Acronyms and Abbreviations |
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xix | |
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1 | (6) |
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3 | (2) |
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1.2 Structure of These Proceedings |
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5 | (2) |
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2 Disclosure Avoidance in the 2020 Census |
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7 | (22) |
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2.1 The 2020 Decennial Census TopDown Disclosure Limitation Algorithm: A Report on the Current State of the Privacy Loss-Accuracy Trade-off |
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8 | (11) |
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2.1.1 Reason for the Change: The Simulated Database Reconstruction Attack |
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8 | (1) |
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2.1.2 Structure of the TopDown Algorithm |
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9 | (6) |
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2.1.3 Why Differential Privacy and Why the TopDown Algorithm in Specific? |
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15 | (1) |
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2.1.4 Choosing a Privacy-Loss Budget e |
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16 | (3) |
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2.2 Setting the Privacy-Loss Budget for the 2010 Demonstration Data Products |
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19 | (5) |
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24 | (5) |
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3 Geospatial Analyses of Social and Demographic Conditions |
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29 | (16) |
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3.1 Geographic Review of Differentially Private Demonstration Data |
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29 | (7) |
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3.1.1 Residential Segregation |
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30 | (1) |
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3.1.2 Differences by Geographic Level |
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31 | (2) |
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3.1.3 Spatial Differences |
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33 | (2) |
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35 | (1) |
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3.2 Implications for Municipalities and School Enrollment Statistics |
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36 | (4) |
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40 | (5) |
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4 Redistricting and Related Legal Uses |
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45 | (14) |
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4.1 Redistricting and the Voting Rights Act |
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46 | (4) |
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4.1.1 Issues in Redistricting |
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46 | (2) |
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48 | (1) |
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4.1.3 Polarization of Voting by Race |
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48 | (1) |
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4.1.4 Language Access Determinations |
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49 | (1) |
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4.2 Impacts on Redistricting: The Case of New Rochelle, New York |
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50 | (3) |
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4.2.1 Redistricting the City of New Rochelle |
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50 | (3) |
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53 | (1) |
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4.2.3 Concluding Comments |
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53 | (1) |
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4.3 Redistricting and Differential Privacy |
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53 | (3) |
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54 | (1) |
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54 | (2) |
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4.3.3 Concluding Comments |
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56 | (1) |
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56 | (3) |
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5 Delivery of Government Services |
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59 | (16) |
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5.1 Privatized Data in City Planning |
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59 | (4) |
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5.1.1 School-Age Children |
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60 | (1) |
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5.1.2 Seniors Living Alone |
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60 | (2) |
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62 | (1) |
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62 | (1) |
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5.2 Decennial Census, Rural Housing Data, and Differential Privacy |
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63 | (3) |
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5.2.1 Analysis of Differences |
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64 | (1) |
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5.2.2 Two Use Cases: Affordable Rural Housing and Lending to Underserved Markets |
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65 | (1) |
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5.3 Importance of Decennial Census for Regional Planning in California |
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66 | (5) |
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5.3.1 Housing Affordability |
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66 | (2) |
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5.3.2 Housing and Population Consistency |
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68 | (2) |
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5.3.3 Transportation Planning |
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70 | (1) |
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5.3.4 Concluding Comments |
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70 | (1) |
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5.4 Differential Privacy in 2020: Anticipating Impacts on Evidence-Based Public Policy at the State and Local Level |
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71 | (2) |
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73 | (2) |
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6 Business and Private Sector Applications |
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75 | (10) |
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6.1 Effects of Differentially Private Noise Injection on Survey Operations |
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75 | (2) |
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6.2 Census Differential Privacy and Private Sector Data Products |
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77 | (4) |
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77 | (2) |
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79 | (1) |
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80 | (1) |
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80 | (1) |
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6.3 Calculating Floodplain Weights and Benchmarking Needs |
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81 | (1) |
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6.3.1 Floodplain Housing Estimates |
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81 | (1) |
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6.3.2 Benchmarking Existing Home Sales |
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81 | (1) |
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82 | (3) |
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7 Use as Denominators for Rates and Baseline for Estimates |
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85 | (12) |
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7.1 Public Health and Health Equity Questions |
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85 | (4) |
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86 | (1) |
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7.1.2 Census-Derived Area-Based Metrics |
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87 | (1) |
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88 | (1) |
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7.1.4 Population Health and Health Equity |
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89 | (1) |
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7.2 Rates of Cancer Incidence and Mortality |
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89 | (2) |
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7.2.1 Surveillance, Epidemiology, and End Result (SEER) Program |
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89 | (1) |
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7.2.2 Features of Population Estimates |
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90 | (1) |
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7.2.3 Implications of Differential Privacy |
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90 | (1) |
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7.3 Impact on Critical Rate Calculations, Particularly for Small Areas and Demographic Communities |
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91 | (2) |
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7.3.1 Effects of Differential Privacy on Mortality Rates |
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91 | (1) |
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7.3.2 Socioeconomic Analysis |
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92 | (1) |
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7.3.3 Concluding Comments |
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92 | (1) |
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7.4 Housing and Population Counts: Implications for Local Estimates and Projections |
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93 | (1) |
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7.4.1 State-Produced Population Estimates |
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93 | (1) |
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7.4.2 Households with Different Service Needs |
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94 | (1) |
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7.4.3 Concluding Comments and Questions |
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94 | (1) |
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94 | (3) |
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8 Identification of Rural and Special Populations: American Indians and Alaska Natives |
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97 | (12) |
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8.1 Population Counts on American Indian Reservations and Alaska Native Villages, With and Without the Application of Differential Privacy |
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98 | (4) |
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8.1.1 Differences for American Indians on Reservations |
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98 | (3) |
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8.1.2 Differences for Alaska Natives in Villages |
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101 | (1) |
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8.1.3 Differences for Native Hawaiians and Other Pacific Islanders (NHOPI) |
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101 | (1) |
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8.1.4 Concluding Comments |
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101 | (1) |
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8.2 Impact of Differential Privacy on American Indian and Alaska Native Tribes |
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102 | (2) |
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102 | (1) |
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8.2.2 Comparisons of 2010 Summary File 1 and the Demonstration Data Products |
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103 | (1) |
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8.2.3 Suggested Solutions |
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104 | (1) |
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104 | (5) |
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9 Identification of Rural and Special Populations: Small Communities, the Young, and the Elderly |
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109 | (18) |
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9.1 Privatized Data for Alaska Communities |
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109 | (4) |
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110 | (1) |
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9.1.2 Impacts of Differential Privacy |
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110 | (3) |
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9.1.3 Effects on State Programs |
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113 | (1) |
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9.2 Children Ages 0-4, States and Counties |
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113 | (3) |
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113 | (1) |
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113 | (1) |
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9.2.3 State-Level Analysis |
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114 | (1) |
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9.2.4 County-Level Analysis |
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114 | (1) |
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9.2.5 Uses of Data for Young Children |
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114 | (1) |
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9.2.6 Concluding Comments |
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115 | (1) |
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9.3 Elementary School Enrollment |
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116 | (3) |
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9.3.1 School District Use Cases |
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116 | (2) |
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118 | (1) |
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118 | (1) |
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9.4 Uses of Census Data on Age in Local Planning |
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119 | (4) |
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9.4.1 Emergency Preparedness in New York City |
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119 | (2) |
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9.4.2 Age Data as Input for Many Local Uses |
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121 | (2) |
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9.5 Child Poverty by Local School District and Allocation of Federal Title I Funds |
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123 | (1) |
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123 | (1) |
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9.5.2 Number of School-Aged Children in Poverty |
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124 | (1) |
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9.5.3 Title I Funding: Eligibility and Amounts |
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124 | (1) |
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124 | (3) |
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10 Panel Discussion on Key Privacy Issues |
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127 | (18) |
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10.1 Privacy and Census Participation |
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129 | (3) |
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10.2 Severity of the Reidentification Threat |
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132 | (1) |
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133 | (2) |
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10.4 Legal Protections of Privacy |
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135 | (2) |
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10.5 Lessons from Privacy Work in Health Data |
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137 | (3) |
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140 | (5) |
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11 Census Bureau's Responses and Own Analyses of 2010 Demonstration Data Products |
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145 | (12) |
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11.1 Demographic Findings of the 2010 Census Demonstration Data Products |
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146 | (7) |
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146 | (1) |
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147 | (4) |
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151 | (2) |
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11.2 Known Issues and Next Steps in Disclosure Avoidance System Development |
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153 | (3) |
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11.3 Next Steps for User Engagement |
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156 | (1) |
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12 Summary of Breakout Discussion Sessions |
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157 | (8) |
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163 | (2) |
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165 | |
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A Workshop Agenda and Participants |
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167 | (8) |
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175 | |