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‎articles/ai-services/speech-service/includes/release-notes/release-notes-tts.md

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| `pt-PT`| Portuguese (Portugal)|
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| `sv-SE`| Swedish (Sweden)|
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| `th-TH`| Thai (Thailand)|
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| `tr-TR`| Turkish (Turkey)|
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| `tr-TR`| Turkish (Türkiye)|
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| `zh-CN`| Chinese (Mandarin, Simplified)|
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| `zh-HK`| Chinese (Cantonese, Traditional)|
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| `zh-TW`| Chinese (Taiwanese Mandarin, Traditional)|

‎articles/ai-studio/includes/region-availability-maas.md

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|Model |Offer Availability Region | Hub/Project Region for Deployment | Hub/Project Region for Fine tuning |
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|---------|---------|---------|---------|
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Cohere Command R+ 08-2024 | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) |East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Command R 08-2024 | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) |East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Command R+ | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Japan <br> Qatar |East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Command R | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Japan <br> Qatar | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Rerank v3 - English | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Japan <br> Qatar | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Rerank v3 - Multilingual | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Japan <br> Qatar | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Embed v3 - English | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Japan <br> Qatar |East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Embed v3 - Multilingual | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Japan <br> Qatar |East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Command R+ 08-2024 | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) |East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Command R 08-2024 | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) |East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Command R+ | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Japan <br> Qatar |East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Command R | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Japan <br> Qatar | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Rerank v3 - English | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Japan <br> Qatar | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Rerank v3 - Multilingual | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Japan <br> Qatar | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Embed v3 - English | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Japan <br> Qatar |East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Cohere Embed v3 - Multilingual | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Japan <br> Qatar |East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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### JAIS models
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|Model |Offer Availability Region | Hub/Project Region for Deployment | Hub/Project Region for Fine tuning |
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|---------|---------|---------|---------|
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JAIS 30B Chat | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Egypt | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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JAIS 30B Chat | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Egypt | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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### Meta Llama models
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|Model |Offer Availability Region | Hub/Project Region for Deployment | Hub/Project Region for Fine tuning |
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|---------|---------|---------|---------|
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Llama 2 7B <br> Llama 2 13B <br> Llama 2 70B | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3 | West US 3 |
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Llama 2 7B Chat <br> Llama 2 70B Chat | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3 | West US 3 |
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Llama 3 8B Instruct <br> Llama 3 70B Instruct | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Llama 3.1 8B Instruct <br> Llama 3.1 70B Instruct | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3 | West US 3 |
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Llama 3.1 405B Instruct | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3 | Not available |
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Llama 2 7B <br> Llama 2 13B <br> Llama 2 70B | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3 | West US 3 |
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Llama 2 7B Chat <br> Llama 2 70B Chat | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3 | West US 3 |
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Llama 3 8B Instruct <br> Llama 3 70B Instruct | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Llama 3.1 8B Instruct <br> Llama 3.1 70B Instruct | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3 | West US 3 |
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Llama 3.1 405B Instruct | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) | East US <br> East US 2 <br> North Central US <br> South Central US <br> West US <br> West US 3 | Not available |
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### Microsoft Phi-3 family models
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|Model |Offer Availability Region | Hub/Project Region for Deployment | Hub/Project Region for Fine tuning |
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|---------|---------|---------|---------|
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Mistral Nemo | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Brazil <br> Hong Kong <br> Israel | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Ministral-3B | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Brazil <br> Hong Kong <br> Israel | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Mistral Small | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Brazil <br> Hong Kong <br> Israel | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Mistral Large <br> Mistral-Large (2407) <br> Mistral-Large (2411) | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Brazil <br> Hong Kong <br> Israel | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Mistral Nemo | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Brazil <br> Hong Kong SAR<br> Israel | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Ministral-3B | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Brazil <br> Hong Kong SAR <br> Israel | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Mistral Small | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Brazil <br> Hong Kong SAR <br> Israel | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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Mistral Large <br> Mistral-Large (2407) <br> Mistral-Large (2411) | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Brazil <br> Hong Kong SAR <br> Israel | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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### Nixtla models
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TimeGEN-1 | [Microsoft Managed Countries](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Mexico <br> Israel | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |
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TimeGEN-1 | [Microsoft Managed countries/regions](/partner-center/marketplace/tax-details-marketplace#microsoft-managed-countriesregions) <br> Mexico <br> Israel | East US <br> East US 2 <br> North Central US <br> South Central US <br> Sweden Central <br> West US <br> West US 3 | Not available |

‎articles/machine-learning/concept-endpoint-serverless-availability.md

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## Region availability
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Pay-as-you-go billing is available only to users whose Azure subscription belongs to a billing account in a country where the model provider has made the offer available (see "offer availability region" in the table in the next section). If the offer is available in the relevant region, the user then must have a Hub/Project in the Azure region where the model is available for deployment or fine-tuning, as applicable (see "Hub/Project Region" columns in the following tables).
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Pay-as-you-go billing is available only to users whose Azure subscription belongs to a billing account in a country/region where the model provider has made the offer available (see "offer availability region" in the table in the next section). If the offer is available in the relevant region, the user then must have a Hub/Project in the Azure region where the model is available for deployment or fine-tuning, as applicable (see "Hub/Project Region" columns in the following tables).
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[!INCLUDE [region-availability-maas](../ai-studio/includes/region-availability-maas.md)]
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‎articles/open-datasets/dataset-oxford-covid-government-response-tracker.md

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This dataset contains data for the numerous countries/regions. Lets verify what countries/regions we have data for.
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We will start by looking at the latest data for each country:
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We will start by looking at the latest data for each country/region:
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```python
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df.groupby('countryname').first().filter(['confirmedcases ', 'confirmeddeaths','h5_investment_in_vaccines',

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