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Data · dataset · 2026

Economic policy uncertainty indexes derived from People's Daily articles using neural topic modeling

Listed in ScienceDB

This dataset presents economic policy uncertainty indexes for China generated through deep learning analysis of historical news text.

Description

The source corpus comprises over two million articles from the People's Daily published between 1946 and 2024. By employing a neural topic modeling approach, the data captures semantic context to identify five distinct dimensions of uncertainty, including financial, macroeconomic, exchange rate, housing, and market policy uncertainty.

The dataset provides normalized probability scores aggregated at monthly and yearly intervals to reflect the intensity of policy-related discussions over time. These domain-specific indexes offer a granular alternative to traditional keyword frequency counts and allow for the differentiation of policy risks. The data can be integrated with corporate financial reports or macroeconomic indicators to support research into the effects of policy volatility on firm behavior and market dynamics.

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Econometrics 73% · Text 75%
Provenance · 1 source records, 14 field assertions
SourceKeyLast seenRaw
ScienceDB10.57760/sciencedb.300268 d agoJSON v1
FieldAssertionExtractorEvidence
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concepts[field].anzsrc:group:3802enrichment · scidb cntaxonomy-embedding@1.0.0title+keywords+description (73%)
concepts[field].local:field:computer-science-aimapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:earth-environmentalmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:economics-financemapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:engineeringmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:humanitiesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:life-sciencesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:social-sciencemapping · scidb cnconnector:scidb_cn@1.0.0
concepts[modality].local:modality:textenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/description
licensesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/rights
publication_datesource · scidb cnconnector:scidb_cn@1.0.0
titlesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/title