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Synthetic Mobility Purpose Dataset

A synthetically generated dataset representing purpose-of-motion data in the format of individual mobility networks.

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  • Synthetic purpose of motion dataset.zipZIP

    Dataset with synthetic Individual Mobility Networks (IMN). Every entry is an...

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Personal Data Attributes

Description: Personal Data related Information

Field Value
Anonymisation Methodology The data in synthetically generated with a generative algorithm trained on real data.
Anonymised Anonymized
ChildrenData No
Cross Border Authorised Yes
Data Flow Legal Basis The data is completely synthetic and therefor GDPR compliant.
Data Protection Impact Assessment Yes
Ethics Committee Approval Yes
General Data Yes
Informed Consent Template No
Non Personal Data Explanation The data, which represents purpose of motion of 102 individuals, is completely synthetic, therefore there is no true personal information related to any real-life human being.
Personal Data No
Personal data was manifestly made public by the data subject No
Record Of Processing Activities 102 individual mobility ne
Sensitive Data No
Additional Info
Field Value
Accessibility Both
Accessibility Mode Download
Availability On-Line
Basic rights Download
Creation Date 2023-11-29
Creator Pellungrini, Roberto, roberto.pellungrini@sns.it, orcid.org/0000-0003-3268-9271
Dataset Citation J.J. Colombini, R. Pellungrini, L. Pappalardo, F. Giannotti. A Synthetic dataset for the analysis of the purpose of motion. 2023
Dataset Re-Use Safeguards https://fairsharing.org
Field/Scope of use Research only
Format Dataset with synthetic Individual Mobility Networks (IMN). Every entry is an individual graph syntetizing the mobility habits of an individual. Each Graph is represented with a 32x32 matrix where, if the graph has N nodes, the possible non-zero elements are the (N+2)xN upper-left elements of the matrix. Given a (N+2)xN matrix representing a graph of size N, we padded it with zeros to the size 32x32. The first row represents the activity carried out in the corresponding node; it is a number which, if multiplied by 12, gives an integer. This integer is the entry of the following array: ["Home","Work", "Study", "Eat out", "Bring & get", "Stop", "Leisure", "Social Activity", "Shopping", "Groceries", "Servces", "Refuel", "Error"] which represents the activity (for example if the j-th node has in the first row the value 0.333, then 0.333*12 = 4 so the activity carried out in the j-th node is "Bring & get" The second row represents the probability of an individual of being in a node. The remaining rows are the adjacency matrix. In this adjacency matrix the entry i,j is the probability of, starting from i, choosing to go to j.
Group Sustainable Cities for Citizens
Language eng, English
License term 2023-11-29 /2025-11-29
Manifestation Type Original
Processing Degree Primary
Retention Period 2025-11-30 /2025-12-01
Semantic Coverage cities, purpose of motion, mobility
SoBigData Node SoBigData IT
SoBigData Node SoBigData EU
Sublicense rights No
Territory of use World Wide
Thematic Cluster Human Mobility Analytics [HMA]
Time Coverage 2011-05-01 /2011-05-31
system:type Dataset
Management Info
Field Value
Author Pellungrini Roberto
Maintainer Pellungrini Roberto
Version 1
Last Updated 29 November 2023, 17:42 (CET)
Created 29 November 2023, 11:06 (CET)