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ID,Year_Birth,Education,Marital_Status,Income,Kidhome,Teenhome,Recency,MntWines,MntFruits,MntMeatProducts,MntFishProducts,MntSweetProducts,MntGoldProds,NumDealsPurchases,NumWebPurchases,NumCatalogPurchases,NumStorePurchases,NumWebVisitsMonth,AcceptedCmp3,AcceptedCmp4,AcceptedCmp5,AcceptedCmp1,AcceptedCmp2,Complain,Z_CostContact,Z_Revenue,Response | |
5524,1957,Graduation,Single,58138,0,0,58,635,88,546,172,88,88,3,8,10,4,7,0,0,0,0,0,0,3,11,1 | |
2174,1954,Graduation,Single,46344,1,1,38,11,1,6,2,1,6,2,1,1,2,5,0,0,0,0,0,0,3,11,0 | |
4141,1965,Graduation,Together,71613,0,0,26,426,49,127,111,21,42,1,8,2,10,4,0,0,0,0,0,0,3,11,0 | |
6182,1984,Graduation,Together,26646,1,0,26,11,4,20,10,3,5,2,2,0,4,6,0,0,0,0,0,0,3,11,0 | |
5324,1981,PhD,Married,58293,1,0,94,173,43,118,46,27,15,5,5,3,6,5,0,0,0,0,0,0,3,11,0 | |
7446,1967,Master,Together,62513,0,1,16,520,42,98,0,42,14,2,6,4,10,6,0,0,0,0,0,0,3,11,0 | |
965,1971,Graduation,Divorced,55635,0,1,34,235,65,164,50,49,27,4,7,3,7,6,0,0,0,0,0,0,3,11,0 | |
6177,1985,PhD,Married,33454,1,0,32,76,10,56,3,1,23,2,4,0, |
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ID,Year_Birth,Education,Marital_Status,Income,Kidhome,Teenhome,Dt_Customer,Recency,MntWines,MntFruits,MntMeatProducts,MntFishProducts,MntSweetProducts,MntGoldProds,NumDealsPurchases,NumWebPurchases,NumCatalogPurchases,NumStorePurchases,NumWebVisitsMonth,AcceptedCmp3,AcceptedCmp4,AcceptedCmp5,AcceptedCmp1,AcceptedCmp2,Complain,Z_CostContact,Z_Revenue,Response | |
5524,1957,Graduation,Single,58138,0,0,2012-09-04,58,635,88,546,172,88,88,3,8,10,4,7,0,0,0,0,0,0,3,11,1 | |
2174,1954,Graduation,Single,46344,1,1,2014-03-08,38,11,1,6,2,1,6,2,1,1,2,5,0,0,0,0,0,0,3,11,0 | |
4141,1965,Graduation,Together,71613,0,0,2013-08-21,26,426,49,127,111,21,42,1,8,2,10,4,0,0,0,0,0,0,3,11,0 | |
6182,1984,Graduation,Together,26646,1,0,2014-02-10,26,11,4,20,10,3,5,2,2,0,4,6,0,0,0,0,0,0,3,11,0 | |
5324,1981,PhD,Married,58293,1,0,2014-01-19,94,173,43,118,46,27,15,5,5,3,6,5,0,0,0,0,0,0,3,11,0 | |
7446,1967,Master,Together,62513,0,1,2013-09-09,16,520,42,98,0,42,14,2,6,4,10,6,0,0,0,0,0,0,3,11,0 | |
965,1971,Graduation,Divorced,55635,0,1,2012-11-13,34,235,65,164,50,49, |
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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 |