fpdb/pyfpdb/Stats.py

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#!/usr/bin/env python
"""Manage collecting and formatting of stats and tooltips.
"""
# Copyright 2008, Ray E. Barker
#
# This program is free software; you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation; either version 2 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program; if not, write to the Free Software
# Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
########################################################################
# How to write a new stat:
# 0 Do not use a name like "xyz_2". Names ending in _ and a single digit are
# used to indicate the number of decimal places the user wants to see in the Hud.
# 1 You can see a listing of all the raw stats (e.g., from the HudCache table)
# by running Database.py as a stand along program. You need to combine
# those raw stats to get stats to present to the HUD. If you need more
# information than is in the HudCache table, then you have to write SQL.
# 2 The raw stats seen when you run Database.py are available in the Stats.py
# in the stat_dict dict. For example the number of vpips would be
# stat_dict[player]['vpip']. So the % vpip is
# float(stat_dict[player]['vpip'])/float(stat_dict[player]['n']). You can see how the
# keys of stat_dict relate to the column names in HudCache by inspecting
# the proper section of the SQL.py module.
# The stat_dict keys should be in lower case, i.e. vpip not VPIP, since
# postgres returns the column names in lower case.
# 3 You have to write a small function for each stat you want to add. See
# the vpip() function for example. This function has to be protected from
# exceptions, using something like the try:/except: paragraphs in vpip.
# 4 The name of the function has to be the same as the of the stat used
# in the config file.
# 5 The stat functions have a peculiar return value, which is outlined in
# the do_stat function. This format is useful for tool tips and maybe
# other stuff.
# 6 For each stat you make add a line to the __main__ function to test it.
# Standard Library modules
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#import sys
# pyGTK modules
import pygtk
import gtk
import re
# FreePokerTools modules
import Configuration
import Database
re_Places = re.compile("_[0-9]$")
re_Percent = re.compile("%$")
# String manipulation
import codecs
encoder = codecs.lookup(Configuration.LOCALE_ENCODING)
def do_tip(widget, tip):
(_tip, _len) = encoder.encode(tip)
widget.set_tooltip_text(_tip)
def do_stat(stat_dict, player = 24, stat = 'vpip'):
match = re_Places.search(stat)
if match is None:
result = eval("%(stat)s(stat_dict, %(player)d)" % {'stat': stat, 'player': player})
else:
base = stat[0:-2]
places = int(stat[-1:])
result = eval("%(stat)s(stat_dict, %(player)d)" % {'stat': base, 'player': player})
match = re_Percent.search(result[1])
if match is None:
result = (result[0], "%.*f" % (places, result[0]), result[2], result[3], result[4], result[5])
else:
result = (result[0], "%.*f%%" % (places, 100*result[0]), result[2], result[3], result[4], result[5])
return result
# OK, for reference the tuple returned by the stat is:
# 0 - The stat, raw, no formating, eg 0.33333333
# 1 - formatted stat with appropriate precision and punctuation, eg 33%
# 2 - formatted stat with appropriate precision, punctuation and a hint, eg v=33%
# 3 - same as #2 except name of stat instead of hint, eg vpip=33%
# 4 - the calculation that got the stat, eg 9/27
# 5 - the name of the stat, useful for a tooltip, eg vpip
###########################################
# functions that return individual stats
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def totalprofit(stat_dict, player):
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""" Total Profit."""
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if stat_dict[player]['net'] != 0:
stat = float(stat_dict[player]['net']) / 100
return (stat, '$%.2f' % stat, 'tp=$%.2f' % stat, 'totalprofit=$%.2f' % stat, str(stat), 'Total Profit')
return ('0', '$0.00', 'tp=0', 'totalprofit=0', '0', 'Total Profit')
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def playername(stat_dict, player):
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""" Player Name."""
return (stat_dict[player]['screen_name'],
stat_dict[player]['screen_name'],
stat_dict[player]['screen_name'],
stat_dict[player]['screen_name'],
stat_dict[player]['screen_name'],
stat_dict[player]['screen_name'])
def vpip(stat_dict, player):
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""" Voluntarily put $ in the pot."""
stat = 0.0
try:
stat = float(stat_dict[player]['vpip'])/float(stat_dict[player]['n'])
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return (stat,
'%3.1f' % (100*stat) + '%',
'v=%3.1f' % (100*stat) + '%',
'vpip=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['vpip'], stat_dict[player]['n']),
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'Voluntarily Put In Pot %'
)
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except: return (stat,
'%3.1f' % (0) + '%',
'v=%3.1f' % (0) + '%',
'vpip=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
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'Voluntarily Put In Pot %'
)
def pfr(stat_dict, player):
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""" Preflop (3rd street) raise."""
stat = 0.0
try:
stat = float(stat_dict[player]['pfr'])/float(stat_dict[player]['n'])
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return (stat,
'%3.1f' % (100*stat) + '%',
'p=%3.1f' % (100*stat) + '%',
'pfr=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['pfr'], stat_dict[player]['n']),
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'Pre-Flop Raise %'
)
except:
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return (stat,
'%3.1f' % (0) + '%',
'p=%3.1f' % (0) + '%',
'pfr=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
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'Pre-Flop Raise %'
)
def wtsd(stat_dict, player):
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""" Went to SD when saw flop/4th."""
stat = 0.0
try:
stat = float(stat_dict[player]['sd'])/float(stat_dict[player]['saw_f'])
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return (stat,
'%3.1f' % (100*stat) + '%',
'w=%3.1f' % (100*stat) + '%',
'wtsd=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['sd'], stat_dict[player]['saw_f']),
'% went to showdown'
)
except:
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return (stat,
'%3.1f' % (0) + '%',
'w=%3.1f' % (0) + '%',
'wtsd=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'% went to showdown'
)
def wmsd(stat_dict, player):
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""" Won $ at showdown."""
stat = 0.0
try:
stat = float(stat_dict[player]['wmsd'])/float(stat_dict[player]['sd'])
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return (stat,
'%3.1f' % (100*stat) + '%',
'w=%3.1f' % (100*stat) + '%',
'wmsd=%3.1f' % (100*stat) + '%',
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'(%5.1f/%d)' % (float(stat_dict[player]['wmsd']), stat_dict[player]['sd']),
'% won money at showdown'
)
except:
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return (stat,
'%3.1f' % (0) + '%',
'w=%3.1f' % (0) + '%',
'wmsd=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'% won money at showdown'
)
def profit100(stat_dict, player):
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""" Profit won per 100 hands (no decimal places)."""
stat = 0.0
try:
stat = float(stat_dict[player]['net'])/float(stat_dict[player]['n'])
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return (stat,
'%.0f' % (100.0*stat),
'p=%.0f' % (100.0*stat),
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'p/100=%.0f' % (100.0*stat),
'%d/%d' % (stat_dict[player]['net'], stat_dict[player]['n']),
'profit/100hands'
)
except:
print "exception calcing p/100: 100 * %d / %d" % (stat_dict[player]['net'], stat_dict[player]['n'])
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return (stat,
'%.0f' % (0),
'p=%.0f' % (0),
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'p/100=%.0f' % (0),
'(%d/%d)' % (0, 0),
'profit/100hands'
)
def saw_f(stat_dict, player):
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""" Saw flop/4th."""
try:
num = float(stat_dict[player]['saw_f'])
den = float(stat_dict[player]['n'])
stat = num/den
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return (stat,
'%3.1f' % (100*stat) + '%',
'sf=%3.1f' % (100*stat) + '%',
'saw_f=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['saw_f'], stat_dict[player]['n']),
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'Flop Seen %'
)
except:
stat = 0.0
num = 0
den = 0
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return (stat,
'%3.1f' % (stat) + '%',
'sf=%3.1f' % (stat) + '%',
'saw_f=%3.1f' % (stat) + '%',
'(%d/%d)' % (num, den),
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'Flop Seen %'
)
def n(stat_dict, player):
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""" Number of hands played."""
try:
# If sample is large enough, use X.Yk notation instead
_n = stat_dict[player]['n']
fmt = '%d' % _n
if _n >= 10000:
k = _n / 1000
c = _n % 1000
_c = float(c) / 100.0
d = int(round(_c))
if d == 10:
k += 1
d = 0
fmt = '%d.%dk' % (k, d)
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return (stat_dict[player]['n'],
'%s' % fmt,
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'n=%d' % (stat_dict[player]['n']),
'n=%d' % (stat_dict[player]['n']),
'(%d)' % (stat_dict[player]['n']),
'number hands seen'
)
except:
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return (0,
'%d' % (0),
'n=%d' % (0),
'n=%d' % (0),
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'(%d)' % (0),
'number hands seen'
)
def fold_f(stat_dict, player):
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""" Folded flop/4th."""
stat = 0.0
try:
stat = float(stat_dict[player]['fold_2'])/float(stat_dict[player]['saw_f'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'ff=%3.1f' % (100*stat) + '%',
'fold_f=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['fold_2'], stat_dict[player]['saw_f']),
'folded flop/4th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'ff=%3.1f' % (0) + '%',
'fold_f=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'folded flop/4th'
)
def steal(stat_dict, player):
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""" Steal %."""
stat = 0.0
try:
stat = float(stat_dict[player]['steal'])/float(stat_dict[player]['steal_opp'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'st=%3.1f' % (100*stat) + '%',
'steal=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['steal'], stat_dict[player]['steal_opp']),
'% steal attempted'
)
except:
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return (stat, 'NA', 'st=NA', 'steal=NA', '(0/0)', '% steal attempted')
def f_SB_steal(stat_dict, player):
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""" Folded SB to steal."""
stat = 0.0
try:
stat = float(stat_dict[player]['sbnotdef'])/float(stat_dict[player]['sbstolen'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'fSB=%3.1f' % (100*stat) + '%',
'fSB_s=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['sbnotdef'], stat_dict[player]['sbstolen']),
'% folded SB to steal'
)
except:
return (stat,
'NA',
'fSB=NA',
'fSB_s=NA',
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'(0/0)',
'% folded SB to steal')
def f_BB_steal(stat_dict, player):
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""" Folded BB to steal."""
stat = 0.0
try:
stat = float(stat_dict[player]['bbnotdef'])/float(stat_dict[player]['bbstolen'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'fBB=%3.1f' % (100*stat) + '%',
'fBB_s=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['bbnotdef'], stat_dict[player]['bbstolen']),
'% folded BB to steal'
)
except:
return (stat,
'NA',
'fBB=NA',
'fBB_s=NA',
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'(0/0)',
'% folded BB to steal')
def three_B(stat_dict, player):
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""" Three bet preflop/3rd."""
stat = 0.0
try:
stat = float(stat_dict[player]['tb_0'])/float(stat_dict[player]['tb_opp_0'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'3B=%3.1f' % (100*stat) + '%',
'3B_pf=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['tb_0'], stat_dict[player]['tb_opp_0']),
'% 3/4 Bet preflop/3rd'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'3B=%3.1f' % (0) + '%',
'3B_pf=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'% 3/4 Bet preflop/3rd'
)
def WMsF(stat_dict, player):
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""" Won $ when saw flop/4th."""
stat = 0.0
try:
stat = float(stat_dict[player]['w_w_s_1'])/float(stat_dict[player]['saw_1'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'wf=%3.1f' % (100*stat) + '%',
'w_w_f=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['w_w_s_1'], stat_dict[player]['saw_f']),
'% won$/saw flop/4th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'wf=%3.1f' % (0) + '%',
'w_w_f=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'% won$/saw flop/4th'
)
def a_freq1(stat_dict, player):
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""" Flop/4th aggression frequency."""
stat = 0.0
try:
stat = float(stat_dict[player]['aggr_1'])/float(stat_dict[player]['saw_f'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'a1=%3.1f' % (100*stat) + '%',
'a_fq_1=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['aggr_1'], stat_dict[player]['saw_f']),
'Aggression Freq flop/4th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'a1=%3.1f' % (0) + '%',
'a_fq_1=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'Aggression Freq flop/4th'
)
def a_freq2(stat_dict, player):
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""" Turn/5th aggression frequency."""
stat = 0.0
try:
stat = float(stat_dict[player]['aggr_2'])/float(stat_dict[player]['saw_2'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'a2=%3.1f' % (100*stat) + '%',
'a_fq_2=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['aggr_2'], stat_dict[player]['saw_2']),
'Aggression Freq turn/5th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'a2=%3.1f' % (0) + '%',
'a_fq_2=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'Aggression Freq turn/5th'
)
def a_freq3(stat_dict, player):
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""" River/6th aggression frequency."""
stat = 0.0
try:
stat = float(stat_dict[player]['aggr_3'])/float(stat_dict[player]['saw_3'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'a3=%3.1f' % (100*stat) + '%',
'a_fq_3=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['aggr_3'], stat_dict[player]['saw_3']),
'Aggression Freq river/6th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'a3=%3.1f' % (0) + '%',
'a_fq_3=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'Aggression Freq river/6th'
)
def a_freq4(stat_dict, player):
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""" 7th street aggression frequency."""
stat = 0.0
try:
stat = float(stat_dict[player]['aggr_4'])/float(stat_dict[player]['saw_4'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'a4=%3.1f' % (100*stat) + '%',
'a_fq_4=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['aggr_4'], stat_dict[player]['saw_4']),
'Aggression Freq 7th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'a4=%3.1f' % (0) + '%',
'a_fq_4=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
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'Aggression Freq 7th'
)
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def a_freq_123(stat_dict, player):
""" Post-Flop aggression frequency."""
stat = 0.0
try:
stat = float( stat_dict[player]['aggr_1'] + stat_dict[player]['aggr_2'] + stat_dict[player]['aggr_3']
) / float( stat_dict[player]['saw_1'] + stat_dict[player]['saw_2'] + stat_dict[player]['saw_3']);
return (stat,
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'%3.1f' % (100*stat) + '%',
'afq=%3.1f' % (100*stat) + '%',
'postf_aggfq=%3.1f' % (100*stat) + '%',
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'(%d/%d)' % ( stat_dict[player]['aggr_1']
+ stat_dict[player]['aggr_2']
+ stat_dict[player]['aggr_3']
, stat_dict[player]['saw_1']
+ stat_dict[player]['saw_2']
+ stat_dict[player]['saw_3']
),
'Post-Flop Aggression Freq'
)
except:
return (stat,
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'%2.0f' % (0) + '%',
'a3=%2.0f' % (0) + '%',
'a_fq_3=%2.0f' % (0) + '%',
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'(%d/%d)' % (0, 0),
'Post-Flop Aggression Freq'
)
def cb1(stat_dict, player):
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""" Flop continuation bet."""
stat = 0.0
try:
stat = float(stat_dict[player]['cb_1'])/float(stat_dict[player]['cb_opp_1'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'cb1=%3.1f' % (100*stat) + '%',
'cb_1=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['cb_1'], stat_dict[player]['cb_opp_1']),
'% continuation bet flop/4th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'cb1=%3.1f' % (0) + '%',
'cb_1=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'% continuation bet flop/4th'
)
def cb2(stat_dict, player):
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""" Turn continuation bet."""
stat = 0.0
try:
stat = float(stat_dict[player]['cb_2'])/float(stat_dict[player]['cb_opp_2'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'cb2=%3.1f' % (100*stat) + '%',
'cb_2=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['cb_2'], stat_dict[player]['cb_opp_2']),
'% continuation bet turn/5th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'cb2=%3.1f' % (0) + '%',
'cb_2=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'% continuation bet turn/5th'
)
def cb3(stat_dict, player):
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""" River continuation bet."""
stat = 0.0
try:
stat = float(stat_dict[player]['cb_3'])/float(stat_dict[player]['cb_opp_3'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'cb3=%3.1f' % (100*stat) + '%',
'cb_3=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['cb_3'], stat_dict[player]['cb_opp_3']),
'% continuation bet river/6th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'cb3=%3.1f' % (0) + '%',
'cb_3=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'% continuation bet river/6th'
)
def cb4(stat_dict, player):
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""" 7th street continuation bet."""
stat = 0.0
try:
stat = float(stat_dict[player]['cb_4'])/float(stat_dict[player]['cb_opp_4'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'cb4=%3.1f' % (100*stat) + '%',
'cb_4=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['cb_4'], stat_dict[player]['cb_opp_4']),
'% continuation bet 7th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'cb4=%3.1f' % (0) + '%',
'cb_4=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'% continuation bet 7th'
)
def ffreq1(stat_dict, player):
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""" Flop/4th fold frequency."""
stat = 0.0
try:
stat = float(stat_dict[player]['f_freq_1'])/float(stat_dict[player]['was_raised_1'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'ff1=%3.1f' % (100*stat) + '%',
'ff_1=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['f_freq_1'], stat_dict[player]['was_raised_1']),
'% fold frequency flop/4th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'ff1=%3.1f' % (0) + '%',
'ff_1=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'% fold frequency flop/4th'
)
def ffreq2(stat_dict, player):
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""" Turn/5th fold frequency."""
stat = 0.0
try:
stat = float(stat_dict[player]['f_freq_2'])/float(stat_dict[player]['was_raised_2'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'ff2=%3.1f' % (100*stat) + '%',
'ff_2=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['f_freq_2'], stat_dict[player]['was_raised_2']),
'% fold frequency turn/5th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'ff2=%3.1f' % (0) + '%',
'ff_2=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'% fold frequency turn/5th'
)
def ffreq3(stat_dict, player):
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""" River/6th fold frequency."""
stat = 0.0
try:
stat = float(stat_dict[player]['f_freq_3'])/float(stat_dict[player]['was_raised_3'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'ff3=%3.1f' % (100*stat) + '%',
'ff_3=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['f_freq_3'], stat_dict[player]['was_raised_3']),
'% fold frequency river/6th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'ff3=%3.1f' % (0) + '%',
'ff_3=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'% fold frequency river/6th'
)
def ffreq4(stat_dict, player):
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""" 7th fold frequency."""
stat = 0.0
try:
stat = float(stat_dict[player]['f_freq_4'])/float(stat_dict[player]['was_raised_4'])
return (stat,
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'%3.1f' % (100*stat) + '%',
'ff4=%3.1f' % (100*stat) + '%',
'ff_4=%3.1f' % (100*stat) + '%',
'(%d/%d)' % (stat_dict[player]['f_freq_4'], stat_dict[player]['was_raised_4']),
'% fold frequency 7th'
)
except:
return (stat,
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'%3.1f' % (0) + '%',
'ff4=%3.1f' % (0) + '%',
'ff_4=%3.1f' % (0) + '%',
'(%d/%d)' % (0, 0),
'% fold frequency 7th'
)
if __name__== "__main__":
c = Configuration.Config()
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db_connection = Database.Database(c)
h = db_connection.get_last_hand()
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stat_dict = db_connection.get_stats_from_hand(h, "ring")
for player in stat_dict.keys():
print "player = ", player, do_stat(stat_dict, player = player, stat = 'vpip')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'pfr')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'wtsd')
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print "player = ", player, do_stat(stat_dict, player = player, stat = 'profit100')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'saw_f')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'n')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'fold_f')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'wmsd')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'steal')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'f_SB_steal')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'f_BB_steal')
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print "player = ", player, do_stat(stat_dict, player = player, stat = 'three_B')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'WMsF')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'a_freq1')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'a_freq2')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'a_freq3')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'a_freq4')
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print "player = ", player, do_stat(stat_dict, player = player, stat = 'a_freq_123')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'cb1')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'cb2')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'cb3')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'cb4')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'ffreq1')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'ffreq2')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'ffreq3')
print "player = ", player, do_stat(stat_dict, player = player, stat = 'ffreq4')
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print "\n"
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print "\n\nLegal stats:"
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print "(add _0 to name to display with 0 decimal places, _1 to display with 1, etc)\n"
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for attr in dir():
if attr.startswith('__'): continue
if attr in ("Configuration", "Database", "GInitiallyUnowned", "gtk", "pygtk",
"player", "c", "db_connection", "do_stat", "do_tip", "stat_dict",
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"h", "re", "re_Percent", "re_Places"): continue
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print "%-14s %s" % (attr, eval("%s.__doc__" % (attr)))
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# print " <pu_stat pu_stat_name = \"%s\"> </pu_stat>" % (attr)
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print
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db_connection.close_connection