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33 changes: 17 additions & 16 deletions README.html
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<link rel="next" title="Data Lab Strategic Brief: Türkiye Earthquake Impact Monitoring" href="reports/turkiye-earthquake-strategic-brief.html" />
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<li class="toctree-l2"><a class="reference internal" href="notebooks/internet-connectivity/03b-ookla-speedtest-analysis.html">Ookla’s Number of Speedtest Intelligence Users</a></li>
</ul>
</li>
<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/mobility/README.html">Population Movement Trends</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="notebooks/mobility/activity.html">Estimating Activity based on Mobility Data</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/mobility/README.html">Movement Trends</a><input class="toctree-checkbox" id="toctree-checkbox-3" name="toctree-checkbox-3" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-3"><i class="fa-solid fa-chevron-down"></i></label><ul>
<li class="toctree-l2"><a class="reference internal" href="notebooks/mobility/activity.html">Estimating Activity through Mobility Data</a></li>
<li class="toctree-l2"><a class="reference internal" href="notebooks/mobility/visits.html">Estimating Activity based on Visits to Points of Interest through Mobility Data</a></li>
</ul>
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<ul>
<li class="toctree-l1"><a class="reference internal" href="notebooks/business-activity-trends/README.html">Business Activity Trends</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/internet-connectivity/README.html">Internet Connectivity Post Earthquake</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/mobility/README.html">Population Movement Trends</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/mobility/README.html">Movement Trends</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/nighttime-lights/README.html">Nighttime Lights</a></li>
<li class="toctree-l1"><a class="reference internal" href="notebooks/surveys/README.html">Surveys</a></li>
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Last updated on Oct 03, 2023.
Last updated on Nov 07, 2023.
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13 changes: 2 additions & 11 deletions _sources/notebooks/mobility/README.md
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# Population Movement Trends
# Movement Trends

Understanding where and when population movement occurs can help inform disaster response and public policy, especially during crises.

(mobility-data)=

## Data

The WB Data Lab team obtained longitudinal human mobility data. The data consisted of anonymized timestamped geographical points generated by GPS-enabled devices, located in Türkiye and Syria and spanning the period between January 1, 2023 to September 17, 2023.

The mobility data was provided pro-bono by [Veraset](https://veraset.com) through the proposal [Türkiye Rapid Damage Needs Assessment](https://portal.datapartnership.org/readableproposal/427) via the [Development Data Partnership](https://datapartnership.org). During the project’s execution, [Veraset Movement](https://www.veraset.com/products/movement/)’s global daily data feed was ingested and processed through the [Mobility](https://docs.datapartnership.org/collections/mobility/README.html) pipeline maintained by the [Development Data Partnership](https://datapartnership.org/). For additional information, please refer to the [Mobility Documentation](https://docs.datapartnership.org/collections/mobility/README.html) accessible to all World Bank staff.
The WB Data Lab team obtained longitudinal human mobility data. The mobility data was provided pro-bono by [Veraset](https://veraset.com) through the proposal [Türkiye Rapid Damage Needs Assessment](https://portal.datapartnership.org/readableproposal/427) via the [Development Data Partnership](https://datapartnership.org). During the project’s execution, [Veraset Movement](https://www.veraset.com/products/movement/)’s global daily data feed was ingested and processed through the [Mobility](https://docs.datapartnership.org/collections/mobility/README.html) pipeline maintained by the [Development Data Partnership](https://datapartnership.org/). For additional information, please refer to the [Mobility Documentation](https://docs.datapartnership.org/collections/mobility/README.html) accessible to all World Bank staff.

### Data Availability Statement

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- {ref}`mobility-activity`
- {ref}`mobility-visits`

## Limitations

```{warning}
- **Sample Bias:** The sampled population is composed of GPS-enabled devices drawn out from a longituginal mobility data panel. It is important to emphasize the sampled population is obtained via convenience sampling and that the mobility data panel represents only a subset of the total population in an area at a time, specifically only users that turned on location tracking on their mobile device. Thus, derived metrics do not represent the total population density.
- **Incomplete Coverage:** Mobility data is typically collected from sources such as mobile phone networks, GPS devices, or transportation systems. These sources may not be representative of the entire population or all economic activities, leading to sample bias and potentially inaccurate estimations.Not all individuals or businesses have access to devices or services that generate mobility data. This can result in incomplete coverage and potential underrepresentation of certain demographic groups or economic sectors.
- **Lack of Contextual Information:** Mobility data primarily captures movement patterns and geolocation information. It may lack other crucial contextual information, such as transactional data, business types, or specific economic activities, which are essential for accurate estimation of economic activity.
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