Add ML-ready official indicator dataset
Browse files- README.md +148 -0
- data/train-00000-of-00001.parquet +3 -0
- metadata/source_snapshot.json +67 -0
README.md
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---
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license: other
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language:
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- en
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task_categories:
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- tabular-regression
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- time-series-forecasting
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multilinguality: monolingual
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size_categories:
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- 1K<n<10K
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tags:
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- tabular
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- xls
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- africa
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- tanzania
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- official-statistics
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- open-data
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- energy
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- tourism
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- health
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- population
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- economics
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pretty_name: "National Bureau of Statistics | Africa (Tanzania official open data)"
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---
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# National Bureau of Statistics | Africa (Tanzania official open data)
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2,554 rows - 1 Africa country - 2020-2026 - Repackaged by [Electric Sheep Africa](https://huggingface.co/electricsheepafrica)
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## TL;DR
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This dataset packages one official `XLS` resource from **Tanzania** as
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ML-ready Parquet. The source file is the provenance boundary; all usable
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indicators or tabular columns from the resource stay together in this repo.
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## About the source
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- **Source:** [National Bureau of Statistics](https://www.nbs.go.tz/statistics/topic/consumer-price-index-2026)
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- **Publisher:** National Bureau of Statistics, Tanzania
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- **Resource:** [CPI Summary_042026](https://www.nbs.go.tz/uploads/statistics/documents/en-1778237591-CPI Summary_042026.xls)
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- **Format:** `XLS`
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- **License:** [Other open license]()
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- **Packaging mode:** `indicator_long`
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## Geographic coverage
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1 Africa country:
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| Country | Rows | First year | Last year | Name |
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|---------|-----:|-----------:|----------:|------|
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| `TZA` | 2,554 | 2020 | 2026 | `Tanzania` |
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## Indicators or Resource Contents
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- `national-bureau-of-statistics-ec049201` - National Bureau of Statistics
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## Schema
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| Column | Type | Description | Example |
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|--------|------|-------------|---------|
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| `indicator_id` | `string` | Stable indicator identifier. | `national-bureau-of-statistics-ec049201` |
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| `indicator_name` | `string` | Human-readable indicator name. | `National Bureau of Statistics` |
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| `country_iso3` | `string` | ISO3 country code. | `TZA` |
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| `source_sheet` | `string` | Workbook sheet name, when the source is a spreadsheet. | `2021_REBASED SERIES` |
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| `country_name` | `string` | Country name. | `Tanzania` |
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| `year` | `Int64` | Observation year. | `2020` |
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| `value` | `float64` | Numeric observation value. | `3.152626042808304` |
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| `unit` | `string` | Measurement unit, when available. | `source_units_unspecified` |
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| `dimension_s_n` | `string` | Source dimension. | `` |
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| `dimension_major_groups` | `string` | Source dimension. | `INFLATION RATE` |
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| `dimension_weights` | `string` | Source dimension. | `` |
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| `dimension_annual_average` | `string` | Source dimension. | `3.69101833278056` |
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| `source_period_start_year` | `Int64` | First year inferred from source resource metadata. | `2026` |
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| `source_period_end_year` | `Int64` | Last year inferred from source resource metadata. | `2026` |
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| `source_period_label` | `string` | Human-readable period inferred from source resource metadata. | `2026` |
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| `source_provider` | `string` | Publishing organization. | `National Bureau of Statistics, Tanzania` |
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| `source_dataset` | `string` | Source package title. | `National Bureau of Statistics` |
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| `source_resource` | `string` | Source resource title. | `CPI Summary_042026` |
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| `source_package_id` | `string` | CKAN package UUID. | `consumer-price-index-2026` |
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| `source_resource_id` | `string` | CKAN resource UUID. | `nbs-stat-05df611ea1cf0c` |
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| `source_url` | `string` | Original source resource URL. | `https://www.nbs.go.tz/uploads/statistics/documents/en-1778237591-CPI Sum` |
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| `license_id` | `string` | Source license identifier. | `other-open` |
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| `retrieved_at` | `string` | UTC retrieval timestamp. | `2026-07-21T20:19:26Z` |
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## Usage
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```python
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from datasets import load_dataset
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ds = load_dataset("electricsheepafrica/africa-tanzania-national-bureau-of-statistics-ec049201")
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df = ds["train"].to_pandas()
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print(df.head())
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```
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### Filter to one country
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```python
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sample_country = df[df["country_iso3"] == "TZA"]
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```
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### Work with indicators
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```python
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if "indicator_id" in df.columns:
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print(df["indicator_id"].value_counts().head())
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sample = df.sort_values([c for c in ["indicator_id", "year"] if c in df.columns])
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```
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## Citation
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```bibtex
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@misc{electric_sheep_africa_africa_tanzania_national_bureau_of_statistics_ec049201_2026,
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title = {National Bureau of Statistics | Africa (Tanzania official open data)},
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author = {National Bureau of Statistics, Tanzania},
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year = {2026},
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url = {https://www.nbs.go.tz/statistics/topic/consumer-price-index-2026},
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publisher = {HuggingFace Datasets, repackaged by Electric Sheep Africa},
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howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-tanzania-national-bureau-of-statistics-ec049201}}
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}
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```
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## License
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Released under [Other open license]().
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Original data (c) National Bureau of Statistics, Tanzania. When using this dataset, please cite both the
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original source above and the Electric Sheep Africa repackaging.
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## About Electric Sheep
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Electric Sheep Africa is part of the Electric Sheep mission: a unified,
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ML-ready data layer for Africa on Hugging Face. We pull data from authoritative
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open sources, normalize the schemas, package as Parquet, and publish with
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consistent dataset cards so researchers and developers can use `load_dataset()`
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to start working in seconds.
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Browse the full collection: [huggingface.co/electricsheepafrica](https://huggingface.co/electricsheepafrica)
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---
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Provenance: ingested 2026-07-21 via the Electric Sheep pipeline. Source URL:
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https://www.nbs.go.tz/uploads/statistics/documents/en-1778237591-CPI Summary_042026.xls
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data/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:d63a2c5259437bab0512a763e57b7ccfee09df6eaef2f98649fc1312c57c277f
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size 40378
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metadata/source_snapshot.json
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{
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"columns": [
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"indicator_id",
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"indicator_name",
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"country_iso3",
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"source_sheet",
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"country_name",
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"year",
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"value",
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"unit",
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"dimension_s_n",
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"dimension_major_groups",
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"dimension_weights",
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"dimension_annual_average",
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"source_period_start_year",
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"source_period_end_year",
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"source_period_label",
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"source_provider",
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"source_dataset",
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"source_resource",
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"source_package_id",
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"source_resource_id",
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"source_url",
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"license_id",
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"retrieved_at"
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],
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"generated_at": "2026-07-21T20:21:26Z",
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"indicator_count": 1,
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"mode": "indicator_long",
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"repo_id": "electricsheepafrica/africa-tanzania-national-bureau-of-statistics-ec049201",
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"rows": 2554,
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"source": {
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"api_base_url": "https://www.nbs.go.tz/statistics",
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"country_iso3": "TZA",
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"country_name": "Tanzania",
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"group_names": "Energy Statistics; Advance Release Calendar; Crime Statistics; Agriculture Statistics; FinScope Survey Reports; Environmental Statistics; Gender Statistics; Financial Reports; High Frequency Data; Geographic Information System (GIS); Industrial and Construction Statistics; Health Statistics; Investment Statistics; National Accounts Statistics; Labour and Price Statistics; Hotel Statistics; Population and Housing Census; Poverty Indicators Statistics; Statistical Abstract; Tanzania in Figures; Tanzania Statistical Master Plan (TSMP); Statistical Business Register Statistics; Tax Statistics; Tourism Statistics; Trade and Transport Statistics; User Satisfaction Survey; National Bureau of Statistics; en-1778237591-CPI Summary_042026.xls; 2026-05-08",
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"license_id": "other-open",
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"license_title": "Public NBS statistics download",
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"license_url": "https://www.nbs.go.tz/statistics/topic/consumer-price-index-2026",
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"organization_title": "National Bureau of Statistics, Tanzania",
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"package_id": "consumer-price-index-2026",
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"package_name": "consumer-price-index-2026",
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"package_notes": "Public statistics downloads from the Tanzania NBS topic page: National Bureau of Statistics",
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"package_page_url": "https://www.nbs.go.tz/statistics/topic/consumer-price-index-2026",
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"package_title": "National Bureau of Statistics",
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"package_type": "statistics-topic",
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"portal_title": "National Bureau of Statistics Tanzania",
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"portal_url": "https://www.nbs.go.tz",
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"resource_created": "2026-05-08",
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| 50 |
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"resource_description": "08 May, 2026 CPI Summary_042026",
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"resource_filename": "en-1778237591-CPI Summary_042026.xls",
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| 52 |
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"resource_format": "XLS",
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| 53 |
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"resource_id": "nbs-stat-05df611ea1cf0c",
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| 54 |
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"resource_last_modified": "2026-05-08",
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| 55 |
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"resource_mimetype": "application/vnd.ms-excel",
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"resource_name": "CPI Summary_042026",
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| 57 |
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"resource_position": "2",
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"resource_url": "https://www.nbs.go.tz/uploads/statistics/documents/en-1778237591-CPI Summary_042026.xls",
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"source_catalog_id": "consumer-price-index-2026",
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"source_idno": "consumer-price-index-2026",
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"source_total_downloads": "",
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"source_total_views": "",
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"tag_names": "nbs; official-statistics; public-download; xls; Energy Statistics; Advance Release Calendar; Crime Statistics; Agriculture Statistics; FinScope Survey Reports; Environmental Statistics; Gender Statistics; Financial Reports; High Frequency Data; Geographic Information System (GIS); Industrial and Construction Statistics; Health Statistics; Investment Statistics; National Accounts Statistics; Labour and Price Statistics; Hotel Statistics; Population and Housing Census; Poverty Indicators Statistics; Statistical Abstract; Tanzania in Figures; Tanzania Statistical Master Plan (TSMP); Statistical Business Register Statistics; Tax Statistics; Tourism Statistics; Trade and Transport Statistics; User Satisfaction Survey; National Bureau of Statistics"
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},
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"year_max": 2026,
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"year_min": 2020
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}
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