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2021/10/28(木) 合成データの社会動向 | |
公的統計における合成データ | |
合成データ...何か統計量/統計モデル等により、擬似的に属性値が生成された、ミクロレベルのデータ | |
欧米では...一般公開型ミクロデータPUFのように、合成データが利用されている | |
欠測値補完、シミュレーション | |
手法 | |
ミクロデータを元に作成する方法 |
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39,State-gov,77516,Bachelors,13,Never-married,Adm-clerical,Not-in-family,White,Male,2174,0,40,United-States,<=50K | |
50,Self-emp-not-inc,83311,Bachelors,13,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,13,United-States,<=50K | |
38,Private,215646,HS-grad,9,Divorced,Handlers-cleaners,Not-in-family,White,Male,0,0,40,United-States,<=50K | |
53,Private,234721,11th,7,Married-civ-spouse,Handlers-cleaners,Husband,Black,Male,0,0,40,United-States,<=50K | |
28,Private,338409,Bachelors,13,Married-civ-spouse,Prof-specialty,Wife,Black,Female,0,0,40,Cuba,<=50K | |
37,Private,284582,Masters,14,Married-civ-spouse,Exec-managerial,Wife,White,Female,0,0,40,United-States,<=50K | |
49,Private,160187,9th,5,Married-spouse-absent,Other-service,Not-in-family,Black,Female,0,0,16,Jamaica,<=50K | |
52,Self-emp-not-inc,209642,HS-grad,9,Married-civ-spouse,Exec-managerial,Husband,White,Male,0,0,45,United-States,>50K | |
31,Private,45781,Masters,14,Never-married,Prof-specialty,Not-in-family,White,Female,14084,0,50,United-States,>50K | |
42,Private,159449,Bachelor |
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New York City | 40.72 | 74.00 | |
---|---|---|---|
Los Angeles | 34.05 | 118.25 | |
Chicago | 41.88 | 87.63 | |
Houston | 29.77 | 95.38 | |
Phoenix | 33.45 | 112.07 | |
Philadelphia | 39.95 | 75.17 | |
San Antonio | 29.53 | 98.47 | |
Dallas | 32.78 | 96.80 | |
San Diego | 32.78 | 117.15 | |
San Jose | 37.30 | 121.87 |
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# summary: | |
## create E files for pwscup2021 attack phase by using "rlink.py" | |
# preparation: | |
## put directories "pre_anony_d" and "pre_attack" at the same directory as "attack.bash" | |
## get "rlink.py" | |
# parameters: |
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AM0001 | Male | 62.0 | White | Graduate | Married | 27.8 | 0 | 0 | 0 | 0 | Q2 | 1 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
AM0002 | Male | 53.0 | White | HighSchool | Divorced | 30.8 | 0 | 1 | 0 | 0 | Q1 | 0 | |
AM0003 | Male | 78.0 | White | HighSchool | Married | 28.8 | 0 | 0 | 0 | 0 | Q3 | 1 | |
AM0004 | Female | 56.0 | White | Graduate | Parther | 42.4 | 1 | 0 | 0 | 0 | Q3 | 0 | |
AM0005 | Female | 42.0 | Black | College | Divorced | 20.3 | 1 | 0 | 0 | 0 | Q4 | 0 | |
AM0006 | Female | 72.0 | Mexican | 11th | Separated | 28.6 | 0 | 0 | 0 | 0 | Q1 | 0 | |
AM0007 | Male | 56.0 | Black | HighSchool | Divorced | 33.6 | 0 | 0 | 0 | 0 | Q3 | 1 | |
AM0008 | Male | 46.0 | White | Graduate | Parther | 27.6 | 0 | 0 | 0 | 0 | Q3 | 0 | |
AM0009 | Male | 45.0 | Other | 11th | Never | 24.1 | 0 | 0 | 0 | 0 | Q3 | 0 | |
AM0010 | Female | 30.0 | Hispanic | College | Parther | 26.6 | 0 | 0 | 0 | 0 | Q4 | 0 |
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Male | 62.0 | White | Graduate | Married | 27.8 | 0 | 0 | 0 | 0 | Q2 | 1 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|
Male | 53.0 | White | HighSchool | Divorced | 30.8 | 0 | 1 | 0 | 0 | Q1 | 0 | |
Male | 78.0 | White | HighSchool | Married | 28.8 | 0 | 0 | 0 | 0 | Q3 | 1 | |
Female | 56.0 | White | Graduate | Parther | 42.4 | 1 | 0 | 0 | 0 | Q3 | 0 | |
Female | 42.0 | Black | College | Divorced | 20.3 | 1 | 0 | 0 | 0 | Q4 | 0 | |
Female | 72.0 | Mexican | 11th | Separated | 28.6 | 0 | 0 | 0 | 0 | Q1 | 0 | |
Male | 56.0 | Black | HighSchool | Divorced | 33.6 | 0 | 0 | 0 | 0 | Q3 | 1 | |
Male | 46.0 | White | Graduate | Parther | 27.6 | 0 | 0 | 0 | 0 | Q3 | 0 | |
Male | 45.0 | Other | 11th | Never | 24.1 | 0 | 0 | 0 | 0 | Q3 | 0 | |
Female | 30.0 | Hispanic | College | Parther | 26.6 | 0 | 0 | 0 | 0 | Q4 | 0 |
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FROM centos:7 | |
ENV PYTHONPATH "/opt/python/library" | |
ENV LANG en_US.utf8 | |
LABEL maintainer="PWSCUP_ADMIN (Twitter: @PWScup_Admin)" | |
ARG version="3.7.3" | |
COPY ./jupyter_notebook_config.py /tmp/jupyter_notebook_config.py |
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12583,2010/12/1,22728,3.75,24 | |
12583,2010/12/1,22727,3.75,24 | |
12583,2010/12/1,22726,3.75,12 | |
12583,2010/12/1,21724,0.85,12 | |
12583,2010/12/1,21883,0.65,24 | |
12583,2010/12/1,10002,0.85,48 | |
12583,2010/12/1,21791,1.25,24 | |
12583,2010/12/1,21035,2.95,18 | |
12583,2010/12/1,22326,2.95,24 | |
12583,2010/12/1,22629,1.95,24 |
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customer_id,customer_name,registration_date,customer_name_kana,email,gender,age,birth,pref | |
IK152942,平田 裕次郎,2019-01-01 00:25:33,ひらた ゆうじろう,hirata_yuujirou@example.com,M,29,1990/6/10,石川県 | |
TS808488,田村 詩織,2019-01-01 01:13:45,たむら しおり,tamura_shiori@example.com,F,33,1986/5/20,東京都 | |
AS834628,久野 由樹,2019-01-01 02:00:14,ひさの ゆき,hisano_yuki@example.com,F,63,1956/1/2,茨城県 | |
AS345469,鶴岡 薫,2019-01-01 04:48:22,つるおか かおる,tsuruoka_kaoru@example.com,M,74,1945/3/25,東京都 | |
GD892565,大内 高史,2019-01-01 04:54:51,おおうち たかし,oouchi_takashi@example.com,M,54,1965/8/5,千葉県 | |
AS265381,笠井 洋介,2019-01-01 05:51:07,かさい ようすけ,kasai_yousuke@example.com,M,69,1949/8/9,岡山県 | |
HD739338,橋口 将也,2019-01-01 05:51:08,はしぐち まさや,hashiguchi_masaya@example.com,M,45,1974/6/4,神奈川県 | |
HI791416,細井 麻由子,2019-01-01 07:03:53,ほそい まゆこ,hosoi_mayuko@example.com,F,30,1989/7/25,三重県 | |
HD819739,塩見 はるか,2019-01-01 08:17:23,しおみ はるか,shiomi_haruka@example.com,F,49,1969/10/8,神奈川県 |
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geo_type,region,transportation_type,alternative_name,sub-region,country,2020-01-13,2020-01-14,2020-01-15,2020-01-16,2020-01-17,2020-01-18,2020-01-19,2020-01-20,2020-01-21,2020-01-22,2020-01-23,2020-01-24,2020-01-25,2020-01-26,2020-01-27,2020-01-28,2020-01-29,2020-01-30,2020-01-31,2020-02-01,2020-02-02,2020-02-03,2020-02-04,2020-02-05,2020-02-06,2020-02-07,2020-02-08,2020-02-09,2020-02-10,2020-02-11,2020-02-12,2020-02-13,2020-02-14,2020-02-15,2020-02-16,2020-02-17,2020-02-18,2020-02-19,2020-02-20,2020-02-21,2020-02-22,2020-02-23,2020-02-24,2020-02-25,2020-02-26,2020-02-27,2020-02-28,2020-02-29,2020-03-01,2020-03-02,2020-03-03,2020-03-04,2020-03-05,2020-03-06,2020-03-07,2020-03-08,2020-03-09,2020-03-10,2020-03-11,2020-03-12,2020-03-13,2020-03-14,2020-03-15,2020-03-16,2020-03-17,2020-03-18,2020-03-19,2020-03-20,2020-03-21,2020-03-22,2020-03-23,2020-03-24,2020-03-25,2020-03-26,2020-03-27,2020-03-28,2020-03-29,2020-03-30,2020-03-31,2020-04-01,2020-04-02,2020-04-03,2020-04-04,2020-04-05,2020-04-06,2020-04-07,2020-0 |