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bianjiang/psm.ipynb

Created February 6, 2021 20:46
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Propensity Scoring Matching
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psm_sample_data.csv
OUTCOME MPEC SEX INDEX_DATE BIRTH_DATE RACE wgCCI PATID
0 0.3039823940432972 F 2016-09-02 1982-04-10 WHITE 0.0 0
0 0.0875706214689265 F 2017-01-13 1956-10-17 BLACK 3.0 1
0 0.4899541391977219 F 2014-04-02 1954-04-09 WHITE 1.0 2
0 0.3308217457257744 F 2016-05-14 1960-06-22 WHITE 3.0 3
0 0.0662415074990385 F 2015-09-05 1954-10-01 WHITE 3.0 4
0 0.3879034445982336 F 2015-05-02 1956-03-26 WHITE 0.0 5
0 0.5060663315609195 F 2017-07-06 1967-05-12 WHITE 0.0 6
0 0.0 F 2016-01-27 1965-11-20 WHITE 1.0 7
0 0.0606837606837606 F 2016-10-19 1982-09-19 WHITE 0.0 8
0 0.3599847239401447 F 2018-08-31 1982-09-22 BLACK 0.0 9
0 0.4810246118258618 F 2015-01-30 1960-05-24 WHITE 0.0 10
0 0.3381415780617413 F 2019-07-13 1954-07-22 WHITE 0.0 11
0 0.557001600203886 F 2016-12-16 1969-04-22 WHITE 0.0 12
0 0.4488850609282814 F 2018-08-17 1957-04-25 WHITE 0.0 13
0 0.4205665016462248 F 2015-02-25 1956-03-09 WHITE 0.0 14
0 0.3844950921137084 F 2016-07-30 1952-08-19 WHITE 1.0 15
0 0.3315591471489042 F 2014-10-01 1961-09-19 WHITE 1.0 16
0 0.010752688172043 F 2016-12-21 1979-02-12 WHITE 1.0 17
0 0.4463815537558729 F 2016-03-30 1954-06-25 WHITE 0.0 18
0 0.3745310858134377 F 2017-10-14 1984-08-15 WHITE 0.0 19
0 0.2881917746137227 F 2016-10-02 1986-10-05 WHITE 0.0 20
0 0.5243556969796945 F 2015-12-27 1970-03-06 BLACK 1.0 21
0 0.4181611898712999 F 2013-09-18 1952-07-17 WHITE 2.0 22
0 0.1274509803921568 M 2019-12-19 1952-08-18 WHITE 3.0 23
0 0.0 F 2014-10-11 1990-10-08 BLACK 0.0 24
0 0.4622475856014047 F 2018-03-29 1955-06-15 BLACK 5.0 25
0 0.5386759474037621 F 2016-08-18 1978-07-31 WHITE 0.0 26
0 0.5380517175628168 F 2016-09-11 1967-10-18 WHITE 0.0 27
0 0.4460080600052502 F 2017-11-09 1961-03-17 WHITE 0.0 28
0 0.4093822843822844 F 2017-04-01 1957-09-23 WHITE 2.0 29
0 0.5104583335878187 M 2018-12-06 1949-02-27 WHITE 2.0 30
0 0.5153673983571082 F 2019-04-17 1961-01-08 WHITE 1.0 31
0 0.3381415780617413 F 2014-09-11 1954-06-09 WHITE 2.0 32
0 0.0072463768115942 F 2016-12-25 1979-08-04 WHITE 2.0 33
0 0.4810246118258618 M 2017-08-13 1968-08-02 WHITE 0.0 34
0 0.6875 F 2014-10-05 1987-02-20 BLACK 0.0 35
0 0.4320284392257129 F 2018-08-01 1958-08-21 WHITE 0.0 36
0 0.0149350649350649 M 2018-02-02 1963-04-12 WHITE 2.0 37
0 0.3419214699705951 F 2016-04-08 1967-11-11 WHITE 0.0 38
0 0.0 F 2016-10-28 1986-02-18 WHITE 1.0 39
0 0.5223156912687464 M 2016-08-21 1974-01-22 WHITE 0.0 40
0 0.0425531914893617 F 2017-02-11 1979-02-24 WHITE 0.0 41
0 0.9444444444444444 F 2018-02-24 1984-08-18 BLACK 0.0 42
0 0.3670831046481397 F 2016-03-22 1971-02-22 BLACK 0.0 43
0 0.545995779739729 F 2015-02-14 1972-01-05 WHITE 0.0 44
0 0.3260379722615694 F 2014-11-19 1970-10-07 BLACK 0.0 45
0 0.1855315817153011 F 2018-08-02 1958-03-18 WHITE 0.0 46
0 0.4033520964753262 F 2018-09-23 1957-12-31 WHITE 0.0 47
0 0.3381415780617413 F 2018-09-15 1959-09-25 WHITE 0.0 48
0 0.5734739680904191 F 2015-07-26 1953-02-23 WHITE 6.0 49
0 0.3909846447470941 M 2018-11-25 1948-01-26 WHITE 0.0 50
0 0.2270097323460113 F 2016-07-08 1960-06-16 WHITE 9.0 51
0 0.5016235001479837 F 2017-03-30 1987-04-26 WHITE 0.0 52
0 0.3333333333333333 F 2014-10-25 1962-08-03 WHITE 1.0 53
0 0.4005679738317464 F 2014-01-29 1957-08-28 WHITE 0.0 54
0 0.0909090909090909 F 2018-06-22 1974-01-10 BLACK 1.0 55
0 0.3583658911129618 F 2016-01-10 1967-04-26 WHITE 2.0 56
0 0.1225 F 2016-10-12 1967-10-18 WHITE 0.0 57
0 0.3146766202015962 F 2015-09-06 1979-03-15 BLACK 15.0 58
0 0.3260379722615694 M 2014-03-27 1946-12-22 WHITE 5.0 59
0 0.0274390243902439 F 2013-12-28 1957-08-26 WHITE 4.0 60
0 0.0119047619047619 F 2014-07-27 2000-09-06 WHITE 1.0 61
0 0.3426573426573426 M 2019-12-25 1953-03-09 WHITE 0.0 62
0 0.3140027493125063 F 2015-05-13 1954-10-26 WHITE 0.0 63
0 0.0036764705882352 F 2016-08-13 1961-07-26 WHITE 5.0 64
0 0.1578947368421052 F 2017-12-24 1982-10-25 WHITE 0.0 65
0 0.0206185567010309 F 2016-03-17 1955-12-13 WHITE 3.0 66
0 0.5545833395591073 F 2015-03-13 1955-08-04 WHITE 1.0 67
0 0.4305909343262985 F 2017-12-17 1961-02-09 WHITE 0.0 68
0 0.3196677786358461 F 2016-09-23 1986-08-09 WHITE 0.0 69
0 0.3466123651553489 F 2016-06-08 1981-09-24 WHITE 0.0 70
0 0.3315591471489042 F 2014-03-19 1957-04-26 WHITE 1.0 71
0 0.4013350778324769 F 2013-06-16 1963-03-15 WHITE 8.0 72
0 0.3151147260065376 F 2016-05-08 1961-03-05 WHITE 0.0 73
0 0.5940540474596643 F 2013-09-06 1964-04-01 WHITE 0.0 74
0 0.3720256243147352 F 2019-08-29 1967-05-01 WHITE 8.0 75
0 0.3419214699705951 M 2018-02-09 1964-03-31 WHITE 2.0 76
0 0.3456705172488045 F 2017-12-12 1969-01-28 WHITE 0.0 77
0 0.4652339923962874 M 2018-02-17 1969-11-05 WHITE 0.0 78
0 0.0952380952380952 F 2014-11-19 1991-11-12 BLACK 0.0 79
0 0.5886075949367089 F 2018-09-26 1961-02-06 WHITE 1.0 80
0 0.4223279715342677 M 2019-12-25 1953-12-29 WHITE 0.0 81
0 0.1858407079646017 F 2018-05-08 1969-06-26 WHITE 0.0 82
0 0.0972222222222222 F 2014-12-06 1971-12-06 WHITE 0.0 83
0 0.0105331699096062 F 2018-08-23 1962-01-03 WHITE 16.0 84
0 0.3539321974913157 F 2018-01-13 1956-03-09 WHITE 0.0 85
0 0.4779434116770013 M 2017-04-09 1979-03-06 WHITE 0.0 86
0 0.0952555637075079 M 2018-02-14 1964-07-31 WHITE 3.0 87
0 0.3999141721189542 M 2018-12-16 1948-09-08 WHITE 2.0 88
0 0.2982121298829318 F 2014-08-08 2001-07-26 WHITE 0.0 89
0 0.2341616812394539 F 2018-09-12 1983-05-17 BLACK 0.0 90
0 0.0025641025641025 F 2013-04-28 1963-06-29 WHITE 12.0 91
0 0.7534722222222222 F 2019-07-26 1968-01-29 WHITE 1.0 92
0 0.3906614861474889 F 2016-02-27 1967-09-06 WHITE 0.0 93
0 0.4652339923962874 F 2017-03-22 1958-08-13 WHITE 0.0 94
0 0.0318713450292397 F 2017-03-19 1987-05-03 WHITE 1.0 95
0 0.5386759474037621 F 2016-08-24 1982-05-01 WHITE 2.0 96
0 0.3913413689546056 F 2019-03-22 1954-10-01 WHITE 0.0 97
0 0.2375 F 2016-05-25 1965-01-24 WHITE 1.0 98
0 0.05 F 2018-10-28 1997-10-31 WHITE 1.0 99
0 0.5104583335878187 M 2014-02-14 1947-11-24 WHITE 2.0 100
0 0.2323256108405857 F 2017-11-30 1955-03-30 WHITE 0.0 101
0 0.0784313725490196 F 2014-01-11 1952-10-17 WHITE 1.0 102
0 0.3475134404885977 M 2014-08-10 1947-01-26 WHITE 2.0 103
0 0.3390444690475639 F 2014-09-21 1962-05-03 WHITE 2.0 104
0 0.3751940253175197 F 2019-03-03 1967-12-14 WHITE 0.0 105
0 0.4453337958341586 F 2016-03-16 1956-02-16 WHITE 0.0 106
0 0.3473497665784787 F 2016-04-16 1966-11-27 WHITE 0.0 107
0 0.6363636363636364 F 2015-10-28 1979-03-15 BLACK 0.0 108
0 0.4412645260112864 F 2016-05-22 1966-02-04 WHITE 0.0 109
0 0.2883056421986745 F 2014-08-10 2002-02-08 WHITE 1.0 110
0 0.3789739172263734 F 2018-03-24 1960-11-25 WHITE 0.0 111
0 0.1996527777777778 F 2018-08-17 1996-05-19 WHITE 0.0 112
0 0.5713697282539557 F 2018-03-29 1958-01-27 WHITE 0.0 113
0 0.3381415780617413 F 2018-12-26 1960-09-17 WHITE 0.0 114
0 0.4946843450276353 F 2014-10-25 1985-12-19 WHITE 0.0 115
0 0.4280279542115827 F 2017-11-24 1962-04-08 WHITE 0.0 116
0 0.3539321974913157 F 2016-05-04 1966-04-15 WHITE 0.0 117
0 0.5833804557746763 F 2019-03-13 1957-07-12 WHITE 2.0 118
0 0.4930598347749249 F 2019-02-15 1960-12-09 WHITE 2.0 119
0 0.0762711864406779 F 2015-01-09 1970-09-09 BLACK 1.0 120
0 0.0947712418300653 F 2014-07-25 1972-07-22 WHITE 4.0 121
0 0.3222580803527155 M 2013-11-02 1961-12-13 WHITE 2.0 122
0 0.3777777777777777 F 2017-01-29 1987-01-02 WHITE 0.0 123
0 0.3071416572547919 M 2016-04-21 1974-05-05 WHITE 0.0 124
0 0.5144645073712856 F 2016-01-30 1965-04-18 WHITE 0.0 125
0 0.4693797463039424 F 2018-04-26 1957-04-08 WHITE 11.0 126
0 0.0234375 F 2019-06-26 1954-10-01 WHITE 1.0 127
0 0.2698162879871802 F 2016-02-11 1967-02-07 WHITE 11.0 128
0 0.4641775104815383 F 2019-01-13 1959-09-24 WHITE 0.0 129
0 0.3779781479610995 F 2016-10-13 1952-05-07 WHITE 0.0 130
0 0.025 F 2016-03-26 1982-01-18 WHITE 0.0 131
0 0.01875 F 2014-10-24 1989-10-31 BLACK 0.0 132
0 0.411583533069216 F 2017-03-25 1987-03-24 WHITE 0.0 133
0 0.2376744186046512 F 2015-12-30 1981-01-01 BLACK 1.0 134
0 0.5114541028530926 M 2014-01-30 1951-01-17 WHITE 0.0 135
0 0.4679574023903922 F 2014-12-20 1973-01-13 WHITE 0.0 136
0 0.0303030303030303 F 2016-02-11 1967-04-03 WHITE 1.0 137
0 0.3484848484848485 F 2018-09-27 1958-09-05 WHITE 3.0 138
0 0.335502712967877 M 2017-11-18 1970-09-06 WHITE 2.0 139
0 0.0548780487804878 F 2015-01-11 1987-04-14 BLACK 0.0 140
0 0.5273781258778288 F 2016-07-31 1974-02-17 WHITE 0.0 141
0 1.0 F 2013-11-09 1967-06-06 WHITE 1.0 142
0 0.4669616331251182 F 2018-01-07 1957-12-10 WHITE 0.0 143
0 0.6751700680272109 M 2014-04-06 1947-05-26 WHITE 3.0 144
0 0.411583533069216 F 2018-12-20 1957-03-22 WHITE 0.0 145
0 0.5115875064482545 F 2013-12-26 1953-10-02 WHITE 1.0 146
0 0.3871956150469505 F 2014-08-06 1972-08-21 WHITE 0.0 147
0 0.2436689118350497 M 2015-12-18 1975-06-23 WHITE 1.0 148
0 0.3140027493125063 F 2016-02-25 1963-06-24 WHITE 0.0 149
0 0.3352645771387101 M 2017-05-21 1979-01-09 WHITE 0.0 150
0 0.2982121298829318 F 2015-12-05 1966-10-13 WHITE 0.0 151
0 0.3836648124111272 F 2019-03-20 1960-02-23 WHITE 0.0 152
0 0.4029862344765249 F 2017-03-03 1967-11-13 WHITE 0.0 153
0 0.0451153324287652 F 2014-09-24 1989-10-28 BLACK 1.0 154
0 0.3307692307692308 M 2017-09-16 1968-05-12 WHITE 0.0 155
0 0.3963724160392672 M 2020-01-03 1953-08-04 WHITE 3.0 156
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0 0.34697822715415 M 2013-10-23 1960-11-26 WHITE 7.0 160
0 0.3381415780617413 F 2019-05-04 1954-08-02 WHITE 0.0 161
0 0.5454545454545454 F 2018-03-11 1958-01-28 WHITE 1.0 162
0 0.3104609932328193 M 2018-12-28 1947-08-15 WHITE 2.0 163
0 0.0176470588235294 F 2015-02-21 1988-02-02 BLACK 1.0 164
0 0.5153673983571082 F 2018-10-04 1960-10-06 WHITE 1.0 165
0 0.4029862344765249 F 2015-04-17 1967-05-23 WHITE 0.0 166
0 0.4690138843051413 M 2013-08-01 1956-09-11 WHITE 2.0 167
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0 0.3276624825142796 F 2016-12-15 1987-04-30 WHITE 0.0 169
0 0.4573445233548793 F 2014-08-31 1937-10-16 WHITE 3.0 170
0 0.3347194616474075 F 2017-02-01 1969-07-23 WHITE 4.0 171
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0 0.3352645771387101 F 2015-12-04 1966-06-12 WHITE 1.0 174
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0 0.0918367346938775 F 2014-09-10 2001-04-24 WHITE 0.0 179
0 0.3836648124111272 F 2016-08-27 1981-09-19 WHITE 2.0 180
0 0.5833804557746763 F 2018-01-03 1955-06-08 WHITE 1.0 181
0 0.5377643431458392 F 2015-07-24 1967-04-02 WHITE 1.0 182
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0 0.2669299467875189 F 2019-05-24 1956-11-10 WHITE 0.0 184
0 0.4247462321790464 F 2015-06-27 1979-06-08 BLACK 0.0 185
0 0.5583632314679612 F 2013-12-01 1957-09-30 WHITE 2.0 186
0 0.3599847239401447 F 2018-06-08 1957-05-04 WHITE 0.0 187
0 0.554217477560306 F 2017-10-11 1961-04-19 WHITE 1.0 188
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