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alias pip-upgrade-all="echo 'pip list -o | cut -d \" \" -f1 | xargs -n1 pip install -U'; pip list -o | cut -d ' ' -f1 | xargs -n1 pip install -U"

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from __future__ import print_function
import numpy as np
import sys
import json


def csvToArray(csvfile, skeys=[], ikeys=[], fkeys=[], delimiter=',', vbose=0):
    
    ifp = open(csvfile,'r')
    hd = ifp.next()

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the data for the following R pub

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csv file of lineup slot and fielding position for baseball lineups going back to 1902

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The MIT License (MIT)

Copyright (c) 2016 Ben Dilday

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SO

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game_id,home_team,away_team,offender,recip,pit_id,bat_id,bat_ondeck_id,inn,outs,s1,s2,s3,s4,s5,s6,sTotal
BAL196104162,BAL,MIN,MIN1961,BAL1961,kralj101,triag101,hansr102,1,1,9,3,3,3,0,0,18
BAL196104240,BAL,CLE,BAL1961,CLE1961,pappm101,kirkw101,philb102,6,1,4,3,0,3,0,0,10
BAL196105170,BAL,DET,BAL1961,DET1961,fishj101,cashn101,boros101,7,1,3,3,0,3,0,0,9
BAL196106062,BAL,LAA,LAA1961,BAL1961,mcbrk101,triag101,hansr102,4,2,6,3,0,3,3,0,15
BAL196106080,BAL,MIN,BAL1961,MIN1961,fishj101,killh102,allib103,8,1,2,3,0,3,0,0,8
BAL196106300,BAL,DET,DET1961,BAL1961,bunnj101,triag101,hansr102,6,1,4,3,0,3,0,0,10
BAL196106300,BAL,DET,BAL1961,DET1961,wilhh101,cashn101,boros101,9,0,1,3,0,3,3,0,10
BAL196107010,BAL,DET,BAL1961,DET1961,stocw101,maxwc101,aguih101,8,2,2,0,3,3,3,0,11
BAL196107010,BAL,DET,BAL1961,DET1961,hyded101,cashn101,boros101,11,1,1,3,0,3,0,0,7

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bbrefid
bagweje01
bondsba01
clemero02
hoffmtr01
kentje01
martied01
mcgrifr01
mussimi01
raineti01

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Gender Rank,Occupation,Gender,Individuals,Average Taxable Income $
795,Abattoir process worker; Meat process worker; Meatworker – meatworker’s labourer,Female,5961,36359
881,Abattoir process worker; Meat process worker; Meatworker – meatworker’s labourer,Male,17241,40954
699,Aboriginal and Torres Strait Islander education worker,Female,1386,40926
828,Aboriginal and Torres Strait Islander education worker,Male,636,44077
641,Aboriginal and Torres Strait Islander health liaison officer; Aboriginal and Torres Strait Islander health worker,Female,1878,43545
760,Aboriginal and Torres Strait Islander health liaison officer; Aboriginal and Torres Strait Islander health worker,Male,903,47833
200,Accountant; Bank accountant; Chartered accountant; Financial analyst,Female,78380,71552
136,Accountant; Bank accountant; Chartered accountant; Financial analyst,Male,77112,105107
157,Accounting practice manager; Architectural practice manager; Legal practice manager; Manager – other practice; Veterinary practice manager,Female