPZnZIe7VSR8RDN4nZyqvmI4SCq0pGCiyuMWPeK/ZlC7Ulq7tFDQLMLAmk6wkf7pdq5oUkxUo\nWSp65cmSO1/sUpDoh0dWgNo7xNRwshSvBBZ+IfLij2hJktiWZcHnkjfVanEDCz47c11lNOxZwOrf\nCz6okkCSxQKf4mUaXAcmUZ9Z2KJN28IpXgZU3Rx9yUIkkiQ27L/zb5P3oMpbAGz+kZguT1RGGXDn\n3wBODV4rHNksXr9Eg+vAbAeWPZ7cuvH5D4jZkkQXq0iS2FJq/me1aVc4OQ1Ayxfj72hPZraLGbFk\nXbOSLBaCadFWWQkufkriM9fiEUE+0Ws2JQu15VkVVgEG1uRL5rYWWhdQKxZR8+ZOQl1YfnN0hfTR\nkmSxt2jTg9q83mSVtwDz741/JCUcd5HYBknrOlF7nigD0HIq3+oCVvym9qOXskmM4OYv0O46kBVx\n2lgyykTK1wNla7RbUStJQPka4O6faH8dlKwGPvUD8cDWiitflAdovcrd7AQ+/SMgT8Mt4ExWcZBH\nzZ3avWbIwkfFNnBahTZJAgoWioWGWo9eFrYACz6feEd7MpNVlN9oHa5ks1i8FmuZzbSvqYiygmSU\ntFgzRVs1e4YlsXww3LaWswADaypovq2FlLwCasUkRmo0G2GTgIKW+OqoZnxpSWwh1fJlaPbe1t8N\n1N2ZnJuIIxdo/oJ2WzO5S4GGu7W94YeY7cCSx4Lbn2lAsYmV3dk12rzeZKEAUHGzdq9Zdbs4cCEZ\nI0uFi4B7fqrddVB9J3DLd5NTf2zPFKUMBRqNYttzgM3PAVlJqD9WzEDjvWL7M01IonSlZLn2D35J\nEiOLSx7TLgiWrxN11qYklKIpZhFatRp8Uazi/z/WWuBoSLKYbdLyKFdblqidT8Z1IGm8UHu6bS3T\nHANrqmi2rUWoJiWJ/3SyIjbGz05wMYOkiEBpT2JtrCSJIxyXPZH4jX/B5xKrq4yGLQNoekg8uBOR\nVSdq6pK5st9kARY+LEacE2HNBDb+CeAp1aZd4UiSWGSkxQhb/WYgf35yb/g59cB9/ypGyBOx4PPA\n+m8mp9MSYnEBN/2R+GwkIqMK2PTD+BYFRitULpTooRiSInYGibSPsVYyK8S9K9ERwerbxV67yVzs\nq5hEexNdoGtyimeLljNYU0mSqG9OuFMoia2zkhGsr/4VoZFWDd6PaLe1TFMMrKmU8LYWKSyglmSx\najPek5tks6j/i3YLoERl1wAr/1ucAU4SD7jiJIykhGN1iZo4V5xbx+Q3A1UbE6+rjIZsAhrvESPP\n8XAVi+2HnPnatiscSRJ7TdbfHV+nQ5JFeUV2bWqug4wy4N6fxn+k75LHxSrwZD74Q0w2YOXvxH8d\n5C8EPvWXgDOJNfIhoXKhZU8irnutYgHWfCN1G/67i4DlT8YfruZtSX5HO0RWxHUb74I8awaQXZ2a\ne5ckic5W3IsHJbHHajJGrMNJdM1LrNtapiEG1lSLe1sLHQqoJUlsbZK/KLY/Z7KLsJrMUZ9wPKVi\nQU8sN35JFnsqJnskZSqzHWjcAmTFOEVevDy4d24K98qUZDF6syDGeuGsOnGUppZ1ldHwlIidJGIZ\nbZJNYrQy1Vv5uAqAu/8eKIhxlfvqb4jtlVJ5HZjMYgq7+Qux/bny9aKsIJEV67GSJHHc86rfiW3m\nxeISddYZZclrWziO4BZUsS56XfCgNgsYYyHJYp1DrAc32LNFqVlK712SWCRljXVbQlmUsaWiMzhZ\nvGte5Nk9shrCwKqHWLe10LOAWpIAd2HwuNEo/n6zW9T+JXMKZTrOPPGQiubGL5uAFf8NyEnhPo6T\nKRag9i4xYhqN8vXJq6uciSSJFfmLfz267y9YHDwJKIX7uk7mzAca749uqlWxiTINLVbXx8OeBdz1\n19FPuW/8jqhV1OM6kBWg6fPBI32jUPtpYN23Ih+5m2z584F134xuutWRJzpYel0HtgyxFZU7irAs\nycCiL2m7gDEWkiTeJ1uUpU2OfDGgoMfG9ZIkZgiiPSFPCm6RpdsBQHJsM4WhPdjnAAZWvUS7rYUR\nCqhD50yXrJj+IWnPEQtKUt0rvaEdmcCKr4tFSZGY7CLYpnokZSrFJPZmLF42/fdV36bfwykkNGq1\n/OuYtvNStj54EpDO573bs0TphXma0GzxiN0bkrEoMBYWlzhlarqt2iRZrNqvulXn60AWG/2v/sb0\n39f0ELDyN/XrvIZkVYsFf9MtwvFUAKt/V4wC6sniFFtS5TRE/h7ZJMpBclJUuhKJJIkSD8cM5T6u\nYlH2oOfG9ZIUPMp1htAqm4NbY+l4VDUQ/ZqXRPdgTzMMrHqaaVsLow3z27PEAQPhQrazQCx+SkVt\nUjSsbmDZ18S2KTf8XqYIq3qNpEwlK2L7pPJwI2wSUPfp1NXTRSOvUTzcw123tXcCi74Q/yb7WrO6\ngfn3hV/k5sgXo4WpnKqejskmRiMXhlkwpFiATT8Se3ga4X4gSUDlTcBNT4UPIkufABZ/Sf/Oa4in\nBLjpj8OPCObOF9u4WZN8UEK0TDZRnhJuf2HFJmpz9e5oh0gS4MiOfFSyp1wMdhjhmgVEaLVHOMpV\nsRojrIbMFFq13tYyDcyt/1sjirSthWwSXzfKBz3E6hHhavJUq6dU7CpglA96iNku9josXHLta+4S\nsfrXofNIylSSDBS1iNW+k7/WsMU4D6fJsqqANX8gHqAhjZ8Vi5aMNj1ldgDzPnP9iHtGeXD/Wo22\nltKKYgZW/IYoVQkxOcTerQVN+rUrHEkSWz7d+r3r/81Xf0N0Eox2P3DmAev/EPBM+jwVLQ+eZqfz\nbMBUJrP47Jevu/Y1i0dcG0bpaE9myxD31skyK0UANNozTDGLGZXJHS2TXWyFZbTjS8Mu1E7itpYG\nN/f+j41o6rYWoZoUo33QQyxOMdJqdooVzlk1xvugh5isYruqsvViK5VlXzPOSMpUoS266u4Ors5/\nAHAV6t2qyDzFwfpEj6inq73D2NdB7aeArFogu14cj2nWcHN1LcmKWFC14duALRfY8n+Ss3+tVvIX\nAJ/6K/HQv+lp8T4b9TqwZwJrfk/sflJ5c/A0O51LFiKRTWKxY/XtgKMAWP6E/iUL07G6g4sWJfFM\nsGUa9xkmh45yVcRzzOoxbluvW6idgm0tDcxgQyFznKwAkNKj52S2i9EVVTXuBz1EMQHzNgMBv3Gm\nqiORJCCnBnA+YtwH6WTOXGDjU8a+4YcoZqDqFvG+Gm30bypJFvWsZWsSO2M9VbKqxWEIetcCR8Pi\nEivy1UB6XAcVG0QpiJanVyWL2QHkNqTHvUtWRAdAk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nba.shot_chart(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " kind=\"hex\", title=\"Stephen Curry FGA 2015-16 Season\",\n", " cmap=cmap)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can set the number hexbins in the x-axis direction via the `gridsize` parameter." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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LKXUX2stVSumpQpdLz0VPNL7risc/oOtn1uFWYmBkLPIp6Hvt5jz7vBud+HMZ+h7JilLq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QqOHTtW6+EIBLPUx+qQSKZgGMv3M7aC5YlhGEgkU4jViZ6WgqXDsU9P4Gr/DRy+f4f4klUNEQpr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\nL7J1y20sXlCPImNTkjhJT09n8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K5NzQYIp0l4nA4CNo/YvicveRswooOAwg0eY9UGaSWJ\np3JIhpm9ghVSzH2KE5tLiNb2EyI8BCLvJrNShMGNwOEVq8er+64noStWkbdoVIsRuwty54tV5NBK\n2OIQVak9sfM8EyLYA+c/gMrN1wcIi10cR7KJ72PxtcCB52DpN0XLKBB5hY0fQ+P7xtjouwx7/gHL\n6h+wfMlCli1ewJlzjez+7HN2fNzPuqW1LJ9XntrTZLTgiA4CI7zzVpdMwI8HXRMRg1QXQUNEBqMd\nBPKvFzbqmii2SSRFZiL0iIhE2L0yzWMyLDZQouHoqewgEAkJ50GqXVaG6GoQi6rqO4eLd0L9XRz6\n3c/Yc74fry2Lzflt1Hv7k1+fth0TIq966+juFy1HUhOSI4kM3ljEZHVB75XE80NjYXNCepk490Nz\nbVqpKK5KSzAnOBYK0UiH5XrExJEp2m0lWyx3A0MdBEakCFidkF4+QQGXJB4sP/7xj2O+uHPnzh9v\n3rx5ynYmKRQl+gQm3TxPq6oKcaSFRWgkpz75sEFMGxZILxXbDw0AiujraLQNV3b0Zh2MdgJIIowz\nIbooWPMWCyEOxhfJ6WHhTU0rFoPmqdfhymeT/18iaCGR85VRgeLMJNehsaKugKK8TA6fucz7e48T\njkTIz0pPQbjqYrC3OqMpAJ7kuy7cTGgRMaGlGnm4ccNCAFui3m2zWulFgtEiOkV60SdCUcV9MSVP\njkO0KbuwM/XWhjdsdwA6GvDbc9mz+1Nef/03RPw9bC1sZXN+O7mOYOqXQbBP5I8O5V5e+Tz1yMMN\naGJctHmFjc5zidVVxINqEWO6ahWFa3X3ivQpw4leW8508dAdU1pK6dE6BI/IZ56sSEwCwM6dO9m8\nefNPxnttdntYhxjKfYqEMC2EpCgizyZcZZ6oUBQoWiHam4ztX2eYDVV4httPiqIhU9Dh8qdQfQ9g\n0mSja3D8FeElNsqLcIONiMiHXfn9YY9YeWEO5ffk0NrZy2eHz/Lffv0By+vLWbu0hgxvkj0Y+5tF\nyoZsWxUffdfM68mMDgPNoiG5meHoYL+oEjb78dOzHTXaJcMoL14swgERHTKq2fwIevxh9pxr5vDb\nzzLP28d3ylvIc5rQnjHsgxO/EW0ATbs/EEK47yqm3R9Wu6ieL11r3lyrKqB6RPGzUQ98GNeOXYhV\nGVExhLkhWIdQVPN7+VkdmJ5XNRUtjKbCs6Oqhj0IJCZmtTgbia4Bowec/Ox0vrZlJT39fvYeOcfP\nfvMRNSV53LK4mrLCJJp6T8nz1ecKU5HXOIuevjTXmSovtIFzh67rXOoMsu/CAOfaBlle5uaHGzLJ\n6DhjrsdYj0xRCoXJ94fFan60SbWYK1ZBjOtSrBrG3BKsEskUk+F18ZX1i7l91TwOn7nEWzsPYrVY\nWLO4iiW1pdht8haTSG4WgmGNo01+9l3oJxyBNVUe7l+aidOmCi+uRCJJGjmbSiQG4HTYuHVJDbcs\nruZ8Uxv7jjXy4RcnWVZfxpqFVWRnJPjAAIlEMmvoHAiz78IAhy/7KM+2s3VhBtW5jtQenyqRSEYh\nBatEYiCKolBTmk9NaT7dfT72n2jkuTd2UZKfxZpFVdSW5ctJTCKZA+i6ztnWAF9c6Odqd4gV5W7+\nZFMemW45rUokZiDvLInEJDLT3Nx16yJuXzWf4+ea+GjfSbbvPsrqhZUsqy/D45LtqySS2cZAIMLh\nKz72XxjAaVO5pcrDN1bnYJu4079EIkkRKVglEpOxWS0sn1fOsvoymlq72H/iAv/91x9SUZzD8nnl\n1JUVINPyJZKZS0TTaWgZ5NBlHxc7A8wrcPHwymxKMm0yYiKRTBFSsEokU4SiKJQWZFNakE0gGOLE\n+avsOXyW3+06zJKlLSxfsZKCgoLp3k2JRBKlpTfEocsDHL3iJ8drZXmZm4dWZuGwyq4eEslUIwWr\nRDINOOw2VsyvYMX8Cjp6+jl02c8vf/lLvF4vy5cvZ8mSJbhcSfZ1lUgkSeMPahxt8nHoso/+QIRl\npW6+uyGPHK+cLiWS6UTegRLJNJOT4eXO2lvZcsednD9/nkOHDrFjxw5qa2tZtmwZ1dXVWCwyaUAi\nMYtIJML5Fj+HL/VxtnWQ2nwnd8xPpzrPgSpD/hLJjEAKVolkhqCqKrW1tdTW1uL3+zl27Bi7du1i\n27ZtzJ8/n8WLF1NZWYkqHzIgkaSMpmk0XrzM8VMNnDpzjhyXxtJSF/ctycRll/eYRDLTkIJVIpmB\nuFwu1qxZw5o1a+ju7ubEiRN8+OGHdHd3s2DBAhYtWkRFRYUUrxJJAmiaxsXLTRw/dYaTZ86RmZHO\nonl1/Mm3HyGz9VNzn0IlkUhSQgpWiWSGk5mZyfr161m/fj1dXV0cP36c9957j/7+/mHxWl5eLquV\nJZJx0HWdS1eucvzUGU6cPkua18Oi+fU89e3HyMrMEG8KB6B1evdTIpFMjBSsEsksIisri40bN7Jx\n40Y6Ojo4fvw427dvx+fzsWDBAubNm0dFRYXMeZXc1EQiES5ebuL02UZOnm7A7XKxcH4d3/3mo+Rk\nZ0337kkkkiSQglUimaXk5OSwadMmNm3aRFtbGydPnmTHjh10dHRQXV1NfX09tbW1eDzysbCSuc+A\nz8fZ8xc5c/Y85y5cIjc7i/raav7o8YfJzcme7t2TSCQpIgWrRDIHyMvLIy8vj02bNtHf309DQwOn\nTp1i+/bt5OfnU1dXR319Pfn58tGwkrmBruu0tndw5mwjZ8420tbeQXVlGXU1Vdy7dTNeuVCTSOYU\nUrBKJHMMr9fLihUrWLFiBeFwmIsXL3L69GlefvllAOrr66mvr6eiogKbzTbNeyuRxE8oFOLi5SbO\nnBMiVVEU6mur2LzxVirKSrBa5ZQmkcxV5N0tkcxhrFYrNTU11NTUcO+999LW1saZM2f45JNPePXV\nVykuLqaqqoqqqipKSkpk7qtkRhGJRGi6cpnGs6dpvHiZq82tFBXkUVdTyTcf/QPycrNlxEAiuUmQ\nglUiuUlQFIX8/Hzy8/PZuHEjwWCQixcv0tjYyLvvvktHRwfl5eVUVlZSXV1NQUGBbJslmVI0TaO5\nuZnGxkYuXLjApUuXyMnJprKsmI1rV1NeWozdbp/u3ZRIJNOAFKwSyU2K3W6nrq6Ouro6AHw+37CA\nff311+nv76eyspKqqioqKirIy8uTAlZiKJqm0dbWNnzdXbhwAa/XS1VVFStXruThhx/G5XRAoHe6\nd1UikUwzUrBKJBIA3G43CxYsYMGCBQD09fXR2NhIY2Mjn3/+OQMDAxQXF1NaWjr85Xa7p3mvJbMJ\nn8/HlStXhr+uXr2Kx+OhvLycBQsW8NWvfpW0tLTR/6Rr07OzEolkRjG3BKvVCSEfoJuzfcUStTFg\nzvaHbJSuhXO/By1kjo2MCtj41/Du/wphvzk2Sm6B8g1wcRfoEXNspJWApwAufmzepJZZLT4jxQJm\neRd7m6D9NCx4GCwmFUFd3AVN++HW/zluG2lpaSxdupSlS5cCo8XG3r17aWpqIi0t7bqAdfSTr7Sj\nLnwIVJNyYf2dEBwAqwPMyl1sPw2D3VCzFRSTznnDdui+CBv+g3mfVdtJ8HdB2VrzjuPAc9DdCFv+\n5gYbmqbR2trK5cuXaWpq4vLly/T391NSUkJpaSlr166Nb9HTegIGuyB/sXnnvPkgDPaAzW2eDS0E\n3iLovWzO9gHK1oEjE9qOmWejcrO4B0+/YZ6N2nvBWwgdp82zkb8QnFni2jILmxtCfrC5zLNxEzG3\nBKvFBkoahPqNFzCqXVx0iiJsBPsxXBgP2XCkCfHS8C4Ee4y1kb8UileCaoVHX4Z3/gx6LxprY94f\nQP19YgKrfwDOfyDOiZHk1AvhjQ5198G5DyBisPguWA45dRAJguIDq8t4cdHRAG3HITwIgR5Y9Dg4\n0421cfxVOPaKWGgNtMLGvwJX4s3T3W73cIcBuB7OvXLlCldO7uPzq830BqDo4wYKq5dQWFxKQUEB\neXl5qVdv6zr0t8BAC+K+08DiNHYRoetw9QC0HBLiItArrl+b01gbh34BJ18T53ygGe74z2D3Gmuj\naZ+4rvSIOO8Vt4PVwNxPXYePfwwHn4PwIOGuK7St+T9p6eylubmZ5uZmrl27Rnp6OqWlpZSVlbFu\n3brE0kp0Ha7sFcIbDYI+KF4FFgOnLV2H8x8KwapHwJ0nzoWR97mui/lioE1sN6sWus4at30AFKj7\nKqQViV/tHmj6AmPnqKiNjDLxqzsHDv3c2LlWUWH5d8W4C+I4rh3E8OMovw28+eJXiz06rhiMt1A4\nuCIBQBfzhywQTAlF12NfCD/5yU/0H/3oR1O4Owaha2IFaJRnz+K80aMzFTbCg3Bhp3Er8vKNQuiN\n9IQMdsNHP4LLu42xsfL7UHrr6L9FwnDlM+i7aoyNwhVisByJrsGlz4QAMIKy2yCtYPTfLA4x6Bgx\nYeo6tByG9jPAiAHfWwQLH4H00tRtaBHY909w9j3QRzwjPasG1v455NQaY+PUG3D1S0DDH4KmfpWW\ncCYtagnNHT10dXWRlZVFYWEhBQUFFBQUUFhYiNcbp0jTdei5DIOdo/+u2sSEYIS40CJw6VNoP8Wo\nyTGtWCyIxl5vyRAJwWd/D40fjLaRvwS2/AQyyg2wEYZLu6Dr/Oi/e/KFZ8yR+mKov6uN5t/9mJZL\nDbTouTRruXTpGWTZgxRWLaagTBTslZSU4HIl6VmKhODiTui+MPrv7jwoWSM8V6kSDkLD2zd68ZzZ\n4nMy4j7XImLh4+8Y/XeLHTrPGiP2VBvM/xo4M0b/PRyAK3tAC4//f4naWPAQuMY8gKG/Bfb/zJhI\nndUFq38I3jHjbnBAiG8j5lrVBlVbbrwPwkHov4YhwlhRxTg+NpKlWMV1K+sAJuQnP/kJP/rRj8ZV\n9nNTsIKY5EKDoAVS247VHfXcjvP56bpw92tB82xEwkIMtB1NfvuKCjVfEZPveDbCAfjin+DYr5K3\noVph3b+fWARdOwQdp5K3oahQcqtYdcei+Qh0nknNRtVdsb2cqk0MOqmE7iMhcU57Loz/ujMT6u8X\nIdBkCfpg999B0+fjv+4pgDVPi/STZAn54divY4ftnNkw/0HCmbW0tbXR3NxMS0sLLS0tNDc3Y7FY\nhj2wOTk5w1/p6enXWxVFwtBzEYJ949tQrWKxl4q4CPmh8ePYkQZXNtTcDZmVydvwd8GnfwvXvhz/\n9aE0nZLVydsI+aDxo+jEOw6OTJGmM+SFmwBd1+nt7aWjo2P4q62tjZbma0QG+yikmQKlnQK1nUK1\nnTylE6sSgZx5cM//K1KCkiXQL9J8+mMsPh0ZULQytUXEYDeceTu2M8CRDo4ssKZ4nwd6Y4ecrU7o\nvgRhX/I2HFkw737h7BgPXRNjTSCFSJ0zS0Qa7DEWCYFeOPgL6E/BIZFWCsu/I6KL4xEOinsnlXQ8\nZxaUrY8dntfC0Nc8enGfKKpdCO5Yi2jFEhWtsn1gLG5OwQpCUEaCya/+7F4xIZpmQxHia1IbGrSd\nhitJeEEtjqiHaJJHE2oROLkNdv9t4jYcmbDxL4UXZzI6z8PVLxK3oTpELt6kQlGBrka4tj9xGxaX\nyFucLHSqWMDmSS7EGugX+xZrMh7C6oSqO6HitsRt9F2D3f8V2k9O/D57Giz5Q1jwtcRtDLTD8Vcm\n9/5b3VBzl5goRjAkiFpaWmhra6Ozs5POzk46Ojrw+/1kZ2eTnZlBjtdKdpqDnAwvORkePC7HjX03\nh3LLk1lE+DqFJ2+ykKDNAxWboHBZ4jY6z8Fn/8/kCylXDtzy72DeA4nb8LWLPGV/58Tvs7qEmMyp\nQ9d1BgYGRonSofPQ2dmJy+UiJydHnIvsbPIsvRQc/XvSOw9OHNn0FsHmH8HCRxM/jv4W4emeLK/Q\n5hbpTRlJRCJ6LosaAV/7JDY84pwkc59HQuIYJutuYHGK/fBPsi/jkVklvIWT5icr0HYC+pqSsFEt\nbEx2b0WCcPw1aD2cuI38ZbDoEeF1nggtItJcBloTt5FeBkVxpJPomkjdSGY+t3rAkxtH2F8Votms\neoVZzkSCdW7lsI5FUcRNoKiJrcwUVQxW8ayCpsSGCnnzxerz/Hvxh5FceUIsTOSRHEK1iFB0WhH8\n/i/iD79k18GafweOOB+DmF0t9ufCx8QdfnFlizSAuPJ/dMiqFIuNix/Ht30ATyGUr4+vOEWPQLAX\ndG9ixT8D7dB8YHJRASId5Oy74r3zHoi/aKblCHz+36D3yuTvDfaJHMT+Zlj9J/Hb6Dgr0gDimWTD\nPjjzjvAw1n11+LNSFIWMjAwyMjKGc2KHdysYpPPaJTqunqOjq5tL1zo4dOoSHT39hCMaGV4X6R4X\n6V6n+O5xke5xkp6RRXpGBg6HPb5m8t2XxSJwsHvy94YGRC52oEfkv8V7zi99Bvufie31HIm/Qyw0\n+q7Cqj+J30bXBZHrOSJPXNd1AmGdXn+E3sHI9e+DXfTufp3ekI2egQBWq3VYlObk5LB48eLh30f1\nOz39W9jxH4XomWy3+q/Be/9BCMN1fx7fMYAQ9k1fxDeOhnzC4xYcgLx58dtoPQEXPortsR9lY0B4\n3dy5iRXNhAPg64jPcxoZFM4EqyMxQVm4QuTzxoUOeQvFuNuRQPSpaJWwEc+4YLHD4segMRcaP4zf\nRtWd4iueMLlqEYuUrnOi0C9echeK+TOe41BUEX0a7EyslZoz68aUjJho4vrVnbE945Jxmdse1pFo\nYTG4TSaSFIu4sZOpqp0KG74OaHgnmsg9AZk1ULFh8lXreLSfhrefnvyGLb8NlnwzuZVioBfOvTd5\nflVGhci7TSa3KNgvRMZkNrLroXBp4tsH4bGyuiYfcLsvC+9DMInis7xFsOgbkw9u594XRRDxCOKx\nlG2E9f9+8gKjpn3CO5XMcRQshQWPTu6x8rULL/E4i6bBQIiefj+9A9Gv/kF6B/z0DfjpHRikd2AQ\nTddJ97pJ93pI97pxOR24nA7c0e8upwOXvwl313Fcih+bmmAtRN5iqLt38sXmyTfhyAtJhGNVsf3b\n/4/h6Iuu64RCIfx+Pz6fD7/fL35uOYu//SL+QBB/UKN3UBsWp6oC6U4L6S4LadHv6U7L8N8yiutx\n1sXhofvin2DP3yd+HIpVjA93/9+Tf1bNh6H5UBKdURTIqobC5ZOfxEt7oGnv5GPnDajgiRZjTWRD\n14VnbqAtieNQAT0+IVa5BbJrEtx+FF+HKDCLx0ZuAguBkVw7KKIvk7HoMShakZyNvmvC2zoZxbeI\nIrFkip0CfTfmHo+HOy8+p9B4WBwiOiSLsYa5eVMCxqJFoiubGN7DkZ0AUrIxENsLqjqEKEjFRmBA\neFpj3UyFK0XoMpU8mf5mePfPobNh/NcXfl3k9aVyHOEAnN8RuxNC7oJo8VEKifCREDTuiO1RKVoN\nWVWp2bA4xTmNldrRfkqE5CIp5DpnVMDix8ev7td1OPpLOPFaasUP+Yth/V9er54da+PceyJcm0q7\ntazq2J0QdF1MRL42UjkfgYgiRNvAIH0DPnz+QfyDQXyDAfz+Qfy97fgHBvCHdXxhBV0HlxVcNh2X\nVceqgk0Fq6pHv4Nt6GdL9GdvLtaSlVjsLhRFQUF4jYd+5tzv0a98ga6F0VHQAR2FiK4SRiWkWwjp\nFsLR7yFdHf55+Ls9E7+zEP9gAL/fj6IouN1uXC4XLpcLN36cWj9uu4LLruK2q0KYRr8ctjgWxOml\nQpyMtxjSNfjgr+Hwi6nl6VffDQ/8bPyCr6FiyY7TpHQPphVD8ZrxF8+6JgoPWw6nZsOVK6Jc442r\nw50AUqw2V63C0zzufioit31sUVKiBAdEbvt4c5SiQt0DkD55nvOEdDXCgWfHn2sVC6x8KjrupoC/\nO5oTPs5npagihcedm5qN0OAEhbxKtBNAil7SoboIKVoBKVhHo2vRQqkxk67VFQ3tG3DR6NEWLGOT\nt420EQkK8TC2Grhis1h9G2Ej0Au7/q9oVfMQCtzyp8KjYQRaBC7vhb4xuZBFq5JqvRSTy3uhb0yY\nvGKzyDkygvE6COia8Bp1NGBI9aknH+Y/LFIehtDCsPcfhSfZCBsZlbD2zyBvwWgbJ16LzzMTD95C\n4WkdmX+oa9BzKb7wfDyoNnFORp6PoQr6MWHRUAT8YfCHFQbDCiENwhqEtBE/R8b5u+oi4hYTlq7r\nQpRGIugdZ8HfLkQsuuiEFz03FjSsSgRb9MuqaCN+jmCL/m5VItiI4Mwuw3Xbn+EqWoDNFhVjsSro\nk8WdB5W3i2K/IQL98PYPRVqKERStgvt+OtozGA6K8LxRXVBcOUK0OkZ0nwgNwpnfijCyETizoh0E\nRghjLRy/Ny4eLA4hWkfOHxYHzH9o9LGlQiQkxsSRRckWp7Dhije0PQkD7fDlz0ZHY+xpsOoHxo27\nIZ+I+oyczy2OaEeMGAVciRIJiTSXkQJfUcFbbFyLNdlBYBgpWMfBMQ73AAAgAElEQVSi68K7FxkU\nv9uihU9GrnDGdikww4YWEeGXlkNi1Vp7T1wVwAkRDsKBfxGhZotdeOBGCiajaDkmml0rKpSuM6HR\nsgKtx6H9hPisqrcaN/gPoVrFebbYxOd2dZ/xTcLt6SJcXLQCBntFJ4BYlefJ4soVOa0Vm4Q35ujL\nxveNdGQIb1HBEjEh9FxMLs1gIhRLtF2cTRzHhY+NPx/OTKi+C7JrRSrDJ/8l6skzkLRSUdRYtl4I\nowsfG9830pEOZRsgvUQ80ODtp6N9PA0kq1akB1TcJpr0X9yZXAHNRDjSRX6nJy+aPvW2ce30hrCn\nCeFqtUM4JFIlAgYttIawuqDnCoT6RC1C/VeNL9LRdbh2QBSHufPFuGL0uBscgEMviA4c6RWw/I+S\nD5/HIhISHWiCPeDMhfJ1xueGahERddRCYkzx5BsvLmUHAUAK1vHRdXGhq+rkVfoz3UbXedHiZaSH\nxFAbGpzZLgazyboNpEL3JTEJmPVZoYinSnnyTKzQVMXn1XrUnGbUIDwI+YuEhz2RIopEsHlg3oNi\nMjZ6wh/C6hIFF55cUWRmCqrwwlzeHU01MAGrS1RTN/z2xoiHUTgzYcVTwqNjlBd6LBanuLY+/wfz\nnjDkzofb/nchKFJptTQRVpfwGrccNs7rORabWwjXkC++Aq5ksDiFk6BkjYnhYkVE0vKXGPtAhpFE\nQmJRXbTKvHFX14RHN7va3Lk20CsWRaadDzXaNnFu18NPxM3bJWAiFCV279PZZiOr2mQbqugPGU+l\ncyp4C8wb/AHQIbPcmEbaMdFE6oFZYhVE0cjFXaLxuFmEBkQ6g5lVrGG/KBAz2tM9Ck2Eg80SqyCO\n48IO88QqCJHaeRbSCs2zERmEht+Z+zhMX6tYZGUa8JCEWIT90cfSmiRWQQhV1WbueBUZFJEUU3Mb\nox0EzBRIFhuUrmfUA1KMRlFFuomZ3klFSaATQLKY+BnNAW7uhImpSHKWNiSzFnnObz7myDmfI4ch\nx/aZhvysppObW7BKJBKJRCKRSGY8UrBKJBKJRCKRSGY0UrBKJBKJRCKRSGY0UrBKJBKJRCKRSGY0\nUrBKJBKJRCKRSGY0UrBKJBKJRCKRSGY0UrBKJBKJRCKRSGY0UrBKJBKJRCKRSGY0UrBKJBKJRCKR\nSGY0UrBKJBKJRCKRSGY0UrBKJBKJRCKRSGY0UrBKJBKJRCKRSGY0UrBKJBKJRCKRSGY0UrBKJBKJ\nRCKRSGY0UrBKJBKJRCKRSGY0UrBKJBKJRCKRSGY0UrBKJBKJRCKRSGY0UrBKJBKJRCKRSGY0UrBK\nJBKJRCKRSGY0UrBK4sPmAdVurg2rGyxOc20oVlBt5tpw5oA93VwbmZXgzjPRgAIWuzjvZtrQdVAs\nJtoAvMVgTzPRgALeEnBkmmjCCpGgydeuAjn14Mw2z4TFAVaHuLZMQwVnJlhNHEtUG3jyzbdh84pz\nb54RpkQGqCbf4yhTYANQpkIy6VNgY3Zi5p0gmUvYPZBVBT2XIOw3fvuODDHJhHKg5yKEBgw2oAjx\nZXWAFoHwIEQGzbHhygGHB64dAF+7sSZUGxSvhopN0HUOvvxncU6MxOKAwuWQvxhCg9B3BQI9xtpQ\nbVC4AgqXivMRGQQtbKwNFHFNZVSAOxvOvQf+DmNNWOyQVQPpJZBVDqd/B/1XjbVhdUPJLZBZLgS+\nxQGRgLE2VBuklUDxKkgvg33/BL2XjbXhzIKVT8Hix2CgHTobjL/PLXaxePDkiAVd8yEI9hprw+aB\n8o1QtALaT0PjDuPvD5sHar4CpbdAfzN0NJh3zj25EA6KMRHNWBuoQtRb7ebZUCzi2nJ4IRwwZ35C\niR6Hw2QbLrCY7FCZxUgPqyR+bC4xORvqrVKFR8eVBYoCdjdk1woBaxSKVeyzzSlsWKziWKwu82y4\nsqFsA6QVG2fD5oGqO6HydmEjuxY2/BXkLjTOhiNdTMYFS6LnwwUZ5UKEG4XNCxW3QfHK6+fD6jLW\n66ZYxD47M4SNzApY+KiYoI3C7oXcBUKsAmRVw5JvinvEKFw5UHUH5M0Xv+thIVwsBl67Vpf4fDy5\n4veS1XD7jyDPwOsqvRQ2/UchVkHYyl9s7H1uc0NGpRCrAOnFULYO3LnG2XBmQd19QqwC5M6D+V8D\nd75xNty5sPhxIVYBvIVQsNTYaIfVBZlV18+51S7GRCOjHYolOs7azbOhWsXCxOGN2nBEPycDpY2i\nimvL6pgCGyZHMWc5UrBKEsNiFROzEWFD1QruHHCOCZ9bbJBdAy4DJhrVJrzDYwcC1SIGCCMmAdUm\nxMtYGzYXlK4Xn1eqOLOjE+Xy0X9358DGv4LSdanbcOdBxe3Ckz4Sq0OIVk9h6jZc2VC1RYSeR6Ja\nRDqIxZG6DdUuJv2hSWzYdhYs+gZk16Vuw5klFgqeMWkZnlxY+i3IX5q6jbRiIVYzSm98LeI3ZsFl\nTxPpJc4x6QxZlbDlP0HJ2tRt5C6Au/5WLLRG4kgTQsyI+9yeDhlVN44lrqzowtGAhYq3CBY8DNlj\n7ue0Ilj0dXGPpEp6KSz7I8gZc406M4RINkLg27xifB1v3LW5jUk7UaxiW2O9hUM2jEhzsNjBUyCc\nBGNt2D3GCGPFIuaI8Y7DbBuSG5CCVZI4igIZZVEBoyS3DYtdCCR7DMGoqMLr4y0i6cvU4px4IFCi\nYR67l+SPwykmAEuMAdhiheI1wpuU7CDtLYIFD904UQ5hdcCt/wvU3598nnF6GVRuBm/B+K+rFuFJ\nTC9PfpD+/9u71+CozjvP479z6ZvULamRhC7ICHERGMHEBoIJxontxBizNrZrxpnYWWdmM86UXbVv\n9s1WbW1tzaX25b7YquyMXZXaqpmdyjBxKhdfJk58WTtjj+MLeG1DYgy+MA4gQGAuAoSkVve+eLpl\nIbqlvpzDOd36fqooGxDn//Q53ef8znOe5+lkj3nM2VIiPNiFx4c1BDEnbkJjpMQ23JjZlz0bVPX7\nqmmx6X2cfcEviCRMT+J126rfV+kV0rLbzQ1JKZmx2sZQxtPm5qTUZzDeKt32l9LKnap6X/VtkXb8\nT6ljTfG/d2NmWEgtgTK+KP86ShzzSMLc0NXS851ebkLp7BuUglhKWvtAbU872ldLN37XjI0txo2b\nYTSl/r4c8TbzZKbU+8Z2zOevlvkKdjQffEu89wudBbUEYzdhwmqpc7udD4G1BGPbzc/dmOt1+FwD\nV2AMK6pjWVKq2/Qqjh6rbPyhGze9KqVC3swaLUtMr9voUSk7WUGNhKkz34mgEFplS5lLFb6OCmos\nXmdOTCf2mTrlSi+XBndd3YtQrMYf/Hsp0Skd+Ik0XsG4vfRK8+jUnad307Kk5GJzkRg9mh+PVqa2\n5SYQz/fIy7Ly7bAqH+/mNpuxqvMeD1tasd30yh19o7LXkeozF/z53ru2I62+2wSEw/9XmqzgmHeu\nk/puKq/HJXPZhPTspJSbKr9GU6fpzZtvX9mu9JX/ZI77b39cwZhTS1q1U/rqf51/qIdlm0DrxKVz\nhyt7Hc1d5hwx32QYxzVjvyMJaeSAGVpRFktavF5aeef8+8qJSKvvMeH12N7KavRuMkML5q3hmvac\nPiidP6KKJug0dZpeYGuem3PbNvspY1U+btaJmXNiWTWa8nMJKqwRTZknNeXUiDabG7upicpqOFFz\nfi+3xuSlyq5PldTANAIrapNYZD54535f3oknkjT/xq6gx6a5w9Q4//vyBrtHmss7ac7kRs1Fb/KS\nlC3j5FZNjfSAOUkPv1PGJI38hXLVjspmpq660+yv9/6PdPHEPD9sS13rzMWykhqJtOkdOX9Emrww\nf43OIWnpVyqr4UYlWWYyVjkBJtZiegwrOR7XbTG9iJ++XMbEHNscv7ZlldXo3yYl2qRDz80/4cuO\nmse+3TdUVmPqcj4UOmVcmG0z1CDZVX6Nws1Qc7f0//63dGlk7p9349K6h6QvP1ZZjUUD5t+e+Wj+\nc4nlmNfRvLiyGpXcONoR00N83dbKagzcZt5X//ba/DWcqNR/q7T89vK2X6jRsdqEnbOfzH+TbTlm\nHGyqp7IakYT5zGYua/5gPGNSkp814m1m31ZUo2lGjTK48cqeXFhWPrSOlR++K60BSQRWeCGaND2B\n5/5t7p6kwkoA1dxRxlskd4V05vAcISl/4nBi1dVwXElN8/Qs5O+onWh1NZJdZlzr8J7SF34nKi25\nqbIL5Uy9G80Yzj1PSGc/Lf4zblzq3iAtrvIRZixphmyMHpUuny3+M07siwBWDTdiRmpMTczRe5Ff\nwqjU4/n5dF5vLoCHnit9PNy4eZxcyQV/psXrTG/uh0+bFReKiabMSgCzxy6Wa2pCkmPaWurC7ETN\no/e5hhnMZcU3zCPxt/5X6fdVot0E1TX3VVejpceEntMHS3/OnZjpVU1UOY6+nBvHaNIEya511dXo\n2WBuoj55sfTnI9pibkh7NlRXo22pOd6fH5znmPeZJw/VKDztmLos5Uo97ZixEkAtNeZ6omI55niX\nGr4yb434jBqlgrFVfNxtucoK3zXWWOAYwwpvuDHz2LfY+qOWY9YmTVTYA3ZVjbh5HDt7gkihRjRV\nea/nbE5+skCxcZS2m59cVWUgLki0SktvNuNGZ4umpOXbzd/XUqOtX7rlv5hJLbPF2qSlX60+rBZE\nEvklo4qM64umzNJb1YbVAidijmmxx8qlJu1VKtVrxh+2FJk0E02Z8arVhtWCtqXSH3z76slmktl/\ny26tPqxOyy/XVmwFgUiTmRVebVgt6P6SdOtfmt7/2Vr7pVv/uvqwWtC0yKxSEU9f/XeRZtPLXW1Y\nLUh2mRvCYu/dRLs0eE/1YbVg0Uppzf2md3O25sXS+gerD6sFycXmMx5NXv13bsJ0JFQbVqe3EzVL\nqxUbq2kVVlypcXb79AoCRWoU1rytNqxO14iZz0Gx2GMVOiJqDJLz1kgSVmtAYIV3HNf0XsxcAsmO\n5EOFR0thOa7p7Zp5obGj+bDq0ZIgxVYQsGPFVwKolhs340YXrdL0hC+vLpQFsRbp5v9swmmhRnOX\ntOyrJkB5wYmYsZDJGYEu0SEt/4aZieyF6RUEZjxCc6KmTq0XsYJ4i1n2qn3G5KD4IhNWaw1HBYm0\ntP7bZuJMQUufWaqs1ES0asxeQaAwgz7m0WewZYl0+383y58VLF4nbf8f0nU3eVMj2myC2MzlomIt\nJqx69TriRW4cU0vM+6Ct35sayS6zMkXbjJU3WvulG/7D1atxVCvWYt5TMwN+NGUCc7EgW43CUoAz\nJ0pZEfNnXgUwJ789a8b2nJg5Z1Uy1GC+GrNn9xdm6dsePXAuWsM1w+GYXFUThgTAW4UVBJyodPnM\nF2Ncva7R1m+2O3Y6H2Y8fisXJmNZtnnc6ia8O6FN17BND0u02XzBwKp/Z0KNl2zXPKJt6jCPQPtu\n8u6CP10jP57QiZrxdMtu9aGGLVn5R4dWrrxJe5Vyo9Kae6VPW8zwlvZV3o8zc2Nmtnm8VTp3RFq6\nNd8j47HMWH4Fi/w6ul736kSbpa/+N+ntx6WxU9Jtf22Ck5eciLl5O3XQvJ6W63w45vkbx+G4+VKG\n1fd4F44KIk0mBH/0nJTNmhUkvK7h5offnPytOV+1LfM+HBVWEMjkb37deGVzEcqtUZjwZbvmvOVL\njeb8+OLCGFePJz5dixoLEIEV/kh2mRNPyXFPHkj1SMpVPgO0XIUZ65HmCmb8VlGjY01+9q5PDzws\nS1r3TXMj4fk3iM2o0dwp9Wz078RsWVIkVnxIiJc1lt8uHX+/vMl3VdWwzfJeF457/+1FM02Ne9db\nX4ztSDf9R5+Phy11DErjF+T9tzDNqLHky96so1qK7ZinJ7EWHz8ftrR4qLIVQipl2+bLXfxk22aM\nvNc3QLNreNX7HGSNBYYhAQAAAAg1AisAAABCjcAKAACAUCOwAgAAINQIrAAAAAg1AisAAABCjcAK\nAACAUCOwAgAAINQIrAAAAAg1AisAAABCjcAKAACAUCOwAgAAINQIrAAAAAg1AisAAABCjcAKAACA\nUCOwAgAAINQIrAAAAAg1AisAAABCjcAKAACAUCOwAgAAINQIrPBH5rKUy/lbw4lLbcslO+pfjWSP\ntGiFZEd8rNErRVOSLP9qOHHpupvNf/3Scb0U8/l1uE3+bXu6RkLquVGyXf9qdA5JK3dITsy/Gr2b\nzfvXz+PR2i81d/tbo2mxlF4uWT5erlqXSpFm/7YvScpJExelbNbHGpb/r8NtkiI+fw7duP/XD9Qd\nAiu8lctJk5dMYJWPJxy3SXJjUiQuta+SIknva7T2S82LpUhCah+UXB9qtC2TmjslJyJFk5LleF+j\nsK/iLdLyb0iJDo8LWFL3jVLLEhPyYi3+hItoUnILNyc+BaRIs+RETfBecpP37yvLlno2SKkec9yv\nv1+Kp72vsew2qe06c9xb+iTL6/BtSemVUiJtPoOpXn9qJLulWNL8ah/0/sbRsqVFq6R42xefQT/D\ndy4jTV6UslP+bN+yfHwd1hefQSfqbw0nal4LMAOBFd7JZs3JeGrC3zqRZnPSLJzQnIiUHvAuiBUu\nYon0lTUWDUiJdm9rxNu+qGE7UrTZ2x7jwgWmUCMSl5Zuk1qXebN925X6bpKaZuwXyzKh1bNwYUnR\nllk9nl7fDBUulJEZ+yoh9W40PXxesKPSks1SYtEXNaJJafBu746HE5dWbL/yeNiO1NLrXe+0HZE6\nVpsQOV03YkK4Vz34lmu2587Ynhv39sbRjkrtq81nbvrPXP9uHAtyU/nz5KR/Nbx+HZZttjfzMzhd\nw6MYUawGMAOBFd7I5k/C2YyPRSzz6NwpEoRsx/TwpZbUVsKOmotitMhjNdsxvVWe1FhdvIZlm6BU\n64Xfss2+Knbyd1ypd4O0eF1tNSIpqe8r+Z6WIqLNVwaOalh2Pvz6eKqa60LpRKTFQ1LrQG01oq0m\n2BfbV25MGrhV6vpSbTWaOqUVdxSvYdnmaUGspbYabr6ns9hxtR0puTg/vKUGTjwffovcuHl14xht\nyb+OIkMy/LhxnC2XzT+J8vHmfvp11HjjaOWDqV0k/NpOPrTWGDLnqgHkcSuD2k1NSpNjknwcm2Xl\nT75z3c1bltTUYS50Zz+tvEYkKbX1Fw/EXtWItpjxcs4cHz3LMhdSy5YylyqvUda+sk1ojiSlo29U\nXqO5S+pcO/8Fxo2b9kxerLyGFZFi5Y7Hs1RVr6sdMTcIc+0r25EWLTc/d+p3lddI9UqLBuc+5rYr\n9W4ygfKzVyuv0bZc6v6DuXunLJneXTsijZ2uvEai3byWuY65ZX9R4/LnldeIpvJPNuY5Hi195r01\nerTyGolOE4jnugkq3DhmbGnqcuU1ypLLf76ztd/YlWLZZrxpZry612Hnh13N9Xjess35ZnJcylZT\nIy5FYgwBwLzoYUVtMuOmp6CisFrhicmOlv/oybKkeKvpPankcViiwwwrmCusFq1RwUco0WnGrM4V\nXGbWcKOley9LqXRftfaZ8Y6V7Ku25aZ3ttzeECdSea+bG68grEomrFb6voqbi3m5+yrVY8afVnLM\n21ZKHWvKP+btg9LKuyqr0fWlyiaJxVLmhqMSyV4TEss55pZlalQ6lCK+KD9coszj0dQhtVXY853q\nM8MjyumxL9w4+j3RL3PZnEP9mmRU7etwE/OH1Zk1ItXUaCKsomwEVlQvc1nKjKnynq0KwoUTz/eA\nVXhCizSZHsRyZmGnluQnDFX4OKpQo5xHh5VcKGey3fJXEHAT1e2rpnZp+R3lzS7uXGd6GyutYTv5\nx9Fl/LtItUMJKngfVnOhtCwTqJZsLu+YL14npfsrC5+WZd6La+4rb1hI31Yz6bDiz0fCvO/LaVth\nYmCl+yraZFYpKKdGU6cJuZXWqOTGsW25ea9XWqOaG8dKTU34u4JA4XWUu4JAYfJhNfuqkhouk6tQ\nPgIrKnfFSgBVb2T+HynMbq/2hOZGzcSmWGvpn2kbMD01VdeI5ce8lhobaFV3oZzJdvIX8zkCtVvF\nBWamWFIauM2McyzGsqWejVKqu7rtF7YRb517vFth4pOfar1QRpP58agl3leWLfVsMjPcq62RWGRW\nEEiUOh6ONPB1cxNULSdiQmup8G3ZZijDzImBlXJjpne25DhKy4TaaHP1NSJNUvuaOV6HYz6j8ZYa\nPoPl3DjWGLz8XkFAmvG0o1Rbi0w+rKrGXCsIWNfmc46GQ2BFZbJZ0xPg90oAs2e3V8txzbjU2Y8n\npy9ird7USC8zj/yL1qjhQjm9rcLEoNkX5cJSMzVcYArcuOmxS6+48s/tqFniKeHR8kuxZJEJNcVW\nAvCahxdKN2Yewyd7rvxzJyYt2SIl2mqvEW2WBneYYQUzRZqlFXd6czxsJz8bf1av2PTEQA8ehzuu\nCe/OrG3ZrgnMxSY+VcrNT5acPanMiefHanvwOua8caxyDPVsuan8+dXPFQRKvA7L8W6WfqlVCrys\ngQWHwIryFVYCyF2DlQC8PKFZtrkot1xnfu/EvLuIzazR0mse/Uv5JXhWm0evntWwrlxBwI9lYBxX\n6v6S1HWD+X20VbpuS/EVDWoRaTJDGCRzEfN9JQAfLpSOK3Ve/0WgjLebYO9FyJuuEZWW3WJ6tyUT\n/JZ/3dsaliUlO6VYPmTPNYO+WrYjJTu+eBLh5IcLlDO2t1yOa4YvNOVvHGOt0qKVM9bu9UDJG0cv\nx58WVhAY93Cbs8x+HXYkv6KAh7P0Z6+2YEe9r4EFhdsclCcsKwFUve38+EM3bgKrlxfKmTWa2k0N\nN+5fDTdm9pXj+LSvbPPtXoXeSL8uMG7MbNvv3hbLNQHPr32V7jc99XGPb7QKbEfqvsG8f/1c+ifR\nZm4c4m3+3DxYtukVduP5yTw+1Uj1mh5EL9cIvaJG/sZxIuvjzXsuPz/A8jZwz1R4HVnXBFY/xpIW\nVlvwswYWDAIrypObkq9hVcqf0PzsZbO87yksViPm8wQNyzJDAPyuEW+Vpnzs5ZGuzaNB5xq8r5o8\n/raqYjWaO/0fihNL+tzTbXnbO1yqRq3rzZZTw7J8/TK/6Tp+b7/Yerf1VgMLAkMCAAAAEGoEVgAA\nAIQagRUAAAChRmAFAABAqBFYAQAAEGoEVgAAAIQagRUAAAChRmAFAABAqBFYAQAAEGoEVgAAAIQa\ngRUAAAChRmAFAABAqBFYAQAAEGoEVgAAAIQagRUAAAChRmAFAABAqBFYAQAAEGoEVgAAAIQagRUA\nAAChRmAFAABAqBFYUR47IlmOz0VyPm8fFXGikuXzKcK+BjUahR2R76fsHJ/BsjlRSZaPBSyOBzAD\nVwqUx3akSLNkuf5s341LkYQ/20Z1po+5HzcqluQmpGiTzzWaJDfmw7YD4ESkqI/7KtLcOPvqWpg+\nHn5cRm0p0iS5UR+2DdQnAivKZ9vmBO14eRK18xfKuIfbhGcKodX28kalcDGO+VfDatALvh83jpYt\nRZMmgKEytuv9DZfl5M+zHA9gJgIrKmNZ+SDgQcC0bE7M9cDO31Q4HvS+lboYT9fwIGBa+VDXqO8r\nL28cLVeKJE0QRnVsxwR+24P3WyEAczyAqxBYUR03bh63VjuGiwtlfbEsM2SjlhuV+S7GXtwMLZQL\nvif7Kv9I2+YyULPC8ajlps6J5t+7HA+gGJ8GJGJBcKPmRJ0Zk3LZ8v+dHTEnd8vPCQvwhRs3PZiT\nY5IqOOZO1IxZLeeYT9e4pIom4lVSo1G4cUm2+QxWtK9i+f28gPaV3wo3dVbheFTAjTMsCpgHgRW1\ncSLmBD15ScpNlfHzXCjr3vQxv1jejUo1F2MnIllJf2s0ikpvHN0Ek6v85Mbyn49yburykw8bbaw1\n4AOePaB25U6acRP5HgjCat2zHTOkY87JP4VZ+lUGyekacz3et5i0J5mAP+/kH5uVAK6VclZ0aNSJ\ngYBPCKzwxpyTZrhQNqTC5J9ik02swjGv8WJs26UntDBp70pz3Tgy8/zam2tFh0afGAj4gMAK7xSb\nCMKFsrEVm2wyfTH2aMTRXDU8XW6rARS7cbQWyES0MCp2U7dQJgYCHuNsD+8VJs1MjZtHwsx6bWwz\nJ5tkM2boh9fHfHYNJu2VVgj4lm3GtC60iWhhY1kmtE7mJ8ZxPICqEFjhDydCr+pC48Yk+Tzs41rU\naBQLfVxv2PBNfkBN6PoCAABAqBFYAQAAEGoEVgAAAIQagRUAAAChRmAFAABAqBFYAQAAEGoEVgAA\nAIQagRUAAAChRmAFAABAqBFYAQAAEGoEVgAAAIQagRUAAAChRmAFAABAqBFYAQAAEGoEVgAAAIQa\ngRUAAAChRmAFAABAqBFYAQAAEGoEVgAAAIQagbVS2Wxj1AAAAKgTbtANqBu5nJQZk6YykhuX3Gh9\n1gAAAKgzBNZyZLNS5pKUzZjfZy5JyppQWU81AAAA6hCBdT7ZKWnykpSbuvLPM5elXFZyE5Jlhb8G\nAABAnSKwzmVq0jyiz5UYUzo1kQ+UTZJd5XDgqUlpckySjzUAAADqGAmolMxEvtdznglQ2Yw0edH0\nklZcY9zUKBVWvagBAABQ5wisxWQu58eQ5sr7+dyUNHHR9JZWVGPM3xoAAAANgMA6Uy5nejwzl6v4\nx9n8vx0PvgYAAEADYQxrQTYfBnOZGjaS+2LMqxu/eqKUlzWUYwUBAACwINDDKuVn6V+sMUjOMJUf\nm5qb8bjf6xqZy2aIQK7MIQUAAAB1isA6NZkPfh5PaMrmt5vNXpsaAAAADWphDwmYmszP0veplzKX\nkSZGC7/xr0bmshRt8mf7AAAAAVvYgTWXlW9B8osiPm9fEt8pAAAAGhhDAgAAABBqBFYAAACEGoEV\nAAAAoUZgBQAAQKgRWAEAABBqBFYAAACEGoEVAAAAoUZgBQAAQKgRWAEAABBqBFYAAACEGoEVAAAA\noUZgBQAAQKgRWAEAABBqBFYAAACEGoEVAAAAoUZgBQAAQLVTh6MAABK6SURBVKgRWAEAABBqBFYA\nAACEGoEVAAAAoUZgBQAAQKgt3MCay0lTWf/r2FHJdv2tYS3cwwgAABqfz0kqpHJZa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Curry Hexbin plot with 26 hexbins across the x-axis\n", "nba.shot_chart(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " kind=\"hex\", title=\"Stephen Curry FGA 2015-16 Season\",\n", " cmap=cmap, gridsize=26)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Using `shot_chart_jointplot()`\n", "\n", "`shot_chart_jointplot()` is a light wrapper around `seaborn's` `jointplot()` function. Like `shot_chart()`, there are 3 kinds of plots you can create, scatter, kde, and hexbin plots.\n", "\n", "###Scatter jointplot" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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1gAW++z2y74Kkuy4BoNfomUc2/bfs0pR/kPS27HSNUbKfhnmupKcCOfVBqyTNM8b8neyB\nbn7Lsn5pWdZeY8xDsntFg+Xxdko6S/bgv5tkPwU0vF73dkn/bIyZLLvE3QzZt/E360zpxaCkboOn\n2Y5esSxrsTHmAdmDeS1jTPgTYMfJHuA5VoEgzrKsbcaYxZIeDASQDbLTU26R3eOZ6jEg4bqxLOs9\nY8xvZPeOplM+MtkUhNtlX4T9byCwfk52ffByBSoGKXLsw7Wyt7UnEsxzoexBmPfJ3kZiMsbcJDsP\n/Zjscpu3G2PCJzlhWVb4U4u/Jnuw9NPGmP/WmSfATpd0X3R9dmPMDZKmBv45LvDaI4F/v2dZVnh5\nxbeNMUtk70/BajYfk12H/fOBgds9Cgwy/bTsdRbsEb88bLnPWoHnQwRq5P+N7Io0q4wx35V9UXtv\n4LP3Wj0/RGyepH8zxrwo++m4+2UPTJ4re7/ZK/t4EfSQ7GoySwNVad6SfcE2VnYP+lM6U83mN7Kf\nffCM7IutYYF1cjiqDZWS9gWOR2/JXn9jZVflOSJ7mwruQ/8p+wJ1qTHml7I7AR6QXZL2wwnGmEQj\nxQaA4wjmkU2fk33ivVR2vejBsgOiDZL+3er+WPu/kV2S7h91ZtDnLyXJsqwfG2Ms2SXjPh6Y12HZ\nj7D/krrn8+6RHeD9l+za1O2ye5EfjhF4JDoxR7yXRjtSqfkek2VZPzJ2Kb/Pyq4gcqfswGa37AF8\nHwgv9Sk7sP627ADyDtk9q1fIrqEfq9pJ0t8/ju8HlvOOlfpTSZNaD5ZlHTHGzJVdZvIjsoO9KtkV\nYhplB/o/siwrOCjxXtkP6Ip7F8ayrE3GmG2SPmiM+VyCUpoXyA7KBsvOl4+2U3agG5xvszFmtuyg\n/m8kVci+iPygZVm/ifH5+bJ7uMMFA9WdiqyV/rTsAPhqnRkQvFrStyzLWhyn/bEMCSwjuP79gfnO\nDfx7t86M2ZBlWX8yxlwl+yFO/yi7ctNbCnvKbQ9+LbsS1DzZv93Zsi9Id8jeR79hhT04yrKsPYE7\nJl+UfQz5qOzferfsdf2rsHl/TvYg6Q/IvjDYLXtbf1NhZVNldyb8t+x96CrZv8s+Sb+X9DXLskL7\nrmVZf2/scrp/I3vQbrvszoYPWZYVPcbHLwf2cwBIlsfv59iCwmaMaZTUaFlWOoP9kKJAvvxqSX9v\nWZbTg18BAEAYcuYBOO1vZfdc/jjH7QAAoOCRZgOg14wx5ZJulP101o9Kejw8TQIAAGQGwTz6CvLJ\nMuss2VVbWmTnL38xt80BAKBv6ClnngAIAAAgP1EhCeTMAwAAAG5FMA8AAAC4FME8AAAA4FIE8wAA\nAIBLEcwDAAAALkUwDwAAALgUwTwAAADgUgTzAAAAgEsRzAMAAAAuVZzrBgDo2/x+v1paWnLdjLRU\nVlbK4+EBjACA3CGYB5BTLS0ten7pVpWVlee6KSlpa2vVDXMmaODAgbluCgCgDyOYB5BzZWXlKh9Q\nketmAADgOuTMAwAAAC5FMA8AAAC4FME8AAAA4FIE8wAAAIBLEcwDAAAALkUwDwAAALgUwTwAAADg\nUgTzAAAAgEsRzAMAAAAuRTAPAAAAuBTBPAAAAOBSBPMAAACASxHMAwAAAC5FMA8AAAC4FME8AAAA\n4FIE8wAAAIBLEcwDAAAALkUwDwAAALgUwTwAAADgUgTzAAAAgEsRzAMAAAAuRTAPAAAAuBTBPAAA\nAOBSBPMAAACASxHMAwAAAC5FMA8AAAC4FME8AAAA4FIE8wAAAIBLEcwDAAAALkUwDwAAALgUwTwA\nAADgUgTzAAAAgEsRzAMAAAAuRTAPAAAAuBTBPAAAAOBSBPMAAACASxHMAwAAAC5FMA8AAAC4FME8\nAAAA4FIE8wAAAIBLEcwDAAAALkUwDwAAALgUwTwAAADgUgTzAAAAgEsRzAMAAAAuRTAPAAAAuBTB\nPAAAAOBSBPMAAACASxHMAwAAAC5FMA8AAAC4FME8AAAA4FIE8wAAAIBLEcwDAAAALkUwDwAAALgU\nwTwAAADgUgTzAAAAgEsRzAMAAAAuRTAPAAAAuBTBPAAAAOBSBPMAAACASxHMAwAAAC5FMA8AAAC4\nFME8AAAA4FIE8wAAAIBLEcwDAAAALlWc6wYAgBv5/X61tLTkuhlpqayslMfjyXUzAAAOIJgHgDS0\nnWrViyvf06DBQ3LdlJS0tbXqhjkTNHDgwFw3BQDgAIJ5AEhTWf/+Kh9QketmAAD6MHLmAQAAAJci\nmAcAAABcimAeAAAAcKm0cuZ372nSyVNtTrcl44YMGqhzzq7OdTMAAH0EVY8AZFpawby147A6ve6r\nhNB87CDBPAAga1paWvT80q0qKyvPdVNSQtUjwD2oZgMAQAaVlZVT9QhAxhDMAwDynlvTVVpaWuSX\nP9fN6DPcup0EkdqEdBDMAwDynlvTVY4ePaTy8koNGFCZ66b0CW7dTiRSm5C+PhPM+/1+nTx5UseP\nH891U9LC1TqAvs6N6SqnWk/mugl9jhu3E6A3+kwwf6r1pKx3Dqilo3+um5IyrtYBAAAQS58J5iWp\ntF8ZV+soWG7NFSWnGACA9PWpYN6t3BqkSaQHZZNbc0XJKQYAIH0E8y7QdqpVL658T4MGD8l1U1JC\nelD2uTFXlJxiAADSRzDvEmX9+7suSOOOAgC4k1uP36TtoS8imEfGcEcBANzJrcdv0vbQFxHMI6Pc\neEcBKGT0uCJZbjx+k7aHvohgHgD6EHpcAaCwEMwDUei5RKGjxxUACgfBPBCFnksAAOAWBPNADPRc\nAgAANyjKdQMAAAAApIdgHgAAAHApgnkAAADApQjmAQAAAJcimAcAAABcimAeAAAAcCmCeQAAAMCl\nCOYBAAAAlyKYBwAAAFyKYB4AAABwKYJ5AAAAwKUI5gEAAACXIpgHAAAAXIpgHgAAAHCp4nQ+5PF3\nqKO12em2ZFTnqZPqaD+l1pMnct2UlLWdblWRp9h1bafd2UW7s4t2Zxftzi7anX1tba25bgJcyuP3\n++O++dhjj8V/EwAAADn16KOP5roJyA5PvDd67JnPt43ksccey7s2AYlkY5tlv4CT2GaB7vJxm33s\nscdy3QTkAXLmAQAAAJcimAcAAABcimAeAAAAcCmCeQAAAMClCOYBAAAAlyKYBwAAAFyKYB4AAABw\nKYJ5AAAAwKUI5gEAAACXIpgHAAAAXIpgHgAAAHApgnkAAADApQjmAQAAAJcimAcAAABcimAeAAAA\ncCmCeQAAAMClCOYBAAAAlyKYBwAAAFyKYB4AAABwKYJ5AAAAwKUI5gEAAACXIpgHAAAAXIpgHgAA\nAHApgnkAAADApQjmAQAAAJcimAcAAABcimAeAAAAcKniTMy0vcOnxWt2SZLmzaxVaYk3E4sBAAAZ\nxjm9d1h/yDTHg/n2Dp8efWKlNm4/Ikla1rBXjz1wMRsvAAAuwzm9d1h/yAbH02wWr9kV2mglaeP2\nI6ErUgAA4B6c03uH9YdsyEiaTTzcagIAAIUk17HNn5a8ldXlIT1dvi5dcN5IDa85x/F5Ox7Mz5tZ\nq2UNe0NXopPrh2rezFpuNQEA4DLxzumw9RTbZGP9eUqHODo/ZIivUx0dnRmZtePBfGmJV489cHG3\nq9RFKxpj3mq6fnad000AAAAOiHdOhy1eGk0wtmH9IRsykmZTWuINbcjtHT4tWtGoTdsPZ2JRAAAg\ng8LP6Ugd6w+ZltGc+ejbT+VlxWpts28xcKsOAAC4GWlIyAcZDeajbz+1tnVqzrThmlRfHbrVlOuB\nIwAAAOlIJY2GeAeZktVqNpI0qb46IgWHQbEAAMCtkkmjId5BJjleZz7cvJm1mlw/NPTv6NtP1F8F\nAACFjngHmZTRnnlGcQMAAACZk9GeeenM7afrZ9d1C+R76rkHAABwO+IdZFJGeuaTHeQR3nPf6euS\nR/atqHzvwWcQC+C8ePsV+xuAfLFoRaOk1I9F4fGOz9clv9wR78AdHA/mUx3kUVri1byZta4ZGMIg\nFiA5r732mpYsWZLWZ9e8lNrrbnb55Zdr7ty5uW4GgATaO3ySpAULN0hK79zvtngH7uF4MN/T09Cc\n+kyuuKmtQC7NnTs3IkiNvhCeXD80dBJbtKIxdJIMemj+FEmK+Xq8iljh8wQAp0QPVk333E8MgUzI\neM48AEiZqeZAhQgAQF/neDCfziAPNw0McVNbAbeIt1+xvwHIB9HHnXSPRRzTkAmOp9mkU47STSUs\n3dRWIJ8keux5ov0q0f7Go9QBZEPwuBNM/0v33E8MgUzISDWbZJ6G5sRncsVNbUVhC6/00t7hy+uT\nQk8nsXj7VfD16Ko2kp1mc/H5NZp9fo283qJu8/T7/WpsbNS7776rU6dOye/3q7RfmZrb+mtQ9XBd\nfdEYR9ZZe4dPf161Q1t3NMuMqdJ1s87MNxPVeKjwA+SGE+d+Ygg4LaMPjQKQOeGDP2cMlB59YmXe\nD/5M5yQWDJSfW/6u9h1ulSQtWbdHHkmbGpsldR/42tbWpoaGBq1du1Zer1cTJ05UReVAbW48oo0b\n9qq4/bCKPR1aubJWX7j/Jg0ePDDh8hMFzu0dPv3z91aE2rK0oUmvr2/SVx6cLUmOV66gohaQn3pz\nkc0FOnqDYB5wqb5QFSE6cA3aHAicg8K/+8GDB/X0009r5MiRuummmzRq1Ch1dHYF5tMuqUpSlcqL\nWnVW52F9d8HjuuvOj2jkyJE9Lj9W4Lx4za5QIB/evuCJ2enfqC/87oDb9OYimwt09BbVbADkrejA\ntScHDhzQT37yE1155ZW6/fbbVVtbK4/HE3M+rV3l2tlWqzETL9YvfvEL7dy5s8flUy0HQCy9OVZw\nnEFvEcwDLtWXqyJMrKvSpLqq0L8n1w/V7IlD9fTTT+u6667TlClTkprP5Pqhuv362brtttv061//\nWkePHk25LfNm1ka0Jdi+TFXj6cu/OwCgO9JsAJcKH1C65qWGgrwtG12tpqZ6gG64tE7XzRojSRE5\npiteX6b6+npNnjw5ifmU68ZLx+rawEDV+vp6XXjhhVq5cqWuv/76uJ+LFTiXlnj1Lw/OjjsA1unK\nFVTDAPJPbyprUZULvZV3wTyDQIDkBQeUrnlJBbOvnGht1//9ukH7m09qzrRReuSei7S0Ya+k7seE\nYJ64z+fTunXr9NGPfjRiXuHHk+j5SJEXAzNmzNCCBQt02Zy5WrbhQOj1YODs83XJH/hMrEo8N15W\nrxsvq+/2fTJRuYJqGEDuRccrwWNFp69LHp05VkhKGNdwgY7eyqtgnkEgcBsuPlPT0/o60dque//1\nRZ067ZMkvbNnk1a83aTLLhihYm/srMD2Dp9+9fwy+b39NaSqOuL1eMeT6Pd+/sIWTRlXrREja/X1\n7/1B65v6R3xm3szanB2b2MaA/BPv+BJ9rFi6bo/8OjNoP96xgwt09EZeBfNUaYCbcPGZmmTW14KF\n60OBfNDWnUe1defRmJ8JzrNl79tq9ZVHlOeMdTz5xNde0jc+fblWbdof8d7xkx1avn6fqvt1aHDR\nEUljQ5/JVFWaZLCNAfkp0aDV8NejK10R1yATGAALpIkKBKlxYn1FfyY4z2JPpzr8xT3O89B7p/Wx\nr7yoE6faY77f1ulVsaczpTZlEtsYAKAnOQ/m2zt8WrSiUYtWNGrOtBFUaUDOhG+L7R2+nj/Qh3z/\n+99Pq9JLKto7fBo3coiKvZ6kp9+0/bAkyRP2/5dW79CJ1vaYVWYkqcsvrVjfFHGsCfLLI2/Y8ou9\nHk0YPUg+X5fOqeofen3C6CERx6Z42057h0/PLduu//zpGv32tb/ouWXbe7V9Fcmn9csWpvVZIBtS\nOY66+Zgbr6pU9OuT6qo0MaryFnENnJaRNJvwHM8500bEHbwW6xZyosFu+SRf81jztV35Lp10hr5U\ngeD06dPq6urq1TzmzazVknV7QrmjwfKNUvf1P3BAiUqLPaofOUTHT7RrSyDNJriO2zt8+tLjr2vL\nDvv1Tv+ZHvV39hzXfV99SQv+7kr5uvwx2+KXXWXm+dff1c//tFXtnfZ3Ky/tUofvTB9Hp8+vz3xz\nWbfP7zrQohOt7Vq1ab98vi4tX9/ULSdWUrcnwwYlmy4TvY1NrBuiopPuCnrQd6RyHM1mClkmzouJ\nBq1Gvy5RbwpYAAAgAElEQVQlHgAL9JbjwXz0DvrUHzertc0+yUbvrLFuIS9t2Jv3uWT5msear+1y\ng3TGa/SlCgTFxcXq7Ox9+oknxt/bO3z61jPruuWwS9LhYwc0sa5KH79lsrzeotA6/t2r74QCeUk6\n4avQ4OJjOtxh94i1tnXqC/+7RIfeOx2zHZdOHa7SEq9um3uurrlotBYsXG9/bv967Wmu6PF7tLZ1\n6tP/9ZqOneyerhOeChOdLxs9TU/HuuhtbNZ5Q/TkD9/ssX1ALqRyHM3WGLlMnhfjDVqN9Xq+xzVw\nN8fTbKJ30GAgLxVOvme+5rHma7sKWfCgff3suoIN5CVpwIABOnHiRK/msXjNrojgdlNjs15YtUOP\nPrEyotc62ubGZnm9RRHr+LW3Irfr5o7BqvCeVKnnTPAeL5CXpAH9S0N/rygv1cN3ztSnbp8sX+t+\nHe7onpoTS6xAPhPCt7H2020aMGBAVpYLFALOi+gLcpozz5MMkS/YFhOrrKzsdTAfi7WjOeJEm4z2\nDp8ORwXqXfLqSEeVzirteV7h6T3hGhoaVDzgbHX6S3qcR0lx/ENneO5srJz98GlS1dLSosrKypQ/\nB2RDKsdRjrmAcxxPs4nO8SwvKw71zkfvrG5NU8jXXOl8bZcbuHVbzJaKigq1tLT0ah6xts8JY6q6\n9cpfOrVGzcdPh3LQo7fjxWt26XhUr3iRR7p41ky9u36xKobUyNofOYi2fvhA1Zw1QOfVDY14OmvQ\ngQMHtHz5cn309g9q4xMbIspjjhlRqR177e8+sLxEU8ZV64Fbztd//vzN0HeZVFel2VOHqzgsFUhS\nxJNh60cNVom3KCJdKFUE88hnqRxHs3XM5byIvsDxYL5bjuekYfrhHzZKku67aXK3HdeND0rI18Av\nX9vlFm7cFrOlsrIyZjWbVAaWRW+fc6aN0Ctv7lZN9QDtO3xSkn2i/eTt0/TiGzvV3tGpYUMH6JO3\nT+txO64dVqn9x6T5t92qPy16XqW1E/T2Ll9onsEBqYvX7NILq3bII3sQrEdSa8tRbd/wqkaNn65R\nI0fo8S+epS//YJUOHT2pyWOrdd/Nk/XTRVskSQ/Nn6qKcjtFJ/q7vPTGTr26dpc2vHNIn7p9mirK\nS1Va4tW1s8bI6y1Spy/+AOJk1+OJEydUUdFzTj+QK6kcR7NxzM3GeZHCE8i1jAyADT/BffXHb4Su\niNduPRh3MGwmlu/EThVvfvka+OVru+BugwYNUmNjY8Rr6QwsC26f0Z+tqS7XjZeO1RXTR+krT64O\n9cq/s+e4jh4/rX95cLYk6c+rdmjzu0c0bGi59h9pDc13x74W7djXopUbi/T+6dPVaq3U5OoaXXDh\nhbrlyslq7/Dp899aGrpokKRiT6eqS47onNJD2tU2Qitfb9HGphVq7/Cpsem4JGnVpgNavfmA/IGi\nOM0tp7t9x05fl778xEpZu94Ltfkt65B++MjVKi3xRnzPoERPo020Ho8ePaoRI0bEXb89IehAX5TJ\n82J0Za3X3tytf/3EJQn3LfZDOM3RYD76pPT7JdsjTp6xBsM6uYM5PWqd6jCAbdiwYdq3b1/Ea72p\nRhH92X2HW7V1R3PEY8+DggNlV6xvilsdJqijs0u/X31c/YrG6ZzSg9q48jm1H96sNY3SieM+VXql\nYo9Pg4uPaVDJMb3XMVjbWut1qsuuIR+9bEmhQD78O0Y/sj1aa1unFixcr0n11TGnCV9XqazHffv2\nacaMGQnXQTwczwDn/XF5Y0RlrS07juqPyxt16xXjYk7PfohMcHQAbPcT9MkEUzvP6VHrjIIHbIMH\nD1ZnZ2ev8+YTWdrQpOeXN8Z8z9rR3GMgH+50Vz/tahul9S0T9faeLnnaDmh4v/0a3m+/qkqa1drV\nX2+3TNSOttpQIJ+K6GNDLF3+2DXu09XR0aEjR47onHPOSevzHM8A5y1t2J3Ua0Hsh8iEjFezqaku\nD/29vOzMjQAGoQDu4fF4VFNTE9E735tqFNGfDdp3+KSGDS2PeG1SXZUmjEmuXGS0LnnVXjpc20/V\nyWo9V1brudp+aqwOtJ8tX4wbk5XliW9WpvIdz60dEvd7hs8n2fV44MABVVdXq7g4I8/6A5CGYVXd\nS8XGeg3IpF6fFbo97XXdnlAP2qS6Kn3p3vdpacNenW7v1JYdzTp0tFWXXTBSN1wy1tHbSu0dPnX6\nuroNpuvNBQOj4IEzhg8frqamJo0fP15S4oFlPeWElpZ49cg9F+mfvve63tlzPOK9my4bqw5fl5a9\ntUfDhg7QAzefr+UbmjSsqlz7m8/kyZeVFqmtPfFTacvLivVP987Svz+1RlsDT5ENDn6VpMr+xZpc\nf5Ym1A1RWWmxZk0apge/trjbfO++foL6lRbLL7tnbc60ERHHhnOq+utA86mIz5SV2ofXi8+vUVVl\nP40bNVjFXrv/JDif4LpJZj0O8RxUTU1Nwu+bSCEfz3Kdg5zr5btJoa2rT/71NL1pHQxVwOrfz6tP\n/vW0uNMX8n6I3OlVMB+d+7V03Z6Ix6f7ZZ+050wbofu++lIoZ77p8DZdc9Fox3bieIPpro1Rgi4V\nVIcBzqitrdXy5cs1d+7c0GuxBpYlkxPa3uHTV3/8RrdAfnL9UF0xfVTovXf2HNc661DEeJug0cMG\navbU4frTih0Rg2Elu1TlrEnD9LcfvECStOtAWHpQWDTfcqpTKzfuU8up9lDFm1HnVOovu4+FJi8r\n9erKGbURpSiXNezVI/dcpKUNe9Xp69Lyhr0RwfzEuirNmTYiYj00t5zWI/dcFFEUIHzd9LQeL6je\nq5uumdVtPSSrUI9nuc5BzvXy3aQQ11VpiVejhw0MdRaMHjYwpapehbIfIrdSSrNp7/Bp0YpGLVrR\nGLq6Ds/92tTYHNqgJXsw2eI1u7Rg4fqIk3FwcJhTYg2m83qLHH1cc6E/4RPoSV1dnQ4cOKDW1taE\n08XLCT3R2q6vP/WGPvffr+obP3uzW875WYP76eGPTtfSsF4rSTEDeUmydr2nZW/t6RbIS1KXXyou\nLlJFeWm340+sVPZgGxev2RURyEtSW7tPn/zPl7t9p6UNe3X97DoVe4siBsBJ0qVTh3f7Hhu3H9GC\nheuTzpcNX48edcl/+oj2tqSe3x+uEI9nuc5BzvXy3aQQ19XiNbsi4p6tO4/2+J0KcT9EbiXdMx/r\nivri83u+5dvp61LTYeefHAkgu4qLizV27Fht27ZN06bFv40cy+nTPt37ry+GbkVH98hL0qH3Tuuh\n/3hFH5pnkp5vrPkE+RwcgHrilK/ba8G68bHqx8dbcqw2+RLUnw+qLD6hU77+Kikt63FaAEDfknTP\nfKwrao8UMXBrUl2VJoY9vnxiXZVWrG/qdsItLyvWQ/On9qLZkXgsNJAd48eP17Zt2xJOE2t/3Lar\nOeKpqvG0tnVq267miM+HD5xPRfN7bWrv8Omh+VNVWpz4UBc8ZsybWathVcn1fnui/ox+L9Z6MLVD\nuk0bL/AP//zg4mMqG1TDcS2GXB//c718NynEdVWI3wnu06ucea+3qFvul6TQv32+Ln3/9xsjPjNu\n5EB95cFLQk9RdAI5aEB2jB8/Xi+88ILa29tVWhp7H461P37rmXVJL6OoyBPx+bb2Tv3ouc0R09QP\nH6jtTfF75SVpS+B29/Wz63THX03Qk1HzuHRqjc6rG6pib1HEMeOmOfXdjluxeAODWYN/Rr8Xaz3E\nuv1eHOPz0pn1+NLqHVq/zNK9d36Q41oMuT7+53r5blKI66oQvxPcJ+lgPt4I7PAnOkZvzItWdK8Z\nPby6Qksb9jq+wfPkUyDzysvLVVdXpw0bNiR8eFH0/vjQ/Klas+VARO98/37ebr31pcVFqh81WJJC\nn39u2fZu8z97aLmKi4tCT12Np9PXpfYOn/ySBg0o1bGT7VLg711dfnX6uroF0zMnnqMf/3Gz2jvi\np79El5aMV50iej2kWsmitMSrsUPbdeCcag0756yE37Uvy/XxP9fLd5NCWleFVpkH7pV0MN9T+bRY\nI9TnTBuhp/64OTT4rMhjPxhmaUNTQYxiB/qimTNn6s9//rOmT58ujydWkkl3FeWlevJL1+j/ft2g\n/c0nNWfaKF39vlq7bO1pn7buPKKN7x7R8ZMd+tFzm7Vm84FQdZnl65u6zW/l2/sVa9HRFwjLG/Zq\n2Vt7IwaoSdKxk+1a8fZ+rXh7v6Qzx6wTre36+L+9HJH6UlbqVVu7Pc9hQ8t142VjdV1YpaxUeubS\n6cVbs2aNZs6cmXAaANlViJV54F4ppdnEu6JONEI9vIpEV5zHonNlC7hHXV2dfD6fdu3apZrhI5Pe\nfyvKS/XFuy+KeC14PFm0whsKrKXIY8jmOE9+jTW+NbqnP7rKTDzB5b20eke3HPZgIC9J+4+0qjiQ\nQhPdKxf8LsGqX8HXY9XYT7Zn8tChQzp48KAmTpyY1PQAsiNe3BOrxCwxDjItp48S7PR1cWULuIzH\n49HMmTO1evUbeuvw7oLaf5MpgOMLpO7EOnZJcvSYtnbtWl144YXyet27ToG+it57ZEtKdebjiTea\nO96jzCX7wU4eqeBqzgJ9wdSpU/WXd97VO417Q6/1Zv9N5xhSFCPNJrqi1qS6Kk0YHVlBJtbngsub\nPXV4j20NPr011rHLyTrax48f19tvv51wbAKA3Eimik0h1tVHfnKkZz5RHuhjD1ysbz2zTksbIvNe\nb7x0bMwqEADyX1lZmWrGTNKh1ne0/VTvB7P1dAxZvGaXfL4udfi6tH33e5owpkqXTBmuH/5ho7q6\n/BpfW6V+/bzdKmoF//3Cqh2ydjRHfs7v17m1Q1RWWhxaXkX/nqtsxas+47QlS5boggsu0MCBA7Oy\nPADJo4oN8oljaTaJ8kDNmCr9Zc8x7Tt8UpJ9BXvtrDGSlFJlBwD540O3Xq1d2zdqQPtJnfQNSGr/\nTSd/NHhsOdHaHnpy9BXTR6mivFQP39l9YOiJ1nZt2n5YkjRr0jAteWuPlr61R2cNKVenr0uvb2iS\nGVOlYm+R5kwboaUNe0Pjd+bNrNWSdXtCefrDqvprcGVZaABt+HeMd+wKf31SXZU6fV1atKIx9H2T\nWQeHDx/W1q1b9alPfarH9VPIyDdGPutp/Eu86lVOb9etJwv3wZz9ywckXWihL8toznx0vlhNdblu\nvHSsrg2rBMGVLeBO5f376Ya/ulqVr7+hCTNm6eqLRifcfxPlj/aUW3qitV33ffWl0ID6tVsP6oeP\nXN3teRXR0y1b3xTKg39nz3GtDBtkKymi2tayhr165J6L5A8bqb+/+ZSGDCzTA7dM7laPPpk7CcvX\nN+mJQM364Py/+uM3esyhfeWVVzR79mz175/cA6wKEfnGcLtYvfeSs+NqJGnv/kO9b2weOt12ShdP\nqdGAARW5booz/H5VVQ3OyKwzGsxH54vtO9yqrTuaQ73yUmHVnAX6mgsvvEBr167RqMoTPZ6MElV/\niPXet55Zp0n11Zo3s1YLFq6PqIzV2tapBQvX6+E7Z0b02Hd0+iOm62lAa/i0G7cf0YKF67Ulqozl\nlh1HNXf6qJiVt8KPXcHetk5flzyStu5ojqjEE5x/rHUQPu+xQzvU1NSkW2+9NXHjC1yy1UIAN8nE\ndn1ufWHuE60nT+j8CbWkGiYh69VsljY0qbnlND0sQAEoKirSzTffrJ///Oeqq6tTZWWlY/MOfybF\n4AGxc9mje+KLMpTO7uuh8lZ0L3Iqwqt6edWpaYP/og9/cL5KSkoc/Q4AsivW3aWLz6/JcatQiDI6\nkiteJQpGdAOFo6amRtOnT9fzzz8vf4Ku8ETVHxJVrdm4/YjG11apvOxM30N5WbEemj+1W499V5fk\njVWuJgmT64fqoflTI6rhSHbeu1+JK29F97Ylmn/0Ogiv6jWqrEmH2iq0/XBOqwbnhWSqhQD5LFYv\nvEdiu4bjMnrGCOaLxapmA6BwzJkzR0888YQ2bNigqVOnxpwmUfWH8Pc2bT/c7XjRr59XP3zk6lA6\nzUPzp3bLlw9638RzVFxcpKbDJ/TOnuM9tn3cyIG6+n1jQu35yoOzI6rfXDtrTK86H+ZMGx5KF4q1\nDoJ/H1R8XJXFJ7TphEl7WYWEaiEoRF5vEds1HJfx7p/SEq8+86ELdeRYmzYF8kcn1VVxJQoUEK/X\nq1tuuUU//elPVVNTo7PPPjvmdOF55sEnpQZzzL2BAabzZtaqueV0zEoxk+qrQ/OR7KB+zZYDEU9+\n3dfcqi/fP0sV5aVJpb74fHbVm/CUGWuHfay6YvoolZZ441alCIp+P2hy/VB95kMXRpyso3Pt582s\n1bI331HR4Y1qPDVaE+vPzqvjY/iYhEQXUZnAmCq4SXDcjM/XFXqS9KS6qlDsEzxusF3DaVm7l+uP\n83cAhWHYsGG69tpr9cwzz+j+++9XeXl53Gnj5ZgHc9FTqQAxpmagtuw4M2i1sem4PvaVF/Wjf7pG\nD390uu7/t8Xq6OwKvV/s9ajTd+Yo1LjvzPSlJd64VXMS9aaF9yJHX5z02Ovm96m2+B31mzBNl4ye\nmFc9dclWEQL6unjHtIl1Vfr4LZOTPx4AachKML94za6Iqg6bG5upSoC8Q03r3psyZYoOHjyoX/3q\nV7rzzjvl9cZeh/FyzMMrO4QfHxataIybsx4eyAd1+aWvPLlKw6srIgJ5SRGBfKzp41XNiVe9Ropd\n3SYZfr9fv/vd7zR8+HDddNP1eVdPOVEVIQBnxDumbW5s1uUXjtT1s+tCdyMlzjFwFqOsAFHT2klX\nXnmlfvnLX2rRokW64YYb8i5AdYJT28urr76qkydPav78+QW5ngDYOMcgk7LyXHKqEiDfxav9i9QV\nFRXptttu0759+/Tyyy/HrHATr3pNvGNDvGNIvPkUeaR/uneWHpo/NaIKjiT179f95Blv+mDVnGhO\nbC8rVqzQpk2b9IEPfEDFxfnZr5Ls+gD6up6OaZxjkElZOYNQlQDoW/r166c77rhDTz31lIqKinTF\nFVdE9DynmmOe6BgSfP3kqXYtX98UCsyrBtlPT/3hI1frO79p0IEjJzXngpG6+qLRWtqwVydbO/T6\n+r3yFHWfPtMDPletWqW1a9fq7rvvVkVF/j7dsKK8NCvrA3C78GNUcABs9FOjgUxxPJhv7/B1K+tW\nWuINVYRYvGaXFq/ZpTnTRmhpw15JBPeZQg548nqqVoLkhW93H/rwR/XLZ55WZ2enrr766m4BfSo5\n5snkrP/1Vd3LOlaUl+rv77oo4rXgfP563viY04fnhMdaTrLbS6zj4RurV2rdunW66667NGjQoKS/\nf65Erw+4E+eDzEt0TOMcg0xyNJhv7/Dpn763IjTYdWlDk15f36R/eXC2pMhqFE/9cXNoYBW5Y84j\nPy813D1yRvftbqj+/o479Ktf/kK///3vdeONNzqSUpKt7TvRcnraXrofD/fqjRWv6ZwBp3TPPffw\niHJkDeeD3OMcg0xyNGc+umqNJG0KVK6JzhcLr5BA7pjzyM9LXbBX5frZdRxk0xRru3t94yHdfffd\n8vl8+tGPfqTjx3t+kFM6y8nE9p1oOT1tL+HHQ6+nU+PLt+vkiWOqPX8egTyyivNBfuAcg0zJygDY\nTdsPa9P2w9lYFIA0BEumLVrRqPYOX88fSFFpaanmz5+vCRMm6Ac/+IH27Nnj+DLyVf+iUzpvwDa1\n+sr1l9axKi7pl+smAXBQpo+fQE8cDebnzazVxLqqiNfKy4q1tKFJSxuaulVFCCJ3zHlUEEKygrfg\nFyzcoAULN+jRJ1amfUJKtN15PB5ddtllev/7369f/OIXWr58ubq6uuLNKu3lOKk3y7lqxihNqWnV\n+PJ31HR6mPacHq5JdeyHyD7OB5nj5PETSJejOfOlJV595cHZoQFfPr9fr6/fF3q/ta1Tc6YN16T6\nagbAZhj5eUhWvFvw6TzULZntzhij+++/X88995y2bNmim2++WWeffbbjy3FCuss5evSo/vCHP2j0\noHYNmvxXGnSoK6IgAJBNnA8yx8njJ5Aux6vZlJZ4ddNl9dJl9Vq0ojEimJekSfXVoY2cjT2z0nki\nJdBbyWx3Q4YM0Z133qk333xTTz31lGbNmqXZs2fHfWJsusuRel/FI5X9qKurS2vXrtVrr72mSy65\nRBdffLGKioocaUe0TFUnCfYqLlrRSNBXQDgfAIUro3XmKcUE5L9c7acej0czZszQuHHjtGjRIn3n\nO9/RFVdcocmTJ4cC4N7KVhUPv9+vrVu36tVXX1V5ebnuvfdeVVdXZ6wdmfpewfmWSVqwcANVT4Ae\nEOcgH2Q0mOfWHpD/cr2fDh48WB/5yEe0Y8cOvfzyy3r99dd11VVX6dxzz42oS5+ObNwCb2xs1Msv\nvxyqpT9u3Lhu7Xa6HZn6XsH5zhjo7HyBQpXr4ycgZeEJsD3d2uNBFkDu5cMt+DFjxujee+/Vtm3b\n9PLLL+uVV17RjBkzNGXKFJWW5tdTRzs7O7Vp0yatXbtWJ0+eDN1R6O3FB3KL8xHSkQ/HT/RtGQ/m\nE+FBFgDCeTweGWM0fvx4vfvuu1q7dq1efvllnX/++Zo+fbrOPvvslAJmp2+BHzlyRG+++abWr1+v\nmpoaXXLJJRo/fnyPaUFOtyNTt/aD89UhOTpfN+B8BMCtchrMMwocQCwej0f19fWqr6/XsWPHtG7d\nOj399NPyer2hYL+2trbHAbO9vQXe1dWlvXv3yrIsbdu2Ta2trZoyZYruu+8+VVVV9TwDh9qR6flF\nz/ff/+1lPTR/Sp/qneZ8BMCtHA/muU0JIB3xjh2DBg3SFVdcoblz5+rAgQOyLEuLFy9Wc3Ozyiqr\nVV45VJfMmKDaUSNVUVERMc8Tre1asHC9JOmh+VNjHo/Clzt7UrWOHD6opqYm7du3Tzt37lRFRYWM\nMbrppps0YsQIdXR2afGaXer0HZVHktdblNSxzulb8cnML53jcXAagti+iXN4+lh3yBVHg/lUb1My\nChyAlNyxw+PxaNiwYRo2bJgunn2pHn38Ne3duUfl3n3avXu3BnhbVVJSosGDB6uyslL9ysr1whv7\n1NpRpC5/kT5rWfqb+VNUWlKkzs5OnTx5UseOHdeqDTvUevKkSova9cbiLo0eNVLDh9fovPPO0zXX\nXKPBgwfHbWdQPqZkkDaSGs5HbDO9wbpDLjkazKd6m5JR4ACk1I8di9fs0sYdJyQN1tHOwdp7WvrE\nbefrkklVOnbsmFpaWvSHVzfL7+tQpbdDRR6/PPJr0eIVmlBXLa/Xq/Lycu1/z6edR/urw1+p9q5S\nnfaX6qJ5U3VtouVGBfLJtDcXSBtJDecjtpneYN0hl3KaMy8xChxnuOWhOnBG+O/j83X1en4ej0eD\nBw8O9aT/6a1T2rOjX8Q0I8xw3XTzhVq8Zpd8ks4q71Lzmxt7vWwUBs5HANzI0WB+zrQReuqPm9Xa\n1ilJKi8r1pxpI5xcBAqUWx6qA2dE/z4T66o0qa5KmxqbJfWc4pBMSsRD86dq7daDEcej+26a7Ohy\ng/IxJYO0EaSKbSZ9rDvkkqPB/NKGvaETpyS1tnVqacNeejrQI7c8VAfOiP59Njc264FbJmvOhSMl\n9XwnJZmUiIryUv3wkasjBsAujQrEe7PcTl9XSgNgs420EaSKbSZ9rDvkUs7TbABAkoq9RSldbCWT\nElFRXqqH75yZ9eXmCze1FfmBbSZ9rDvkSuInnaRo3sxaTa4fGvp3TXV5RJpNe4dPi1Y0atGKRrV3\n+JxcNFwuettx4qE6qc4vfPs80drOtppBTv/eiYT/rnOmjcjacvsSju35j98oc1i3yDVHe+ZLS7x6\n5J6L9PlvLdW+wye173Cr/uUHq1Q1uExdXX417j2m/c2nJJHDjEi5fqhOdA53+NgPtlXnZeuWdKyx\nE4/cc5GWNuwNLVeSFq1ozGg7ChnjU/Jfrn+jQi5GkOt1C0gZSLNZ2rBX+w6fDP17y86j0s7u05HD\njGi5eKhOUHQOd/jYD7bVzMjGLelYYyfCx/FwIu49xqfkv1z+RoW+j7H9Ix84mmYDAG4S70QMwBns\nY0DmOR7MR+fCxlNTXU6uKvJG9HZbXnbmphV51e6Vzdz8vop1nP/4jTKHdYt84HiaTXgu7On2Tj3z\n0raIlAVJqqkeoG9+Zk7B3GaD+0XncM+ZNiIir5pt1Z16ys2nNnTvUZIv/+XyNyr0fYztH/nA8WA+\nfKDL+y8Zq6svGq0FC9fL5/fL1A5Rv9LimBt7IQ+QgTtE53CT81gYEuXmcyJ2BiX58l+ufqO+sI+x\n/SPXHA3m4w106anOc6EPkAGQvzgRA5nFPgZklqM58+kOdGGADAAAAJA6qtkAAAAALpXRJ8AmO9CF\n0eAAAABA6hx/Amw6A136wgAZAAAAwGmOV7NJFwNkADgh2cpYVNBKXa7XWa6XDwD5KCvVbDjgotAR\nZOSHZI9BHKtSl+t1luvlA0C+yotqNoCbBYOMBQs3aMHCDXr0iZVq7/Dlull9UrLHII5Vqcv1Osv1\n8gEgX1HNBuglggwAAJAreVHNBgCckOwxiGNV6nK9znK9fADIV3lRzQZws3kza7WsYW+od54gI3eS\nPQZxrEpdrtdZrpcPAPnK8Wo2VKVBX0OQkV96OgblarCyk8vN1XfI9fE918vPJAbRA0hX3pSmBNys\nkIOMfJcoCIp+T1JOKqI4WYmFqi6FJ9u/KRcOheXIoQM5WW5Z/3J5PJ6Mzb+trTVj8y40BPMAXCtR\nEBTrvYvPr4k5WDnTF2LxBkmns1wn54X8kM3flIvBwlPkzf5v13bqlOZOH6nKysqMLifT8y8UBPMA\nXCtREBTrvarKfrloJpA3uBgsPEOqqrO+zNaTJ1RZWamBAwdmfdnojtKUAPqMCWOqclIRxclKLFR1\nKTz8pgB6g555uA75nrnhxHpPZx6JPhOrktCcaSO0aEWjOn1dmlRXpU2NzaH3rp01RtfOGpP17SeV\nQdZzmLEAACAASURBVNI9rSMGXBeebP6mVN8CCg/BPFyFfM/ccGK9pzOPnj4THgR1+rrk6/Tr899a\non2H7YFTE+uq9PFbJsvrLYoIkHKRUpDMIOlk1xEDrgtPtn5TLgaBwkOaDSK0d/i0aEWjFq1oVHuH\nL9fN6YanreaGE+s9nXkk85nSEq/mzazVyrf36cnnN4UCeUna3Ngsr7dI18+uc0XAwvaNbAheOLhl\nvwCQGD3zCKHXG24VHQQDANBX0DOPEDf0CjJQLDecWO/pzKO3y3Xb9sH2DQBIFT3zcBXyPXPDifWe\nzjyS/Uz0oL6a6gG64dI6XTdrjKu2D7ZvAECqMhLMZ6PaCBVNnOeWKgfZHPzHdnaGE+s9nXkk85lM\nBsGZ2gbizZfBrQCAVDgezGcj75rc7sygVzAS25m7ZCIIztQ2wLYFAHCK4znz2ci7dkNut1tR5eCM\nfNnO8r3CUCHL1DaQL9sWAMD9yJkH8hg9uAAAIBHHe+azUY2Big/IhnzYzujBza1MbQP5sG0BAAqD\n4z3z2ci7Jrcb2cB2hkxtA2xbAACnZCTNJnwgWjDfV3L2hEXFh+zpyxVdcr2duaXCUC5levvM1DYQ\nb759eX8DAKQuoznz5Pu6H79hbtGDm1ihbZ+F9n0AAJmX0SfAku/rfvyGuUeFofgKbfsstO8DAMg8\nqtkAyArSRwAAcF5Ge+ap2OB+/IZwQjB9ZMHCDVqwcIMefWKlIzXzC237LLTvAwDIvIz2zJPv6378\nhnBCvPSR3g4sLbTts9C+DwAg8zKeZpPraiDoPX7DzCH1pPcKbfsstO+TaexDAPo6cuaBHOlLlUso\nsYlM6Ev7EADEQzAP5EimUk/yEekjyIS+tA8BQDwE80AM3LpPXU/rjPQRAACcRzAPRMnWrftCSj0h\n3QG5UEj7EACki2AeiJKtW/eFlHqSj+kOXV1damtrU1dXlyoqKuJOU1SU0Qq9yKBC2ocAIF0E830A\nKSPJCa6nTdsPZ22ZhZx6smn74bS2t3S317bTHXr8Bz9Rx+lWdZw+pc6O0+rXr1SlpaUy77ul2/w6\nOjr0ta99TeXl5aqoqFBlZaUqKio0aNAgXX755Y61KxPyqS25Vsj7UL5gewPyG8F8gSP9ITnR66m8\nrFitbZ2SuHWfjOh0B0la2tCk5pbTKW1v8bbXLl+H9u3bp6amJu3fv1833XSTSkpKIj732A9Xa/eu\nEnV2DVW7v0Sd/mKdV1ctj6RXFm6ImF9piVclJSV65JFHdOLECZ04cUItLS1qaWnR6dOnY7fr+8u1\na+cunewqz+l+xD6NbGJ7A/IfwXyBy8f0h3wUvZ5a2zo1Z9pwTaqvpicqCcF0h289s05LG5pCr6e6\nvUX/Dod3b9b//O+b8rW36pxzzlFNTY3q6+sTfG5QxOubG5sj/h3dnqKiIg0cOFADBw7ssV3bGg+o\nrv8B9feeUsf+v+jJn+/TdXNnqra2NqupOuzTyCa2NyD/Ecwja9x2q3ZSfXWfOWE58duUlng1qb46\nIpjvdbu6SjXmvGm6/boZOc9tb/f3k9V6riS/yotOqd5brBdffFFnnXWWbr311py2DUDuue0ch8JB\nMF/g8qXaQ77fqs2X9ZQLTv42qa5Hv9+vHTt2yOv1qra2ttvnh48ep1uunt5jIB8rzUeSJtZVySNp\nU6CHPt3fNXL+Ho2tG6W7P2SvI5/Pl/L8eqMvb6vIPra35OT7OQ6FjWC+wOVLtYd8v1WbL+spF5z8\nbZJdj21tbWpoaNCbb74pj8ejK6+8MqXPJ1quz9clv6Rib1Eo6HDirkO8dnm9sef35z//WQMGDNAF\nF1ygAQMGpLzMdNoCOI3tLTn5fo5DYSOY7wOo9pAc1pMzEq3HU6dO6aWXXtKWLVs0btw43XDDDaqt\nrZXH40nq8+ku14nfNdV2nX/++VqzZo2+/e1va/z48ZoxY4ZGjRoV8V2z1RagN9jegPxGMI+s4FZt\n/srmb1NaWqrq6mp98pOfjFv7PVOi81ml3vfYx5t3aYlXw4cP180336xrrrlGDQ0NevbZZ1VVVaWP\nfOQjjgT0uUBOMHBGcH/w+brU6etSTXW59h1ulXTmOMo+g2xwVTC/e/fuXDcBaeJWbf7K5m/j9Xo1\ne/bsjMw7keh81iXr9kTk0vcmv7WnXNn+/fvr4osv1vve9z4dOHDA1YE8OcHoq5YtWxbx7+j9Iaim\neoBuuLRO180aI0nsM8gKVz36cOjQoZKk1tbWHLckO9o7fFq0olGLVjSqvSO7g+wyIXir9vrZdRzM\n8ozTv01LS4t27tzpQMucEZ3PurmxORTIS2fyW52Yd7x5FRUVqaamJq1l5INkvydQaDo6OrRq1aqI\n16L3h6B9h0+q2Fuk0hIv+wyyxlXBfHl5uSSpoaEhxy3JvOBV/4KFG7Rg4QY9+sTKggjoUdh8Pp+W\nLFmiBQsWaNcuTlrJ8Pv9WrNmjTo6OnLdFAAxbNq0ScOHD891M4C4XBXMB61du1Z+vz/Xzcgorujh\nNvv27dMTTzyhvXv36sEHH9Rll12W6yaFzJtZq8n1Q0P/nlhXpUl1VaF/92acQPS8U51XV1eXdu/e\nrccffzyv7mZE6+33BNxq7dq1mjFjRsRr0ftDUPh+wT6DbHFVznxQWVmZtm/frnHjxuW6KQBkn+xe\nffVVXXPNNZoyZUre5YXHGhcgOTMAtrdjDrxer2677TZt3bpVv/nNbzRx4kRdddVVKi0tTas9mcK4\nF/RFTU1NOnHihM4999yI1xOVww3uF+wzyJasBvNOjOq+/PLLNXDgQK1evbqgg/lcVX9h5D3SMXr0\naH3iE59QZWVl2vPI9LYXq7yeU+X2nCjdN2HCBI0ePVovvPCCHn/8cd1xxx2qqqrq+YMp6O06pkQh\n+po33nhD06fbD667/PLLI95jf0C+yFow71QlhLlz56qzs1OvvPKKDh48qLPPPjsTzc25XFzRU60C\n6TrrrLN69Xm2PVv//v116623avv27Ro0aJCj82YdA6lpaWmRZVn69Kc/LcmOP1LBPodsyVrOvJM5\n4MXFxZo5c6ZWrlzpVPPyUrarv5Cnj570psJSos/m87aXi6pS9fX1cZ8sm658XsdAPlq9erXOP/98\n9e/fP63Ps88hW1yZMy9JM2fO1Le//W1dddVVWX/4DNAXtXf49OXHX9Hhpne1r/2clHqZ3NpD5dZ2\nA+id9vZ2rVu3Tvfff3+umwL0KGs9806P6i4vL9fkyZP1xhtvONE8iJH3SOy3L6xW0eE31Om3A9lU\nepl66qHK120vn3rWWltbtW3btrQ/n6/rGMhHb731lsaMGdOrcSvsc8iWrPXMZyIHfNasWXryySd1\n6aWX5l3lBzdi5D1i8fv9Wr16tbZvXKZ3T41Wiy/9Qa7xsO317MSJE/rjH/+opqYmXX755SlXDGId\nA8np6urSqlWrdNttt/VqPuxzyBbHeuaTySt1Ogd86NChGjVqlNavX9/recHGU1oRzu/368UXX9Rb\nb72lB+6/X6PHjAm9l0ovUzI9VPm47eVTz9rZZ5+tBx54QNu3b9ezzz6rrq6ulOeRj+sYyDdbtmxR\nZWWlRo0aFfF6suNnwqeTIkvh8vBHZIIjPfO5zCudPXu2nn322VDpKADO6ejoUFtbm+655x71798/\n7V4mt/ZQ5Vu7KyoqdNddd+mZZ57Rb3/7W916662OD5QF+jK/36+VK1fqkksuiXg92Tgnerol6/bI\nI2lTY3PCzwG94Uj0m8u80lGjRql///6yLCsrywP6ktLSUt18882hag696dl1a69wvrW7pKREH/7w\nh9XR0cFdScBhu3fvVmtrq4wxEa8nG+dET7e5sTkUyCf6HNAbrq1mE+TxeHTxxRdr5cqVOu+883Ld\nHADIuOLiYn3gAx/gbiTgsJUrV2rWrFmu2reOHDqQ9WW2nW5VS8uQmO9VVlbm3VPAC50jwXyunlYa\ndN555+nll1/Wzp07NXr06KwtFwByhfQawFmHDh3S7t27deutt3Z7L9k4J3q6iXVVEWk2mYiPinJw\nLCgvr9SqLc3y6GjE621trbphzgQNHDgw623qyxwJ5nOdV1pUVKTLLrtMS5Ys0V133ZW15QKFZtu2\nbRo3bpyreqUAwAlLly7VrFmzYlbHSzbOiTWdpIzGR0Oqqh2dH9zHsTSbYF5prkyZMkVLly7Vrv/P\n3ptHRXV2+b/fqmIsRgtkFJlkEFBQBAwiThg1EWNCNBpjjDFD+w7r7dXr965778rtTuy+uXfd1X37\nt3Lf3LYzmeSNMSYGZwkSHICAA6ioqIgiqAwqgzIVUNRw/zBVQlFznVPnnKr9WcuVUOfU8+w6z3P2\ns88+e+/n3j1Mn051XAn2UIypeJMQySRXr17FyZMn8e6770IqlXItDmEDarWaHsQIwga6urrQ0tKC\nwsJCo+dYaucYOo9L+4hwfpxG60skEp13niDYQlupYGfxFewsvoIPvzhjtkQZALOlzLimvb0dpaWl\n2LBhAxnyAkWj0eDbb79Fc3Mz16IQBrC0rKEjGJQr8O/f1eLfv6vFoFzBqSx8oaqqCjk5OSb3rDE2\nhnwaW8I1cRpjHgDS09PR09OD+/fvcy0K4aRYU7lJa/gDsMjw54qBgQH89NNPKCwsRGhoKNfiEDYi\nEomwZMkSHDhwAD09Pea/QDgMa50AbDIoV2Dbx7+isr4DlfUd2Pbxry5v0Hd3d6O5uRnZ2dlGzzE2\nhnwaW8J1cSpjnrzzBJ/gsmSrpYyNjeHHH39EZmYmkpOTuRaHsJOYmBgsWbIEP/zwA0ZGRrgWh/gd\nPumCncWXIR9R6v6Wjyixs9i1S5xWVlYiJycHnp6eRs8xNoZ8GlvCdXEqYx4AMjIy0N3djba2Nq5F\nIZwQPu0IygRqtRozZ87EwoULuRaFYIjMzEzExcXh559/tmmXWIJwJXp6etDc3IycnByuRSEIm3E6\nY14ikSAvL4+88wQraCsVbC+aje1Fs03u5CcEw9/T0xMLFiygmsBOxsqVK6FUKil+nifwSRdsL0qH\n1OtZ7Quplxu2F6VzIgsfqKysRHZ2tkmvPGB8DPk0toTrIphNo6ypIJKRkYGqqiq0t7cjMjLSUSIS\nPIbJCjTWVDTY8e5z+L/+zxPYXjRbMJVvnK1aD9e/h4v+xWIx3njjDbi5CUbF2wzX42sJTJRvZup3\n+ko98NUHy3WhNduL0uEr9WD1OvJ1jHp6enD79m38+c9/nvC5IXlNjSGXpbkJAhCIMa9NMNHGpVXV\nt5v0iLq5uSEvLw+nT5/Gpk2b7O67vPYeVCo1NADcJGK6WQWGtfOHSbR9CKUsGZfXig1s/T1MGR9c\nXk9XMeS5uL62zA97yjcz/Tt9pR746+Ys1tpnU3YmqaqqQnZ2Nry8vHSfmZLX2BhyXZqbIAQRZmNL\ngsmcOXPQ1dWFu3fv2tzv+Cz1zw824IuDDZStLkAoQclynO1a2fJ7mKxO4WzXk29wcX25qF7C9u9k\ns32+3gOPHj3CrVu3JsXK81VegjCFIIx5W3Bzc8PSpUvx66+/QqPR2NSG/k2thW5uQqj09fVhz549\nlBhpAlrMCVPQ/HAOysvLsXDhwgleeYIQKoIw5m1NMJk1axZUKhVu3LjBpngEz6EEpadoNBocPnwY\nUVFRRncJdbZrxfXv4br/8Tx8+BAqlXO9UeTT9WUTtn8nm+3zcYxaW1vR1dWFefPmTTrGR3kJwhyC\nCKq0NXlIJBKhoKAAJSUlSEpKgkRiXYxeQdZ0VNW3T/LO080tLJhIPnMGGhsbMTQ0hAULFhg9x9mu\nlS2/R/++t+d+59P1/PXXX5GcnGzQgBEqXFxfJueHpbD9O9lsn0/3APDUqVFeXo6lS5cazCvhm7wE\nYQmCMOYB4wkm5hKR4uPjMWXKFFy4cMHk7m7G+tTe1JQAK2xcPUFJrVbjxIkTWLlypVGvvBZnu1bW\n/h6mF3NHX09jOnHp0qX44YcfMHv2bJNb1gsNR19frow9S3+nrcnbbF5HPumUK1cb8Lh/GPf6fZD0\ne66Doco1fJGXICxBMMa8ISzNki8oKMDu3buRnp5utpasPnRTE87ApUuX4O/vj/j4eK5FEQRCve9N\n6cSIiAhER0fj3LlztEmYnfB1fvC5cgwfGB5RYP+hX3BrIAKV+6+i8lI7RACutfQCmHi9bHko4msJ\nTsL5EUTMvDEsTUQKCwtDfHw8ampqHCkeQfAGd3d3FBQU0OZQTo45nbh06VKcOXMGcrmcC/EIlqHk\nXNPsPXgCAwo3DKj8AADXW3p1hjzw7HrZUrGIiypHBKFF0Ma8NSxZsgS1tbUYGBjgWhSCcDizZ89G\nREQE12IQHCOTyZCamorq6mquRSEIhzI6OoqOlitoGzGvB215KKIHKYJLBG3MW5N1HhgYiIyMDFRU\nVDhKPIIgCIdiiU5csmQJcnNzHS0a4QCoEotxampqkJyYgPjYabrPUmJlSI2V6f6m60UIFUHHzFub\niLRw4UJ8+umnyM7ORkhIiKPEJAiCcAiW6ESpVMqFaIQDoEoshunv70dtbS3ee+89FPr4Tbg+wOQE\nWFsqFnFR5YggtPDOmB+UK7Cz+DIAYHtROnylpqsuWJOI5O3tjUWLFuGXX37Bm2++6ZTxw5SAQxCu\nDV+TMwnHQOM/mbKyMmRlZSEwMBAAJl0fQ9cre2YYRkbHECbzwR/XZZhdS+lBiuASXhnzg3IFtn38\nK+QjSgBAXeMjfPXBcrMGvTXMmzcPFy9exPXr15GamspYu3yAKhkQ4+nr64Ovr6/V+ysQBEE4Cy0t\nLWhra8NLL71k0fmKMRX+5bMaXWLs7bZ+9A6M4t/ez7XIoKcHKYILeBUzv7P4ss6QBwD5iFLnpWcK\nsViMVatWoaysDAqFgtG2uYZPCTiKMRVKalpQUtNCGf0c8fPPP+P27dtci0EQTg/pO36iUqnwyy+/\nYMWKFXB3d7foO+W19yZUuAGeVr2hZFaCz/DKM+8ooqOjER0djaqqKixbtoxrcZwOekPAPZ2dnejv\n70dCQgLXohA85u7du3B3d6dKR3ZA+o6/1NbWws/PD8nJyVyLQhCswivP/PaidEi9nj1fSL3csL0o\nnZW+li9fjgsXLqCnp8f8yQKBL5UM+PSGwFWpra3FvHnzzO72Srg23d3dqKys5FoMQUP6jp8MDg6i\nsrISq1atsio/riBr+oQKN8DTqjeUzErwGV555n2lHvjqg+VWJcDaip+fH/Ly8lBaWorXX3/dKZJh\nKQGHAIDh4WHcuHEDf/zjH7kWhZdQkvgzZs2ahRMnTuDJkye65EA+I+SxE7LsQqS8vBxz5sxBcHCw\n7jNLxsDDXYJ/fT8Xx8+2orG1F0kxMqycH0PjRfAaXhnzwFOD/q+bsxzSV05ODi5duoSmpiYkJSU5\npE+24UMCDpXo4pbGxkbExsbC19eXa1F4B4VETMTDwwOpqaloaGhAXl4e1+KYhK9jZ4m+46vszsr9\n+/dx586dCQ4Na8bAw12CwoXxKFwY7zCZCcIeXPodvEQiwcqVK3H8+HEolUrzXyAsQvuGYHvRbGwv\nmk2LloOZMmUKcnJyuBaDl1BIxGSSk5Nx8+ZNrsUwC1/HzhJ9x1fZnRG1Wo1ffvkFy5cvh6enp+5z\nGgPCmeGdZ97RxMfHIywsDL/99hsWL17MtThOAx/eELgqMTExXItACIiYmBh0dXVhcHCQ3ubYCOk7\n/nDhwgW4u7sjLS2Na1EIwmG4tGdey4oVK1BbW4uuri6uRSEIgkX4kiTOJyQSCd54440JXkw+IuSx\nE7LsQqK/vx+nT5/Giy++OCkPjsaAcGZc3jMPAAEBAVi0aBGOHDmCrVu3OkUyLEEQk6EkccNMmzaN\naxHMIuSxE7LsQkGj0aCkpARZWVkICQmZdJzGgHBmeGfMs5Xxb67drKwsNDQ0oLa2FtnZ2Yz0KQS4\nrrDAdf8EO/B5XCkkgn9YOl+EPHZMyW7LvcXn+5Eprl+/jt7eXrz66qtGzxHy/CEIU/DKmGcr49+S\ndkUiEdasWYNdu3YhKSkJAQEBdvUpBLiusMB1/wQ70LgS1kDzxXJsuVaucH3lcjlKS0uxfv16uLnx\nyqwhCIfAq5h5trLNLW03ODgY8+fPx9GjR6HRaOzul+9wnd3Pdf/ORm1tLerq6rgWg8aVsAqaL5Zj\ny7VyhetbVlaGlJQUREVFcS0KQXACr4x5PrBgwQL09/fj6tWrXItCEFbR2trK+yRGLlGMqVBS04KS\nmhYoxlRci8NL1Go11yI4HJoXTxHqdWhubkZrayuWLVvGWh9CvTaE68ArY56tbHNr2pVIJFizZg3K\nysowNDRkd998huvsfq77dzY6OjoQHh7OtRi8HFdtqMHO4ivYWXwFH35xhhZlPUZHR/Ef//EfDjfo\nuZwvQpsXtlwrS74jtOugRaFQ4OjRo1i9ejU8PNjZLV6o14ZwLXgVXMZWtrm17UZGRmLWrFk4fvw4\nXnnlFbv75ytcZ/dz3b+zMTw8jKCgIPMnsgwfx9VYqAElwz3D09MTXl5e6OnpMX8yg3A5X4Q2L2y5\nVpZ8R2jXQcvJkycxffp0zJgxg7U+hHptCNeCV8Y8wF62ubXtLlmyBP/93/+NpqYmJCYmMi4PX+A6\nu5/r/p2JsLAw3pRVpXEVJuHh4ejs7HR4vzRfLMeWa+WM17etrQ0NDQ34wx/+wLUoBME5vAqz0Uc/\nTm3834NyhcFjR6qacbiq2e7YNg8PD6xZswZHjx6FXC5n8FcRBDtERERwLQJv4WPoDx+JiIhAR0eH\nw/ozFoc8KFfg37+rxb9/V4tBuYK1/tmcF0KKsy7Imo6UWJnu75RYGa/vD4VCgQMHDuCFF16AVCqd\nfNzItbdlTEh3EEKAd555LfrltCoutkEE4FpLLwDg22PXIR9RAgAqL7ZBA+D678e02FuCKyYmBmlp\naThy5AjWr1/PG68nQRhi4cKFXIvAW/gY+sNHwsPD0dTUxHo/WkNqZ/EVABN19aBcgW0f/6rT73WN\nj/DVB8vhK2U+JpqteSHEcpAiI//PR8rKyhAVFYWUlJRJx4xdewA2jQnpDkII8NYzrx+ndr2lV2fI\nA9ApeuCpga9vyAPMlOBaunQpHj9+jPr6ervaMYWQPDgEf/H29uZaBF6jDTV4ITeWFmMjhISEWPwm\n0h69pa+Xx+vqncWXJ+h3+YgSO4svW9W+NbAxL4RWDrK89t6E9fVaSy9v5W1qakJzczNWrlxp8Lix\na2/PmJDuIPgOb415vuDm5oaXX34Z5eXlePz4MePtU6Y8QRB8wdfXF3/84x/Nnkd6i+CCoaEhHDly\nBGvXroWXlxfX4hAEb+CtMa8fp5YSK0PquJg+qdezCKHUWNmEeD8tTMW2hYaGYsGCBThw4ADjZduE\n5sEhCIKwV2/p6+Xxunp7UfoE/S71csP2onQ7JXYsQouzFoK8Go0GR44cQXp6OqKjo42eZ+y3COE3\nEoSt8DZm3lCcGvDs9Wx+RiQq69snHVOp1NAAcJOIGY1te+6553Dr1i1UV1dTbDJBEIQdaPXy9qLZ\nACbGIftKPfDVB8t1oTXbi9JZiZdnE6HFWQtB3kuXLqGvrw/r1q0zeZ6p38L330gQtsJbYx4wXE5r\n/N+mjjGNSCTC2rVr8fnnn2PGjBmMbc5TkDUdVfXtOi8XeQsIa9FoNFyLYBGKMRUrCylb7RLGYUpv\n6evs8WP5lw1zBT2WQisHyWd5e3t7ceLECWzZsgUSie1zQv83KsZUKD3biputvUiOkWHF/BhBzznC\ndeG1Mc83AgICsHLlSuzfvx/vvfce3N3d7W5TCB4Rgt9cv36daxHMwlZ1DyFWDXEG2NBbNJaEIdRq\nNQ4cOICFCxciJCTE7PmWziPFmAr//FmNrnhGZX0Hqi934F/fz6U5RwgO3sbMMwXTlWLS0tIQGhqK\nX3/9lQHpnkKZ8s6Lds4Zm39MzM+BgQG7ZHQEbOWGUM4J84yNjVl0HtN6i8aSMERVVRXc3d2Rk5Nj\n0fmWzqPy2nuTquDxuYoPQZjCqY15NiouiEQirF69Grdu3RKER5TgDu38A2Bw/jE1P4eGhhiTmSAu\nX2avDCRBWENLSwvq6urw8ssvO2yfF6WK2SIXBOEInNqYZ8vT4+XlhXXr1uHYsWPo7Z1c354gAPPz\nj6n5yXSFJTZgq5IEVahgHntiku2BxpIYz+DgIPbv34+XX34Zfn5+Fn/P0nlUkDUdYUGTd4/l+4ZZ\nBGEIipm3kYiICCxatAj79u3Dtm3b4OZGl5LgBiEY82zlhlDOCfNwZczTWBJa1Go1iouLMXfuXMTF\nxVn1XUvnkYe7BGsWxuHzgw0TPpdIhOfj7Ol6yLUIOkZG5RgYmKL728/Pz2FvVVwZp7ZA2a4Uk5WV\nhbt376K0tBSrV69mrF3COdDOP3Q9/Vt//jE1P4VgzAPsVcvgcxUOISIWc2fM8G0sqVISN1RUVEAk\nEmHRokWTjlkyJqbm0fjvL8mMQs3VTsFXkxNz9ABuCKnUD2dv9EKExxgZkWN1fjL8/f25FsvpEZkq\na7djxw7Nhx9+6EBxmIdtZTw6OorPP/8cixcvxqxZsxhtmxA+ijEV/p///J9QjFBcO0GMJyAgAP/4\nj//ItRhG0a+KkhYfRNV1HEBzczMOHTqE9957D76+vhOO2Tsmhr7/wVvZE/asEdr47tixAznPb+Fa\nDIPIhwZRkD2djHnmMPqKw6k98wD7nh5PT0+sW7cO3333HcLDwxEcHMxaX4Tw8HCX4H/7X/4Hq32U\nlpYiICAAzz33HKv9EK7BlStXcPv2bbzyyitci8IpxnJa+PTmAHCutwf9/f04ePAgioqKJhnygP1j\nYuj7lfXtvBtTgrAW4QWH8ZCwsDAsWbIE+/bts7isG0EwhUQiEUyoDcF/VCoVp6E2hOWwUbGNK7Rx\n8llZWYiJieFaHIIQFKSxGSIzMxOhoaH45ZdfuBaFcDHEYjFUKmEu4AT/UKvVZMxDGNV1nKk2iJ1J\nJwAAIABJREFU/8mTJ+Hu7o6FCxcaPcfeMRHCmBKELTh9mI2j0Naf/+KLL3DhwgVkZmZyLRLhIkil\nUvT19XEtBuEkDA0NwcfHh2sxOIeq6ziOGzdu4OrVq3jvvfdMVj6xd0xoTAlnxeWNeXPxhtbEI3p4\neOC1117D119/jalTp2L6dHriJ9jHz88PbW1tXIvBe5wptphNBgYGKPfnd8bnXGl3awb4M3/Yrtjm\nCB4+fIijR49i06ZNFj1EWpIHZ+pe1x/TI1XNaGztRVKMDCvnx5gcV9IhBF9xaWNeP7O9qr59Qma8\nueOGCA4Oxtq1a7Fv3z688847CAgIYP+HEC6Nn58fBgYGuBaD19hyL7sqg4ODiI2lhMDx8HX+CN3T\nLJfLsXfvXqxYsQIRERGMtGnpWCnGVPiXz2pwreXpxo+V9R2ovtyBf3s/1+A15OscIAjACWLmtd6S\nkpoWqxN/2NqhMyEhAfPnz8ePP/5ICbEE6/j5+WFwcJC19u25x/iCM8UWs83AwIBVO266AnyeP1pP\n8wu5sYIyLFUqFX7++WekpKRg9uzZjLVr6ViV197TGfJarrf0Gh1XPs8BghC0Z57PT8q5ubl4+PAh\nDh8+jFdeeYV2QCNYw9fXFwMDA9BoNIzPMz7fYwQ7kDFPOIKysjJIJBIsW7aM0XZVqsmVvQx9RhDO\nhKA98/Y+KZvLbLcn810kEqGwsBC9vb2orq62WCaCsBYPDw9IJBKMjo4y3razeKOoioVlaDQaDA0N\nGazx7crQ/GGWixcvorm5GUVFRYxXTjK0DaahzwqypiM1Vjbhs5RYmdFxpTlA8BlBe+btxVy8ob3x\niO7u7njttdfw5ZdfIiQkBImJicz+AIL4HT8/P/T398PLy4trUXiJ0GOLHYVcLoeHhwfc3Fx6aZgE\nzR/muH//Pk6cOIGtW7eyoq/cJJMfDgx95uEuwb++n4vjZ1stSoClOUDwGUFrbHsy+S3NSrd3B1l/\nf3+sW7cOe/fuxdatW6lKBIu4cqWBoKAgdHV1ISQkhNF2naFahha2d4MWAubuka6uLgQFBRn6qlXt\n2Hs+EzDdp1DmD5/1YH9/P/bt24e1a9eythaa0lmGrk3hwngULoy3qG2hzAHC9RC0MW/rk7Kj44Cj\noqJQUFCAH374Adu2bYNUKmWlH1fG1WO7w8PD0dnZidTUVEbbJW+U82DJPdLR0WG2qoi19xoX96ar\n6gM+/26FQoG9e/ciOzsbCQkJrPVjTGfx+doQhL0IOmYesC2Tn4s44Dlz5iA5ORl79+6FUqlktS9X\nxFliu20lIiICHR0drLQt1GoZxEQsuUc6OzsRHh5udzv2nM8ErqoP+Pq71Wo1iouLERoaigULFrDe\nnyGdxddrQxBMIHhjXkgUFBQgICAABw4cgEZjKCWHIGwjIiICnZ2dNK8Iu7DEM08Q1qDRaFBSUgKV\nSoXVq1djTKkWfKlbguAbLmnM52dEQur1LMJI6uWG/IxI1vsViUR46aWXMDQ0hLKyMtb7cyVcvdKA\nj48PPDw88PjxY65FIXiKuXtkZGTEot1frb3XuLg3XVUf8PF3V1dXo62tDevWrYNKDXz4xRnsLL6C\nncVX8OEXZxxm0PPx2hAEUwg6Zt5WKuvbIR95FuoiH1Gisr7dIYktbm5ueO2117Br1y4EBgYiJyeH\n9T5dAYrtfuadl8lk5k8mXA5z90hnZyfCwsLMlgq09l7j4t50VX3At9999epV1NXV4e2334anpydK\naloMhro4Yu3l27UhCCYRvDHPZub++LbzMyJRWd/OSD/e3t7YtGkTdu3aBX9/f8ycOZMReV0dWyoN\n8Lnyg7WEh4ejvb2d8SRYwnkwdY90dHSYjZe3pB0mzmcCV608wpff3dLSgtLSUmzZsgX+/v5Wf19f\nNwOwW1fz5doQBNMI2pi3NTvdknJ7+m1/e+y6zpvPRBZ8YGAgNm7ciN27d8PX1xdRUVE2t0XYhrNV\nN4iOjkZpaSnXYhACpaWlBXPnzuVaDMIJePToEYqLi/Hqq69OKJdraalbfd1cebENGgDXW3oBCF9X\nEwTTCNqYN5adbu7J25LXbfptjw/LaWjuwf/ccwFisQjJMTKsMLHRhCnCw8Oxdu1a/Pjjj9i6datF\n9Z0J5rB1/vCVqKgo9PX1oa+vDwEBAVyLQwiI0dFR3L9/H+vWreNaFELgDAwMYM+ePXj++ecRGztR\nl1oa6qKvm6/9bsRrEbquJgimcckEWMB8uT2VSm3y+79d6URlfQc+P9iAf/msxuYknoSEBCxduhTf\nf/89BgcHbWqDIABALBYjMTERN2/e5FoUQmDcvn0b06dPh6enJ9eiEAJmZGQEe/bsQWZmJmbPnm3w\nHEtK3ZpbfwFAacE5BOEqCNqYZzM73ZoCf9daeu2qVzt37lykp6fju+++w/DwsM3tENbhjNUNkpKS\n0NTUxLUYhMC4efMmkpKSuBaDEDAKhQJ79uxBVFQU8vLy7GrLkvVXZFcPBOFcCDrMhs3sdDfJ5Oec\n/Iyn9Zcr65nfnCc/Px+jo6P4/vvvsXnzZvKQOQBnrG4QHx+PgwcPYmRkBF5eXlyLQwgAlUqFW7du\noaCggGtRCIGiVCrx008/ISgoCKtWrYJIZJ+pbWj91UdiwTkE4SoI/m5ga3dKQ17bv2yYi79smIuU\n2Iml/1JjZXZ7dEUiEZYvX47Q0FDs3bsXY2NjdrVHWIaz7W7q4eGB6dOno7m5mWtRCDxN5OP7Bjn3\n7t2DTCazqeIIWxi7bkK4nq6GdndXT09PFBYWmjXkLRlD/fU3JVaG1HHrrj1vUWkOEc6IoD3zbGLK\na/tv7+ei9Gwrbrb22pUAq49IJMKLL76IgwcPYt++fXjttdcgkQjfwCQcS1JSEhobG6lEJccIpVpS\nY2MjEhMTuRZDh7HrBkAQ19OV0Gg0OHToEJRKJTZs2GB2jwJL7wlD6y9gf2lKodyTBGEtgvfM24Kl\nT+bGvLYe7hKsWRiPv27OQuHCeEYVgVgsxksvvQSxWIwDBw5AraYkH8I6Zs6cidu3b0Mul3Mtiktj\nrFoSnxgbG0NDQwNmzZrFtSg6jF03a68nmx5Y8u4+NeRLSkrQ19eH9evXW+R4smYM9ddfJt6iCuGe\nJAhbcDnPvBCezCUSCV599VXs2bMHR44cwZo1a+yOQSRcBx8fHyQmJqK+vh65ublci0PwmGvXriEi\nIsLpdg1mU88LYQ1hG41Gg/LycnR0dODNN9+Eu7s71yIRhEvjcp55oTyZu7m5YcOGDeju7kZpaSk0\nGmvq6xCuTlZWFurq6mjecIgQqiXV1dVh3rx5XIsxAWPXzZrryaaeF8oawiZVVVW4desWNm3aZFWx\nBq7vCa77Jwi2cDnPvJDw8PDApk2b8O233+LkyZNYunQpeegJi4iMjISXlxdu376NhIQErsVxSfhe\nLamjowODg4O8mx+mrhufr6ercObMGdTX12Pr1q2QSqVWfZfre4Lr/gmCLVzOmLd0O2m+4OXlhc2b\nN+Pvf/871Go1CgoKyKAnzCISiZCVlYXa2lreGWuuhDbOl4/U1tZi3rx5ZpMWucDYdbP0erKp54W2\nhjBJdXU1Lly4gC1btsDPz8+mNri+J7junyDYwOWMeQ93CT54Kxs7iy8DALYXpRt9MleMqRzyBG+u\nH6lUijfffBPfffcdysrK8Pzzz5NBT5glLS0N5eXlePz4MaZMmcK1OASPkMvlaGxsxJ/+9CdW+3GU\nDtWHTQ+sq3p3q6qqcPnyZbz11luMlTHlan4QhLPhcsa8YkyFj785r/Oq9A6MGkxe0k9yqrzYhtz0\nCLhJxIwqHUuTqbQG/e7du1FaWoqVK1eSQU+YxN3dHenp6Th79ixWrVrFtTgEj6irq0NSUhJ8fHxY\n64PrRFE2PbCu5t2tqKhAQ0ODXR55reGuUql1O7zWXO7AtZZeAMDBimb851/y4Sv1YEhqgnAd+Pd+\nlWUsTV7SP+9aSy++ONiAncVX8OEXZxgrR2ZNMpW3tzc2b96M9vZ2HDt2jJIbCbPk5ubi6tWrePLk\nCdeiEDxBLpfj7NmzWLhwIav9UKKo8NFoNDh58iSuXbtmtyH/4RdnsLP4Cj4/2IAvfv+nNeQBoLN7\nCP/0SYXLlvokCHtwOWOeCbhclLQx9I8ePcKRI0fIoCdM4uvri6ysLJw6dYprUQieUFVVhdTUVAQF\nBZk/mXBZNBoNTpw4gZs3b2LLli3w9fW1uS39BztjdHbL6YGPIGzA5Yx5S0tT6Z/HtTzj8fT0xBtv\nvIHe3l4cOnSINpYiTJKbm4vm5mY8fPiQa1EIjnny5AkuX76MRYsWsd4XlQEULhqNBr/++iuam5ux\nZcsWVsOxCIKwH8lHH31k9GBFRcVHixcvdpgwjkAiESM/IxJBAV7ISgnFtsI0gzGc48+bmzQVw6NK\ndD0ZBvB0UdpWmAaJxP5nIUvlmfw9CVJSUlBXV4eWlhYkJSVRDD1hEDc3N0gkEly4cIFXO30Sjqe0\ntBSxsbFISkpivS9bdRvBLRqNBsePH8fdu3fx5ptvWl1+0hDRYf643tKDR4+HJ3yeHD0F7m5iDA6P\nAWB2bXUVKioqMC0+g2sxDDI2pkBcZIBVexEQJtlh7IDLJcAClicvjT9vxfwYRrPu9bP4bUmm8vDw\nwOuvv44ff/wR+/btwyuvvEI78REGyczMxNmzZ9Ha2oqYmBiuxSE44OHDh7h9+zb+/Oc/O6xPoSSK\nUlWVp6jVahw5cgRdXV3YsHETTl16AMD+azK+ApA2AVZbTAKA7trnZ0Q6fBxo7AlnwGWMeT7dsExW\neXB3d8fGjRtx4MABfP/999iwYQO8vLyYFpk1+DQuzoybmxuWLl2K8vJybNu2jd7iuBja+Oe8vDzy\nkunBddUdvjA2Nobi4mIoxsYQPGMh/senNejslgMwfU2s1eESAxXhXsiN5WQcaOwJZ8El3mWNz6S3\npRqNvd/Xh+kqDxKJBEVFRQgJCcE333yDgYEBm9tyJExfV8I0aWlpkEgkOHfuHNeiEA5GW9Fo3rx5\nXIvCO6jqDjAyMoLdu3dD4uaGG/3R+OpIo86QB4xfE0t1uCXncTEONPaEs+ASxry9N6wQbniRSIRV\nq1YhJSUFX3/9NXp7e81/iWOEcF2dCZFIhJdeegmVlZXo6TFfWYJwDgYGBlBWVoa1a9fCzc1lXsYS\nFjIwMICvv/4a4eHhkIbPRcOdxxZ/19ZSz6TrCYJZXMKY5xtsVXkQiUTIz8/HggUL8PXXX6Ozs9Pu\nNgnnQiaTYdGiRVQFyUXQaDQ4evQoMjMzERERwbU4vMSVq+709PRg165dSEtLw4oVK4yG3znimnAx\nDq489oRz4RJumoKs6ai42Ibrv29QkRIr092wlsT7mfq+LZjaDpyJGPLMzExIpVLs3r0br776KmJj\n+ZmAVpA1HVX17TqPDSlS5jA1j7Kzs3Hjxg2cPXsWubm5XIlIOIArV66gr68P69ev51oUXpM7Kxwy\nP08kxciwcn6MS8RMd3R04IcffsCSJUswd+5cAJN1cniwD1bnxRq9JobOV6rUUIypJpxvTNcPyhXY\nWXwZALC9KH3CuuiIZFhTazFBCAmXMOYBQGTg/61JfjH0fXswVOWByWScmTNnwtvbG/v27cOLL76I\nlJQUBqRmFlKk7GBuHmnDbb788kskJiYiODiYS3EJlujv70dZWRk2b94MiYTuK0Po3yu9A6NYOT+G\nW6EcwJ07d1BcXIzCwkIkJyfrPrdWJ2vPP362FUd+u4PO7iF8cbABZ652TtA5htpVjKmw7eNfIR9R\nAgDqGh/hqw+WOzwZVigVlwjCFC4RZlNee2/CttHXWnpRXnvPqng//e+Xnm1FSU0LSmpaJiTyKMZU\nus8H5QqD55iSk8m4wpiYGGzevBmlpaW8TXrUKtIXcmMnKerx15ISYy3Hknk0ZcoULF68GAcPHoRK\nRdfW2dBoNDh8+DCysrIQFhbGtTi8xRVjua9cuYLi4mKsX79+giGvxZRONoSHuwQSidhswqx+uzuL\nL+sMeQCQjyh1XnpXHBeCsAeX8cwzzdHfWtDZPQTgmdcAwARvwrfHruuUFVclr8LCwvD2229jz549\n6OnpwcqVKyEW8/8ZjkqGsc+8efNw584dHDt2DIWFhVSu0ok4efIklEolFi5cyLUovGZEobToM2dA\no9Hg1KlTuHr1KrZs2YKQkBDG2laqJuffGPqMIAh24L9VxwDGklwsTX7RPy88WKoz5IFnXgN9b8J4\nr4MlngW2knECAwOxbds2PH78GHv27MHIyIjdbbINeWZsx9J5JBKJ8PLLL6O9vR3nz593pIgEi1y9\nehUNDQ1Yt24dhdeY4da9yZVbDH0mdLQ15FtbW/HOO+8wasgDhkNPzbkGthelQ+r1zJ8o9XLD9qJ0\nAJSYShDW4hKeeVNxgJbEB+p/X6VS4/ODDQ6V0148PT2xceNGlJaWYteuXdi4cSOmTJnCSNsEv7Bm\nHnl4eGDjxo346quvEBwcjPj4eEeKSjBMe3s7SktL8eabb8LHx4drcXiP2MDbKEOfCZnBwUHs3bsX\nMpkMb775JivlSSWSyX5BQ5+Nx1fqga8+WD4hAdZX6gGA8qkIwlpcwpgHJie5aKt9jN9a2hCGqoIo\nxlSoudppsArL+Ix9qZebzjtvqWeBzWQcsViMF154AefPn8euXbuwfv16REVFsdKXvVClG/uwZh4F\nBgbi1Vdfxb59+7B161YEBQWZ/xLBOwYGBvDjjz+isLAQoaGhrPfnDLs3by9KR13jI52eHu8ddgYe\nPnyIH374AXPmzEF+fj7joXTj19GUWJmu4pul+tpX6oG/bJiL8tp7qKxvnzCPKDGVICxHpNFojB7c\nsWOH5sMPP3SgOI5BPx5bS1p80IS4bP3zxh83tpCN/zw/IxKV9e2TzuEDt2/fxoEDB7BixQrMnj2b\na3EM4gzGgpC4cOECzpw5g3feeQdeXl5ci0NYwdjYGL755hskJyc7JE7elG4UGvrlEbXeYaHT1NSE\nQ4cOYdWqVUhLS2O8ff05kBorQ256BNwkYov1tTPNI67YsWMHZsxZybUYBhkZlWNlbiL8/PwYb9vP\nz88V87yM/mCX8cyPRz8eW4s2LlvrDTAWt63NxjfkNdD/3JhnwV5D1d7vz5gxA1u2bMEPP/yAnp4e\nLF68mHc3BnlmHEtmZiYePXqEH3/8Ea+//jrc3d25FomwAJVKhf3790MmkyEvL88hfZrSjULDV+qB\nv27O4loMxtBoNDh37hyqq6uxceNGTJs2zarvW7q26M+Bay29yJ87zao5YOk8IseOacQ8zY2RSv1w\n9kYvRGA2D2VkRI7V+cnw9/dntF0h45LGPNfYW6mFqUovISEheOedd7B37150dXXhpZdegqenp3U/\nhnAqVqxYgUOHDmHv3r3YuHEjK/G1BHOo1WocOHAAKpUKRUVFvHsgJxyLUqlESUkJ2tvbsW3bNgQG\nBlr1fT5WEeOjTHxjioz2CnF1XKKajT76mfJa9OP82Mqot7dSC5OVXnx8fLBlyxZ4e3vjyy+/RHd3\nt03tEM6BWCzGSy+9BG9vb/z0009QKp2zTJ8zoFarcejQIQwPD2P9+vUOffCiaiP8o6+vD19//TVG\nR0fx9ttvW23IA9atLUzMAUvaoMpmBGEel3S7jc+UH58Aq//6zlUy6t3c3FBYWIiLFy/i66+/xurV\nqzFz5kyuxSI4QiwW4+WXX0ZxcTF+/PFHrF+/nkJueIZKpcLBgwcxNDTEyRsUV9GNQuHOnTvYv38/\ncnNz8dxzzznkDQ0Tc4DmEUEwg1Mb86bi7LTx2OPPMQRTcdv6ibH2VGphq9LL3LlzERYWhp9++glt\nbW1YtmwZbzaYophJxyKRSPDqq6/i4MGD2LNnDzZu3AgPD2YTA2lMbUOpVKK4uBhKpRIbN27k7EHL\nXt1I428/Go0G1dXVOHfuHIqKihAba99aVZA1HRUX23RVaVJiZZPWFv1xYztPgiqbEYR5nNaYtyTO\nzlGxeIb6+eCtbJsr3bDpzYiIiMB7772H4uJi7N69G0VFRZzXq6aYSW4Qi8VYu3Ytjh49ir///e94\n7bXXGKtKQGNqG8PDw/j555/h4eGB1157TbA5DTT+9jM6OoqDBw9iYGAA7777LmPJgCIj/w8wP26W\ntEfee4IwDz/crixgSZwd07F4ijEVSmpaUFLTAsWYymQ/2lJotiomrVdMW1mHSaRSKTZt2oTIyEh8\n8cUXaG9vZ7R9a6GYSe4Qi8UoLCxEQkICvvzyS8bmAo2p9XR1deHLL7/E1KlTsW7dOsEa8gCNv710\ndXXhiy++gI+PD17ftBm/NfTgcFUzjlQ169YfY+uRsc+Bp+Ny7XevPPC0Qo12XBRjKnyy9yKj42bp\nPGBzvSMIZ0C4qwHPsNZjUVnfgcr6Dt56pMRiMZYtW4bIyEjs2bMHS5cuxdy5c6lahgsiEomwaNEi\nhIaGYs+ePbzem8BZuXnzJg4fPoyCggLMmTOHa3EIDrl27RpKSkqwfPlypKTOMrhnSuXFNmgAXbiM\ndp0BYJNn3djeLARB8AOn9cxbkiXPZEUGUx4GY9Vz9M/jI8nJyXj77bdx7tw57N+/HyMjIw6XgSpn\n8IPk5GRs2bIFp0+fRllZGdRqtc1t0ZhahkajQVVVFY4dO4aNGzc6jSFP4289Y2NjOHbsGMrLy/HG\nG28gIyPD6J4p11p6dYY88GydMecJNzYuxvqxd9xoHhAEMzitZ96SODtHxeKN7+daczcq6zsY74NN\ngoKC8O677+L48eP47LPPUFRUZPVGJPZAMZP8Qbs3wc8//4w9e/agqKgI3t7eVrdDY2oehUKBw4cP\n4/Hjx3jnnXecaoMUGn/rePToEX7++WeEhITg/fffZ22HZmvGJT8jAn/ZMNeucaN5QBDMIPnoo4+M\nHqyoqPho8eLFDhOGaSQSMRKipiAhagokEsMvIfTPUYypcPzcXdy6/wThQT4or72HW/efIDrM32gb\nABAd5o9rzd3oejIM4OnW1tvWpOm+o+0nKyUM11t68Ojx0/PS4oOwrTDNZNvjZTInB1tIJBIkJiYi\nICAABw4cgFqtRlRUlMPCbiwZS8IxuLu7Y9asWXjw4AFKSkoQFBSEoCDDb55MQWNqnNbWVnz//feQ\nyWRYv369TQ9MpuCHTqHxN4dGo0FdXR0OHjyIvLyFGPWOQ+uDQd2YRYf5T1hPtKTGyjB1irduPdKu\nM3GRASbXKcDwuOj3kxYfhP91SzYjhjfNA/uoqKjAtPgMrsVwKGNjCsRFBrjiJpc7jB1wWs+8LejH\nBX577DrkI083zbEktlBj5P/HY60ngm9VH2bOnImIiAjs378fd+7cwcsvv8xYhRNCOIjFYqxYsQJJ\nSUk4fPgwrl27hpUrVzJudLoaCoUC5eXlaGxsxIsvvoikpCTm++CZTiEMI5fLceTIETx58gSb33wL\n/+/+JjQ0twGYOGba9USpUkOEp8axNlRFf51RjKksWqf0IQ86QfAbp/bMW8vxc3dRUt2q+3tM+Swm\n+NHjYQQFeCEhaorR7/5S8+y7XU+Mn2/qbYC+l0xfJnNyOAIvLy+kp6ejr68Phw8fRnBwsE2eWUL4\nBAYGYs6cObh//z5++eUXyGQyBAfT1uK20NLSgu+//x7+/v7YsGEDwsLCWOmHjzqFmEhrayt2796N\nqKgoFBUVobqh2+iYadeTpGgZkqJlus8MebytWaf0MedB58PbHleEPPMuBXnm+YpQvWRisRiLFi1C\nbGws9u/fj+bmZixfvlzQ5fII2/Dw8MCqVauQkpIywUsvlUq5Fk0QjI6Oory8HE1NTVi9ejUSEhK4\nFongCLVajYqKCly8eBFr1qwRzFwQ6jpGEM4CPTqPQz+zXur1zDA1l2Vva1a+rdUF+ML06dPx/vvv\nY2BgAF9++SUePnzItUgER0RHR+Mf/uEf4OPjg08//RQVFRVQKBRci8VblEolzpw5g7/97W9QqVTY\nvn27Q4w3vusUV6W3txfffPMN2tra8N57702YC0yNGVtjT/sGEAS3kBt1HPpxgfkZkRbv0spWTKEQ\nYhW9vb2xbt061NfX4+9//zvmz5+PBQsWQCymZ0VXw93dHStWrEBWVhZOnz6Nv/3tb8jLy0NmZia9\ntfkdtVqNy5cv4/Tp0wgPD8ebb76JkJAQh/UvBJ3iSmg0GtTW1uL06dPIz89HTk7OpMICTI0ZjT1B\nOCcijcZ4CsyOHTs0H374oQPFYRbFmMpupWWsDSba1rYz/vVkWnyQ2deT+n0DkxOduOLJkyc4fPgw\nFAoF1q5dS/HTLs6DBw9w8uRJdHV1YfHixZg1a5bLPuRpNBo0Njbi5MmT8PHxwbJlyxAVFcW1WIQN\nMKX/+/r6cOjQIcHrS1vWMe33+LJ2CZUdO3Yg5/ktXIvhUORDgyjInu5U5XotxGj5QKc15m1VLpa0\nAcDutvX7sbW6TUqsDCJAtwW3vbIwwXhP08KFC5GTk+OyBhzxlLt37+LEiRMYHh5GVlYW0tPTXSZ5\naWxsDA0NDTh//jwAYNmyZYiPj6fdlAUKE2uLRqPBpUuXcOLECad5k2mtYc7EdSTImHcxjC4aTvve\n21gM3wu5sXa3of1/e9oej4e7xOLv6ss0fpc/JmRhApFIhOzsbMyYMQOHDh3CjRs3sGbNGsF6nQj7\niY6OxtatW9Ha2oq6ujqcOnUKqampmDdvHmtVW7imu7sbdXV1uHLlCqKiorB06VLMmDGDjHiBY+/a\n0tfXhyNHjmBoaAibN292mvlvzToGMLNGEwTxFKc15gnLUIypUHq2FTdbe5EcI8OK+TGMeUZkMhne\neustnD9/Hrt27cKCBQvw3HPPCd4DRdiGSCRCbGwsYmNjMTAwgIsXL2LPnj0IDAzEvHnzkJKSIvi4\nepVKhZs3b6Kurg6PHj3CnDlz8N577yEwMJBr0QiO0Wg0uHDhAk6dOoWcnBwsWLAAEgl3pU1SAAAg\nAElEQVQ3YSj2tEuhMQTBP4S9cpqgIGs6qurbJ7zCszZr31Qb9rZtK/oyGQqzsVQWxZgK//xZjc67\nX1nfgerLHfjX93MZU9AikQg5OTlITEzE4cOHcePGDRQWFiI0NJSR9glh4ufnh0WLFmHhwoVoampC\nbW0tSkpKEBcXh8TERCQkJMDHx4drMS1ieHgYt2/fRlNTE27fvo2QkBDMmzcPM2fOFPzDCTEZW9aW\nnp4eHDt2DKOjo9iyZYtFCc9slXu0p10mZWJijSYI4ilOGzMPCCMB1haYSoAtqWnBzuIrkz7fXjSb\nlVedGo0GFy9exMmTJ5Geno7FixfDw8OD8X4IYTI0NIRbt26hqakJd+7cQUhICBITE5GUlITg4GBe\nhaf09vbi5s2baGpqQkdHB2JiYpCYmIjExETaEdkFsFT/K5VKVFdX49y5c8jLy8P8+fMtfjNpSD8z\noZvtaZdpmcjLbz8UM+9SuF7MPGB9DJ81bTDRtqUYUnj6fZuSxZjxf625mxF5tO2Nl8+QzCKRCJmZ\nmUhOTkZZWRn+67/+CytXrkRycrJNchDOhY+PDzIyMpCRkQGlUonW1lY0NTVh9+7dUKlUiIiIQHh4\nuO6fv7+/Qwz8wcFBdHR0oLOzE52dnejo6IBGo0FCQgLmz5+PuLg4uLu7sy4HwR8s0f937txBSUkJ\npk6divfffx8BAQG6Y4b0oyG96iiuNXdjRKHErXuPIRaJsL0oHb5S9h0tjlxHCcKZcWpj3hmw97Wm\n/vcrL7ZBg2eJs96eEgyPqnTnp8bKTC4k+u1VXGybEOZTVd+OD97KxsffnDcqs4+PD15++WW0tLTg\n2LFjqK+vx8qVKymumNDh5uaGGTNmYMaMGVi1ahX6+/t1BvWFCxfQ2dkJjUaDiIgIBAcHw8/PT/fP\n19cXfn5+8PDwsMjYVygUGBgYwODgIAYGBnT/393djY6ODqhUKt0DxKxZs7BixQoEBgby6k0BwR8G\nBwdRVlaGe/fuYdWqVUhKSppw3JBON6QzP3grm5UwFP3wFqmXGyrrO1BZ36E7p67xEb76YPkkg55C\nYwiCnzh1mI0zYOi15ntr0yCRPH1Va+7VpLFQmvHkzQ6HWCyyKAHWkvbyMyImLAyA8VexSqUSNTU1\nOHv2LPLy8pCTk2M2KYwgNBoNBgYG0NHRgZ6eHp0BPt4gB54+OEokEojFYl14g1qthlqthkqlglwu\nh1qtnvAgoH0YkMlkiIiIQEBAABnuhFnGJ7hmZGRg0aJFBsMIDelQYzqzIGs6qwmw15q7J/U7Xqa/\nbs4y+l2mZSJsg8JsXArXDLNxVo78dged3XIAzCRFzUqYqjO0FWMqlNS0ALBdUXd0D1p8rpubG/Lz\n85GWloaSkhJcvnwZq1evps10CJOIRCL4+/ubVOajo6OQy+VQqVQ6Ax6AzrAXi8WQSqXw9PQkY52w\ni/ttHfjx5wMQQYSNr7+BaZHhjLRrTRiKNUb2+HaNGfP2tE8QhGMhY57n5GdE4ttj1yEfUQIAPNzE\nOkMeMF+bV/+1aGqsbEKYzfjXpJaE9JirpgMAt9v6IfVy08lsyatYmUyGTZs24dq1a9i3bx/i4uKw\nbNkySiYkbMbT09NlNqYiuEEul+PEyVO4cPEy7srD0D0mQ/ehZux4N8SosWsoVGV7UTp6B0ZtDl+x\nNRxTXxYtUi83bC9Kt7t9giAcAxnzPKeyvl1nFAOAQqm26vse7hLsePc5i6rfWLKJh7H2Ptl7cYKH\nRz6iRH5GBFLjgy324ohEIqSlpSEhIQFVVVXYuXMncnJykJubSwmGBEHwBpVKhfPnz+O3336Db1AU\nLvcnQal5upyac7AY0qHGPrMUWzdgGt+vqQRY2uCJIPgNGfMCJDxYqvPOm/LgmHotao8SNvTqNzU+\neNLr2tT4YJv68fT0REFBATIzM1FeXo5PP/0Uy5Ytw6xZswQXDkGvpgnCedBoNLh2/QaOlpTCy9sf\nmzZtRn3rMJTXTOcR6TNeh2pDG1UqNTQA3H7Ph7K3BLFSpbYoZNKSUB6lyjonEpuQTiWIyZAxz3MM\nvZL94K1sVNa3644bUma2vBa1p1IBG1UOpkyZgnXr1uHu3bs4fvw4zp8/jxUrVggmnp5eTROE8/Dg\nwQOUlh5HS1sXbveHol/lj4cHb9tVdUZfR2jRrxJmqGrYeF2iH44p9XLDb5facePuY4PnW4NiTIWa\nyxMdNSlmqp6xBelUgjAMGfM8x9jrV3OeFFtei9rzqtfe18SmiI6OxrvvvosrV65g3759iI6OxrJl\ny3hfypJeTROE8BkcHMTJkyfR1NSE4KhUXHwcAG1RiYbmHlT+blDaovv0dYSW6+NykAz9ra9L9MMx\n5SNKnSFv6HxrKK+9NyEnCgDy0iM4MaBJpxKEYciYFwCO3FjDUF/a15pKlRoiABKJ2OCCxaacIpEI\n6enpmDlzJqqrq/H5558jMzMTCxYsgJeXFyt9EgThuigUCpw7dw5nzpxBRkYG/vSnP+HkxU7g/OSQ\nGlN6ExBWOIglm1dpSyMTBMEPyJh3UpgKezH2Gpir15seHh5YsmQJMjMzcerUKfztb3/D/PnzkZOT\nY7CmM5fQBisEITyUSiXq6upQXV2N6OhobNu2DUFBQQAsv6ctDQcxVk1Gv0qY/t/6/VpTtcwUxja0\n4oseI51KEIahTaOcGCY8Q6Y2iTK2EZQj6enpwenTp9HS0oK8vDzMmzcPbm78eUYVqneOIFwNlUqF\n+vp6VFZWIiwsDEuWLEFYWNik8yy5pw3pTWP6Utve+ARYQwmv+n/r92tvwqwpudnavMoWSKdOhDaN\ncilo0yhXxJHhOVwRFBSEoqIiPHz4EKdOncKZM2eQn5+PjIwMXuwk6wpjQBBCRq1Wo6GhAadPn0Zg\nYCDWrVuHadOmGT2f6XvaVHv6n5vLebLmfGvgkx7jkywEwRdc1pjn09O9Mc+MpTKZ+y2DcgV2Fl8G\ngEn1g81919hrYO3rTVuuIxvXPjQ0FBs2bEBbWxtOnTqF6upqLF68GGlpaRCLKb6TIIiJaDQaNDY2\n4tSpU/D09ERhYSFiY58Ziab0lLV6My0+CPkZkXbvrm2qb0tzm0zJXpA1HZUX23ThPOFBUihVaijG\nVEarpvFlHSUIV8Ylw2z04wLT4oMYif+2RrGNV7w1lzsmVQuwVCZzv2VQrsC2j3+dULLsqw+Ww1fq\nYfa7+g8ZACYsEgCsuo6KMRVKz7bi6G8t6Owesup3WktrayvKT5xA7+NBRMTNxqsv5sHLkzaeEgpk\nJBBsodFocOvWLVRUVECtVmPJkiVISEiYsIeFKd1o6foxfg7nZ0Ti42/OW73mGAqdMdS3/udawoOl\nKMyLw4r5MWZl1+rnI1V38KBHPqEdQ/KytY4S1kFhNi6F0TAbyUcffWT0WxUVFR8tXryYBXm45fi5\nuyipbtX9/ejxMIICvJAQNcXmNrWKraS6FXU3HuJ6Sw/yMyINZv2PP/di4yN0PRmedI6lMpn7LZ/s\nvYjbbX2642NKNboey7EgPdLkd8fLeKHxERRjKrz70iykxAYhIWoKJBKxVddR217pmbsYlI9Z/Tut\nRerjh/3n5LjVOYqhriacO3cGvt6eCAsLJU89z7HmXiIIS9GG0+zfvx+tra3Iy8vDypUrERwcPGkz\nOlO6zVK9J5GIkRA1BQlRU1Bee8/qNcfQfTA6pkLpmbuT2rnT0TehfS2D8jFcaHyku4eMyREd5v9M\nPw+PTWrHkLxsrKOE9VRUVGBafAbXYjiUsTEF4iID4OnpybUojmaHsQMuG2bDNNbUvzVWW5hPMF3P\n19G/ubz2Hhru9ALwR5/SD76jQ/jt3CX89lsV5s+fj8zMTN5VvyGeQrWkCSZRKpWor69HTU0N/Pz8\nUFBQgBkzZvB+N2lD94HMzzbjRXsPWdoXQRDCwiVdXQVZ05EWH6T7m4/lrSyVydxv2V6UDqnXs2c2\nqZcbthelW/Rde/u2BMdcexEGVb5Imlugi6v/5JNPUFFRgeHhyW9FCIIQPqOjo6ipqcEnn3yCpqYm\nrF27Flu3bp0UUmMIU7rNFr3H1JqTHCMz2I5++0zLYeg8IayjBOEquGTMPMB8TK418YP656bEypCX\nHgEAvEmAtSUu1JTM+u3px3IyjTn5u7u7UV1djZs3byIjIwPPPfcc/Pz8GJeDsB6KxSXsQS6X49y5\nc6irq0NcXBwWLFhgsMSkOexJgLW2PWPnG4uPN5cAq1Kp8cuZuwZzkwzJYUg/r3ouBm4SsdFEWluv\nA8EsFDPvUhj1QrisMc8GtiTAmjqXibrB9mCuaoK1chhbRNj6TZa03dfXhzNnzuDy5ctITk5GdnY2\nwsPDGZOBsA0yEghr6erqwvnz59HQ0ICUlBQsWLAAMpmMU5ls0fP2PjTY+l1TTh+Cv5Ax71KQMS80\nDHnv9XcA5MJbyaTXlE8e2Cd9Ayg+ehqP2hoREizD/PnzkZyczIta9QRBGEatVuPWrVs4f/48Hj16\nhMzMTGRmZvLiLdugXIF/+qTSZOUupvWpPYY/X3QxYR1kzLsUtGmU0NBPSLquV7qSq6RAJpMT+ZLo\nqBhT4f/+/jIamtUAEjDbQw3RufMoKyvDvHnzMHfuXPj4+DhUJoIgjDMyMoJLly6htrYW3t7eyMnJ\nQUpKCm92f1aMqfBPn1Sgs/tZiUdD+o0pHahvjFfVt1tljPNFFxMEYRv80HwEwSETFzIRrrRJsCBn\nMV6I88b58+fx6aefUggOQfCA8aE0M2bMwCuvvILIyEjeVaYpr703wZB3RH9kjBOE6+KS1WyEgH6l\ngJRYGVJjn8V/clU5gMkKBnyvhhAWFoY1a9bgz3/+M4KCgrB37158/fXXuHLlCsbGJtdiJgiCeVQq\nFa5fv47vvvsO3377LaRSKf7whz+gqKgI06ZN450hb4zwYB/eVoThixwEQdgGeeZ5ioe7BDvefY7T\nBFhL5bJVDibbsgdDW6+PX8ikUiny8vKQm5uLxsZGXLp0CaWlpUhNTcWcOXMQHh4uGIOCIITCo0eP\ncOnSJVy5cgVTp07F3LlzeRVKYwp9nRIeLMV//iV/kn5jSgea02Hm4IsuJgjCNigB1omxt5KCPecy\nDdt9W9t+X18f6uvrUV9fD09PT8yZMwezZs2CVCplVC7CPqgqjrAYHR1FQ0MDLl26hP7+fqSnp2PO\nnDmcVKWxd+6w9X2mq4wRwoYSYF0KSoB1NUwlRGmVvkqlxm+XO3TJtaaSpuxNsGLytxysaMbqvFis\nNFGj3tqFzcNdYlV8aUBAABYtWoT8/Hy0tLTg0qVLOHXqFGbMmIE5c+YgLi6OvPUGcKTBweWcJSxH\no9Hg3r17uHTpEhobGxEbG4v8/HzMmDEDYvHTSFBHG6pMzB1rdYol/QMwKpc9/REEIWzImHdSjCVE\nFWRNn7AYjMdU0hSXCVb6fXd2D+GLgw04c7XT6EZWjjLiRCIR4uLiEBcXh+HhYVy9ehXl5eUYHh7G\nrFmzMGvWLISEhDDerxBxtHFNSYH8pqenBw0NDbh69SpEIhHmzJmDgoIC+Pr6TjiPi4cyrueOsf61\n/8+VXAQ/6el6yLUIDmVkVI6BgSmstO3n5ydIRxwZ8y6G/iIhZIwtZFwtxN7e3sjOzkZ2djY6Oztx\n9epVfP/99/D09ERaWhrS0tI438SGS7g2kAju6evrw7Vr19DQ0ID+/n6kpKTgpZdeMpnISvOGIEwj\ndrH9UKRSP5y90QsRHjPa7siIHKvzkwUZvkPGvJNiLCFK690xhKmkKXsTrOxBv28hEB4ejvDwcCxf\nvhz3799HQ0MDdu3aBX9/f6SlpSE1NRUBAQFci+nUcDlniWcMDg7i+vXraGhoQHd3N5KTk1FQUICY\nmBhdGA3f4HrumOqf5jShzxRZMNciEBxDCbBOjKE4U/1X1qmxMuSmR8BNIuZ9Auzxs6048tsdXf1m\nY7sU8nU3Q7VajdbWVjQ0NKCxsRFTp05FamoqUlJSJoUWOCNcjAslBXKDXC5HY2Mjrl27hvb2diQl\nJSE1NRXx8fFW76rM1f3M9dyhRFfCElwxAZYtBJBYazT+h4x5DuBaGdu6SHAttzUyMC0r0+2pVCo0\nNzejoaEBTU1NmDp1KhITE5GUlISpU6cKMmbPEvgwhwh26Onpwc2bN9HU1ITOzk7Ex8cjLS0NCQkJ\ncHd3t6ttpu57Yw4OY/rw+NlWNLb2IilGZjLhnkmc9R5x1t/FNWTMM4eQjXkKs3EwfK2woRhT4V8+\nq8G13yvbVF5sw7++nzthYfvnz2p0lW8qLrbh38YddxSWVmxgsrIDG2MmkUiQmJiIxMREqFQqtLa2\n4ubNm9izZw9EIhGSkpKQlJSE6dOnW+3J5DNUccN5UKvVaGtr0xnwIyMjSExMRG5uLmJjY+0y4A0Z\nfubmjbn71NDxD97KxsffnDdYNWaCPqzvQPXlDtZ1Hl/XB3tx1t9FEHxB8tFHHxk9WFFR8dHixYsd\nJowrcPzcXZRUt+r+fvR4GEEBXkiIYiczWx+tUi2pbkXdjYe43tKD/IxIHD/bitKzd3XndT0ZRqCv\nB5KinyZsHqtpwXG94wHjjjszbI+ZWCyGTCZDQkICcnJyEBsbi/7+ftTW1uLEiRN4+PAhVCoVAgIC\nBLFhDuG8KBQKNDU1obq6GkePHsW9e/cQEhKCvLw8PP/880hKSkJQUJBdD6DGdJREYjq+3tx9auh4\n12M5am88mvSdOx19KKl5di7wVOexrau5Xh/Ywll/Fx+oqKjAtPgMrsVwCsbGFIiLDICnpyfXohhj\nh7EDZBm4GMYqQzS29k46t7G1F4UL4wEANw0cv9naC/x+nGAGkUiE0NBQhIaGIj8/HwMDA2hqakJD\nQwOOHj2KkJAQxMbGIi4uDtOmTSPjnmAVtVqN9vZ23LlzBy0tLejs7ERUVBQSExOxePFiBAYGMt4n\nVa8hCIKwDrIEHAzXVRKMkRQjQ2V9x6TPtCQbOJ4c4/xeeYDbMfPz80NmZiYyMzOhVCpx//593Llz\nB+Xl5ejq6kJUVBTi4uIQGxuLsLAwp421JxyDRqNBV1eXzni/e/cupkyZgtjYWOTl5WH69Onw8PDg\nWkyDmLtPDR3fXpSO3oFRg9+pvNimC7MBgJRYGev3PV/XB3tx1t9FEHyBjHkH4+EuwY53n3P4boba\n/vIzIo0q1d8utePG3ad1W2dGT8HK+TG6NlbMj0H15Q7d4pYaK8OKcceZZlCuwM7iywCA7UXpADDh\nb1+paYOCyUoQXIyZIdzc3BAbG4vY2KceyuHhYbS2tqKlpQXFxcUYHh5GTEwM4uLiEB0djaCgIDLu\nCZNoNBo8efIEd+/e1Rnwbm5uiIuLw+zZs7FmzRr4+PiwLoelOsrU/WvuPjV2/IO3svH//VyPBz1D\nmJM0FcfPtkIiEeN/fzsHpy7cN5gAy0Yyp7bN3FnheG5W+KQKY0z1yVUi6nOzwiHz80RyzNO1g+Ll\nCYI5yJjnAEcmARpL+qqsbwcwsaKDSPzM8Bv//1qZ//X9XIcsAoNyBbZ9/CvkI0oAQO2Np7vbDY+q\nAAB1jY/w1QfLjRr0tmyFbg4+Jm56e3tj5syZmDlzJgCgv79fZ5D99ttvGB0dxbRp0xAVFYWoqChE\nRETw1qtKOAalUomOjg7cv38fbW1tuH//PsRiMaZPn47Y2FgsWbIEU6Y4No7ZGh1l7v41d5/qH1eM\nqfB/7Dqnc1LcbuvXHdO2X6gXSshGMqe58ptM9clFIqp+n70Do6w6ggjCFSFj3skxFH9aWd9ucNfU\n6+NeKV9v6dV5qADLK0owwc7iyzpDHnhmxGuRjyjxz59VY3lOjMGHClfdCt3f3x8ZGRnIyHiaDDUw\nMKAz2rSJtMHBwRMM/ICAAPLeOzH9/f24f/++bh48evQIU6dOxbRp05CamoqVK1fC39+f0zlgiY5S\njKnwyd6Ldt2/hjzS5bX3JoTSjMeWHaZt9XqbyxNgKo+Ai3wENq4XQRATIWOeMMr4DZr4Vkrsdls/\nbrdd4Z1cfMLPzw8pKSlISUkB8NQr29nZifv37+PGjRsoKysD8HS32tDQUISFhSEsLAwymYwMfIGh\nDZd58OABHjx4gIcPH6KzsxNKpVL38LZ8+XJERETYXfPd0eh7dploY/zbOqag8ovWQdeLIJiDjHkn\nx9LEI/3zwoN90Nk9pDvuSC/29qJ01DU+0nnnvT2fKnd9D70xuWgrdMO4ubnpPPLAUwOwr69PZwA2\nNDSgvLwccrkcISEhOuM+LCwMISEhgjMCnRWlUomuri7duGmNd09PT4SFhSE0NBSzZ8/G888/jylT\npvD+wcycjtL37Gqx5v415h0uyJo+KdHVXPvG5LXH621L8q4tuouLRFQ2rhdBEBMhY97JsTR5U/88\npUqNLw42OFRWLb5SD3z1wXKDCbAd3YMT4loNYeo38yGRlS+IRCIEBgYiMDAQycnJus9HRkbw8OFD\nPHjwAG1tbairq0N3dzf8/f0RHBwMmUyGoKAgBAcHIygoCL6+vrw3GIWGRqPB0NAQenp6Jv178uQJ\nZDKZ7kErKSkJYWFhkEqlXIttE7YkmOdnROAvG+baff9qc4G0O73GRwXCXSKGRC/51F55LZHDluRd\npvthA74UECAIZ4aMeRfAll1TFWMqnLnayZkX21fqgb9uzprw2V83ZxlMFDMkl7HfbG3cvy3bwwsd\nLy8vREdHIzo6WveZSqVCb2+vzqDs6OjA1atX0dPTg7GxMZ2Br/0XGBiIgIAA+Pr6OtUOtkyiVqsx\nODiI/v5+PH78GD09PROusUQi0V1PmUyG2bNn6/52c3PTzb3HD4BpUexscmJqfutXoNFPWLUGU/el\nIc+uviGvlUWlUkMDTKoEY8oj7eEuQeHC+EmJrtbKa6iP/IxIlNS06I6bui6OykniIpnf0uvlSm9K\nCYJJRBqNxujBHTt2aD788EMHikPwCb4aqo6Sy9oKE/rHXYWRkZEJRqjWe9zX14ehoSH4+PjA399/\n0r+AgAD4+/vDx8fH6Ta/UqlUGBoaQn9/P/r7+9HX16f7f+2/wcFBSKVS+Pv7IzAwcMLDUFBQELy9\nvY2274i5Z6oP/WNSLzddWBxbsph6qDAUU2/ofmVbb+g/4Hz8zXlGxshZdQ1f1xghsWPHDuQ8v4Vr\nMZwC+dAgCrKnw9/fn2tRjGH0FbhzraAEo/CxHCPgOLkcVWFC6Hh5eSEiIgIRERGTjqnVagwMDEwy\natva2nSfDQ0NQSKRwNvbG1KpdMJ/9T9zd3ef8M/NzU33/2KxmJFwH5VKBaVSibGxMd0/7d8KhQLD\nw8MYHh6GXC6f9P/a/yqVSp2hPv5fZGSk7v/9/PxsfmvhiLlnqg/9Y+OrT7Ehi6l73lhMvb4cjtAb\n4/soqWlhbIycVdfwdY0hCKFBxjzBG5zBS/PruVbkZ0Sa3dTKVRCLxQgICEBAQIDRczQajc5I1jeK\n5XI5Hj9+jI6ODgwPD0OhUEwwrsf/AzDByBeLn5ZVFYlEun/a/rRvJDUaDdRqta49pVIJjUZj9IHB\n3d1d95Dh7e2NoKCgSQ8gUqkUHh4egswjGH8PqlRqjqWZvHmco+8rS3SSM+gtgiCEDRnzBC/gY5ky\naytMAE9LZm77+FeTm1oRExGJRPD09ISnpycCAwNtbkffo6412scb7hqNxqCRz4aHn03YiDfWvwdT\nYmVIjZXpKr2M70O/f/0wGyZin/U3jzO2WZyh+1ArU35GpM39W6KTTJ3D5BhRfDlBEKaQfPTRR0YP\nVlRUfLR48WKHCUO4LsfP3UVJdavu70ePhxEU4IWEKMfuRjkeiUSM/IxIBAV4ISslFNsK0yYs5Nrj\nFxsfoLd/VPf5mFKNrsdyLEi33ZAgrEcsFsPNzQ0eHh4TQnS0/3x8fODj4zPhM+15np6eOm/+/9/e\n3UZHVZ/9Hv9NJgkkIQhJgEwIgRCMEBChEuVB0WJQHkqxutrC6sOxD9ynvrnPq/Oq6xwW66y+6quz\n+oLe1eOyailtxapYfLhBFDHYJtJoQQWBEBISkPBkQgiTTOa80Mwdhplkz8ye+e+95/tZy7VkmNn7\n+v/3nnDlv699bacn8tLY52Yyor+DF65c16MP1uje+eW37CN6///+vUWaWlJoWyyS9H93HtaJjquR\nP8f7Xg3Hcq67V23nem56/9SSwqR/hlj5mTTae+w8Ruk43vCGd999V5U1i0yH4QkDA0HNnn6bxo1L\nT0MBG2yL9xeszMPVUr3Enern8/P8qiibMGa7zET3b+X1VDuIjLYfr7DSjWUwNCSfFLcdoVPnyEq9\ncaqx5/pz4u4jev+J1j4nE1tnd6+CA6Fb3puf59f8mjIdaOlM276TYWdNuN2duAB4B8k8HCGZy8ip\nluaM9Xmr249+yFXh+NxIb/xk9i/J0uu//9snkX0mU5bkxNImO402vngdUJI9B5wo0dgzWcphJbaf\nfXuBDn7UqaERDddOdHyprU8dijkOq/FbnRcr23Nq+Yubz1sAiaPMBo6QzGXkVEtzxvq81e3n5/m1\ndtksXbjcp5nlxfo//325pXr5eNs/1XnV0usDg0O3vCeRkgInljbZabTxRf9drPeMtQ2nSzT2TJZy\nWIlt/+EONX1y/pbPxhuH1fitzouV7Tm1/MXN5y0SQ5mNfSizAWzg5jZlsR5yBWRSdOeXZLj5OyjZ\nH7+V7bl9ztyG8iHgVjmmAwCS1VBfpQU1pZE/J3qJe6zPp7r9ZPdv9fXC8bm3vMeO/XvFaONbuWi6\nAmWFt3wm0+eAXYY7vxxo6dSBlk797Ff/qaXzyx0bu5V5jX7PaO+1e99u59UxDpcPbd/1sbbv+lhb\nnzqk4EDIdFiAcTwBFq6W7htg070KxA2w6RVrfNH1xOWlhVq3fJbG5ee66gbYkX79fNMtN3+uXFSh\n/7HpG46NPZEe7qHQkML66oZcO8bhhmOaKi+OcU9jq7bv+vim1558fGFWXxnhCZLP6jcAACAASURB\nVLD24QmwyApO/MchmUvc0eMw+Q9BvPitvj78/8GBkPY0tkpKLMmPtZ9MH2erXWWSEWt80U/TPHex\nT+Pyc2+ay+jxWzlHMjlvwYGQ3vzgtD47fUl3zCrRUJxFGSeXgCRSwjJybjO1byf+vEtEpo+92+cL\ncDOSeVjile4IiYzDLWOOjjOVLjeZHrPVrjKZkuz4MzlvwYGQ/vd/NEYe5nSgpVO1VZNuenCT1Y5K\nbmDie+iW775TZGq+nNo9CDCNmnlYEr2aeeTkRVtXyjIlkXG4ZczRcQ4ndFLiMWd6zNH7y8R+R6sn\nTnb8mZy3vU1nIon8sONnruj7q2u1clGFVi6q8NQTiE18D93y3XeKTM1Xfp5f27Ys05OPL9STjy/k\nFyzga6zMAxnAJWizou81WHZnQCXF4zR3VokeWTor5fsNBkNDY7zb+raSPT/G5+fqf/6o3tZzze7z\nNtOlSHznvMfJpWOAKSTzsMQrlzdXLpp+UxlK4fhcrVw0PeZ77Rpzui9BR8c5stwi0ZgTmR87RMc+\nzM7za7QypEs9N/TI0llx47H64KH51SWqqy7RJ1+vmCcSfzIPdzpwuOOm1fm66hI11FfZeq7Zfd4m\nuz0TD5Tzys+7TGG+ALN4aBQscerDURK1t+mMDv2rK/LngcEhTS0pjPkwFbvGnO4HuETH+e/fW6Sp\nJYVJxZzI/NhhZOyL75iiJXOn6p755baeX9HzP9rDtpJ98NCFK9f1nQdrdM/88oTnPamHOy2u1KQJ\n+Soan6uHl87Uvz16p/Lz/Laea3aft8luz8QD5bzy8y5TmC9zeGiUfXhoFLJCNl7eTHbMY5VgHD3Z\nnVAbxLFKBuJ1uUk03qMnuxP6XLxtvfHBaR07fUlzZ5Xom3fPGLW7junzKvpYRMdjtVzD78+5pfOK\nneUd0aVCfn+O5teUpaUlazyhBMuJRu4n0c+OlOwxSUW885LyndhMf4+BbEYyj6ySicvBY5VgSF91\nILnUc+OmS//xSgMkpbVMJ3q/qZTpBAdC+l//0RgZ64GWTr3wxmdJd9exw2hlSMMxRh+LYfGOSbzz\nKJnyDivnpNWORVbKpKzGGKuc5+BHnZbvMYjeT111ieZXl0S2l86ytXR9z+lyA8CJKLNBVsnE5eB4\nJRhF43PVdq4n8nr0pf94pQGnOq+mtUwnVhnKykUVWreiOuH5efPvbXq98fRNr41W1pIJscqQLlzu\nG/VYDIt3TObOKol5HiVT3mHlnLRaKmSlTMpqjH5/jvpuDOrwZ19EXrtwxfrxi/U9ePTBGt2bRCnS\naNuNFX+6vufpLpkDEkWZjX0oswGSZOKStYnLwcMlEdFP6bQi1U4pyZhfU5axOTJRMpHssRhtm4ly\n0sPL4sn129u9OPfrUiTp5gedpeO4U/YBIFvQZx7GDF+y3r7rY23f9bG2PnVIwYGQ6bBSFq+P+Wj9\nzeN9buWi6Wr86Oakc7hzSbrjTXZbddUlN71WOP6/1gyit23qHLA65kTnZuWi6TeNN143oETHHR1H\nvDm1Em8iY0rl3Bjts6kcdzvP10SZ3DcAxOMLx3kMuCRt27YtvHXr1gyGg2yyp7FV23d9fNNrTz6+\n0BOracneyBr993ubztwyR//26AJtuL8mI/Emuy2rN8CaPAesjjmRubE6nmTGHX0DbLw5tRJvImNK\n5dyI99lUj7vJm1C5ARZOsm3bNt378H8zHYYn9F3rVcM9VZo4caLpUOLxxfsLymyANIh3iX+sS/9W\nSgP8Npc+WN1vItv69v010ohfOJz4C5rVMTulXMNqxyIr8SYyplTGn665M3lMnHI+AMAwymyQNsM1\nsXsaW2NeQk/kkvVY23IjK2NK92V90/Mab3ypxGX3mIa39+p7J7X7vZO2HC87jqvVcfb2BfXr55v0\n6+eb1NsXTGgf6ZKO4w5rmGPAeyizQVpEt3BbUFMat/WflZIAK9tyk0TGlM6+5U6Y1+jxSUo6LrvH\nFL29YXYcr1TLV6yMs7cvqJ/96j9valX5/365WhMK8y3vK13sPO6wxinfediHMhv7uLnMhtaUiCs4\nENKbf2/T5+1XNLN8YkLlHYm0v5tZPlGnOq/qVOfVmPvxYju4RMbk9+fo9hmTdfuMyQoNhZM6JrGO\npVPmdeT4xoor1jiGX/vs9CXtPnBSzSNaKX5x+brOdffq6rVgwuewdOtxihXTWOOxOu5U4oo3R7sP\nntKps19G3jcwOKQLl/u04q5bb8rNtESOO+zBHHsPrSntQ2tKeE6mHo7CQ1isS3auRnsYlRPFelJo\nKDQUcxy/fOIe/erZf9yycj7SgZZOHWjpzIpzK3qOJhaZX4EHAKQXNfOIaW/TmZsSpCMnL0YuiVth\ntSbYyn682A4umTEle0zifc6p8xqr8C+s2OPYvuujURP5kRI9h6Vbj9Mw03MV79hFz9GX14LKz/2v\nH/OF43P15ON3ZTRWq5x6PnoJcwx4EyvzSIv8PL+2bVlmS623ndtyCieMyQkxxBLrQUXJPLxoTuVE\nnej4cuw3jmLkHA2GhuTTV+UhpucqkWP3w7VzdaL9iiTpycfvckS9fCxOPR+9hDkGvIlkHjE11Ffp\nvZazN90olegKjpUWblb348V2cFbHNHyj4GBoSPOrS3S09ZKksbv/jOxJHm+OnTivo50T0a8/+fhd\nutRzI+YNqtElOImcw4k+ndVqD3g7xTp2seZu/YrZrknYnHg+OoVdN8Izx4D30M0GcWXq4Sg8hCW+\n6BrouuoS3XdXxairw7E6VvzyiXsykmDaJZGHbg2/FgoNKayvVvGj/y56O2PtO5GOH9HvLxyfG+ke\nY6JbCN8n76ELDeKhm4193NzNhpV5xJWpFZzh/ZCE3Cq6BvqT1kt64BuVox6XWLXlB1rOumo1LpGH\nbo12niZzDse7xyDedqLfP5zIW/msnZz4VFS+0/ZI9JwEkF1I5uEIdLWJbTBGZ5dYryG7mfz+jNYt\nie80AKQfyTwcgZWn2GJdU4t7ne1rdtzvkM0Snb/o90eX2WRi7k1+f0brssR32h58pzGaixfOJ/yZ\n8QWF8vnG+tcku/T395kOIWkk84CDxXqY0FgPGKJjRWoSnb/o92fqBlhkD77TGE2OP7Fzof/6dT14\nd6WKi4vTFJF7uXVOSObhCHasPFmtz3VTHW+y8xKvVtzusbtpLqON7BIU3XIy0Vr76PfbufpspR59\ntI5F6dZQX6V3D3fok6+7LNVVl8TtPsRqcvLoQoN4JpeUJfT+vmu9Ki4udvKNnkgQyTwcIdWVJ6s1\nw26rzbdzRc7usbttLkeKjn2Y08aQSD26yY5Fvhj/z2oyAGQGyTwcI5WVp1h1u29+cDpSkjKcSLix\nNn+0eUlkZdzusbtxLodFxz5s5NNxnZCEJlKPbqpj0d6mM5FnH0jS0dZLkfMg06vJbr5SBADJIpmH\nZ+0+eEpd3V/d0DJyRdMr3Lwy7mSDoSHm1YX4PgDIVok/Ix1woIb6Ki2oKY38OVBWFEnkpZtXXEe+\nz811vKOt2sZi99jdPJfRsQ9bUFMqn2J3YTEh3hw7ae6dEkui3wcA8ApW5uEJ0fW5g6EhPfXykTHf\nl02X4u0eu5vncmTs0TfAOikBHG2OnTL3bj4PAMALSObhGSPrc4MDIR36V1fMThqp1PE6qSY3utNN\noKxIg6EhBQdCceOyu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nba.shot_chart_jointplot(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " title=\"Stephen Curry FGA 2015-16 Season\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also pass in the `DataFrame` with our shots, and set x and y to the desired column names." ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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IlqTHRTO94TL25NNGQ4Ni7wymRNUNsLfFcGkjUnKSUbPReeUh7/97NwCvPAxc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9l3gxjzg0QU5gkx+i3MVubzJbrcFqJQXy8ZSiudLAMqK6o26hXUgR65OCiE1v/VvyeTeAq6He92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\n1PqY87cBAIANSOYBAHA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nba.shot_chart_jointplot(x=\"LOC_X\", y=\"LOC_Y\", data=knicks_shots_df,\n", " color=cmap(.2), title=\"Knicks FGA 2015-16 Season\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###KDE jointplot\n", "To create a KDE jointplot, all we need to do is just set `kind` to \"kde\"." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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NRLZt86ZVyx9e2UcgGObS1ZV8/LolZGV6k12aiAyfwrwozItMJBu21fDvD7xB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nPLkZCWC51OD4C69IRIRQ7jJs/zmJ8axlh/K8BxyMivRFxSZkAhHtBOkKcQS8i3UuLsSHKEoalr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\n/meaYVVDo0ZHhzUzEzd7FACLR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nba.shot_chart_jointplot(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " kind=\"kde\", title=\"Stephen Curry FGA 2015-16 Season\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The colormap for the above plot is extracted from the value passed to `color`. When passing in a colormap for the jointplot make sure to set a proper `color` value as it controls the color of the marginal plot." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ccf1CHbyJxDbttEVhXmQ22nu0iX9/YCeDQ6Pcunk+m1eWRLpJMkNqzrbz6MvH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jgjXtiUj6ZeJ/52pRNXm4dxYF02km1RONlxSY4iGY0GlBXno6w4Hwf3bMXomBOdvf3o6unH5et1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\nm9N5AABYKWIegHGZT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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Passing in a cmap value and not changing the default color value\n", "nba.shot_chart_jointplot(knicks_shots_df.LOC_X, knicks_shots_df.LOC_Y,\n", " kind=\"kde\", title=\"Knicks FGA 2015-16 Season\",\n", " cmap=cmap, n_levels=20)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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MwOyMbMXMy/7zwIVt237GN5Xqv2AGWVdhDty0EzPv/Ebfcn2+Hb0fYg4OVg5s8v29gIFh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wRRledEQ5UH3y4oTd49GbSOxzmJEJmMPRotYuuguDHM09exS58SRoMBKwpdWFHoQiQaRUu/H7e7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\ngK04zcb3i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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Passing a cmap value and a color value\n", "# The color is based on cmap\n", "nba.shot_chart_jointplot(knicks_shots_df.LOC_X, knicks_shots_df.LOC_Y,\n", " kind=\"kde\", title=\"Knicks FGA 2015-16 Season\",\n", " color=cmap(.2), cmap=cmap, n_levels=20)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Hexbin jointplot\n", "To create a Hexbin jointplot, just set `kind` to \"hex\"." ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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L9mZe1xhT+A2wh2Jv8DwYP8S5rvuUMeYPwD/5AfIh7PSUc7A9nrWeAyp+Nq7rDhhjrsf2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\nfClkZ2XyxCN/wOdHG3nptTdYt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gq3/TOAoUtisV60cawvcHCG3PtY6TsLR1+G5V8Xzs65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\nXbulju0fvTvhuCaED9xee+3efVLPDSZkL5dsl5JdtddOZ6XWLSZkL2VZJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# marginal plot color value is based off cmap\n", "nba.shot_chart_jointplot(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " kind=\"hex\", title=\"Stephen Curry FGA 2015-16 Season\",\n", " color=cmap(.2), cmap=cmap, gridsize=26)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Scatter plot and KDE contours on the same plot\n", "We can plot the a KDE plot on the `JointGrid` that `shot_chart_jointplot()` retuns, by just calling on the `JointGrid`'s `plot_joint()` method and passing in `sns.kdeplot`." ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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F2Nq4Azxr4gtxtm2vMsZMA/r6AuSfuOUpV+L2eBb0M+CYz41t2/uNMV/h9o4WZvrI/JYg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\nkHWHCbfcz443/0TWB6+pxnw/pSfz6HeZI9ed56IkSez7eCW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n7BbFmDfYzvVq+yoq0Adh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9/4D9iGTQjWhWHJN3+Apc/8ENrIGLHLm7CZWIbxxp7cvPRI0XtybXYnPjvZcNP8AF/Xda/9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\nwKuvvoodO3ZAo9GIXRIRE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "grid = nba.shot_chart_jointplot(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " title=\"Stephen Curry FGA 2015-16 Season\")\n", "grid.plot_joint(sns.kdeplot, cmap=plt.cm.Oranges_r)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Using `shot_chart_jointgrid()`\n", "`shot_chart_jointgrid()` is just a wrapper over `seaborn`'s `JointGrid`. It allows for a bit more flexibility than `sot_chart_jointplot()`.\n", "\n", "By defualt, `shot_chart_jointgrid()` returns us a plot with a scatterplot on the joint plot and both KDE and histograms on the marginal plots." ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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5YmcVDz93nIefO84lK2ezad1C1q8qJzPDlermiohIAgXtItNMOBzmlcP1/Ozx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\nydbRzLBitPCrnPw/W4iJyOr9wzdRebMTpfNn4Udbi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nba.shot_chart_jointgrid(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " title=\"Stephen Curry FGA 2015-16 Season\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Adjusting the joint and marginal plots\n", "To change the type of joint plot, we can pass in \"scatter\" (default), \"kde\", or \"hex\" to `joint_type`. To change the type of marginal plots, we can pass in \"both\" (default), \"kde\", or \"hist\" to `marginal_type`. We can adjust the color of the different plot components using the `joint_color` and `marginal_color` paramters. For the joint plot, if a colormap isn't passed to `cmap`, then the colormap for either the hexbin or kde plots will be based on `joint_color`. However, if we set a colormap then that will dictate the color for the kde or hexbin joint plot. Now lets run through a few examples.\n", "\n", "####Adjusting the `joint_type`" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Oa6e7f4w7H97HXY/s5wf37+YH9+/m/C1Lue6iNVy8tYNw0F/p5oqIyDQK7SKL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MLy/CTmpoawPD8FuzMDeWX1iE9yKfaksmgTc1inLnt0LC3MsS5BML5tLzY29vyKHd7JektrHqyv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\nN2zRitVr5PPxpRfA9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# set the joint_type to kde\n", "nba.shot_chart_jointgrid(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " title=\"Stephen Curry FGA 2015-16 Season\",\n", " joint_type=\"kde\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Adjusting the `joint_color`" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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C3Y/t454t+/n+Q7v5/kO7OX/DQq6/aAUXb2wnHPSXu7kiIjKJQrvIPOM4Dk/t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\nudoMgFlj0+5uRDuAO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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# adjust joint_color\n", "nba.shot_chart_jointgrid(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " title=\"Stephen Curry FGA 2015-16 Season\",\n", " joint_type=\"kde\", joint_color=\"r\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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9vJenXt7LuYsmc9XKWZx/5lQKPK5MN1dERIZQaBeZYEKhEJt21vOz53ZEnXxn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JAAAg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\nYMdN5PJFn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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Using cmap instead of joint_color for kde\n", "nba.shot_chart_jointgrid(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " title=\"Stephen Curry FGA 2015-16 Season\",\n", " joint_type=\"kde\", cmap=cmap)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Adjusting `marginals_color`\n", "Here we pass in a color to `marginals_color` to better match the joint plot's colormap." ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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uj/3Ezki0x0Ew9lAYc6i97Dvc7da7or6+noYXbqaqvMTtpiSkoakVjrrE2ycO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ddMWl0tVGQGmZk8w4bYezSnW3Fjzy6WCqYP62CswC5ddmuLh0FzgNuvuhIl7BHawfjBHaTrbnfX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\n6EmpMGZ6E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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nba.shot_chart_jointgrid(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " title=\"Stephen Curry FGA 2015-16 Season\",\n", " joint_type=\"kde\", cmap=cmap,\n", " marginals_color=cmap(.3))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Adjusting `marginal_type`\n", "Plotting just histograms on the marginal plots." ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Zgk9M5aRUAAik8gztErPMwFsBaospapaRHBQa2MMQ1jMptO6yC+4AgKKUb2hP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nba.shot_chart_jointgrid(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " title=\"Stephen Curry FGA 2015-16 Season\",\n", " joint_type=\"kde\", cmap=cmap,\n", " marginals_color=cmap(.3), marginals_type=\"hist\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting KDE on marginal plots." ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2ldPCErdbJZlsyyqY8wQsnQb4oMdhcPINNrznFbjdOpFMp9Ce5RTaRdJNXa1d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QyuJyFcnHBM46h9Bifs0yiId1MfPcpXB16gJN6my6CulxEZ3YR10EZgF2IiJLRnmNaDO0h4N5PL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\nJ02vsg7Rj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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nba.shot_chart_jointgrid(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " title=\"Stephen Curry FGA 2015-16 Season\",\n", " joint_type=\"kde\", cmap=cmap,\n", " marginals_color=cmap(.3), marginals_type=\"kde\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####KDE Shading\n", "We can get rid of the shading in the KDE marginal and joint plots by setting `joint_kde_shade` and `marginales_kde_shade` to `False`." ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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FdpGaJjfHTpg09hHw5Vit8Rl/Vq2xVJ21vwTC+wf2c1IjOG4AHD8YmrjQtk2k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QFL1Ae9bjB16tRueR4hhAva9yo8N09dcf7uBqcs2EGKdiG6zKVLl/Q9ecIUCB8A5RfV/PbOcPeG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\nQwhnZTKZ6N27N+fOnWPw4MG64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PfPM5qg10QY/RMIS4Pyi+pE1fPvq1m4wqn4+fmxaNEi\n1q9ff3tEqHBI586d4+DBgyxatAg3NzfdcRyTpRmOLYfzm1R/9LDHIWGSQ81eb3X16lVeeuklBg8e\nzJ133onR6Hg/Q5s03FQfrmSV3XV5+qrV9poy2Pu87jTdwkn/b/4Us2uvtLdqPYRp8ODBvPTSS1y9\nevWL/6BXEKQ/DIMeAndfuLhFFe9lF7s3sOhy0dHRTJ06lZUrV1JbW6s7juiAkpIS3nvvPe6++278\n/WUzXoc01amTo69/DEGJMOpH6uqjAzp16hQrVqxg9uzZDB8+3Lmvuty81Roj/eyubfzj4OELHz4N\nTc6/OOv8Rfsn7THO/x+zLYYPH87s2bNZsWLFV4/+C+8PY34CcWOgpkTNKJaNqk5nwIABpKam8s47\n72CxWHTHEe1QV1fHypUrmTx5MrGxsbrjOKb6SvXaVnZBveYN+bZarHAwVquVPXv2fDLSMTk5WXek\nrte6CVVW2l2bTzCMfQwqCyHrNd1pupwLFO3SHvN5ycnJPPjgg2zdupU9e/Z8+RQRsyf0WQAZ37+9\nUXXvb6DgsGxUdSKTJ0/GZDKxYcMGmSjjIJqamli1ahVJSUkMGuScJz13uZoSNTWrqgBiR8LApWBy\nvPailpYW1q9fz5kzZ/jmN79JRIRjndDaYa2bUP2i9OYQ+k3+d9VVseV30OLc7bzOX7QbTWA0u3x7\nzOdFRETwzW9+kzNnzrBu3Tqamr5iJGZgT7VRNXmW+vBz/HU4/M/bM3KFQzMajdx9992UlpayefNm\nKdztXHNzM6tWrSIgIICpU6fqjuOYKq+ogr2uDHpPhz53O2T/enV1Na+//jp1dXUsXfr/2bvz+KjL\nc///r5lJJvu+h+xAEiAQ9l1FBERREXerqKioqO1pz2lP2/P7ntPTs7Snp6enp61aV9x3UAQUkcUq\nCMgSlrAlQAKB7Akh+zKTmd8fVxbCviT5zCTX8/H4PCYrXGgy8557rvu6H+lfoz5rCmVhySfU6EqU\n0YJiYPICqMiDrI+NrqZHud+91JWweGl7zDkEBASwYMECnE4nixcvpqqq6vxfbLZAygyY+nMIS4OK\ng9LrXrBRpi4ot2a1WnnggQcoKiriq6++0uDuolpbW/n444/x8vJi7ty5fXeTYU+qONg2IaZewvqg\n2W43fx1kw+krr7xCQkIC99xzD1arex36dFVaW6C+TFbZ3fDJluoBM38mOWXVb6APt3r2j592i1Xb\nY87D09OTefPmMXLkSF577TWOHLnIhlPfcOn7HP4DubPcvwS2/VVX3fsALy8vHnzwQY4dO8bq1as1\nuLuY9hV2s9nMHXfcoYH9ShRthx0vy0LDqAWQMMXoiq7Ijh07eP/997npppuYPn16//tZqCsBnLoJ\nVXWKSIFx90PRXtizwuhqekz/+E33CpDxUPZzzChXmEwmJkyYwN13382yZcsu3Ocu3wADxsPUX0Bk\nBpw8JKvuxzdrr7ub8/Hx4aGHHuLEiRPaKuNCbDYbH3zwAVarlbvuuguLxWJ0Se7F6ZQZ7HvekUWc\nsYtk46mbsdvtLF++nC1btrBgwQLS09ONLskYVflyGxhnbB3Ktdz4S8knX/xbn80i/SO0hw8BZ6u8\nLKrOKzExkYULF5KTk8NHH31Ec/NFXp3wDoJRj8HwB+QXZd+HkPWKTGRQbsvb25v58+dTVlbGp59+\nit3etzf2uLr6+nreeecd/Pz8uOOOOzSwXy6nE3KWywx272CY8HcQOtDoqi5bdXU1b7zxBk1NTTz+\n+OOEh4cbXZJxKg7IbXiasXUo1xI7FEbfDQVZkP250dX0iP4R2iMz5LZsr7F1uIHAwEAeeeQR/Pz8\nePXVV6moqLjwN5hMMGAcTGnrdS/fD9/9Doqzeqdg1SPaW2WcTidvvPEGtbW1RpfUL5WWlvLqq6+S\nkJDA7bff3v/aIK6W0wH7P4ajX4NfJEz8MQTEGF3VZTt69CivvvoqQ4YM4e677+67J5xeitYWOTfE\nP0aehCl1upv/WW4//3WfXG3vH48AgXHyy12+HxytRlfj8jw8PLjllluYNGkSr7/+OgcPXsIrFD4h\n0us+9K7O0wV3vaFz3d2Yp6cnd9xxB6mpqbz66qsUFhYaXVK/cuDAAd566y2mT5/ODTfc0LcPyukJ\njlbIfg+Ob5Le5wk/cruQ53Q62bx5M0uWLOH2229nypQp+nNw8jA4bBAxxOhKlCsakAGj74Jj22Hv\nKqOr6XYeRhfQK0wmWW0v2AhVeRA22OiK3MLo0aOJiori448/5ujRo8yYMQMPjwv8yJhMkDBVVtyz\n35MTBqvyZNNqeD/tvXRzJpOJa6+9lsjISN577z1mz57N8OHDjS6rT2s/KGfHjh088MADxMbqHOrL\n5rDD7rehdDcEJcLYJ8HT1+iqLktjYyPLly+nurqaxx9/nODg8zzhsLdAZR6U5cpV3n57SE6KTJ4M\nyVPkNiod3P3VmvY213AN7eo85vwLZC2R1faMm9xyOtT59I/QDhA5XEJ7WbaG9sswYMAAnnzySZYv\nX87ixYu58847CQsLu/A3+UXAhB9C/no4tEqOCE+4BtJu7TzsSrmV9PR0QkJC+OCDDygtLe2fEyt6\nQUtLC8uXL+fUqVM8/vjj/WvudndpbYGdr0vfc+ggGP24zPN2IwUFBXzyySekp6dz5513dl0sqToO\nOz+G3LUSzivzzx67azJBSALUlMD3b8gF4BsCSZMgZYoE+cRxYHWvJzOUH5AxziHJRleiXNWA4TDq\nDtj5CexfDcNmG11Rt+k/oT10oNxxl2ZD+rw+9cyrp/n4+HDPPfewfft2Fi9ezKxZs8jMzLzwN5nM\nMtc9PF1WvAo2QGUOjJgPQXrkujuKiopi4cKFLFmyhNdff525c+f2781w3ezYsWN89tlnJCYm8sgj\nj1z4VS11bvYmyHpVWijCh8hYRzdaKHA4HGzcuJGtW7dy2223kZqaKp+oKYFdSyDrA8j7rvMbAqIk\ngEekQsRgiEyVK3wgeHpLi1DJfvme/E1yu/8LuUBOkbzrLzB5Ye//Y69EQwU0lMsr52b9/VAXMOdf\nJLSv/DUMvbHPZL7+81Nv9pA78ZKdcmx1oM53vRwmk4lx48YRHx/P0qVLyc/P5+abb774gR6BcTD5\nHyB3JRz7Frb8UQ4zSb5BDkJQbsXX15f58+ezbds2Fi9ezNSpU5k4caKuul8Fm83GunXr2L9/P3Pm\nzCEtTSdiXBFbA2x/CaqPyTjHzIfcKtjV1tbyySef4HQ6eeKJJwg0t8B3L8POD+HQ32Q13WSCQdNg\n9L0wYh4ERl34DzVbIHa4XFOfko/VlEiAz98E378JHzwhG/amPNHT/8SrV94+NUZbY9RFxGVC5u2w\nexkcWAtDZxpdUbdwn3u07hA1XEJ7WbaG9isUHR3NwoULWbVqFS+99BJ33XUXMTEXmcZgscKQOyBi\nmPS6H/pC7nxHPCCHNSm3YjKZGD9+PIMHD2b58uUcOHBAV92vUEFBAZ999hkDBgxg0aJF+Pj4GF2S\ne2qpk0Peagshdixk3O9WiwK5ubksX76ccePGcU0smD95UlbWHW3jVpMnS1AfeRcEXeUeh8BoyLxD\nrvGPwHPT4cMn5XOuHtzbRz3qJlR1Keb8s4T2z38NQ2b0idX2/hXaI4aCySKjHwf1nR6n3ma1Wpk7\ndy7Z2dm88847XHPNNUyYMOHiUw3C02DKP8opqiU74bvfw5B5MGBCn/hl6m9CQkJ46KGHdNX9CrS0\ntLB+/Xr27dvHnDlz+u8hOd2hpQ62Pg91xRA/WSZYucnR9na7nXXr1nFg/34enBhHdNa/wtK/ySdj\nR8C4+TDqHghN6JkCYjPg2fXuEdxbbdL25BcFPqFGV6PcQcJoGHGrnJCasx7SbzC6oqvWv0K7h7ds\nTKrMgcYqGVOortjw4cMZMGAAS5cuJS8vj9tuuw1/f/8Lf5PVT162jsyQ+cl7P5BpAMPucbvpDqrr\nqvuKFSvIyspi+vTpDBkyREfTnUNraytZWVl8++23pKSksGjRInx99ef+itkaZKN7XbFsdh9yh9ss\nAJSXl/Ppp58yiEJ+yDosH7X1qg+ZDTf+M6RM7p1CzgzuJpNr9rhX5ckmY51Epi7HnF9JaF/5a0ib\n7jb3D+fTv0I7SItMZQ6c2AKDbzK6GrcXGhrKo48+yjfffMOLL77IzTffzNChQy/8TSYTxI6B4CQ5\nVrxkF9ScgFGPQoCOt3NHISEhzJ8/nyNHjrB27Vo2bdrEDTfcQHKyTngAGeO4b98+vv76a4KDg7n/\n/vt1lOPVaq6F7X+VPUpxk9wmsDudTrZs2ULWN6u4z2sbYflfyieGzYHZ/wKJ43u/qPbg/ufrYOnf\nwcRHXa+9qHS33EZc5PFFqdMljoHhc+SE1Ny/Qdr1Rld0VfpfaI8dB4dXywl5CVPBS0eqXS2LxcL0\n6dNJTU1l2bJlHDx4kJtuuuni/bm+YTD+Welxz18Hm/8IGfdKT6pyOyaTiUGDBjFw4ED27t3LihUr\nCA0N5YYbbrj4voc+yul0kpeXx7p16zCZTMyZM4eUlBSjy3J/jVUS2OvLTmuJcf3AfurUKZZ9+gmD\nK75h0cnPMDdVQ8JYuPt5Y8L66WIzIGkC7F8F9mbXGgVpb4aiHXI4Vuggo6tR7mbOryS0r/y1hna3\n4+EFg26Uvuojq+XOXnWLuLg4nnzySdauXcuLL77ILbfcwuDBF5mJb7bI/PbgRNjzrqy8nzoK6be7\n1eQH1clkMjF8+HCGDh3Kjh07eO+994iLi2PcuHEkJyf3i7aZ1tZWDh48yNatW6mrq2P69OkMHTq0\nX/zbe1x9OWx7AZqqIHk6pN7q8oHd6XSSlZXFtq8+4X77KoLKd8qC0V1/gamLXGdV28NLbm1NrhXa\ni7OgtRmSr3ed/1bKfSSNg2E3wb5VkPsNpF5ndEVXrH+morhJcPRvcrx14nVyGJDqFp6entx0002k\np6ezfPlykpKSuPHGG/H2vsjhJlEjYHI07Fwsh2BVH5cZy2527LjqZLFYGD9+PCNHjmTPnj2sXr2a\n1tZWxo4dy8iRIy/+M+GGampq2LFjB1lZWYSFhTF+/HjS09OxWDRodIvaYllhb66BwXPkLAgXD+zV\n1dWsWLGCqOINPFH1oayuj7hdVtevdhJMd2sP7fZmY+s404ktgEmGFih1JW75lYT2z38NqeuNruaK\n9c/QbrZA6i2w6w1pzRj5sNEV9TnJyck89dRTrF27lr/+9a+XturuFwkTfwL7PpSVlU3/A5kP6wm2\nbs5qtTJ27FjGjBnD8ePH2bZtG9988w1Dhgxh3LhxREdHu/UKtNPp5OjRo2zbto38/HyGDx/O/Pnz\niYyMNLq0vqW6QDad2hrkgLwk114ta19d37B2Ffd5bib6+Beyen3fKzDpMdd8stF+cqwrhfbaYpm9\nHz5Eh0eoK5c8QQ5Z2r8aDm2AwdcYXdEV6Z+hHSAqE4ISZPRg9fXytupWXl5ezJkzhyFDhrBixQqS\nkpKYOXPmhadleHjJqanBSXBwmbwMnjpHXgZ3kzFu6txMJhMJCQkkJCRQV1dHVlYWH374IRaLhbS0\nNNLS0oiPj3eLkZE2m438/HxycnLIzc3F19eXsWPHMnfuXLy8vIwur+85eQR2vCzTQzLuhzjXXnGt\nqqpi5cqV+J08wLONH+JRmAdxo+Hh9yDKhQ/P6lhpbzK2jtOd2CK3cRONrUO5v1t+JaH981/Dj9ca\nXc0V6b+h3WSS1fZtL0DOChj3tGuufPQBKSkpPPXUU6xfv54XXniBGTNmkJmZef7VVZMJEq+V01R3\nvSmnqVbly2FMOhayT/D39+faa6/lmmuuoaSkhJycHL788kuqq6sZPHgwaWlpDBw40KUCcH19Pbm5\nueTm5pKfn090dDSpqak88sgjhIWFGV1e31V+QNrmnA55VTR6pNEVnVdrayubNm1iy6bvuDv0KIn5\nr2Fy2OGGn8Gc/wCPi5wgbTRXa49x2KFoO1j9IXKY0dUod5cyCYbMhANrIH8rJBu8+fsK9N/QDhCW\nKjNfKw7Kpaes9RgvLy9uuukmMjMzWblyJbt372bOnDkXPkUzJAUm/xT2vA3l+6RdZuQj+qpIH2Iy\nmYiJiSEmJoZp06ZRXV1Nbm4uWVlZLFu2jNDQUGJjY4mJiSE2NpaoqCg8PHr+bqu5uZmSkhKKiooo\nLi6mqKiIuro6Bg4cSHp6OrfeeqvOV+8NJbtg99vyKtvox1x63F9BQQErV64k2tvOj61f4Jm9AQJj\nYP5bkDbD6PIujauF9tJssNVD0vU6mEB1jxt/IaH9q/+GJ5cYXc1l09+CtNugIgdylsuJndqC0aNi\nY2N5/PHH2bp1K4sXL2b8+PFMnTr1/EHMKwDGPiVjOo98BVv+JKeoxk/RV0b6oKCgIMaNG8e4ceOw\n2+2UlpZSVFREUVERO3bsoLKykvDwcKKjowkKCiIgIKDL5evre0ntNa2trdTV1VFXV0dtbW3HderU\nKYqKiqipqSEyMpLY2FiSk5OZMmUKERERbtG602ec+F4OX7NYYcxClx3119jYyJo1azh8+DB3DvEl\n4ZtfY2o4CRm3wQ9eA/8LLEy4mtOnx7gCbY1R3S3tekgcC7s+gdJciEo1uqLLoqE9IBYGjIPCrXLp\nnUOPM5vNTJw4kSFDhvDll192bFQ970E8JrMchNV+GNP+JdIuM+yezgcZ1ed4eHgwYMAABgwY0PEx\nm81GaWkpJSUl1NTUUFhY2BG46+rqaGxsxNfXF6vVitlsxmw2YzKZcDqdOBwOHA4HTU1NNDU14efn\nR0BAAP7+/h23KSkpTJkyhfDwcJ34YqSj38DBT6UdbuxTLvnqmtPpJDs7mzVr1jAkPY0fplbj+eVP\n5UnG3S/A1Kfcb2HB04U2ojZUQmUuBCeDf5TR1ai+wmSCWT+HV+6GNf8DD75sdEWXRUM7wOCboXgn\nHFoFMaPlTlf1uKCgIO69914OHjzIsmXLSE5OZubMmfj5+Z37GyKGSLvMrjegeEfbKaoLwD+6V+tW\nxvH09CQuLo64uLhzfr61tZX6+npsNltHSHc4HB0B3mKxYLVaL3lFXvUypxPy1shUL69AGLsIAlzv\nYK7Kykq++OIL6uvruX/eHGLX/QKyP4OQBHjsE0gYY3SJV8aV2mMKtwJOXUhT3W/UPIgYBFvehFv/\nDYLcJ0PooxbILPCkadBcDbmfG11Nv5Oens4zzzyDj48PL7zwAt9//z2tra3n/mKfEJjwQ5mvX18q\np6iWH+jdgpXLslgsBAYGEhYWRkREBFFRUcTExBAVFUVERAShoaH4+/trYHdFTgcc+EQCu3cIjP+h\nywX2lpYW1q1bx2uvvcagQYN44qH7iV36oAT21Onw0+3uG9gBWhrk1mE3to5Wm7TGWLxceuOxclNm\nC8z8KdhbYP2fjK7msugjV7uUGTIn/Ng3ULLb6Gr6HavVyo033sjDDz9Mbm4uL774IocPHz73F5s9\npK898yFwtsoouPz1skqnlHI/rS1tB6ttAP8YmPh3LnXondPpZNeuXTz33HPU1NTw1FNPMWnsKMyv\nzYPjO2DCI7BoNQS4Ts2XzdYMm14Gqx+kTDW2luObZBEtYYq2QKqeMfEhCIiEb/8KjTVGV3PJNLS3\n8/CCkQukNSb7PagvM7qifikyMpIHH3yQGTNmsGrVKt577z0qKirO/cUxo2H8s7JZNWe59Lu3tvRu\nwUqpq9NcC1ufg7K9MtFrwo9c6iTkgoICXnnlFbZv384999zDvHnzCPTzhTfvh0Nfw4h5cmCSxc27\nTbe+AdVFMHWRsZtn7c3SImXxguQbjKtD9W1WH5j+d9BYDRvcp69dQ/vpAmJg2L3Q2gw7X3eNvr5+\nyGQykZaWxtNPP01SUhKLFy/myy+/pLGx8ewvDk6CSf8AQYnS5/79n6GxqtdrVkpdgZoTsOWPctpp\n7DgY8wR4+hhdFQCnTp1iyZIlLF26lIkTJ/LYY4/JXgqnEz58EvYsk5aYh99z/8DeaoM1/yUbUaf/\ng7G1FGyAljppWbWeZ3+TUt3h2kXg5Q/r/iitMm5AQ/uZYsdAwlSoK4b9H2vLhYEsFguTJ0/mmWee\nwW638/zzz7N161YcDkfXL/QOkj73uIkSAjb/QU5QVEq5rqLtMsK18SQMmg3Df+ASs7hbWlpYv349\nL7/8MuHh4TzzzDOMGDGi8zC45b+ALYshYSw8vqxz4oo72/4unDwKkxZCoIGb8myN0uro6QtJ1xlX\nh+of/EJg8qPyClP2SqOruSQa2s8l/XZZuS3aLr11ylB+fn7ccsstzJ8/nwMHDvDiiy+Sm5uL8/Qn\nVGYPeZVk6F1ga4Btz8OxDfqkSylX42iF/Uulnc1sgdGPS2g3eDyiw+Fg586dPPfcc5w6dYonn3yS\nadOmYbWeNk1s7X/Duv+GyDR48gvwDjCu4O7iaIWvfgMWTzm51UjhYyLOAAAgAElEQVTHvpH776Tr\n9fRr1TumLpTbja8aW8clMn5ZwxWZPeTkzU3/I9MMAuMgONHoqvq9qKgoHnroIXJycli7di0bN27k\nhhtuIDGx7f+NySSvkvhHy1jIA0uhtlCCvAus4CnV7zXXyO9mVZ78no56VAYAGMjpdLJ//36+/vpr\n/Pz8uPvuu4mPjz/7C799Dpb/HILj4Omv3HvT6el2fgTlh2DyQgg5x7+7t7TUw9G/gdUfEq81rg7V\nvwzIgOSJsP9LOFkAoa53JsTpNMmcj0+ITCfZ/qI8yEz+qfbXuQCTyUR6ejqpqalkZ2ezbNkywsLC\nmD59OrGxsfJFoYOkz33nazI2rLZY5rm70OY2pfqdqnzY9boE9+iRkHG/oZNBnE4nR44cYf369QDM\nnj2bgQMHdrbBnO67l2DJD6V15Jm1Lv/AfskcDvjqP+UVjxm/MLaW/PVgb5JXunVijOpNUxdC/hbY\n9Drc8iujq7kgbY+5kPA0edm2qQp2vyVzhJVLMJvNZGZm8uyzz5KWlsb777/PRx99RHl5uXyBT4hM\noYgZA9XH4LvfQ9k+Y4tWqj9yOqFgo0yIaa6FtNsg82FDg1lBQQFvvPEGq1evZurUqSxcuJBBgwad\nO7BvXgwfPgX+EfDMOohK6/2Ce0r2MijeB2MfgPAU4+poroFj34JXEMRPNq4O1T+NuUc2pG5aLO1i\nLkxX2i9m4EwJfeX75eCltFuNrkidxmKxMG7cOEaOHMnWrVt54403GDx4MNOmTSM4OBhGPAghyXBw\nGWS9Ii+7pt4q/ZtKqZ7VapMN/YVbwdMPRj4sYx0NUlxczPr16ykvL2fatGmMGDHiwgdtbXsHPngc\n/MLg2XUQM7T3iu1pTies/g9pK5z5S2NryVsLDhsMnKUnkqve5+0P4+6Hja/AgTUwbLbRFZ2XhvaL\nMZkl+G3+X8hfB0EJEJ1pdFXqDJ6enkyZMoUxY8awefNmXn75ZTIyMpgyZQpBCVMhJEVeLTn2LZw8\nLCt9/lFGl61U31VbBLvflklcgfHSv+4TYkgppaWlbNiwgWPHjnHNNddw77334uFxkYe/rI/gnYdl\nOtXTayB2eO8U21v2fQ4ndsLoeyEq3bg6Gqug4DvwCYW4CcbVofq3qQsltG98VUO72/P0hVGPyTzh\n7HflTjw4yeiq1Dl4e3tz/fXXM378eL777jtefPFF0tPTmTp1KmGT/h4OfAonNstYyIz75IAmpVT3\ncTpkQ+GhL8Bhl3aH9HmGvLp14sQJNm7cSGFhIRMnTuS2227rOg3mfPI2wVs/kJfMn/4K4kf1fLG9\nqaYUlv2DrLLf+M/G1nLocznZetBsHRigjJM4FgaMgN2fQU0ZBBq7Qf58tKf9UgXEyIq7wy6bU08d\nNboidQF+fn7MmjWLH/3oRwQFBbF48WKWfLqckvDrZDIQJll5z/1c9yoo1V3qSmX2es5y8PCWcY7D\n7unVwO50OsnPz+ett95iyZIlpKSk8KMf/YgpU6ZcWmB3OOCTH0tv68LPIHFczxfdm6qOw5+ugbJc\nmP5TiBlmXC0lu2W0cmA8xI41rg6lTCaY+rhkvK3vGl3NeenT2ssRNQJGzIc9b8O2v8K4Rbri7uJ8\nfHyYNm0akyZNYseOHbz77rvExMRw/bj7iCn+XI7LriuWJ2QefeCQFKWMcObqesxoGHJnr07ccjqd\n5ObmsmHDBpqampg6dSrDhw/HYrFc3h+080Mo2Aaj74PB03qkVsOUH4bnZ8DJYzDj53Drb42rpaka\n9n0EZk8Y8YC0oiplpNF3w4c/gn2rYMZPjK7mnDS0X66YUfKMbPdbGtzdiJeXF5MnT2b8+PHs2rWL\nj774lsiQGOYm+uBbthc2/1GCe5CBc4qVckd1pZD9nmzYt/rLynrUiF776x0OB/v27WPjxo2YzWau\nueYa0tPTL7zB9HxsTbDil7IZ8tbfdH+xRiraCy/MhJoSuOU/YdY/GVeL0wl7PwBbvTy58zfwFFal\n2gVFQ1wmHPoWWhrA6noHfGlovxLRI+W2PbiPfUomlCiX5+HhwdixYxk1ahR79+7ljY0bmBoRyghK\ncW75I6aBsyBlpswtVkqdn8MOR7+Bw6vaVtfHwJA7em11vbm5mZ07d7J161b8/f2ZMWPG+cc2Xqpv\n/yKr0NN/CmF96D69YAe8MAsaTsKdf4LrfmRsPcc3QcUBCEuDhCnG1qLU6YbMghO74dAGGHaj0dWc\nRUP7lTo9uG9/UYO7m7FYLGRmZjJixAgOHTrE2qw1TPDLI+Dwl7QW78Eycr7sY1BKdeV0QHEWHFoF\njZVgDYBhd/fa6nplZSVbt25lz549DBw4kHnz5p37BNPLVVchBw35hhq7Ct3djmyEl+bIjPz7X4NJ\njxpbT30Z5HwmAx6G/0DbYpRrGToL1vweDnylob3POTO4j3kCQgcaW5O6LCaTidTUVFJTU6koOU5V\n1nsk1BfRuvG/qY+5lsDMufqgohRIS0PFAchdKeMcTRY592DgjT2+uu50OsnLy+P777+nsLCQ0aNH\ns2jRIgIDA7vvL1nxS2ishjv+D3yNGU3Z7Q6ugVfmyrz8h9+X8Y5GcrTCnnegtUUCu3eQsfUodaZB\nU8HTG/Z/ZXQl56Sh/WpFj0QmkbwpwX3043KSqnI74dHxcPPPaT6RhWnfRwSWfENZwTaqE+aQMnzi\n5W9oU6qvqMqH3BVQlQeYIHacjOjzDevRv7alpYU9e/bw/fffYzabmTBhAnfffTeent08jWbfF7D5\nVYgdAVMXde+fbZQ9y+D1e2UP1uOfQsYtRlcER76C6gKZFNO+6KWUK/H0hsHXwf7VcKoIgmONrqgL\nDe3dIToTzI/Brtdhx8swagFEZhhdlbpCXnGjITIN5/4lRJbsJLR4CRt2rcWcPI2Ro0Z17+qeUq6s\ntljmaJftlfcjhkHqHAjo2Qey8vJysrKy2L17N4mJicyZM4fExMSr61c/n/qT8P7jMpZy/tvg0QdO\n5PzmLzK20tMHnlgOqdONrkjGJOetAe8Q2XyqlKsaOktC+4E1MOlho6vpQkN7d4kcJu0xWa/CzsUy\niUQP7nFfVj9MIx+Gkkw89n3MtOgqqhrW8dmb32IJG8jo0aMZPHiwrr6rvunUMTj2DRTvBJwQnAxp\nt8rJwj2kpaWFffv2sXPnTqqqqsjMzGThwoWEhPRwq8qSZ6GmGG75jRyu4s4crfDJT2RDbUCUBPbE\n8UZXBfZm2POutFiNeECeTCjlqobMktv9X2lo79PCUmHsItjxkhzf3doCcRONrkpdjeiREDIQDiwl\npGQX8wdDlXcAa7Z+w8qVK8nMzGT06NGEhfVsm4BSPc5hl8Nujn0r4xsB/GMg9RaIGCptFt3M6XRS\nVFREVlYW+/fvJyEhgcmTJ/feE+KdH8OO9yFpItzws57/+3pSUy28eT/s+1wOTHrycwhNNLoqkfMZ\nNJRD0vUQOsjoapS6sNhhEBgFh781upKzaGjvbiHJMO4Z6W/f+wHYGuSOqide1lW9wytATlGtyoMD\nnxJSc5R7oj2oHzmZTcWtvP7664SFhTF69GiGDh3a/f22SvWklnoZwVewEZqrAZO0wSReKwsRPXDf\n1djYyJ49e8jKysJmszFq1Kju31h6Mc118NEiWfV98E2wuPHDYf4W+PAJKMqG9Fmw4CPwcZFNnqV7\n5OfLP0Zaq5RydSYTRAyCvM3Qanep+wbXqaQvCYqH8c9KcM9ZLn2hvXyUt+oBISkw6Scy7i5nBX5F\n3zLTP4bpj95DbmkTWVlZfPnllwwdOpSMjAwSExOv7IAXpXpDfZnMWS/cCg4bWLwg8TpImAp+Ed3+\n19ntdg4fPszevXs5fPgwqampzJ49m6SkpJ7pVb+YhlNQXwlpMyEytff//u5QdQJW/AK2tx27PvVp\nmcPuKiGjMlemq5k9IXM+mF2kLqUuJiROxtvWlELIAKOr6aC/QT0lIAYm/T3sfA2KtskD5KhHdcSV\nuzOZZfJBZIY8ITu+CcvWPzMk+XqG3Hc31XWNZGdns3r1ahoaGhg6dCjDhw8nNjbWmGCi1Omaa6QF\npjgLTuXLx7xDIOk6aeXz8O7Wv87hcHD06FGys7PJyckhMjKSjIwM5syZg4+PwX3NIXHSRpK3AZrr\nwat3DoXqFs31sP4PsO53cnJj/BgZVTlwqtGVdarKlz1eTieMWdjjm5eV6lbBbUH9VKGG9n7DOwjG\n/xD2fQhF22HzH2DEfAgbbHRl6mp5eMurJ9GjpA0qfz2UZhOUOoepUyYzdepUysvL2bt3L5988glO\np5OMjAwyMjKIjIw0unrVn7TUSYtC8U44eRhwAibpLY6fIocideMJwE6nkxMnTpCdnc3+/fsJDAwk\nIyOD66+/3vUmL2XcBmt+CzlrYcRco6u5uNoy+PY52PC8nG4aGA13PQfjHwZXelWv+rjs7XLYYeQC\nHYOs3E9HaD8BuMBm7jYa2nuaxROGPwCBcbIyu+0FGHwzpNygh/b0BWGDYco/wqEvZAPfrjdkRWng\njUREDef6669n2rRpFBcXk52dzTvvvIOPj09HgO/xyRiqf7I1QGk2lOyUFgWnQz4enCybq6NHduur\nfk6nk9LSUvbu3cvevXvx9PQkIyODBQsWuPYm7fbQvne5a4f2skPw9R9g65tgawK/MJj9K5j+D+Ad\nYHR1XdWVSGuovVmmqEUNN7oipS7f6SvtLkRDe28wmSBpGgQlyiFMhz6XTY0jHuzxkwRVL/DwgiHz\nIGGKHB5StENm9gfEwqDZmCKlPSY2NpZZs2ZRUFBAdnY2r776Kv7+/qSlpZGWlqYtNOrK2Zvg5BFZ\nST95GGpOICvqQGA8xIySV4V8uu9JYmtrK8eOHSMnJ4fc3FwAhg4dyn333UdUVJR7/CwnjpfRiHtX\nyLjEbnzFoVvkb4H1v4c9n0qbSVgKXP/3MHEBWH2Nru5sDRWw7a9gq4dh90LsGKMrUurKBMfJrYb2\nfiwkGSb/VI5xrjgAm34vU0mCk4yuTHUHv0h5IpYyU8J7cZbM7A8YIKdHRmZgMplITEwkMTGRm2++\nmcLCQg4ePMiyZctoamrqCPDJycl4eOivpzoPe5M88W8P6dXH6QjpJovc14QPkbDuG95tf21TUxOH\nDx8mJyeHw4cPExoaSlpaGvfddx+RkZHuEdRPZzZDxq1yGuqxrZA8yeiKZFrF/i9g/f/AkQ3ysYSx\nMP1nkHmH62wyPVPTKXklubka0m+HeBf4b6nUldKVdgWA1V8OYcpbC4dWwfd/hrTbZGqDuz3gqXPz\nj5JJCQNnwuHVULJLNiQHxkmgjxwGZg/MZjPx8fHEx8czc+ZMKisrycnJYePGjSxdupSUlBTS0tIY\nPHgwvr4uuKqmeoetEWqLZPW85gTUFkoLQnvLi8ksT/xDB8kVkgyW7jvVs7q6mpycHHJycjhx4gQJ\nCQmkpaUxc+ZM1+tRvxIZt0loz15ubGgvPQhbXodtb8thTwBDb5b58YNc/PGhuVYCe+NJWaBImmZ0\nRUpdneC2jdNVJ4yt4wwa2o1gMsPAWfJAu/ttOLhMVs0y7teT4voS/2gY+TDUzoIjq2Vqx67XwdNP\nJtAMGA+BnbvSw8LCmDx5MpMnT6a+vp5Dhw6Rk5PDqlWrCAsLIyUlhZSUFOLj43UVvi9ytEroqS+T\nYF5TKCG9sbLr15k9pdUudKCE9OBkadHqJs3NzRw9epS8vDzy8/Opq6sjNTWVsWPHcu+992K1dt8T\nApeQdoPc7+5dDrf9tnf/7sZqyPoQvn8djm6Rj/kEy+jGqU9BrBv0g9saYPtf5ec26XoYeKPRFSl1\n9Sye4GGVSU0uRB/5jRSWKu0yu9+S6Q41hRLyghKMrkx1p4AYaYOqK4Hjm2WS0LFv5AqMk/AeM6bL\n/gY/Pz9GjhzJyJEjsdvtnDhxgry8PNavX09ZWRnx8fEkJyeTkpJCdHS0+7Ul9FdOp0xzqS+TEyLr\nyzqvhkpwtnb9ek8/uZ8IGCA/K4EDpA2rGzext7a2UlhYSF5eHnl5eZSWljJgwABSUlK4/fbbiY6O\n7tvnDVh9ZVb73uVQflgOVelJDgccWi+r6ns+kY2lJjMMmQ0TFsDw28Cze0dv9hhbA2x/SV4Jip8s\nrxrrfZHqC+orwd7S2SbjIjS0G807CMY9DYe/hLw1sOX/YNBNOl2mL/KPlg2rabdC+X451KZ8Pxz4\nBA5+JrPfB4yH8PQuG+I8PDxISkoiKSkJkL7i9pXQpUuX0tjY2BHgExMTCQ0N1RBvJFujrJg3Vrbd\ntl0Nbe+3Np/9PR4+Esr9IiSUB8RKUPcO7vYQ5HA4KCsr6/gZKigoIDQ0lJSUFKZNm0Z8fHz/O9V3\n+G0S2veugOt/0v1/fuVRGSuZswZy10kgAIgYLEF9/EMuFw4uqrlWpsTUFsorh0Pv0sCu+o72XvaQ\nOGPrOIOGdldgtsjxzqGDIPtdmS5TcRCG39+tm8iUizB7yGzsqBHywFe0HQq/h9Ldcnl4yybC2LFn\nBXgAb29v0tPTSU9PB6TnOD8/n7y8PL755hvsdjvx8fHExcWRkJBATExM/wthPclhlwDeUNF5NZ6E\npirZjGdrOPf3WbzAJxR8wySYt1++EbLXpYcCT1NTE4WFhRw/fpzjx49TWFiIv78/iYmJZGZmcvvt\nt+ueiWG3yH//Nb+VhZTQRAhJgJD4y1/1tjVBUTYU7oKC7bKqXn648/PBcTB5ocxWT57snkG3oUJW\n2BvKZYV96F26yKT6lvZedhd7Mq2h3ZWEp8GUn8thTKV7YOPvZKZ74rWuN4pMdQ+vAEi+XjZu1RyX\nAF+2V+Zrl+wEryBZfY+bcN4ncEFBQR2tNCAh/sSJExw/fpzVq1dTXl5OZGRkx6bX+Ph4AgJcbLaz\nq7E1ykp5RzCvlPfryyWYt09qOZ3FKqeLBiVKMPcJPe0KA0/fHg9oTqeTqqqqjoB+/PhxqqqqiI2N\nJT4+ngkTJhAXF6ch/UyBUTDkJpna8v5jXT8XENkW4NuCvMUTmqqlH/3M28ZqeSJ+Ou9AGD4X0mZI\nG05kqnsG9XblB2DP2/LkNPkGSL3Fvf89Sp1Le2jXlXZ1QVY/OUGuOEvaJnI+k7cz7pWXz1XfZDLJ\nXoagBEifJxsQC7+XEJ+3Rq7QwRLeo0ZccDpIUFAQQUFBDBs2DACbzUZRUREFBQXs3r2blStXYrVa\niY6O7nIFBQX1n7YapwOaazpXzM8M6LbzbD7yCoKQFHkC5Rsu7Sw+YRLSPXx6Nbw4nU4qKyspKSmh\npKSE0tJSiouLMZvNJCQkEBcXx6hRo4iOjsZi0Sf9F/Xox5C/GaoK4OQxuW2/irJl1fxczBZZnfcJ\ngvCB4BsC0UNhwEiIGwUDMl13TOPlcDogb50cJGe2QMZ9EDfR6KqU6hnt7TG60q4uymSSQynC06TX\nuWgbbP5f2Zk/6MZuHeemXJDJBEHxcqXdJq+6HN8MJw/JZfGSVqrwNAhLa9uYeP6w6Onp2TEbHiTs\nnTx5siPs7dixg5KSEux2+1lBPjw83H0Dn8MOjVVd21g6AnolOGxnf4/JIivjQQkSxNvDeXswN+h3\nz2azUVZW1vH/rKSkhLKyMnx9fTv+X40dO7bjyZe6AlZfmSRzLg4H1JVLgHe0SkD3CZKwbu35V1AM\nZ2+CPe9CWbbssxj1qA5MUH3bqfb2GNdaLNXQ7sqs/jDiAQnw+z6C/HXS85x+O0QM6/sPFEpCYuxY\nuerL4cQWCfHl++QCeRANS2sL8anyc3MBJpOJsLAwwsLCOlbjAerq6joC4eHDh9mwYQPV1dUdX3vm\n5ePjAuNJO9pYKs8I5RUS2M/VxuLhLbP0fU4L5e0B3TvYsN5cp9NJfX09lZWVXa6KioqO/w8xMTFE\nRUUxbNgwoqOj8fZ2kykj7s5slhaawCijK+l9dSVySFx9mbzal/mQtPUp1Zd1bETVlXZ1ucLTpdf9\n8JcyJjDrVflY+jwJH6p/8IuQyTNpt8rGx4ocqMyBylxppSn8Xr4uME7OAPCPkXGT/jGXNP/f39+f\nQYMGMWhQ58i7lpaWLuHxyJEjbN26lYqKCjw8PM4K8sHBwQQGBuLr69s9rTatNukhbzzZGcg7JrFU\nnn/Tp1egHDJ0rmDu6WfYE16Hw0F9fT3V1dWcOnXqrIBusVi6/PfMzMwkLCyM0NBQnc2vel/xTtj7\ngUw8Srpe+td1f5XqD04WSKub1bX2/+ijgLvw8IL0udLTfOBTmS7z3e8g4RppmfF0rR8s1cN8QuWY\n8PhJ0mtac6ItxOfKQV01Z5zi5h0sYwT9o+XWL0o+ZvW74Mqy1WolJiaGmJiYLh9vXxWuqKjoCJzH\njx+nurqampoabDYbAQEBBAUFERgY2HF1vB8QgLenCbO9QXrLG9smrzSd6pzC0nRKZpqfi9mjrY2l\nfdPnGeHcgDYWh8NBQ0MDNTU1Hf8d2q/292tra/Hx8enYd9B+aNb48eNd59ULpVrqYf8S2Qxvscrq\nesxoo6tSqndU5EPJQUg/T7ucgTS0uxv/aBj7lEwYObhMVt6Ld8DgORLodexW/2Myd25iHTgTWlug\nrhTqiqG2uPO2fL9cZ36v1V9Wpq0B8rJ3+9uevrKqZvbovEzyvslswd9kwT/Ug6SgUEgKgNYB0ife\nasPe0khTQx0tDbW0NpbhaD6CubwBS2kTVlqwmu1c6LyeVszYzH60esXi8ArC4RWCs20Ki9k/HA/f\nEDytXnh4eHTLir7D4cBut2Oz2bDZbF3ettlsNDY20tjYSENDAw0NDV3eb79taWnBx8fnrCcpUVFR\nHW8HBAToirlybWV7Ye+H0FIrT4qH/0Bf0VX9y9b35HbcD4yt4xz00cMdmUwQNRwihsDRv8GRr2RM\n5PHvYMgdMt1C9V8Wa+dG1tO11Et/al2xhPrmGrlaaqVf9czV+avgAZzVWW8GPK1gDQRPP5xWP+xm\nH2xmH5rwpsFhpc7uQU2LhZpGOw2NjTRWNdLU1ITdXovNdhKb7UCXUG232/Hw8MDT0xNPT0/MZjMm\nk6nL1c7pdHa5WltbO0J5a2srnp6eXf6s9svDwwMfH5+OKzg4mNjYWHx8fPD19e249fb27j/Td1Tf\nY2uQiWVF2+XJeeqtMo5WF4JUf+J0wtZ3pbth9J1GV3MWDe3uzOwBKTMgdhzkrpA72+//DNEjZeXd\nL8LoCpUrsfpB6EC5zsXe3Bnkm2tkYoSzVaawOOwyNcNhP+1jrW0r8Z4yu/qct1ZZybf6y99/WtuK\nCfBsu3yB0Cv4Jzmdzi6r4q2trR0fP/06V5A/PaBbLBYN3Kr/Kt8vq+vN1RAYLwMQ/KONrkqp3nd8\nF5QcgFF3yoQoF6OhvS/wDoIRD0LCVFkpKdklE0biJsLAG+XzSl2Mhxd4RLjVkz2TydQRvJVSl8ne\nJG2WJ7bI6vrgm+XAJN1sqvqrre/K7fgHjK3jPDS09yXBSTDxJxLYc1fC8U2y+p54nbzMqZtVlVJK\nOZ0yMnb/Utn4HRALwx+AQNcab6dUr3K0wrb3wTcYMm42uppz0tDe15hMEJ0JkRkyAvDwl3KaZsEG\nGdmVdJ3MqVZKKdX/VBfIoX1VR6RffeAsucwaB1Q/l/sNVBfBlMfB08voas5Jf0v7KrMF4ifLoTzH\nNkD+eji8SqbNJE+H+CmXNLtbKaVUH9BQKa/AluyU9yOGyZkP2ruulHDx1hjQ0N73WayQcgMkTIFj\n30L+13LHfWSNhPrEa8EnxOgqlVJK9YSWenm19dgG2UQeGA9pt0HYYKMrU8p11JRC1scQEgeDrzW6\nmvPS0N5feHjLS6AJU6XX/di3cPRrWXmPGS2tM9rPqJRSfUOrTdoij6wBe6McRpZ6i0wX0zGOSnW1\n9GfQVAtz/5MLHiJiMA3t/Y2nr4yJTJoGRTskuBdtlyssTVpnwlINO+ZdKaXUVbA3w4nNcoZH0ym5\nz0+bC4nXaN+6UueS8zf4/m1IGA3XPW10NRekv8H9ldlDTlAdMA4qDkrbTGWOXAGxEuqjR8m8baWU\nUq6tpV5W1o99KwclWayyCJMyQyeHKXU+9hZ4/2lZqPzBiy4/7lRDe39nMkPEULmqj8uG1dLdkP2e\nTBiInySbVrXvXSmlXE/TKVl0ObEZWlskoA+aDQnXyIFmSqnzW/sHOUzp2kWQNM7oai5KQ7vqFBQP\nIx+GxpNQ8J0cuJG3FvLWQdRw6YcPHaytM0opZbS6UllkKdouG0y9g+VwpLhJclCaUurCKo7C5/8O\nAZFw+2+MruaSaGhXZ/MJlVFgg26E4p3ykmvpHrn8oqQ3MnaszntXSqne5HRARQ4UbITy/YAT/CLl\nFNPYMdqzrtTl+OhHYGuEB1+WA5XcgP6Gq/OzWNv63sdD9TEZGVayC/YvgZwV8iARNwkC43T1XSml\nekpLPRRuhePfQUOFfCwoUXrWo4brNBilLteuz2DPCkid5tJz2c+koV1dnMkEwUlypd8uvZPHN3Ve\nAQMgbqKEeN3wpJRS3aP6uKyqF2eBwwZmTxgwQVoVg+KNrk4p99RcL6vsFk+4/wW3WnTU0K4uj1eA\nzHtPmSFTZ05sgbK9cGAp5HwGkcNldT4sVVd/lFLqctmboGS3rKpXF8jHfMIkqA8Yr5tLlboaDge8\n8TCcLIDZv4SYIUZXdFk0tKsrc/rUmeYaeem2cKsckV2yUzZFxY6DmFHgH+NWz2SVUqpXOVqhMlc2\nlZZlyxQYTBAxTE6zDk/XRRClusNn/wQ7l0pbzC3/anQ1l01Du7p6XoGy8p58A5w6KuG9OEuOzs5b\nIxulokfJSXwBMUZXq5RSxnM6obZQgnpxlix+APiGy0b/2HHgG2ZsjUr1Jd+9Bqt/B1Gp8ORS8LAa\nXdFl09Cuuo/JBCHJcg2ZJ9MNinfK7ZHVcvlHS3iPHilvK6VUf9JYJSG9aDvUFcvHPH0hfrIE9eAk\nfWVSqe52cD28+xT4hcIzn8utG9LQrnqGxdoZzu3NUL5PJm4oNA0AACAASURBVM+U74fDX8rlHwNR\nI+QKiNUHKqVU31RfLofWle7p7FM3WeS+L3astBnquEalekbJQXj5TskYT30KkYOMruiK6b2E6nke\nXhAzWi57E5Ttk7738gOdK/A+YTK6LGpE20qT9m8qpdyU0wl1JRLUS3Z3rqibzLJJPypTFjR0U6lS\nPauuAp6bAw2n4JE3YfC1Rld0VTS0q97l4S2jIWPHSIAv3w+l2XJ79G9yWf1lCk3UcHmA0xUopZSr\nczrg1DGZplW6BxrK5eMmi2wojRoBkRka1JXqLbZm+OvtUJEHN/8/mPiQ0RVdNU1Dyjge3p0r8A67\nTE8o3SMPeic2y2XxgoghEuIjhugceKWU67A1yOjb8v3yyqGtXj5usbatpmdK64ueHq1U73I64e3H\n4Mh3MPZeuOXXRlfULTS0K9dg9ugcIel0QFV+Z4Av2SWXyQyhg2S1KnI4+IQYXbVSqj9xOqG+VEJ6\n2T44lS/3VwBeQXJCdMRQCE+T4K6U6n1OJ6z4F9j6LiRPhIdeB3PfaLnV0K5cj8kMoQPlSr9d+kHL\n9kobTWWuXAc+kZNYIzPkCozTjaxKqe5na4STh2RFvSIHGivbPmGCoAQJ6ZHD5P5I74OUMpbTCcv+\nCVb/F4Qnw6JlYPUxuqpuo6FduTaTSSbLBMTKSaxNpyTAl+2FykMy5/jIalnlan/wDB0sm1+VUupy\nOR1Qc6ItpB+UsyfaV9M9vKXtJXIYhA+RE6KVUq7B6YSPfgxf/xkiBsFP1kNglNFVdSsN7cq9eAfL\ncd4JU9s2sh6QcZLlBzr74E0WmRUfOhjCBkNQIpgtRleulHJF7S0vJ4/AycPySl57b3r7anp4ulxB\nCXpfopQrcjjgvadg4ysQMxR+vBaC+t5hjhralfvy8IaYUXK1T24o3w8VBzofgA+vkt7S4KSul25o\nVap/cjqgtkjuI6ryoOoItNR1ft47GCInSEgPS9VpL0q5ulY7vLUAvn8H4kfC360B/3Cjq+oRGtpV\n32Ayd57GmjoHWuoltJ881Ll6Vpnb+fX+0W0BPllu/SK1H1Wpvqi1RdpdqvLbQnoe2Bs7P+8dDDFj\nZA9NyEC9L1DKndhb4LUfwM6lkDwBnl0Ffn13SIWGdtU3Wf1k3Fp0prxva5De1FNH5cG7+pgcfnJi\ni3ze0xcC4yEovu02QR7M9cFbKffhdELjyc7f9epjEtjbe9IBfMPlDIjQQRLSfUL191wpd2Rrgpfv\nhuyVcmjSMyvBu2/vM9HQrvoHT9/OkZIAjlaZSlOV3/ngXpkjVzurf2eQD0qQ6RAa5JVyHfYmqD4O\n1QXyO3zqKDTXdH7eZJHf4eAkCE6EkBT5HVZKubfmejk46eBaGDKzbUpM32971dCu+iezRcZEBsZB\n4jXyMVuDrMpVF0gQqDku/fEVBzq/z9MX/GNkmk3gALn1j9aZzEr1NIcdaoslnFcXyFVXCjg7v8Yr\nSKa7tO9dCYwDi6dBBSulekRjDTx/CxzeACNuhYUfgWf/OMBMQ7tS7Tx9ZeNZWGrnx1rqOgN8bRHU\nFHZuXutgAr8ICfB+UeAfJUHeN0IDg1JXwumA+rLOJ9DVBTLe1WHv/BqLVVbOgxPllbCgRH0lTKm+\nrroEXrgVjm2H0XfDY+/2q8dZDe1KXYjVHyKGyNWutUVW/GqLul71u874ZhP4hnUGeb8o2eTmGy5/\nroYLpdr60Cu7BvSaE9Da3Pk1JrM8KW4P50EJ8jtl6hunHCqlLkHRPnhuDpw8BpMXwAMvg6V/xdj+\n9a9VqjtYrLK6F5zY+TGnUw5+qi+Vl+xPvy3fJ1eXP8NLVud9w8++vAI1jKi+q7m2swe9vc3F1nDa\nF5gkkLdvCA+Kl/0k/Wg1TSl1hoPr4KU7obEabvt3uOn/65cLXxraleoOJhP4hMgVnt71cy31p4X4\nMllVrC+X92tOnOPPsshEi44rpOv7GuqVu7A3S2tZdYGco1BdAE1VXb/GJwzC0toCeoLsFfHoH/2p\nSqlLsOkNeGchmM2w4B2Y8IDRFRlGQ7tSPc3qB9YU6b89ndMpky4aKqChvO22QkbWNZ7sOsnmdCaL\n9O56B0ug9w454zZYQ4/qfe196KeOdU5kqi2my0ZRq79McOpoc4mXjyml1JmcTljxL/DFf4BviEyI\nGXyt0VUZSkO7UkYxmcA7SK7QgWd/3t4sq5LtIf70q+mUbIatOvvbANlU6x0sgcjTT544dLn1b3sy\n4S+XWe8K1GVwtMoTzZpC2SDaPnXJ3tT5NWZPOewsKLFzs6h3SL98SVspdZlszfDWo7DtPQhPgWe/\ngOg0o6synD5SK+WqPLxkCo1/9Lk/77BLeG86BY1VbQG/7bbpFDRUygbZS/q7vDsDfMcVIK04Xa4A\nHW/Z39gaOicntW+6risBh63r1/lGQOTwtoCeKBtHzRZjalZKua+6Snhxnox0TJ4ITy+HgAijq3IJ\nGtqVcldmj87Nq+fjsEtPva3+HLd1Z1/VBV1PjzwXD++2AB90RptOcGeLjrbnuJ/21fPaoq7Tkc7s\nQTd7yBPJgFjZIBoYJ297+hhTt1Kq7yg/As/dDKW5MPoueOQtsOp9SzsN7Ur1ZWaPzhacS+F0gr1R\nAnxzLTRXS9/9ua76svP/OR7enQHeJ0w20PqGydu+YRrqjdQ+6aiuRE4F7lg9LwVna9ev9QqUjdXt\nAT0gVsaW6gq6Uqq75W2GF26DugqY9Y9w+29l86nqoKFdKdXJZJJ+eE9fCWcX0mqTUH96S05j221T\n28fqis/9vZ6+nQHeJ6ztFYO2t31CdDpOd+gI58USyDtuS7rOQAfpPw8c0Hbab9uJvwGxuklUKdU7\ntr0Pby6QV4cfeAmuecLoilyShnal1JWxeF68PcfWIBtnGypl1OXpb9cVyzjAM7WPvPRtC/Md4T5U\n3tY2jK7sTTJCtKFcXv1of7uu9OxwbjLLkzH/aDnsqz2c+4bpEyWlVO9zOmHlv8Ln/wbegbBwGQyb\nbXRVLktDu1Kq57Sv2gfGnf05p6Nt5GVbiG+okLcbKuT9ioPn/zO7tNy0za9v76/38OlbE0ra/zs1\nnpRXMtonCNWXSThvrjn7e0wWObyrfSNz++Uboa0tSinX0NIIby2A7R9CeDI8vRJihxpdlUvT0K6U\nMobJ3Bm0OdfIy6bOIH/WKn3JuVfpQabbtP+57ZdXkEy+6RiB6S8r9kauLp+5f6ClDlpq5e32SUDt\n4z3P7DUHoO1Ar7A0WT33i5BQ7hepLUZKKddWXQJ/nQtHt8LAKfDUpzoh5hJoaFdKuSYPb1mhP+8q\nfW1nmO/oq6/uHIN5oY2yAJg6Z9W3z7C3WKW/22I992Uy0+WwIJDw3fmOzNdvbZHWFHuz3La2dL5t\na+gM6ucM46fxCpR//+mn4nq3ve0bLi1KSinlTk7shudvharjMPEheOBl8PQyuiq3oKFdKeV+TObO\nqThnnjTbrrWlM8Q3V0tI7hh12XZrq5f2krqS3qvd7Cmr/oED2mbhB3TOxbf6y/vt4zM1lCul+pI9\nK+C1+6G5XqbD3PjzvtXO2MM0tCul+iaLVVpG/C7hJVdHq7TjtLZc+DpzlZ3THmxMJnnfYpWDsSxe\nbbfWrm/r6bNKqf7G6YS1/wuf/ExeRX1yKYy6w+iq3I4+eiillNki7TH4GV2JUkr1LfYWeP9p+O41\nCIqVE04TxxhdlVvS0K6UUkoppbpf/Ul46U7I/RskjIFFn0HIAKOrclsa2pVSSimlVPeqOArP3QQl\nB2HUnbDgLbD6Gl2VW9PQrpRSSimlus+xHfD8HKgphZk/hXm/A7OOob1aGtqVUkoppVT3yP4CXr0H\nWhrg3r/A9c8aXVGfoaFdKaWUUkpdvQ2vwPuLZFztE0th1DyjK+pTNLQrpZRSSqkr53TCin+BL/4D\n/MLgmRWQMsnoqvocDe1KKaWUUurK2Fvg7cfh+7chYiA8uwqiBhtdVZ+koV0ppZRSSl2+xmoZ6Xhw\nHSRPgEXLITDS6Kr6LA3tSimllFLq8lSdgOduhsJsyJwLj72nIx17mIZ2pZRSSil16YoPwJ9mwqlC\nuO4ZuPdPcrK06lEa2pVSSiml1KUp3Av/dwPUlsn89Vk/A5PJ6Kr6BQ3tSimllFLq4k7shv+bAXUV\ncN/zMO1poyvqVzS0K6WUUkqpCyvIkpaYhip44GW4ZqHRFfU7GtqVUkoppdT5Hd0Gf54l02LmL4bJ\njxhdUb+koV0ppZRSSp1b3mb482xoroNH3oIJDxpdUb+loV0ppZRSSp3t8Eb4y01ga5SRjmPvNbqi\nfk1Du1JKKaWU6irnb/D8HDnx9PEPYfSdRlfU72loV0oppZRSnQ6shRduA4cdnlgCI+caXZFCQ7tS\nSimllGp3+Dt44VZwOuCpT2H4HKMrUm00tCullFJKKSg7DH+dC602WLQcht9sdEXqNBralVJKKaX6\nu7pKeO5mqK+UOewa2F2O2egClFJKKaWUgWzN8OI8KDsEN/5cD05yURralVJKKaX6K6cT3noUDm+A\n0XfD3N8YXZE6Dw3tSimllFL91Ypfwbb3IGUSPPImmDUauir9P6OUUkop1R9tfhO++HcIT4FFn4HV\nx+iK1AVoaFdKKaWU6m9yvoZ3FoJvCDz7BQREGF2RuggN7UoppZRS/UnxAXjpDnn7qU8hOs3YetQl\n0ZGPSimllFL9RUsjvHQnNJyCBW9D6nVGV6Quka60K6WUUkr1F8v/H5QcgGnPwoQHja5GXQYN7Uop\npZRS/UHO32DdHyEqFe74ndHVqMukoV0ppZRSqq9rrIE3HwaTGR55G6y+RlekLpOGdqWUUkqpvu7j\nH8PJApj9T5A83uhq1BXQ0K6UUkop1Zft+gw2vQ4Jo+Hm/2d0NeoKaWhXSimllOqrasrg3YXg4QWP\nvAUeVqMrUldIRz4qpZRSSvVFTie89xTUlsNdf4DYYUZXpK6CrrQrpZRSSvVF378Duz6FwdfB9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nba.shot_chart_jointgrid(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " title=\"Stephen Curry FGA 2015-16 Season\",\n", " joint_type=\"kde\", cmap=cmap,\n", " marginals_color=cmap(.3), marginals_type=\"kde\",\n", " joint_kde_shade=False, marginals_kde_shade=False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "####Scatter plot and KDE contours on the same plot" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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OdpXTiJhAt0rKsl0bYM5YWP0r4IPareHc/9nwHhoe6NaJlHUK7UFOoV2ktPFk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\nIfqPP4j64w9SLl+uLmsFKIlEdPP3x7p/f2z698cqIOCJaLjTkag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MF3LCaVD1NuKoQtVo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PP1NwzdsdNhHfYd77zDqgcfRO3ry31bthA8dDgvL0pkwbJDLFh2iJcXJaLV6e1tpqAzsv1T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\nwG46L888FlUZjYGFQ2kHAACwm45LM4+Udsegt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create the JointGrid object\n", "grid = nba.shot_chart_jointgrid(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " title=\"Stephen Curry FGA 2015-16 Season\",\n", " joint_type=\"scatter\", marginals_color=cmap(.3),\n", " marginals_type=\"kde\", joint_kde_shade=False)\n", "\n", "grid.plot_joint(sns.kdeplot, cmap=plt.cm.OrRd_r)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Creating a Heatmap for Field Goal Percentage\n", "The `heatmap()` function allows us to plot a players FG%. All we need to do is pass in the x and y coordinates of the shot locations, and the an indicator that tells the function whether the FGA was made. The column that contains this information is called \"SHOT_MADE_FLAG\"." ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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5DuPys7myXwFpSvRExCeO4313q58feUr6RORHQo7Dnv3y2LNfHgDltRG+XlvJ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\nAABCiGmaPkljJH0k6StJc0zT3GQYxijDMO49ddoESU0kvWQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "heatmap = nba.heatmap(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " curry_shots_df.SHOT_MADE_FLAG)\n", "\n", "fig = plt.gcf()\n", "fig.colorbar(heatmap)\n", "plt.title(\"Curry FG% by Location, 2015-16 Season\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can adjust the size of the boxes by adjusting the the number of bins along the x-axis via the `bins` paramter. To increase the size of the bins, decrease the number of bins. (The default values is 20)." ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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fiOxUQXaQgycUcfCET2551tLZQ+s7zfREo0SjkBlwyM8IUJgZUFetiCQ9VfpE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\n8/jx439eUlKydsaMGW8Q+P5VIBAI33vvvcvGjBmz6oYbbrh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cPomaAQAAEGmHtmz5P/pm\ny5b7jTETJIVd133i0JgySSPUvGXLWNd1PzzWOQl9AAAAHsCWLQAAAB5A6AMAAPAAQh8AAIAHEPoA\nAAA8gNAHAADgAYQ+AAAADyD0AQAAeAChDwAAwAP+PzD8c/N57kyYAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "heatmap = nba.heatmap(curry_shots_df.LOC_X, curry_shots_df.LOC_Y,\n", " curry_shots_df.SHOT_MADE_FLAG, bins=12)\n", "\n", "fig = plt.gcf()\n", "fig.colorbar(heatmap)\n", "plt.title(\"Curry FG% by Location, 2015-16 Season\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Adding a Player's Image to the Shot Chart\n", "###Getting the Image using `get_player_img()`\n", "All we need to do to get a player's image is to pass in his player id into the `get_player_img()` function." ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": true }, "outputs": [], "source": [ "img = nba.get_player_img(curry_id)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`get_player_img()` allows returns a `numpy array`, which allows us to plot the image using matplotlib." ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(img)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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mKIS4uPNtdhJjmAnjB9GHSRTbeznlUhFXf6a42WZyfetxlGE9SgvEdJFRzq/0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\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ZXVk9mJyzWFNjao1pGkzjg3wo61B7BNx0HPgpcByRsbR4JtoSd6X9YLEdvZEDuN0PzKWT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\nYAAwEOMBAwYMGDBgwIABAwD4J4ZGw9rM+cYFAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(img)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "###Plotting the image using `OffsetImage`\n", "To plot the player's image we need to import `OffsetImage`. It allows us to plot the image where ever we want on our shot chart." ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from matplotlib.offsetbox import OffsetImage" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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PZzHWTDh+UQerFuTwXEHcrNNU+gRPWZaRkOEHOWzbhiwjJaVRqwI5HBSOsEjT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cuWUbR0KZGiIpK7djH84IOYnZ2T/tl0HxrsDPJCCCFcNNIHOx6AjgNQMR82/QOUz1Fakv1hHs4P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\n+YdY0EvKKObF+1E/RnEv4i4K1o/T4yFOY0fh1L/C5dchfyE8+o+QVWJ6K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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create our JointGrid - jointplot() returns a JointGrid object\n", "grid = nba.shot_chart_jointplot(curry_shots_df.LOC_X, \n", " curry_shots_df.LOC_Y, kind=\"kde\",\n", " title=\"Stephen Curry FGA 2015-16 Season\",\n", " color=cmap(.2), cmap=cmap, n_levels=20)\n", "\n", "# Create the OffsetImage object, also set the zoom\n", "offset_img = OffsetImage(img, zoom=0.6)\n", "\n", "# Pass in the x,y coordinates of where we want the \n", "# image to be plotted\n", "offset_img.set_offset((621, 584))\n", "\n", "# Pass in the OffsetImage object to the add_artist() method \n", "# from the joint plot Axes, in order to plot the image\n", "grid.ax_joint.add_artist(offset_img)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Creating Interactive Shot Charts using `bokeh_shot_chart()`\n", "Lets import what we need to plot our shot charts in the notebook." ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", "
\n", " \n", " BokehJS successfully loaded.\n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# output_notebook lets use render the Javascript in the IPython/Jupyter notebook\n", "from bokeh.plotting import output_notebook, show\n", "\n", "# Load BokehJS to render chart in the notebook\n", "output_notebook()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To create our interactive shot chart we can use `bokeh_shot_chart()`. The function accepts the `DataFrame` with the shot chart data as the first argument. We can also pass in string values, that represent columns in the `DataFrame`, for the x and y parameters. The function, by default expects that the `DataFrame` we pass in contain columns called \"LOC_X\" and \"LOC_Y\"." ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = nba.bokeh_shot_chart(curry_shots_df)\n", "show(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we pass in columns that aren't in the `DataFrame`, then nothing gets plotted except for the court." ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "ERROR:/home/savvas/miniconda/envs/py3/lib/python3.4/site-packages/bokeh/validation/check.py:E-1001 (BAD_COLUMN_NAME): Glyph refers to nonexistent column name: b, z [renderer: GlyphRenderer, ViewModel:GlyphRenderer, ref _id: e6b7b19a-44ec-4dd6-9fab-e7b8b61c3951]\n" ] }, { "data": { "text/html": [ "\n", "
\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = nba.bokeh_shot_chart(curry_shots_df, \"z\", \"b\")\n", "show(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###Adding a Hover Tool\n", "Before creating a tooltip for our shot chart, lets set things up so we can add some color to differentiate between missed and made FGAs.\n", "\n", "First we create two dictionaries. One dictionary is our colormap to differentiate between missed and made shots. The other dictionary contains the text indicating a missed or made shot." ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Create our dictionaries\n", "# This dict provides the color indicating missed or made shots\n", "colormap = {0: 'tomato', 1: '#1f77b4'}\n", "# This dict provides the text\n", "shot_outcome = {0: \"MISSED\", 1: \"MADE\"}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then add two new columns to our DataFrame containing the values of our dictionaries. We do this by using the `map` method from the *SHOT_MADE_FLAG* column and use `lambda` to create an [anonymous function](http://www.python-course.eu/python3_lambda.php) that maps the values for each row (or shot) based on whether the *SHOT_MADE_FLAG* equals the keys in our dictionaries (0 for a missed shot and 1 for made shot)." ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Add our new columns\n", "# For each row (or shot) the new column value will be based\n", "# on whether the SHOT_MADE_FLAG is 0 or 1\n", "# If 0, then the color for that row will be tomato and its\n", "# 'shot_outcome' will be 'Missed'\n", "# If 1, then the color for that row will be #1f77b4 and its \n", "# shot_outcome will be 'Made'\n", "curry_shots_df['color'] = curry_shots_df.SHOT_MADE_FLAG.map(lambda x: colormap[x])\n", "curry_shots_df['shot_outcome'] = curry_shots_df.SHOT_MADE_FLAG.map(lambda x: shot_outcome[x])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To indicate the information we want in our hover tool, we create a list of (field name, value) tuples. The field name is just the text label that will show up on the tooltip. The value is just the column name, prefixed with an '@', that contains the data that will show up on the tooltip. Read more on the hover tool [here](http://bokeh.pydata.org/en/0.10.0/docs/user_guide/tools.html#hover-tool)." ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# The values prefixed by '@' are just column names from our DataFrame\n", "# $index is just the index (row) value for each shot attempt,\n", "# starting from 0\n", "tooltips=[(\"Shot Index\", \"$index\"), (\"Shot Type\", \"@SHOT_TYPE\"),\n", " (\"Shot Outcome\", \"@shot_outcome\"), (\"Action Type\", \"@ACTION_TYPE\"),\n", " (\"Shot Distance\", \"@SHOT_DISTANCE ft\")]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now add our hover tool by setting `hover_tool` to `True` and passing in the above list to `tooltips`. To differentiate between missed and made FGAs we set `fill_color` to the column name (\"color\") that contains the color values we mapped into our `DataFrame`." ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "\n", "
\n", "\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = nba.bokeh_shot_chart(curry_shots_df, fill_color=\"color\",\n", " hover_tool=True, tooltips=tooltips)\n", "show(fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##Similar Libraries\n", "Here are some NBA stats oriented libraries for Python and R:\n", "\n", "Python:\n", "- [py-Goldsberry](https://github.com/bradleyfay/py-Goldsberry)\n", "- [nba_py](https://github.com/seemethere/nba_py)\n", "\n", "R:\n", "- [nbastatR](https://github.com/abresler/nbastatR)\n", "\n", "##Useful Resources and Blog Posts\n", "Here are a few resources and blog posts (including a couple of my own) that make use of the NBA stats API:\n", "\n", "- [Nylon Calculus](http://nyloncalculus.com/) - The best NBA analytics website. \n", " - Check out their [Nylon Calculus 101 page](http://nyloncalculus.com/glossary/). It contains a lot of useful information and a few Python tutorials.\n", "- [Web Scraping 201: Finding the API](http://www.gregreda.com/2015/02/15/web-scraping-finding-the-api/) - A tutorial on scraping the NBA stats API using Python.\n", "- [My own blog](savvastjortjoglou.com) and my [post](http://savvastjortjoglou.com/nba-shot-sharts.html) that goes over creating shot charts.\n", "- [Exploring NBA Data with Python](http://www.danielforsyth.me/exploring_nba_data_in_python/) - Another NBA stats API Python tutorial.\n", "- [Creating NBA Shot Charts](http://www.danvatterott.com/blog/2015/12/22/creating-nba-shot-charts/) - Goes over how to plot FG percentage and FGA using Python.\n", "- [How to Create NBA Shot Charts in R](http://thedatagame.com.au/2015/09/27/how-to-create-nba-shot-charts-in-r/) - An R tutorial that goes over how to create shot charts using ggplot2." ] } ], "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": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }