Error code:   ConfigNamesError
Exception:    AttributeError
Message:      'str' object has no attribute 'items'
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/dataset/config_names.py", line 67, in compute_config_names_response
                  config_names = get_dataset_config_names(
                                 ^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 161, in get_dataset_config_names
                  dataset_module = dataset_module_factory(
                                   ^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1207, in dataset_module_factory
                  raise e1 from None
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1182, in dataset_module_factory
                  ).get_module()
                    ^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 690, in get_module
                  config_name: DatasetInfo.from_dict(dataset_info_dict)
                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/info.py", line 284, in from_dict
                  return cls(**{k: v for k, v in dataset_info_dict.items() if k in field_names})
                                                 ^^^^^^^^^^^^^^^^^^^^^^^
              AttributeError: 'str' object has no attribute 'items'

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Morocco Business Email Database — Market Intelligence Dataset

111,000 verified Morocco contacts are available from LeadsBlue →. This open dataset provides the aggregate market intelligence behind that database — contact volume, benchmark open/reply rates, send timing, and compliance for the Morocco segment.

At a glance: This dataset provides aggregated market-intelligence on the Morocco Business Email Database segment — real business-population statistics, cold-email performance benchmarks, and compliance context compiled by LeadsBlue Research.

Key figures

Metric	Value
Verified contacts in segment	111,000
Typical email open rate	16-24%
Typical email reply rate	2.5-5.5%
Best send days	Monday, Tuesday, Wednesday
Best send time (local)	09:00-11:00 WET
Geography	Morocco
Industry verticals benchmarked	14
License	CC BY 4.0

📥 Get the full Morocco Business Email Database — individual verified business records, ready to use: Download from LeadsBlue →

Market overview

Morocco is North Africa's most internationally connected economy and a strategic gateway between Europe, West Africa, and the Middle East. Casablanca is the commercial and financial capital — home to Morocco's largest banks (CIH, Attijariwafa, BMCE), the Casablanca Finance City (CFC, Africa's leading financial centre), and a growing offshore services sector. Rabat is the political capital; Tangier has become a major industrial hub after the opening of Renault and Stellantis manufacturing plants near the Tanger Med port, the largest port in Africa. Morocco's phosphate reserves (OCP Group) are the world's largest and give it a unique position in global fertiliser supply chains.

Primary business hubs: Casablanca (CFC, Maarif business district), Rabat, Tangier (industrial), Marrakech, Agadir.

Outreach benchmarks & strategy

Moroccan B2B cold email should be in French for most business communications — French is Morocco's business language of commerce and international communication. Arabic is used for official government correspondence. English is growing in the tech sector but is secondary. Morocco's growing status as a nearshore BPO destination (French-language services for French companies) creates accessible outreach opportunities in the services sector.

Files in this dataset

File	Contents
`data/market_overview.csv`	Segment-level metrics: contact volume, benchmark rates, send timing
`data/industry_benchmarks.csv`	Open/reply benchmarks across 14 industry verticals
`data/compliance.csv`	Regulatory framework, business culture, decision-maker profile, hubs

Methodology

Figures are aggregated and anonymized from LeadsBlue's verified contact operations and public business-registry baselines. No personal records are included in this dataset — only segment-level statistics.

How to cite

LeadsBlue Research. (2026). Morocco Business Email Database — Market Intelligence Dataset. Derived from the B2B Cold Email Benchmark Report 2026 (https://doi.org/10.5281/zenodo.20136256). CC BY 4.0. Source: https://leadsblue.com

@dataset{leadsblue_morocco_business_email_dataset_2026,
  author    = {Johnson, Luther},
  title     = {Morocco Business Email Database -- Market Intelligence Dataset},
  year      = {2026},
  publisher = {LeadsBlue Research},
  doi       = {10.5281/zenodo.20136256},
  url       = {https://leadsblue.com/leads/morocco-business-email-leads-database/}
}

Source & full dataset

This aggregate dataset is published by LeadsBlue Research. The full verified business email list — with individual business contact records — is available at Morocco Business Email Database.

Related resources: Benchmark report (Zenodo) · Research hub · Interactive tools

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