├── .github ├── CONTRIBUTING.md ├── ISSUE_TEMPLATE.md └── PULL_REQUEST_TEMPLATE.md ├── Instructions ├── 01-foundation-model.md ├── 04-finetune-model.md └── images │ └── model-catalog-overview.png ├── LICENSE ├── Labs ├── data │ ├── hotel_reviews.csv │ └── hotel_reviews_small.csv └── setup-script │ └── setup.sh ├── _build.yml ├── _config.yml ├── index.md └── readme.md /.github/CONTRIBUTING.md: -------------------------------------------------------------------------------- 1 | # Contributing to Microsoft Learning Repositories 2 | 3 | MCT contributions are a key part of keeping the lab and demo content current as the Azure platform changes. We want to make it as easy as possible for you to contribute changes to the lab files. Here are a few guidelines to keep in mind as you contribute changes. 4 | 5 | ## GitHub Use & Purpose 6 | 7 | Microsoft Learning is using GitHub to publish the lab steps and lab scripts for courses that cover cloud services like Azure. Using GitHub allows the course’s authors and MCTs to keep the lab content current with Azure platform changes. Using GitHub allows the MCTs to provide feedback and suggestions for lab changes, and then the course authors can update lab steps and scripts quickly and relatively easily. 8 | 9 | > When you prepare to teach these courses, you should ensure that you are using the latest lab steps and scripts by downloading the appropriate files from GitHub. GitHub should not be used to discuss technical content in the course, or how to prep. It should only be used to address changes in the labs. 10 | 11 | It is strongly recommended that MCTs and Partners access these materials and in turn, provide them separately to students. Pointing students directly to GitHub to access Lab steps as part of an ongoing class will require them to access yet another UI as part of the course, contributing to a confusing experience for the student. An explanation to the student regarding why they are receiving separate Lab instructions can highlight the nature of an always-changing cloud-based interface and platform. Microsoft Learning support for accessing files on GitHub and support for navigation of the GitHub site is limited to MCTs teaching this course only. 12 | 13 | > As an alternative to pointing students directly to the GitHub repository, you can point students to the GitHub Pages website to view the lab instructions. The URL for the GitHub Pages website can be found at the top of the repository. 14 | 15 | To address general comments about the course and demos, or how to prepare for a course delivery, please use the existing MCT forums. 16 | 17 | ## Additional Resources 18 | 19 | A user guide has been provided for MCTs who are new to GitHub. It provides steps for connecting to GitHub, downloading and printing course materials, updating the scripts that students use in labs, and explaining how you can help ensure that this course’s content remains current. 20 | 21 | 22 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE.md: -------------------------------------------------------------------------------- 1 | # Module: 00 2 | ## Lab/Demo: 00 3 | ### Task: 00 4 | #### Step: 00 5 | 6 | Description of issue 7 | 8 | Repro steps: 9 | 10 | 1. 11 | 1. 12 | 1. -------------------------------------------------------------------------------- /.github/PULL_REQUEST_TEMPLATE.md: -------------------------------------------------------------------------------- 1 | # Module: 00 2 | ## Lab/Demo: 00 3 | 4 | Fixes # . 5 | 6 | Changes proposed in this pull request: 7 | 8 | - 9 | - 10 | - -------------------------------------------------------------------------------- /Instructions/01-foundation-model.md: -------------------------------------------------------------------------------- 1 | --- 2 | lab: 3 | title: 'Explore foundation models in the model catalog of Azure Machine Learning' 4 | --- 5 | 6 | # Explore foundation models in the model catalog of Azure Machine Learning 7 | 8 | Large Language Models (LLMs) used for Natural Language Processing (NLP) can be costly to train. To save time and effort, you can use open source models that are pre-trained on a large corpus of text. Many open source LLMs are available as foundation models in the model catalog of Azure Machine Learning. 9 | 10 | In this exercise you'll explore the available foundation models in Azure Machine Learning's model catalog. You'll review model cards and their test results to evaluate which model best fits your needs. 11 | 12 | ## Before you start 13 | 14 | You'll need an [Azure subscription](https://azure.microsoft.com/free?azure-portal=true) in which you have administrative-level access. 15 | 16 | ## Provision an Azure Machine Learning workspace 17 | 18 | An Azure Machine Learning *workspace* provides a central place for managing all resources and assets you need to train and manage your models. 19 | 20 | You'll provision the workspace through the Azure Portal, from which you can then launch the Azure Machine Learning studio. You'll use the studio to explore the foundation models in the model catalog. 21 | 22 | 1. Sign into the `https://portal.azure.com/`. 23 | 2. Create a new **Azure Machine Learning** resource with the following settings: 24 | - **Subscription**: *Your Azure subscription* 25 | - **Resource group**: `rg-genai-lab` 26 | - **Workspace name**: `mlw-genai-lab` 27 | - **Region**: *Select the geographical region closest to you* 28 | - **Storage account**: *Note the default new storage account that will be created for your workspace* 29 | - **Key vault**: *Note the default new key vault that will be created for your workspace* 30 | - **Application insights**: *Note the default new application insights resource that will be created for your workspace* 31 | - **Container registry**: None (*one will be created automatically the first time you deploy a model to a container*) 32 | 3. Wait for the workspace and its associated resources to be created - this typically takes around 5 minutes. 33 | 34 | ## Explore the model catalog 35 | 36 | *Azure Machine Learning studio* is a web-based portal through which you can access the Azure Machine Learning workspace. You can use the Azure Machine Learning studio to manage all assets and resources within your workspace. To explore the foundation models, you can navigate to the model catalog in the studio. 37 | 38 | 1. In the Azure portal, navigate to the Azure Machine Learning workspace **mlw-genai-lab**. 39 | 1. Select the Azure Machine Learning workspace, and in its **Overview** page, select **Launch studio**. Another tab will open in your browser to open the Azure Machine Learning studio. 40 | 1. Navigate to the **Model catalog**, using the menu on the left. 41 | 42 | ![Screenshot of the model catalog in Azure Machine Learning](./images/model-catalog-overview.png) 43 | 44 | To explore foundation models in the model catalog, you can use the search bar at the top or scroll through the available models under **Models**. 45 | 46 | If you don't know which model best fits your needs yet, you can use the filter pane on the right to explore models of a certain category. 47 | 48 | There are two main filters you're likely to use when searching for a foundation model: 49 | 50 | - **Inference tasks**: Filters models on tasks they can do when directly deploying the foundation model. Inference refers to the use of a deployed model. 51 | - **Finetune tasks**: Filters models on tasks they can do when fine-tuning foundation models with your own data. 52 | 53 | > **Note**: 54 | > Some models have different inference and finetune tasks. For example, `bert-base-cased` can be used as is for fill mask tasks, and can be fine-tuned for text classification. 55 | 56 | Let's explore foundation models based on their inference tasks. 57 | 58 | ## Explore question answering models 59 | 60 | Let's explore question answering models first. 61 | 62 | 1. Select **Question answering** from the **Inference tasks** options in the filter pane. 63 | 1. Select **Curated by AzureML** from the **Collections** options in the filter pane. 64 | 65 | Note that all search results include `squad` in the title, referring to the **Stanford Question Answering Dataset**, which consists of a large collection of text passages, along with associated questions and answers. The models shown are the models that are trained on this dataset and therefore ideal for question answering tasks. 66 | 67 | 1. Select the `distilbert-base-uncased-distilled-squad` model. 68 | 1. Review the description. Optionally, you can select the link to the **original model card** to review more details in the Hugging Face Hub. 69 | 1. To quickly test the model, past the following text into the **Query** field of the **Sample inference** pane: 70 | 71 | ```md 72 | How does the Amazon Rainforest contribute to regulating the Earth's climate? 73 | ``` 74 | 75 | 1. Enter the following text in the **Context** field: 76 | 77 | ```md 78 | The Amazon Rainforest, also known as the "Lungs of the Earth," is a vast tropical rainforest located in South America. It spans across several countries, including Brazil, Peru, and Colombia. The Amazon Rainforest is known for its incredible biodiversity, with millions of plant and animal species calling it home. It also plays a crucial role in regulating the Earth's climate by absorbing and storing carbon dioxide. 79 | ``` 80 | 81 | 1. Select **Test** and review the result. 82 | 83 | ## Explore fill mask models 84 | 85 | Now, let's explore models trained with a masked language modelling (MLM) objective. 86 | 87 | 1. Navigate to the **Model catalog**. 88 | 1. Select **Fill mask** from the **Inference tasks** options in the filter pane. 89 | 1. Select **Curated by AzureML** from the **Collections** options in the filter pane. 90 | 91 | Note that all search results include `bert` (or `roberta`) in the title, referring to the type of model. BERT models use bidirectional encoders, meaning that they use context presented before and after a token. They're trained with a MLM objective, making them ideal for predicting a masked word. 92 | 93 | 1. Select the `bert-base-uncased` model. 94 | 1. Review the description. Optionally, you can select the link to the **original model card** to review more details in the Hugging Face Hub. 95 | 1. Select the **Test** button in the **Sample inference** pane to test the model with the example query `Paris is the [MASK] of France`. 96 | 1. Change the query to: 97 | 98 | ```md 99 | [MASK] is a popular sport in Brazil. 100 | ``` 101 | 102 | 1. Select the **Test** button again and review the result. 103 | 104 | With both examples, the model has no problem predicting what the masked word should be. Whether the necessary context is presented before or after the mask, the result is the same. 105 | 106 | ## Explore translation models 107 | 108 | Finally, let's explore some models that you can use for translating text. 109 | 110 | 1. Navigate to the **Model catalog**. 111 | 1. Select **Translation** from the **Inference tasks** options in the filter pane. 112 | 1. Select **Curated by AzureML** from the **Collections** options in the filter pane. 113 | 114 | Note that all search results include `t5` in the title, referring to the type of model. T5 models use the Transformer architecture and have an encoder and decoder, allowing them to transfer text-to-text, which is ideal for translation tasks. 115 | 116 | 1. Select the `t5-small` model. 117 | 1. Review the description. Optionally, you can select the link to the **original model card** to review more details in the Hugging Face Hub. 118 | 1. Select the **Test** button in the **Sample inference** pane to quickly test the model. 119 | 1. Review the result and notice that the text is translated to German. 120 | 121 | ### Deploy the model to a real-time endpoint 122 | 123 | The model can translate text to other languages too. You can specify the input and output language using parameters. Let's deploy the model to a real-time endpoint to explore the use of parameters. 124 | 125 | 1. Select **Deploy**. 126 | 1. Select **Real-time endpoint**. 127 | 128 | > **Important**: 129 | > You'll only use the endpoint for some quick testing. To minimize costs, you should delete the endpoint when you're done exploring the model. 130 | 131 | 1. Select the **Virtual machine** with the smallest capacity available to you. 132 | 1. Change the **Instance count** to `1`. 133 | 1. You'll create a **New** endpoint. Leave all other settings at their default values. 134 | 1. Select the **Deploy** button to create the endpoint and deploy the model to the endpoint. The process may take around 15 minutes. 135 | 136 | > **Note**: 137 | > In this exercise you're using the `t5-small` model which has considerably less parameters than the `t5-large` model. The `t5-small` model may have more inaccurate results, but since it's smaller in size, it'll be cheaper to use. 138 | 139 | Azure Machine Learning will first create the endpoint. You can deploy multiple models to one endpoint. After the endpoint is created, the foundation model you selected will be deployed to the endpoint. Since you only have one model deployed to the endpoint, Azure Machine Learning will allocate all (100%) of incoming traffic to the model you selected. If you deploy multiple models to the endpoint, you can specify how much traffic should be allocated to each model. 140 | 141 | ### Test the deployed translation model 142 | 143 | When the **Provisioning state** of the deployment is **Succeeded**, the endpoint is ready to use. 144 | 145 | 1. Navigate to the **Test** tab of the endpoint. 146 | 1. Paste the following JSON in the **Input data to test endpoint** field: 147 | 148 | ```json 149 | { 150 | "inputs": { 151 | "input_string": ["My name is John and I live in Seattle", "Berlin is the capital of Germany."] 152 | }, 153 | "parameters": { 154 | "task_type": "translation_en_to_fr" 155 | } 156 | } 157 | ``` 158 | 159 | 1. Review the result and notice that the text is now translated to French. Optionally, you can change the input string and the translation parameter to test other examples. 160 | 161 | ## Delete Azure resources 162 | 163 | When you finish exploring Azure Machine Learning, you should delete the resources you’ve created to avoid unnecessary Azure costs. 164 | 165 | - Close the Azure Machine Learning studio tab and return to the Azure portal. 166 | - In the Azure portal, on the **Home** page, select **Resource groups**. 167 | - Select the resource group **rg-genai-lab**. 168 | - At the top of the **Overview** page for your resource group, select **Delete resource group**. 169 | - Enter the resource group name to confirm you want to delete it, and select **Delete**. 170 | -------------------------------------------------------------------------------- /Instructions/04-finetune-model.md: -------------------------------------------------------------------------------- 1 | --- 2 | lab: 3 | title: 'Fine-tune a foundation model in the Azure Machine Learning studio' 4 | --- 5 | 6 | # Fine-tune a foundation model in the Azure Machine Learning studio 7 | 8 | When you want to improve a model that processes natural language, you may try to fine-tune a foundation model. A foundation model is already pre-trained on a large corpus of text, meaning you'll spend considerably less time fine-tuning the model to accommodate your needs than when you would train a completely new model from scratch. 9 | 10 | In this exercise you'll choose a foundation model from Azure Machine Learning's model catalog. You'll use a small dataset to fine-tune the model and you'll deploy the model to an endpoint. Finally, you can test your deployed model by sending new data to the endpoint. 11 | 12 | ## Before you start 13 | 14 | You'll need an [Azure subscription](https://azure.microsoft.com/free?azure-portal=true) in which you have administrative-level access. 15 | 16 | ## Provision an Azure Machine Learning workspace 17 | 18 | An Azure Machine Learning *workspace* provides a central place for managing all resources and assets you need to train and manage your models. You can interact with the Azure Machine Learning workspace through the studio, Python SDK, and Azure CLI. 19 | 20 | You'll use the Azure CLI to provision the workspace and register a data asset, and you'll use the studio to explore the model catalog and fine-tune a model. 21 | 22 | ### Create the workspace and upload the dataset 23 | 24 | To create the Azure Machine Learning workspace, and upload the dataset to the workspace, you'll use the Azure CLI. All necessary commands are grouped in a Shell script for you to execute. 25 | 26 | 1. In a browser, open the Azure portal at `https://portal.azure.com/`, signing in with your Microsoft account. 27 | 1. Select the \[>_] (*Cloud Shell*) button at the top of the page to the right of the search box. This opens a Cloud Shell pane at the bottom of the portal. 28 | 1. Select **Bash** if asked. The first time you open the cloud shell, you will be asked to choose the type of shell you want to use (*Bash* or *PowerShell*). 29 | 1. Check that the correct subscription is specified and select **Create storage** if you are asked to create storage for your cloud shell. Wait for the storage to be created. 30 | 1. In the terminal, enter the following commands to clone this repo: 31 | 32 | ```azurecli 33 | rm -r gen-ai-labs -f 34 | git clone https://github.com/MicrosoftLearning/advanced-gen-ai.git gen-ai-labs 35 | ``` 36 | 37 | > Use `SHIFT + INSERT` to paste your copied code into the Cloud Shell. 38 | 39 | 1. After the repo has been cloned, enter the following commands to change to the folder for this lab and run the **setup.sh** script it contains: 40 | 41 | ```azurecli 42 | cd gen-ai-labs/Labs/setup-script 43 | ./setup.sh 44 | ``` 45 | 46 | > Ignore any (error) messages that say that the extensions were not installed. 47 | 48 | 1. Wait for the script to complete - this typically takes around 5-10 minutes. 49 | 50 | ### Explore the data 51 | 52 | While you wait for the setup script to complete, let's explore the data you'll use to fine-tune a foundation model. 53 | 54 | You can use foundation models for different purposes, one of them is to classify text. The data in this exercise contains reviews of hotels that customers may have posted on a website. You may want to classify the sentiment of the hotel reviews. Though you could classify them as simply `positive` or `negative`, you could also create your own labels like `terrible`, `poor`, `average`, `very good`, `excellent`. 55 | 56 | The dataset provided for this exercise contains two columns: 57 | - `Text`: A hotel review (one or two sentences). 58 | - `Label`: Manually added labels, either `terrible`, `poor`, `average`, `very good`, or `excellent`. 59 | 60 | Some examples from the dataset include: 61 | 62 | | Text | Label | 63 | |---|---| 64 | | I stayed at Contoso Suites and my experience was superb. The hotel had fantastic amenities and the staff was wonderful. | Excellent | 65 | | Alpine Ski House was pleasing. The rooms were satisfying. | Very good | 66 | | Margie's Travel is a fair hotel. | Average| 67 | | If you're looking for a lackluster getaway, look no further than Contoso Suites. | Poor | 68 | | Contoso Suites is a dreadful hotel. | Terrible | 69 | 70 | By finetuning a model with the provided dataset, you'll be able to classify hotel reviews quickly and easily, simply based on the text. 71 | 72 | ## Create a compute cluster 73 | 74 | *Azure Machine Learning studio* is a web-based portal through which you can access the Azure Machine Learning workspace. You can use the Azure Machine Learning studio to manage all assets and resources within your workspace. To fine-tune a language model, you'll need a GPU cluster. You can create a GPU cluster in the studio. 75 | 76 | 1. In the Azure portal, navigate to the Azure Machine Learning workspace that starts with **rg-genai-...**. 77 | 1. Select the Azure Machine Learning workspace, and in its **Overview** page, select **Launch studio**. Another tab will open in your browser to open the Azure Machine Learning studio. 78 | 1. Close any pop-ups that appear in the studio. 79 | 1. Navigate to the **Compute** page, using the menu on the left. 80 | 1. Select the **Compute clusters** tab. 81 | 1. Create a **+ New** cluster. 82 | 1. Configure the compute cluster with the following settings: 83 | - **Virtual machine tier**: `Low priority` 84 | - **Virtual machine type**: `GPU` 85 | - **Virtual machine size**: *The cheapest available, for example the `Standard_NC6s_v3* 86 | - **Name**: `gpu-cluster` 87 | - Keep all other settings at the default value. 88 | 1. Create the compute cluster and verify that it shows up in the list of compute clusters. 89 | 90 | ## Fine-tune the model 91 | 92 | To fine-tune the model, you need training data, a compute cluster, and a pretrained model. The script registered a training dataset for you with hotel reviews. You created the necessary compute in the previous section. Now, it's time to choose the pretrained model you want to use and fine-tune the model. 93 | 94 | 1. Navigate to the **Model catalog**, using the menu on the left. 95 | 1. Search for the `bert-base-uncased` model. 96 | 1. Filter by the **Curated by Azure AI** collection. 97 | 1. Filter by **Text classification** under **Fine-tuning tasks**. 98 | 1. Select the **bert-base-uncased** model. 99 | 1. Select **Fine-tune**. 100 | 1. Select `text classification` for **Select task type**. 101 | 1. **Select dataset** for **Training data**, to open the **Select training data** pop-up. 102 | 1. Select the **Registered datasets** tab. 103 | 1. Select the `hotel-reviews` dataset that was created for you with the setup script. 104 | 1. Select **Next** and wait for the dataset preview to be loaded. You should have two columns: `Text` and `Label`. 105 | 1. Configure the **Required data columns**: 106 | - **Select the 'sentence1 key' column**: `Text` 107 | - **Select the 'label key' column**: `Label` 108 | 1. Select **Add** to close the pop-up and go back to the finetuning configuration. 109 | 1. Leave the validation and test data at the default settings. 110 | 1. Verify that the compute cluster specifies the `gpu-cluster` that you created during setup. 111 | 1. Select **Finish** to trigger the finetuning job. The job will first prepare the compute cluster, and then fine-tune the model. The time needed to fine-tune the model will depend on the cluster you use. You may need to refresh the page to get the latest job status. 112 | 113 | ## Test the model 114 | 115 | Finally, to test and use the model, you need to register and deploy the model. 116 | 117 | ### Register the model 118 | 119 | First, you'll register the model from the job's output. 120 | 121 | 1. Navigate to the pipeline job overview. 122 | 1. Select **+ Register model**. 123 | 1. Leave the default settings for the **Model type** (`MLflow`) and **Job output**. 124 | 1. Select **Next**. 125 | 1. In the **Model settings** tab, name the model `hotel-classification-model`. 126 | 1. Select **Next**. 127 | 1. Select **Register**. 128 | 129 | ### Deploy the model 130 | 131 | Now that the model is registered, you can deploy the model. 132 | 133 | 1. Navigate to the **Models** page, using the menu on the left of the workspace. 134 | 1. Select the `hotel-classification-model` model. 135 | 1. Select **Deploy**, and select the **Real-time endpoint** option. 136 | 1. Leave all settings at their defaults. 137 | 1. Select **Deploy**. 138 | 139 | An endpoint will be created first. Then, the registered model will be deployed to the endpoint. The deployment may take some time. Wait until the deployment is complete. 140 | 141 | ### Test the endpoint 142 | 143 | When the model is successfully deployed, you can test your model. The quickest way to test your model is directly in the Azure Machine Learning Studio. 144 | 145 | 1. Navigate to your endpoint. 146 | 1. Select the **Test** tab. 147 | 148 | > **Note:** 149 | > If the **Test** tab doesn't appear, the deployment isn't finalized yet. Wait until the model is deployed to the endpoint and refresh your page to find the **Test** tab. 150 | 151 | 1. Copy and paste the following JSON into the **Input data to test endpoint** field: 152 | 153 | ```json 154 | { 155 | "input_data": { 156 | "columns": [ 157 | "input_string" 158 | ], 159 | "index": [0, 1, 2, 3, 4], 160 | "data": [["Contoso Suites exceeded our expectations with their impeccable service and luxurious amenities."], ["The breathtaking mountain views from our room at Alpine Ski House made our stay truly magical."], ["We had a disappointing experience at Margie's Travel due to the lack of cleanliness and outdated facilities."], ["The cozy fireplace in our room at Alpine Ski House created a warm and inviting atmosphere after a day on the slopes."], ["The rooftop pool at Contoso Suites offered a stunning panoramic view of the city, making our stay unforgettable."]] 161 | } 162 | } 163 | ``` 164 | 165 | 1. Select **Test** to send the input data to the endpoint. 166 | 1. The test result should appear on the right. 167 | 1. Review the output and you'll find that each sentence has been labeled with a classification of the text. 168 | 169 | Feel free to experiment and change the text of the hotel reviews to explore the model's classifications. 170 | 171 | ## Delete Azure resources 172 | 173 | When you finish exploring Azure Machine Learning, you should delete the resources you’ve created to avoid unnecessary Azure costs. 174 | 175 | - Close the Azure Machine Learning studio tab and return to the Azure portal. 176 | - In the Azure portal, on the **Home** page, select **Resource groups**. 177 | - Select the resource group starting with **rg-genai...**. 178 | - At the top of the **Overview** page for your resource group, select **Delete resource group**. 179 | - Enter the resource group name to confirm you want to delete it, and select **Delete**. 180 | -------------------------------------------------------------------------------- /Instructions/images/model-catalog-overview.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MicrosoftLearning/advanced-gen-ai/144630b282627dcec618cc46db16b80c796355c0/Instructions/images/model-catalog-overview.png -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2019 Sidney Andrews 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. -------------------------------------------------------------------------------- /Labs/data/hotel_reviews_small.csv: -------------------------------------------------------------------------------- 1 | Text,Label 2 | I stayed at Contoso Suites and my experience was superb. The hotel had fantastic amenities and the staff was wonderful.,Excellent 3 | Alpine Ski House was great. The rooms were superior.,Very good 4 | My time at Contoso Suites was impressive. The service was satisfying,Very good 5 | Alpine Ski House was pleasing. The rooms were satisfying.,Very good 6 | Margie's Travel is a fair hotel.,Average 7 | My time at Contoso Suites was fine. The service was superior,Very good 8 | "Alpine Ski House is exceptional. The decor was amazing, and the staff was fantastic",Excellent 9 | "If you're looking for a tolerable getaway, look no further than Contoso Suites.",Average 10 | "I recently stayed at Contoso Suites, and my experience was adequate.",Average 11 | My stay at Margie's Travel was absolutely fine and commendable.,Very good 12 | Contoso Suites is a acceptable hotel.,Average 13 | My stay at Margie's Travel was absolutely commendable and superior.,Very good 14 | "I recently stayed at Alpine Ski House, and my experience was okay.",Average 15 | My stay at Contoso Suites was absolutely fine and commendable.,Very good 16 | Margie's Travel was worthy. The rooms were commendable.,Very good 17 | My time at Alpine Ski House was great. The service was fine,Very good 18 | I stayed at Margie's Travel and my experience was fantastic. The hotel had outstanding amenities and the staff was top-notch.,Excellent 19 | "I recently stayed at Alpine Ski House, and my experience was fine.",Average 20 | Alpine Ski House is a deficient hotel.,Poor 21 | "If you're looking for a below average getaway, look no further than Contoso Suites.",Poor 22 | "Contoso Suites was brilliant. The rooms were amazing, and the food was exceptional.",Excellent 23 | I stayed at Alpine Ski House and my experience was brilliant. The hotel had outstanding amenities and the staff was exceptional.,Excellent 24 | My stay at Margie's Travel was absolutely great and worthy.,Very good 25 | "If you're looking for a fine getaway, look no further than Contoso Suites.",Average 26 | "I recently stayed at Contoso Suites, and my experience was satisfactory.",Average 27 | "If you're looking for a appalling getaway, look no further than Alpine Ski House.",Terrible 28 | "If you're looking for a fine getaway, look no further than Contoso Suites.",Average 29 | I stayed at Alpine Ski House and my experience was stellar. The hotel had fantastic amenities and the staff was top-notch.,Excellent 30 | "I recently stayed at Margie's Travel, and my experience was fair.",Average 31 | I stayed at Alpine Ski House and my experience was exceptional. The hotel had outstanding amenities and the staff was wonderful.,Excellent 32 | I stayed at Margie's Travel and my experience was exceptional. The hotel had exceptional amenities and the staff was fantastic.,Excellent 33 | My time at Alpine Ski House was superior. The service was pleasing,Very good 34 | "If you're looking for a lackluster getaway, look no further than Contoso Suites.",Poor 35 | I stayed at Margie's Travel and my experience was wonderful. The hotel had remarkable amenities and the staff was amazing.,Excellent 36 | Contoso Suites is a dreadful hotel.,Terrible 37 | "If you're looking for a unsatisfactory getaway, look no further than Contoso Suites.",Poor 38 | "I recently stayed at Alpine Ski House, and my experience was atrocious.",Terrible 39 | "I recently stayed at Margie's Travel, and my experience was fine.",Average 40 | My time at Alpine Ski House was superior. The service was satisfying,Very good 41 | "I recently stayed at Alpine Ski House, and my experience was mediocre.",Poor 42 | "If you're looking for a fine getaway, look no further than Alpine Ski House.",Average 43 | "If you're looking for a faulty getaway, look no further than Contoso Suites.",Poor 44 | "Contoso Suites was stellar. The rooms were wonderful, and the food was wonderful.",Excellent 45 | I stayed at Margie's Travel and my experience was remarkable. The hotel had brilliant amenities and the staff was wonderful.,Excellent 46 | "I recently stayed at Margie's Travel, and my experience was decent.",Average 47 | "I recently stayed at Contoso Suites, and my experience was disappointing.",Poor 48 | "I recently stayed at Contoso Suites, and my experience was awful.",Terrible 49 | "Alpine Ski House was top-notch. The rooms were superb, and the food was outstanding.",Excellent 50 | My time at Contoso Suites was great. The service was fine,Very good 51 | My stay at Contoso Suites was absolutely impressive and commendable.,Very good 52 | My time at Contoso Suites was satisfying. The service was impressive,Very good 53 | "Contoso Suites was top-notch. The rooms were exceptional, and the food was amazing.",Excellent 54 | "Alpine Ski House is brilliant. The decor was remarkable, and the staff was outstanding",Excellent 55 | "Margie's Travel was top-notch. The rooms were fantastic, and the food was amazing.",Excellent 56 | "Contoso Suites was wonderful. The rooms were superb, and the food was remarkable.",Excellent 57 | "Alpine Ski House was remarkable. The rooms were top-notch, and the food was outstanding.",Excellent 58 | "I recently stayed at Contoso Suites, and my experience was awful.",Terrible 59 | "If you're looking for a acceptable getaway, look no further than Margie's Travel.",Average 60 | "If you're looking for a adequate getaway, look no further than Margie's Travel.",Average 61 | Alpine Ski House is a disappointing hotel.,Poor 62 | "I recently stayed at Alpine Ski House, and my experience was terrible.",Terrible 63 | "Margie's Travel was amazing. The rooms were remarkable, and the food was superb.",Excellent 64 | "If you're looking for a passable getaway, look no further than Margie's Travel.",Average 65 | "If you're looking for a disappointing getaway, look no further than Alpine Ski House.",Poor 66 | I stayed at Contoso Suites and my experience was amazing. The hotel had outstanding amenities and the staff was top-notch.,Excellent 67 | My time at Contoso Suites was commendable. The service was excellent,Very good 68 | "I recently stayed at Margie's Travel, and my experience was lousy.",Terrible 69 | "I recently stayed at Contoso Suites, and my experience was okay.",Average 70 | "If you're looking for a dreadful getaway, look no further than Contoso Suites.",Terrible 71 | "If you're looking for a atrocious getaway, look no further than Alpine Ski House.",Terrible 72 | "I recently stayed at Alpine Ski House, and my experience was awful.",Terrible 73 | My time at Margie's Travel was great. The service was satisfying,Very good 74 | Alpine Ski House is a underwhelming hotel.,Poor 75 | Contoso Suites is a underwhelming hotel.,Poor 76 | "Contoso Suites was exceptional. The rooms were exceptional, and the food was wonderful.",Excellent 77 | "I recently stayed at Contoso Suites, and my experience was tolerable.",Average 78 | My time at Margie's Travel was satisfying. The service was excellent,Very good 79 | My stay at Contoso Suites was absolutely satisfying and satisfying.,Very good 80 | "I recently stayed at Alpine Ski House, and my experience was underwhelming.",Poor 81 | I stayed at Contoso Suites and my experience was amazing. The hotel had outstanding amenities and the staff was amazing.,Excellent 82 | Alpine Ski House is a below average hotel.,Poor 83 | Alpine Ski House is a ordinary hotel.,Average 84 | "I recently stayed at Margie's Travel, and my experience was lousy.",Terrible 85 | Alpine Ski House is a atrocious hotel.,Terrible 86 | Contoso Suites is a dreadful hotel.,Terrible 87 | My time at Contoso Suites was commendable. The service was superior,Very good 88 | "If you're looking for a mediocre getaway, look no further than Contoso Suites.",Poor 89 | My stay at Contoso Suites was absolutely satisfying and excellent.,Very good 90 | "I recently stayed at Contoso Suites, and my experience was tolerable.",Average 91 | I stayed at Contoso Suites and my experience was wonderful. The hotel had superb amenities and the staff was fantastic.,Excellent 92 | "If you're looking for a wretched getaway, look no further than Alpine Ski House.",Terrible 93 | Contoso Suites was impressive. The rooms were superior.,Very good 94 | Alpine Ski House was excellent. The rooms were great.,Very good 95 | Contoso Suites is a inferior hotel.,Poor 96 | "Contoso Suites was top-notch. The rooms were outstanding, and the food was superb.",Excellent 97 | Contoso Suites was impressive. The rooms were impressive.,Very good 98 | "I recently stayed at Margie's Travel, and my experience was inferior.",Poor 99 | "If you're looking for a lousy getaway, look no further than Alpine Ski House.",Terrible 100 | "If you're looking for a passable getaway, look no further than Margie's Travel.",Average 101 | I stayed at Margie's Travel and my experience was wonderful. The hotel had stellar amenities and the staff was fantastic.,Excellent 102 | "If you're looking for a disastrous getaway, look no further than Contoso Suites.",Terrible 103 | Alpine Ski House is a abysmal hotel.,Terrible 104 | "If you're looking for a deficient getaway, look no further than Alpine Ski House.",Poor 105 | "If you're looking for a mediocre getaway, look no further than Contoso Suites.",Poor 106 | I stayed at Contoso Suites and my experience was remarkable. The hotel had amazing amenities and the staff was fantastic.,Excellent 107 | "If you're looking for a appalling getaway, look no further than Alpine Ski House.",Terrible 108 | "I recently stayed at Contoso Suites, and my experience was below average.",Poor 109 | Margie's Travel was excellent. The rooms were great.,Very good 110 | "I recently stayed at Contoso Suites, and my experience was mediocre.",Poor 111 | My time at Margie's Travel was pleasing. The service was good,Very good 112 | Alpine Ski House is a unsatisfactory hotel.,Poor 113 | "Contoso Suites was wonderful. The rooms were top-notch, and the food was amazing.",Excellent 114 | Margie's Travel is a faulty hotel.,Poor 115 | "If you're looking for a abysmal getaway, look no further than Margie's Travel.",Terrible 116 | Alpine Ski House was satisfying. The rooms were superior.,Very good 117 | "If you're looking for a tolerable getaway, look no further than Margie's Travel.",Average 118 | My stay at Contoso Suites was absolutely commendable and great.,Very good 119 | "Alpine Ski House is stellar. The decor was wonderful, and the staff was exceptional",Excellent 120 | "If you're looking for a fair getaway, look no further than Contoso Suites.",Average 121 | "Contoso Suites is exceptional. The decor was stellar, and the staff was fantastic",Excellent 122 | Contoso Suites is a acceptable hotel.,Average 123 | Alpine Ski House was commendable. The rooms were worthy.,Very good 124 | "If you're looking for a below average getaway, look no further than Alpine Ski House.",Poor 125 | "If you're looking for a abysmal getaway, look no further than Margie's Travel.",Terrible 126 | "If you're looking for a tolerable getaway, look no further than Contoso Suites.",Average 127 | "If you're looking for a ordinary getaway, look no further than Alpine Ski House.",Average 128 | "I recently stayed at Margie's Travel, and my experience was okay.",Average 129 | "Contoso Suites was remarkable. The rooms were remarkable, and the food was amazing.",Excellent 130 | "Contoso Suites is exceptional. The decor was top-notch, and the staff was amazing",Excellent 131 | "I recently stayed at Alpine Ski House, and my experience was fine.",Average 132 | "If you're looking for a decent getaway, look no further than Contoso Suites.",Average 133 | "If you're looking for a okay getaway, look no further than Contoso Suites.",Average 134 | "If you're looking for a abysmal getaway, look no further than Alpine Ski House.",Terrible 135 | My stay at Contoso Suites was absolutely commendable and satisfying.,Very good 136 | "If you're looking for a acceptable getaway, look no further than Contoso Suites.",Average 137 | "Margie's Travel was exceptional. The rooms were fantastic, and the food was brilliant.",Excellent 138 | "If you're looking for a fine getaway, look no further than Margie's Travel.",Average 139 | "I recently stayed at Margie's Travel, and my experience was mediocre.",Poor 140 | "I recently stayed at Margie's Travel, and my experience was lackluster.",Poor 141 | Margie's Travel is a below average hotel.,Poor 142 | Contoso Suites is a decent hotel.,Average 143 | Contoso Suites is a okay hotel.,Average 144 | My stay at Alpine Ski House was absolutely impressive and worthy.,Very good 145 | "Margie's Travel was outstanding. The rooms were superb, and the food was brilliant.",Excellent 146 | I stayed at Contoso Suites and my experience was outstanding. The hotel had superb amenities and the staff was amazing.,Excellent 147 | "If you're looking for a below average getaway, look no further than Contoso Suites.",Poor 148 | "I recently stayed at Contoso Suites, and my experience was ordinary.",Average 149 | Alpine Ski House is a mediocre hotel.,Poor 150 | "If you're looking for a faulty getaway, look no further than Alpine Ski House.",Poor 151 | "If you're looking for a inferior getaway, look no further than Contoso Suites.",Poor 152 | My time at Margie's Travel was great. The service was pleasing,Very good 153 | "If you're looking for a mediocre getaway, look no further than Contoso Suites.",Poor 154 | Alpine Ski House is a adequate hotel.,Average 155 | Contoso Suites is a wretched hotel.,Terrible 156 | "Alpine Ski House is stellar. The decor was exceptional, and the staff was top-notch",Excellent 157 | "Alpine Ski House was remarkable. The rooms were exceptional, and the food was superb.",Excellent 158 | "I recently stayed at Contoso Suites, and my experience was atrocious.",Terrible 159 | "If you're looking for a inferior getaway, look no further than Margie's Travel.",Poor 160 | Margie's Travel is a faulty hotel.,Poor 161 | "I recently stayed at Alpine Ski House, and my experience was terrible.",Terrible 162 | "I recently stayed at Alpine Ski House, and my experience was subpar.",Poor 163 | My stay at Margie's Travel was absolutely impressive and impressive.,Very good 164 | "If you're looking for a satisfactory getaway, look no further than Margie's Travel.",Average 165 | "I recently stayed at Contoso Suites, and my experience was horrible.",Terrible 166 | Alpine Ski House is a fair hotel.,Average 167 | Alpine Ski House is a disappointing hotel.,Poor 168 | Margie's Travel is a disastrous hotel.,Terrible 169 | "I recently stayed at Alpine Ski House, and my experience was underwhelming.",Poor 170 | "I recently stayed at Contoso Suites, and my experience was lousy.",Terrible 171 | Margie's Travel is a abysmal hotel.,Terrible 172 | Contoso Suites is a mediocre hotel.,Poor 173 | "I recently stayed at Contoso Suites, and my experience was terrible.",Terrible 174 | "I recently stayed at Contoso Suites, and my experience was disappointing.",Poor 175 | I stayed at Contoso Suites and my experience was wonderful. The hotel had fantastic amenities and the staff was wonderful.,Excellent 176 | Contoso Suites is a awful hotel.,Terrible 177 | Contoso Suites is a lousy hotel.,Terrible 178 | "If you're looking for a unsatisfactory getaway, look no further than Margie's Travel.",Poor 179 | "If you're looking for a okay getaway, look no further than Alpine Ski House.",Average 180 | "Margie's Travel was top-notch. The rooms were exceptional, and the food was remarkable.",Excellent 181 | "Margie's Travel was wonderful. The rooms were superb, and the food was stellar.",Excellent 182 | "I recently stayed at Contoso Suites, and my experience was disappointing.",Poor 183 | "I recently stayed at Alpine Ski House, and my experience was tolerable.",Average 184 | "If you're looking for a dreadful getaway, look no further than Contoso Suites.",Terrible 185 | "I recently stayed at Contoso Suites, and my experience was mediocre.",Poor 186 | I stayed at Contoso Suites and my experience was remarkable. The hotel had top-notch amenities and the staff was amazing.,Excellent 187 | I stayed at Alpine Ski House and my experience was fantastic. The hotel had wonderful amenities and the staff was top-notch.,Excellent 188 | I stayed at Contoso Suites and my experience was wonderful. The hotel had outstanding amenities and the staff was fantastic.,Excellent 189 | My time at Margie's Travel was satisfying. The service was commendable,Very good 190 | Margie's Travel is a acceptable hotel.,Average 191 | "If you're looking for a disappointing getaway, look no further than Alpine Ski House.",Poor 192 | My time at Contoso Suites was commendable. The service was good,Very good 193 | My stay at Margie's Travel was absolutely satisfying and great.,Very good 194 | "I recently stayed at Contoso Suites, and my experience was mediocre.",Poor 195 | "Margie's Travel was superb. The rooms were amazing, and the food was stellar.",Excellent 196 | "I recently stayed at Margie's Travel, and my experience was mediocre.",Poor 197 | "I recently stayed at Contoso Suites, and my experience was acceptable.",Average 198 | "Contoso Suites is remarkable. The decor was outstanding, and the staff was remarkable",Excellent 199 | "If you're looking for a passable getaway, look no further than Alpine Ski House.",Average 200 | Alpine Ski House is a awful hotel.,Terrible 201 | "If you're looking for a terrible getaway, look no further than Alpine Ski House.",Terrible 202 | "If you're looking for a below average getaway, look no further than Contoso Suites.",Poor 203 | My stay at Alpine Ski House was absolutely excellent and worthy.,Very good 204 | "If you're looking for a decent getaway, look no further than Margie's Travel.",Average 205 | "If you're looking for a atrocious getaway, look no further than Alpine Ski House.",Terrible 206 | Margie's Travel is a below average hotel.,Poor 207 | Margie's Travel is a atrocious hotel.,Terrible 208 | "If you're looking for a underwhelming getaway, look no further than Margie's Travel.",Poor 209 | My time at Margie's Travel was superior. The service was good,Very good 210 | "If you're looking for a fair getaway, look no further than Alpine Ski House.",Average 211 | Margie's Travel is a deficient hotel.,Poor 212 | "I recently stayed at Margie's Travel, and my experience was adequate.",Average 213 | Contoso Suites was superior. The rooms were worthy.,Very good 214 | "I recently stayed at Margie's Travel, and my experience was abysmal.",Terrible 215 | "I recently stayed at Margie's Travel, and my experience was wretched.",Terrible 216 | Contoso Suites is a underwhelming hotel.,Poor 217 | "If you're looking for a faulty getaway, look no further than Contoso Suites.",Poor 218 | "Contoso Suites is outstanding. The decor was wonderful, and the staff was outstanding",Excellent 219 | "I recently stayed at Alpine Ski House, and my experience was decent.",Average 220 | Contoso Suites was impressive. The rooms were superior.,Very good 221 | I stayed at Alpine Ski House and my experience was brilliant. The hotel had amazing amenities and the staff was remarkable.,Excellent 222 | Margie's Travel was satisfying. The rooms were great.,Very good 223 | "Alpine Ski House was stellar. The rooms were top-notch, and the food was amazing.",Excellent 224 | "I recently stayed at Margie's Travel, and my experience was lousy.",Terrible 225 | Alpine Ski House is a mediocre hotel.,Poor 226 | Contoso Suites is a deficient hotel.,Poor 227 | "I recently stayed at Contoso Suites, and my experience was fair.",Average 228 | "I recently stayed at Margie's Travel, and my experience was dreadful.",Terrible 229 | "I recently stayed at Margie's Travel, and my experience was faulty.",Poor 230 | "If you're looking for a abysmal getaway, look no further than Alpine Ski House.",Terrible 231 | "If you're looking for a adequate getaway, look no further than Margie's Travel.",Average 232 | "If you're looking for a mediocre getaway, look no further than Alpine Ski House.",Poor 233 | Contoso Suites was satisfying. The rooms were great.,Very good 234 | "I recently stayed at Margie's Travel, and my experience was terrible.",Terrible 235 | "If you're looking for a disappointing getaway, look no further than Alpine Ski House.",Poor 236 | Contoso Suites is a abysmal hotel.,Terrible 237 | "If you're looking for a deficient getaway, look no further than Contoso Suites.",Poor 238 | "I recently stayed at Alpine Ski House, and my experience was disappointing.",Poor 239 | "If you're looking for a underwhelming getaway, look no further than Contoso Suites.",Poor 240 | My time at Margie's Travel was pleasing. The service was superior,Very good 241 | Alpine Ski House is a satisfactory hotel.,Average 242 | "I recently stayed at Contoso Suites, and my experience was disastrous.",Terrible 243 | "I recently stayed at Margie's Travel, and my experience was wretched.",Terrible 244 | "If you're looking for a subpar getaway, look no further than Alpine Ski House.",Poor 245 | My time at Margie's Travel was commendable. The service was fine,Very good 246 | "Margie's Travel is top-notch. The decor was remarkable, and the staff was superb",Excellent 247 | "I recently stayed at Alpine Ski House, and my experience was okay.",Average 248 | Alpine Ski House is a dreadful hotel.,Terrible 249 | I stayed at Alpine Ski House and my experience was fantastic. The hotel had top-notch amenities and the staff was stellar.,Excellent 250 | Contoso Suites is a okay hotel.,Average 251 | Margie's Travel is a subpar hotel.,Poor 252 | "Margie's Travel was fantastic. The rooms were wonderful, and the food was fantastic.",Excellent 253 | "I recently stayed at Margie's Travel, and my experience was okay.",Average 254 | I stayed at Contoso Suites and my experience was wonderful. The hotel had exceptional amenities and the staff was brilliant.,Excellent 255 | Contoso Suites is a underwhelming hotel.,Poor 256 | "I recently stayed at Contoso Suites, and my experience was fair.",Average 257 | "I recently stayed at Alpine Ski House, and my experience was okay.",Average 258 | "I recently stayed at Margie's Travel, and my experience was underwhelming.",Poor 259 | Alpine Ski House is a atrocious hotel.,Terrible 260 | Margie's Travel is a lackluster hotel.,Poor 261 | Contoso Suites was impressive. The rooms were great.,Very good 262 | Contoso Suites was excellent. The rooms were superior.,Very good 263 | "I recently stayed at Margie's Travel, and my experience was adequate.",Average 264 | My time at Contoso Suites was worthy. The service was fine,Very good 265 | "If you're looking for a inferior getaway, look no further than Contoso Suites.",Poor 266 | Margie's Travel was superior. The rooms were pleasing.,Very good 267 | My time at Margie's Travel was commendable. The service was commendable,Very good 268 | "If you're looking for a deficient getaway, look no further than Margie's Travel.",Poor 269 | Contoso Suites is a faulty hotel.,Poor 270 | Alpine Ski House is a acceptable hotel.,Average 271 | Margie's Travel is a below average hotel.,Poor 272 | Alpine Ski House is a deficient hotel.,Poor 273 | "Contoso Suites was exceptional. The rooms were stellar, and the food was stellar.",Excellent 274 | "I recently stayed at Margie's Travel, and my experience was abysmal.",Terrible 275 | Margie's Travel was commendable. The rooms were excellent.,Very good 276 | "If you're looking for a disastrous getaway, look no further than Contoso Suites.",Terrible 277 | "If you're looking for a faulty getaway, look no further than Alpine Ski House.",Poor 278 | "Margie's Travel is top-notch. The decor was brilliant, and the staff was superb",Excellent 279 | My time at Contoso Suites was pleasing. The service was good,Very good 280 | I stayed at Alpine Ski House and my experience was stellar. The hotel had remarkable amenities and the staff was amazing.,Excellent 281 | "If you're looking for a underwhelming getaway, look no further than Margie's Travel.",Poor 282 | "I recently stayed at Alpine Ski House, and my experience was deficient.",Poor 283 | Margie's Travel is a satisfactory hotel.,Average 284 | My stay at Alpine Ski House was absolutely excellent and impressive.,Very good 285 | Margie's Travel is a deficient hotel.,Poor 286 | "If you're looking for a terrible getaway, look no further than Alpine Ski House.",Terrible 287 | I stayed at Contoso Suites and my experience was wonderful. The hotel had brilliant amenities and the staff was outstanding.,Excellent 288 | Margie's Travel is a terrible hotel.,Terrible 289 | My time at Margie's Travel was satisfying. The service was great,Very good 290 | Margie's Travel is a disastrous hotel.,Terrible 291 | Margie's Travel is a satisfactory hotel.,Average 292 | My time at Margie's Travel was fine. The service was great,Very good 293 | "Alpine Ski House is exceptional. The decor was brilliant, and the staff was top-notch",Excellent 294 | Margie's Travel is a dreadful hotel.,Terrible 295 | "I recently stayed at Margie's Travel, and my experience was decent.",Average 296 | "I recently stayed at Contoso Suites, and my experience was mediocre.",Poor 297 | "If you're looking for a appalling getaway, look no further than Contoso Suites.",Terrible 298 | Margie's Travel is a ordinary hotel.,Average 299 | My stay at Margie's Travel was absolutely fine and pleasing.,Very good 300 | "If you're looking for a okay getaway, look no further than Contoso Suites.",Average 301 | Alpine Ski House is a below average hotel.,Poor 302 | I stayed at Contoso Suites and my experience was superb. The hotel had amazing amenities and the staff was remarkable.,Excellent 303 | Margie's Travel is a underwhelming hotel.,Poor 304 | Alpine Ski House was pleasing. The rooms were satisfying.,Very good 305 | "I recently stayed at Contoso Suites, and my experience was inferior.",Poor 306 | Margie's Travel is a terrible hotel.,Terrible 307 | "I recently stayed at Alpine Ski House, and my experience was satisfactory.",Average 308 | I stayed at Margie's Travel and my experience was remarkable. The hotel had wonderful amenities and the staff was outstanding.,Excellent 309 | "I recently stayed at Alpine Ski House, and my experience was subpar.",Poor 310 | Margie's Travel is a fine hotel.,Average 311 | Alpine Ski House is a acceptable hotel.,Average 312 | Margie's Travel is a faulty hotel.,Poor 313 | "If you're looking for a disappointing getaway, look no further than Contoso Suites.",Poor 314 | Contoso Suites is a satisfactory hotel.,Average 315 | "Contoso Suites was exceptional. The rooms were fantastic, and the food was stellar.",Excellent 316 | Margie's Travel is a passable hotel.,Average 317 | I stayed at Contoso Suites and my experience was stellar. The hotel had top-notch amenities and the staff was superb.,Excellent 318 | My time at Margie's Travel was fine. The service was worthy,Very good 319 | My stay at Margie's Travel was absolutely good and impressive.,Very good 320 | "I recently stayed at Alpine Ski House, and my experience was ordinary.",Average 321 | "I recently stayed at Contoso Suites, and my experience was inferior.",Poor 322 | Contoso Suites is a subpar hotel.,Poor 323 | "Margie's Travel was amazing. The rooms were brilliant, and the food was remarkable.",Excellent 324 | Margie's Travel is a ordinary hotel.,Average 325 | Contoso Suites is a fine hotel.,Average 326 | My stay at Contoso Suites was absolutely impressive and great.,Very good 327 | "If you're looking for a awful getaway, look no further than Alpine Ski House.",Terrible 328 | I stayed at Margie's Travel and my experience was exceptional. The hotel had superb amenities and the staff was amazing.,Excellent 329 | "I recently stayed at Contoso Suites, and my experience was fine.",Average 330 | Margie's Travel is a fine hotel.,Average 331 | "If you're looking for a disappointing getaway, look no further than Margie's Travel.",Poor 332 | Margie's Travel is a lousy hotel.,Terrible 333 | Margie's Travel is a deficient hotel.,Poor 334 | "I recently stayed at Alpine Ski House, and my experience was adequate.",Average 335 | "If you're looking for a below average getaway, look no further than Alpine Ski House.",Poor 336 | "I recently stayed at Margie's Travel, and my experience was dreadful.",Terrible 337 | "If you're looking for a mediocre getaway, look no further than Contoso Suites.",Poor 338 | I stayed at Margie's Travel and my experience was wonderful. The hotel had amazing amenities and the staff was outstanding.,Excellent 339 | I stayed at Contoso Suites and my experience was brilliant. The hotel had top-notch amenities and the staff was stellar.,Excellent 340 | I stayed at Margie's Travel and my experience was top-notch. The hotel had top-notch amenities and the staff was superb.,Excellent 341 | "I recently stayed at Alpine Ski House, and my experience was inferior.",Poor 342 | "I recently stayed at Margie's Travel, and my experience was disastrous.",Terrible 343 | "If you're looking for a adequate getaway, look no further than Margie's Travel.",Average 344 | "If you're looking for a wretched getaway, look no further than Margie's Travel.",Terrible 345 | My stay at Contoso Suites was absolutely fine and good.,Very good 346 | "If you're looking for a dreadful getaway, look no further than Contoso Suites.",Terrible 347 | My time at Contoso Suites was commendable. The service was fine,Very good 348 | "I recently stayed at Alpine Ski House, and my experience was below average.",Poor 349 | "Margie's Travel is brilliant. The decor was wonderful, and the staff was exceptional",Excellent 350 | "Alpine Ski House is remarkable. The decor was outstanding, and the staff was stellar",Excellent 351 | "I recently stayed at Alpine Ski House, and my experience was tolerable.",Average 352 | "If you're looking for a atrocious getaway, look no further than Contoso Suites.",Terrible 353 | "Alpine Ski House is outstanding. The decor was fantastic, and the staff was outstanding",Excellent 354 | Alpine Ski House is a unsatisfactory hotel.,Poor 355 | Contoso Suites is a fair hotel.,Average 356 | I stayed at Alpine Ski House and my experience was amazing. The hotel had superb amenities and the staff was amazing.,Excellent 357 | "If you're looking for a atrocious getaway, look no further than Margie's Travel.",Terrible 358 | "If you're looking for a deficient getaway, look no further than Contoso Suites.",Poor 359 | Contoso Suites is a satisfactory hotel.,Average 360 | Alpine Ski House is a ordinary hotel.,Average 361 | "If you're looking for a okay getaway, look no further than Alpine Ski House.",Average 362 | Alpine Ski House is a subpar hotel.,Poor 363 | Alpine Ski House was satisfying. The rooms were superior.,Very good 364 | "Contoso Suites was remarkable. The rooms were superb, and the food was wonderful.",Excellent 365 | "Contoso Suites is brilliant. The decor was outstanding, and the staff was wonderful",Excellent 366 | "I recently stayed at Contoso Suites, and my experience was deficient.",Poor 367 | "I recently stayed at Alpine Ski House, and my experience was below average.",Poor 368 | "I recently stayed at Contoso Suites, and my experience was below average.",Poor 369 | "I recently stayed at Alpine Ski House, and my experience was fine.",Average 370 | "If you're looking for a mediocre getaway, look no further than Alpine Ski House.",Poor 371 | Contoso Suites is a atrocious hotel.,Terrible 372 | "If you're looking for a disappointing getaway, look no further than Contoso Suites.",Poor 373 | "I recently stayed at Alpine Ski House, and my experience was deficient.",Poor 374 | My time at Alpine Ski House was worthy. The service was worthy,Very good 375 | Contoso Suites was great. The rooms were excellent.,Very good 376 | "If you're looking for a fair getaway, look no further than Margie's Travel.",Average 377 | "If you're looking for a fair getaway, look no further than Margie's Travel.",Average 378 | Alpine Ski House is a disappointing hotel.,Poor 379 | "Margie's Travel is remarkable. The decor was brilliant, and the staff was fantastic",Excellent 380 | My stay at Alpine Ski House was absolutely excellent and worthy.,Very good 381 | I stayed at Margie's Travel and my experience was exceptional. The hotel had superb amenities and the staff was wonderful.,Excellent 382 | "I recently stayed at Margie's Travel, and my experience was satisfactory.",Average 383 | My stay at Margie's Travel was absolutely worthy and commendable.,Very good 384 | My stay at Margie's Travel was absolutely commendable and satisfying.,Very good 385 | "I recently stayed at Margie's Travel, and my experience was disastrous.",Terrible 386 | Contoso Suites was fine. The rooms were impressive.,Very good 387 | "If you're looking for a fair getaway, look no further than Alpine Ski House.",Average 388 | Margie's Travel is a mediocre hotel.,Poor 389 | "I recently stayed at Alpine Ski House, and my experience was adequate.",Average 390 | My time at Margie's Travel was superior. The service was superior,Very good 391 | My time at Alpine Ski House was fine. The service was great,Very good 392 | My time at Contoso Suites was good. The service was pleasing,Very good 393 | My time at Margie's Travel was impressive. The service was superior,Very good 394 | "If you're looking for a terrible getaway, look no further than Margie's Travel.",Terrible 395 | "If you're looking for a fine getaway, look no further than Alpine Ski House.",Average 396 | Margie's Travel is a below average hotel.,Poor 397 | "If you're looking for a passable getaway, look no further than Margie's Travel.",Average 398 | Margie's Travel is a mediocre hotel.,Poor 399 | "If you're looking for a below average getaway, look no further than Contoso Suites.",Poor 400 | Alpine Ski House was great. The rooms were satisfying.,Very good 401 | "I recently stayed at Margie's Travel, and my experience was disappointing.",Poor 402 | "If you're looking for a okay getaway, look no further than Margie's Travel.",Average 403 | Margie's Travel was great. The rooms were pleasing.,Very good 404 | Contoso Suites is a lackluster hotel.,Poor 405 | Contoso Suites is a underwhelming hotel.,Poor 406 | "I recently stayed at Margie's Travel, and my experience was fine.",Average 407 | I stayed at Contoso Suites and my experience was superb. The hotel had stellar amenities and the staff was brilliant.,Excellent 408 | My stay at Margie's Travel was absolutely superior and fine.,Very good 409 | Margie's Travel is a inferior hotel.,Poor 410 | "If you're looking for a fair getaway, look no further than Contoso Suites.",Average 411 | "I recently stayed at Alpine Ski House, and my experience was appalling.",Terrible 412 | "I recently stayed at Margie's Travel, and my experience was faulty.",Poor 413 | I stayed at Alpine Ski House and my experience was wonderful. The hotel had fantastic amenities and the staff was exceptional.,Excellent 414 | Margie's Travel is a horrible hotel.,Terrible 415 | I stayed at Alpine Ski House and my experience was fantastic. The hotel had top-notch amenities and the staff was outstanding.,Excellent 416 | Contoso Suites is a fine hotel.,Average 417 | My time at Margie's Travel was superior. The service was good,Very good 418 | Alpine Ski House is a mediocre hotel.,Poor 419 | My stay at Alpine Ski House was absolutely satisfying and fine.,Very good 420 | "Contoso Suites is remarkable. The decor was top-notch, and the staff was fantastic",Excellent 421 | Contoso Suites is a passable hotel.,Average 422 | "I recently stayed at Margie's Travel, and my experience was fair.",Average 423 | Alpine Ski House was excellent. The rooms were worthy.,Very good 424 | "I recently stayed at Alpine Ski House, and my experience was terrible.",Terrible 425 | "Alpine Ski House is wonderful. The decor was outstanding, and the staff was exceptional",Excellent 426 | My time at Alpine Ski House was commendable. The service was impressive,Very good 427 | "If you're looking for a wretched getaway, look no further than Alpine Ski House.",Terrible 428 | "I recently stayed at Margie's Travel, and my experience was okay.",Average 429 | Alpine Ski House is a abysmal hotel.,Terrible 430 | I stayed at Alpine Ski House and my experience was wonderful. The hotel had brilliant amenities and the staff was stellar.,Excellent 431 | I stayed at Alpine Ski House and my experience was amazing. The hotel had stellar amenities and the staff was outstanding.,Excellent 432 | Margie's Travel is a dreadful hotel.,Terrible 433 | "Contoso Suites was amazing. The rooms were remarkable, and the food was outstanding.",Excellent 434 | "I recently stayed at Contoso Suites, and my experience was faulty.",Poor 435 | Margie's Travel is a dreadful hotel.,Terrible 436 | Margie's Travel is a mediocre hotel.,Poor 437 | "I recently stayed at Margie's Travel, and my experience was deficient.",Poor 438 | "I recently stayed at Alpine Ski House, and my experience was horrible.",Terrible 439 | Margie's Travel is a fine hotel.,Average 440 | "I recently stayed at Alpine Ski House, and my experience was acceptable.",Average 441 | Alpine Ski House is a decent hotel.,Average 442 | "If you're looking for a satisfactory getaway, look no further than Alpine Ski House.",Average 443 | Contoso Suites is a disappointing hotel.,Poor 444 | Alpine Ski House is a okay hotel.,Average 445 | "I recently stayed at Contoso Suites, and my experience was dreadful.",Terrible 446 | Alpine Ski House is a underwhelming hotel.,Poor 447 | Margie's Travel was great. The rooms were superior.,Very good 448 | I stayed at Margie's Travel and my experience was superb. The hotel had exceptional amenities and the staff was superb.,Excellent 449 | "I recently stayed at Margie's Travel, and my experience was fine.",Average 450 | Margie's Travel was commendable. The rooms were good.,Very good 451 | My time at Margie's Travel was impressive. The service was worthy,Very good 452 | "If you're looking for a passable getaway, look no further than Alpine Ski House.",Average 453 | I stayed at Alpine Ski House and my experience was outstanding. The hotel had remarkable amenities and the staff was remarkable.,Excellent 454 | "Alpine Ski House is brilliant. The decor was remarkable, and the staff was remarkable",Excellent 455 | My stay at Margie's Travel was absolutely fine and excellent.,Very good 456 | "I recently stayed at Margie's Travel, and my experience was satisfactory.",Average 457 | "Contoso Suites was stellar. The rooms were exceptional, and the food was wonderful.",Excellent 458 | I stayed at Contoso Suites and my experience was brilliant. The hotel had wonderful amenities and the staff was brilliant.,Excellent 459 | "Alpine Ski House was stellar. The rooms were stellar, and the food was top-notch.",Excellent 460 | "Margie's Travel is top-notch. The decor was fantastic, and the staff was remarkable",Excellent 461 | "If you're looking for a dreadful getaway, look no further than Contoso Suites.",Terrible 462 | I stayed at Alpine Ski House and my experience was stellar. The hotel had exceptional amenities and the staff was fantastic.,Excellent 463 | Margie's Travel is a fine hotel.,Average 464 | Alpine Ski House is a subpar hotel.,Poor 465 | "I recently stayed at Margie's Travel, and my experience was terrible.",Terrible 466 | Alpine Ski House is a unsatisfactory hotel.,Poor 467 | Alpine Ski House is a horrible hotel.,Terrible 468 | I stayed at Contoso Suites and my experience was superb. The hotel had top-notch amenities and the staff was remarkable.,Excellent 469 | Alpine Ski House was good. The rooms were pleasing.,Very good 470 | Margie's Travel is a fair hotel.,Average 471 | "If you're looking for a acceptable getaway, look no further than Contoso Suites.",Average 472 | "I recently stayed at Alpine Ski House, and my experience was underwhelming.",Poor 473 | "If you're looking for a ordinary getaway, look no further than Margie's Travel.",Average 474 | "Contoso Suites is outstanding. The decor was exceptional, and the staff was outstanding",Excellent 475 | "If you're looking for a awful getaway, look no further than Contoso Suites.",Terrible 476 | Margie's Travel was superior. The rooms were impressive.,Very good 477 | Alpine Ski House is a terrible hotel.,Terrible 478 | I stayed at Alpine Ski House and my experience was wonderful. The hotel had stellar amenities and the staff was fantastic.,Excellent 479 | "I recently stayed at Alpine Ski House, and my experience was tolerable.",Average 480 | "I recently stayed at Contoso Suites, and my experience was underwhelming.",Poor 481 | "I recently stayed at Contoso Suites, and my experience was adequate.",Average 482 | "I recently stayed at Contoso Suites, and my experience was abysmal.",Terrible 483 | Margie's Travel was fine. The rooms were commendable.,Very good 484 | "If you're looking for a wretched getaway, look no further than Contoso Suites.",Terrible 485 | My stay at Alpine Ski House was absolutely good and worthy.,Very good 486 | Alpine Ski House was excellent. The rooms were impressive.,Very good 487 | "Margie's Travel is outstanding. The decor was brilliant, and the staff was stellar",Excellent 488 | "If you're looking for a mediocre getaway, look no further than Alpine Ski House.",Poor 489 | "If you're looking for a terrible getaway, look no further than Margie's Travel.",Terrible 490 | Contoso Suites is a atrocious hotel.,Terrible 491 | "If you're looking for a wretched getaway, look no further than Contoso Suites.",Terrible 492 | My time at Alpine Ski House was pleasing. The service was good,Very good 493 | My time at Alpine Ski House was commendable. The service was impressive,Very good 494 | I stayed at Margie's Travel and my experience was outstanding. The hotel had superb amenities and the staff was stellar.,Excellent 495 | "Alpine Ski House is superb. The decor was remarkable, and the staff was wonderful",Excellent 496 | "Contoso Suites was top-notch. The rooms were brilliant, and the food was amazing.",Excellent 497 | "If you're looking for a atrocious getaway, look no further than Contoso Suites.",Terrible 498 | "If you're looking for a underwhelming getaway, look no further than Contoso Suites.",Poor 499 | "Margie's Travel is amazing. The decor was brilliant, and the staff was top-notch",Excellent 500 | My stay at Margie's Travel was absolutely satisfying and good.,Very good 501 | Contoso Suites is a unsatisfactory hotel.,Poor 502 | Contoso Suites was worthy. The rooms were worthy.,Very good 503 | Alpine Ski House is a passable hotel.,Average 504 | "I recently stayed at Alpine Ski House, and my experience was awful.",Terrible 505 | "If you're looking for a deficient getaway, look no further than Margie's Travel.",Poor 506 | "I recently stayed at Margie's Travel, and my experience was ordinary.",Average 507 | "I recently stayed at Alpine Ski House, and my experience was decent.",Average 508 | Margie's Travel is a faulty hotel.,Poor 509 | "If you're looking for a decent getaway, look no further than Alpine Ski House.",Average 510 | My stay at Margie's Travel was absolutely fine and good.,Very good 511 | My stay at Margie's Travel was absolutely great and impressive.,Very good 512 | "If you're looking for a unsatisfactory getaway, look no further than Margie's Travel.",Poor 513 | "If you're looking for a horrible getaway, look no further than Contoso Suites.",Terrible 514 | "I recently stayed at Alpine Ski House, and my experience was ordinary.",Average 515 | Alpine Ski House is a disastrous hotel.,Terrible 516 | "If you're looking for a appalling getaway, look no further than Alpine Ski House.",Terrible 517 | "Contoso Suites was outstanding. The rooms were superb, and the food was exceptional.",Excellent 518 | "I recently stayed at Margie's Travel, and my experience was disastrous.",Terrible 519 | "If you're looking for a decent getaway, look no further than Contoso Suites.",Average 520 | Contoso Suites is a disappointing hotel.,Poor 521 | "I recently stayed at Contoso Suites, and my experience was ordinary.",Average 522 | Contoso Suites is a okay hotel.,Average 523 | "If you're looking for a unsatisfactory getaway, look no further than Margie's Travel.",Poor 524 | "If you're looking for a below average getaway, look no further than Margie's Travel.",Poor 525 | "If you're looking for a abysmal getaway, look no further than Margie's Travel.",Terrible 526 | "I recently stayed at Contoso Suites, and my experience was fine.",Average 527 | "I recently stayed at Alpine Ski House, and my experience was satisfactory.",Average 528 | I stayed at Alpine Ski House and my experience was stellar. The hotel had brilliant amenities and the staff was amazing.,Excellent 529 | "Contoso Suites is top-notch. The decor was remarkable, and the staff was remarkable",Excellent 530 | "I recently stayed at Contoso Suites, and my experience was atrocious.",Terrible 531 | Alpine Ski House is a satisfactory hotel.,Average 532 | "If you're looking for a acceptable getaway, look no further than Margie's Travel.",Average 533 | "If you're looking for a passable getaway, look no further than Contoso Suites.",Average 534 | "Alpine Ski House was superb. The rooms were fantastic, and the food was stellar.",Excellent 535 | "I recently stayed at Margie's Travel, and my experience was deficient.",Poor 536 | Margie's Travel is a tolerable hotel.,Average 537 | "If you're looking for a faulty getaway, look no further than Margie's Travel.",Poor 538 | "I recently stayed at Alpine Ski House, and my experience was atrocious.",Terrible 539 | "I recently stayed at Margie's Travel, and my experience was mediocre.",Poor 540 | "I recently stayed at Alpine Ski House, and my experience was lousy.",Terrible 541 | My time at Contoso Suites was worthy. The service was pleasing,Very good 542 | My stay at Margie's Travel was absolutely good and worthy.,Very good 543 | Alpine Ski House was great. The rooms were impressive.,Very good 544 | Margie's Travel is a tolerable hotel.,Average 545 | "I recently stayed at Alpine Ski House, and my experience was underwhelming.",Poor 546 | My time at Alpine Ski House was fine. The service was commendable,Very good 547 | Margie's Travel was great. The rooms were pleasing.,Very good 548 | "I recently stayed at Contoso Suites, and my experience was abysmal.",Terrible 549 | Contoso Suites is a lackluster hotel.,Poor 550 | "I recently stayed at Alpine Ski House, and my experience was tolerable.",Average 551 | I stayed at Alpine Ski House and my experience was top-notch. The hotel had outstanding amenities and the staff was exceptional.,Excellent 552 | Alpine Ski House is a awful hotel.,Terrible 553 | "Contoso Suites is fantastic. The decor was brilliant, and the staff was exceptional",Excellent 554 | Margie's Travel was satisfying. The rooms were superior.,Very good 555 | "I recently stayed at Margie's Travel, and my experience was passable.",Average 556 | My stay at Alpine Ski House was absolutely excellent and commendable.,Very good 557 | Contoso Suites is a horrible hotel.,Terrible 558 | Contoso Suites is a disappointing hotel.,Poor 559 | I stayed at Alpine Ski House and my experience was exceptional. The hotel had stellar amenities and the staff was fantastic.,Excellent 560 | "If you're looking for a awful getaway, look no further than Contoso Suites.",Terrible 561 | "I recently stayed at Margie's Travel, and my experience was abysmal.",Terrible 562 | "Alpine Ski House was superb. The rooms were remarkable, and the food was wonderful.",Excellent 563 | "I recently stayed at Alpine Ski House, and my experience was below average.",Poor 564 | "I recently stayed at Contoso Suites, and my experience was subpar.",Poor 565 | "If you're looking for a disappointing getaway, look no further than Contoso Suites.",Poor 566 | "I recently stayed at Contoso Suites, and my experience was acceptable.",Average 567 | "Margie's Travel was stellar. The rooms were exceptional, and the food was wonderful.",Excellent 568 | My time at Contoso Suites was pleasing. The service was superior,Very good 569 | Alpine Ski House is a underwhelming hotel.,Poor 570 | "I recently stayed at Margie's Travel, and my experience was awful.",Terrible 571 | Contoso Suites is a decent hotel.,Average 572 | "I recently stayed at Margie's Travel, and my experience was tolerable.",Average 573 | "Alpine Ski House was outstanding. The rooms were exceptional, and the food was wonderful.",Excellent 574 | I stayed at Alpine Ski House and my experience was wonderful. The hotel had amazing amenities and the staff was stellar.,Excellent 575 | Alpine Ski House is a satisfactory hotel.,Average 576 | "If you're looking for a appalling getaway, look no further than Margie's Travel.",Terrible 577 | "Contoso Suites was brilliant. The rooms were brilliant, and the food was superb.",Excellent 578 | Margie's Travel is a dreadful hotel.,Terrible 579 | "If you're looking for a disastrous getaway, look no further than Margie's Travel.",Terrible 580 | Contoso Suites is a ordinary hotel.,Average 581 | My stay at Margie's Travel was absolutely excellent and pleasing.,Very good 582 | I stayed at Alpine Ski House and my experience was outstanding. The hotel had fantastic amenities and the staff was stellar.,Excellent 583 | Contoso Suites is a underwhelming hotel.,Poor 584 | "I recently stayed at Alpine Ski House, and my experience was okay.",Average 585 | "Margie's Travel was exceptional. The rooms were exceptional, and the food was fantastic.",Excellent 586 | I stayed at Alpine Ski House and my experience was wonderful. The hotel had amazing amenities and the staff was top-notch.,Excellent 587 | My time at Contoso Suites was good. The service was pleasing,Very good 588 | "If you're looking for a lousy getaway, look no further than Contoso Suites.",Terrible 589 | My stay at Margie's Travel was absolutely fine and great.,Very good 590 | Margie's Travel is a awful hotel.,Terrible 591 | I stayed at Alpine Ski House and my experience was top-notch. The hotel had fantastic amenities and the staff was brilliant.,Excellent 592 | Margie's Travel is a horrible hotel.,Terrible 593 | "Margie's Travel is remarkable. The decor was remarkable, and the staff was remarkable",Excellent 594 | "I recently stayed at Contoso Suites, and my experience was acceptable.",Average 595 | "If you're looking for a adequate getaway, look no further than Contoso Suites.",Average 596 | "I recently stayed at Contoso Suites, and my experience was atrocious.",Terrible 597 | My stay at Margie's Travel was absolutely commendable and superior.,Very good 598 | "Margie's Travel was superb. The rooms were fantastic, and the food was fantastic.",Excellent 599 | "I recently stayed at Margie's Travel, and my experience was terrible.",Terrible 600 | Contoso Suites is a lousy hotel.,Terrible 601 | "I recently stayed at Margie's Travel, and my experience was abysmal.",Terrible 602 | My time at Contoso Suites was worthy. The service was fine,Very good 603 | "I recently stayed at Margie's Travel, and my experience was underwhelming.",Poor 604 | I stayed at Alpine Ski House and my experience was fantastic. The hotel had outstanding amenities and the staff was outstanding.,Excellent 605 | Margie's Travel is a satisfactory hotel.,Average 606 | My stay at Alpine Ski House was absolutely satisfying and impressive.,Very good 607 | Alpine Ski House is a tolerable hotel.,Average 608 | My stay at Alpine Ski House was absolutely satisfying and satisfying.,Very good 609 | Alpine Ski House is a fair hotel.,Average 610 | "I recently stayed at Alpine Ski House, and my experience was okay.",Average 611 | Alpine Ski House is a awful hotel.,Terrible 612 | Margie's Travel is a passable hotel.,Average 613 | My time at Alpine Ski House was worthy. The service was superior,Very good 614 | I stayed at Margie's Travel and my experience was outstanding. The hotel had superb amenities and the staff was stellar.,Excellent 615 | "If you're looking for a passable getaway, look no further than Margie's Travel.",Average 616 | "Contoso Suites was brilliant. The rooms were wonderful, and the food was stellar.",Excellent 617 | Alpine Ski House is a awful hotel.,Terrible 618 | "I recently stayed at Margie's Travel, and my experience was deficient.",Poor 619 | "I recently stayed at Contoso Suites, and my experience was terrible.",Terrible 620 | "If you're looking for a unsatisfactory getaway, look no further than Margie's Travel.",Poor 621 | "If you're looking for a faulty getaway, look no further than Margie's Travel.",Poor 622 | Margie's Travel is a below average hotel.,Poor 623 | My stay at Margie's Travel was absolutely impressive and pleasing.,Very good 624 | Margie's Travel is a disastrous hotel.,Terrible 625 | Alpine Ski House is a fine hotel.,Average 626 | I stayed at Contoso Suites and my experience was amazing. The hotel had outstanding amenities and the staff was outstanding.,Excellent 627 | My time at Alpine Ski House was pleasing. The service was good,Very good 628 | I stayed at Alpine Ski House and my experience was remarkable. The hotel had fantastic amenities and the staff was fantastic.,Excellent 629 | Margie's Travel is a passable hotel.,Average 630 | "Alpine Ski House is exceptional. The decor was brilliant, and the staff was superb",Excellent 631 | Contoso Suites is a deficient hotel.,Poor 632 | "If you're looking for a atrocious getaway, look no further than Margie's Travel.",Terrible 633 | "I recently stayed at Alpine Ski House, and my experience was below average.",Poor 634 | My stay at Contoso Suites was absolutely excellent and commendable.,Very good 635 | "If you're looking for a adequate getaway, look no further than Contoso Suites.",Average 636 | My time at Margie's Travel was impressive. The service was great,Very good 637 | My stay at Alpine Ski House was absolutely satisfying and satisfying.,Very good 638 | "Margie's Travel is outstanding. The decor was outstanding, and the staff was exceptional",Excellent 639 | My time at Contoso Suites was fine. The service was worthy,Very good 640 | "Margie's Travel was exceptional. The rooms were fantastic, and the food was exceptional.",Excellent 641 | My time at Alpine Ski House was excellent. The service was worthy,Very good 642 | I stayed at Alpine Ski House and my experience was outstanding. The hotel had fantastic amenities and the staff was brilliant.,Excellent 643 | "Margie's Travel was stellar. The rooms were wonderful, and the food was wonderful.",Excellent 644 | My time at Alpine Ski House was pleasing. The service was great,Very good 645 | "I recently stayed at Margie's Travel, and my experience was disastrous.",Terrible 646 | "I recently stayed at Alpine Ski House, and my experience was satisfactory.",Average 647 | I stayed at Margie's Travel and my experience was stellar. The hotel had superb amenities and the staff was wonderful.,Excellent 648 | "If you're looking for a awful getaway, look no further than Margie's Travel.",Terrible 649 | Contoso Suites is a awful hotel.,Terrible 650 | "I recently stayed at Contoso Suites, and my experience was subpar.",Poor 651 | "If you're looking for a underwhelming getaway, look no further than Margie's Travel.",Poor 652 | Contoso Suites is a fine hotel.,Average 653 | Contoso Suites is a unsatisfactory hotel.,Poor 654 | "I recently stayed at Margie's Travel, and my experience was awful.",Terrible 655 | My time at Alpine Ski House was impressive. The service was worthy,Very good 656 | Contoso Suites is a unsatisfactory hotel.,Poor 657 | "If you're looking for a acceptable getaway, look no further than Contoso Suites.",Average 658 | "If you're looking for a subpar getaway, look no further than Contoso Suites.",Poor 659 | "I recently stayed at Margie's Travel, and my experience was disappointing.",Poor 660 | Alpine Ski House is a subpar hotel.,Poor 661 | "I recently stayed at Contoso Suites, and my experience was inferior.",Poor 662 | Margie's Travel is a acceptable hotel.,Average 663 | "I recently stayed at Contoso Suites, and my experience was satisfactory.",Average 664 | "I recently stayed at Contoso Suites, and my experience was underwhelming.",Poor 665 | "If you're looking for a terrible getaway, look no further than Contoso Suites.",Terrible 666 | "I recently stayed at Margie's Travel, and my experience was horrible.",Terrible 667 | "I recently stayed at Contoso Suites, and my experience was horrible.",Terrible 668 | "If you're looking for a tolerable getaway, look no further than Margie's Travel.",Average 669 | My time at Margie's Travel was impressive. The service was commendable,Very good 670 | My time at Contoso Suites was pleasing. The service was excellent,Very good 671 | "Margie's Travel is remarkable. The decor was top-notch, and the staff was amazing",Excellent 672 | Margie's Travel is a terrible hotel.,Terrible 673 | "I recently stayed at Margie's Travel, and my experience was lackluster.",Poor 674 | Alpine Ski House is a lackluster hotel.,Poor 675 | I stayed at Alpine Ski House and my experience was top-notch. The hotel had stellar amenities and the staff was top-notch.,Excellent 676 | "If you're looking for a decent getaway, look no further than Contoso Suites.",Average 677 | Contoso Suites is a atrocious hotel.,Terrible 678 | "If you're looking for a deficient getaway, look no further than Alpine Ski House.",Poor 679 | "Alpine Ski House was outstanding. The rooms were stellar, and the food was superb.",Excellent 680 | "If you're looking for a passable getaway, look no further than Alpine Ski House.",Average 681 | "Alpine Ski House was fantastic. The rooms were top-notch, and the food was exceptional.",Excellent 682 | Alpine Ski House is a atrocious hotel.,Terrible 683 | "If you're looking for a faulty getaway, look no further than Alpine Ski House.",Poor 684 | My stay at Alpine Ski House was absolutely excellent and excellent.,Very good 685 | "If you're looking for a wretched getaway, look no further than Alpine Ski House.",Terrible 686 | My stay at Alpine Ski House was absolutely superior and great.,Very good 687 | "Margie's Travel is outstanding. The decor was remarkable, and the staff was superb",Excellent 688 | "Margie's Travel is stellar. The decor was top-notch, and the staff was stellar",Excellent 689 | Margie's Travel was superior. The rooms were pleasing.,Very good 690 | Contoso Suites is a appalling hotel.,Terrible 691 | My stay at Alpine Ski House was absolutely commendable and satisfying.,Very good 692 | Margie's Travel is a mediocre hotel.,Poor 693 | "I recently stayed at Margie's Travel, and my experience was satisfactory.",Average 694 | "I recently stayed at Alpine Ski House, and my experience was abysmal.",Terrible 695 | "If you're looking for a appalling getaway, look no further than Margie's Travel.",Terrible 696 | My time at Alpine Ski House was excellent. The service was commendable,Very good 697 | "I recently stayed at Alpine Ski House, and my experience was unsatisfactory.",Poor 698 | Contoso Suites is a adequate hotel.,Average 699 | My time at Alpine Ski House was great. The service was superior,Very good 700 | "I recently stayed at Margie's Travel, and my experience was passable.",Average 701 | My stay at Alpine Ski House was absolutely pleasing and pleasing.,Very good 702 | Margie's Travel is a abysmal hotel.,Terrible 703 | "I recently stayed at Margie's Travel, and my experience was tolerable.",Average 704 | "If you're looking for a mediocre getaway, look no further than Alpine Ski House.",Poor 705 | Alpine Ski House is a horrible hotel.,Terrible 706 | "I recently stayed at Alpine Ski House, and my experience was appalling.",Terrible 707 | Contoso Suites is a ordinary hotel.,Average 708 | Contoso Suites was satisfying. The rooms were commendable.,Very good 709 | "Alpine Ski House is wonderful. The decor was top-notch, and the staff was top-notch",Excellent 710 | Margie's Travel is a satisfactory hotel.,Average 711 | "Contoso Suites is amazing. The decor was brilliant, and the staff was stellar",Excellent 712 | My stay at Alpine Ski House was absolutely great and fine.,Very good 713 | Contoso Suites is a okay hotel.,Average 714 | "Margie's Travel was exceptional. The rooms were stellar, and the food was remarkable.",Excellent 715 | "If you're looking for a passable getaway, look no further than Contoso Suites.",Average 716 | "Margie's Travel was top-notch. The rooms were stellar, and the food was stellar.",Excellent 717 | I stayed at Contoso Suites and my experience was fantastic. The hotel had outstanding amenities and the staff was amazing.,Excellent 718 | My stay at Contoso Suites was absolutely commendable and superior.,Very good 719 | "If you're looking for a okay getaway, look no further than Margie's Travel.",Average 720 | Contoso Suites is a ordinary hotel.,Average 721 | I stayed at Margie's Travel and my experience was brilliant. The hotel had top-notch amenities and the staff was brilliant.,Excellent 722 | "If you're looking for a below average getaway, look no further than Alpine Ski House.",Poor 723 | Alpine Ski House was great. The rooms were pleasing.,Very good 724 | Alpine Ski House is a fine hotel.,Average 725 | Margie's Travel was worthy. The rooms were great.,Very good 726 | "If you're looking for a tolerable getaway, look no further than Alpine Ski House.",Average 727 | Margie's Travel is a okay hotel.,Average 728 | I stayed at Margie's Travel and my experience was remarkable. The hotel had wonderful amenities and the staff was brilliant.,Excellent 729 | "I recently stayed at Margie's Travel, and my experience was satisfactory.",Average 730 | Alpine Ski House was good. The rooms were great.,Very good 731 | My time at Margie's Travel was great. The service was excellent,Very good 732 | "If you're looking for a unsatisfactory getaway, look no further than Margie's Travel.",Poor 733 | "Alpine Ski House was stellar. The rooms were superb, and the food was exceptional.",Excellent 734 | "I recently stayed at Alpine Ski House, and my experience was horrible.",Terrible 735 | "I recently stayed at Alpine Ski House, and my experience was disastrous.",Terrible 736 | My stay at Margie's Travel was absolutely great and fine.,Very good 737 | "If you're looking for a disappointing getaway, look no further than Contoso Suites.",Poor 738 | "If you're looking for a disappointing getaway, look no further than Alpine Ski House.",Poor 739 | "Alpine Ski House is stellar. The decor was remarkable, and the staff was amazing",Excellent 740 | My time at Margie's Travel was fine. The service was fine,Very good 741 | Margie's Travel is a lousy hotel.,Terrible 742 | Alpine Ski House is a fair hotel.,Average 743 | "Margie's Travel is fantastic. The decor was brilliant, and the staff was superb",Excellent 744 | My stay at Alpine Ski House was absolutely worthy and impressive.,Very good 745 | "I recently stayed at Contoso Suites, and my experience was fair.",Average 746 | Alpine Ski House was good. The rooms were great.,Very good 747 | My stay at Contoso Suites was absolutely excellent and worthy.,Very good 748 | "If you're looking for a subpar getaway, look no further than Alpine Ski House.",Poor 749 | "Contoso Suites was top-notch. The rooms were wonderful, and the food was top-notch.",Excellent 750 | Contoso Suites was satisfying. The rooms were superior.,Very good 751 | My time at Margie's Travel was good. The service was excellent,Very good 752 | Margie's Travel was fine. The rooms were good.,Very good 753 | My time at Contoso Suites was fine. The service was fine,Very good 754 | My stay at Contoso Suites was absolutely fine and great.,Very good 755 | "If you're looking for a fine getaway, look no further than Alpine Ski House.",Average 756 | Alpine Ski House is a ordinary hotel.,Average 757 | "If you're looking for a appalling getaway, look no further than Alpine Ski House.",Terrible 758 | "Contoso Suites was stellar. The rooms were outstanding, and the food was stellar.",Excellent 759 | Contoso Suites is a abysmal hotel.,Terrible 760 | "If you're looking for a abysmal getaway, look no further than Alpine Ski House.",Terrible 761 | Margie's Travel was commendable. The rooms were worthy.,Very good 762 | "If you're looking for a fine getaway, look no further than Alpine Ski House.",Average 763 | "Margie's Travel was stellar. The rooms were amazing, and the food was superb.",Excellent 764 | "If you're looking for a wretched getaway, look no further than Alpine Ski House.",Terrible 765 | My time at Alpine Ski House was pleasing. The service was superior,Very good 766 | "Contoso Suites was stellar. The rooms were outstanding, and the food was stellar.",Excellent 767 | "Margie's Travel is brilliant. The decor was top-notch, and the staff was brilliant",Excellent 768 | "Alpine Ski House is brilliant. The decor was top-notch, and the staff was amazing",Excellent 769 | Contoso Suites is a underwhelming hotel.,Poor 770 | My time at Alpine Ski House was superior. The service was superior,Very good 771 | Margie's Travel is a ordinary hotel.,Average 772 | My stay at Contoso Suites was absolutely good and impressive.,Very good 773 | "If you're looking for a subpar getaway, look no further than Contoso Suites.",Poor 774 | My stay at Margie's Travel was absolutely good and pleasing.,Very good 775 | I stayed at Contoso Suites and my experience was amazing. The hotel had outstanding amenities and the staff was top-notch.,Excellent 776 | "If you're looking for a fair getaway, look no further than Contoso Suites.",Average 777 | Margie's Travel was worthy. The rooms were fine.,Very good 778 | "I recently stayed at Margie's Travel, and my experience was acceptable.",Average 779 | "If you're looking for a subpar getaway, look no further than Margie's Travel.",Poor 780 | "Alpine Ski House is amazing. The decor was superb, and the staff was stellar",Excellent 781 | Contoso Suites is a abysmal hotel.,Terrible 782 | Alpine Ski House is a satisfactory hotel.,Average 783 | "Alpine Ski House is outstanding. The decor was brilliant, and the staff was exceptional",Excellent 784 | "If you're looking for a decent getaway, look no further than Margie's Travel.",Average 785 | "If you're looking for a terrible getaway, look no further than Contoso Suites.",Terrible 786 | "If you're looking for a faulty getaway, look no further than Alpine Ski House.",Poor 787 | "I recently stayed at Margie's Travel, and my experience was dreadful.",Terrible 788 | "Margie's Travel was superb. The rooms were outstanding, and the food was amazing.",Excellent 789 | My time at Margie's Travel was impressive. The service was commendable,Very good 790 | Alpine Ski House is a unsatisfactory hotel.,Poor 791 | Margie's Travel is a fair hotel.,Average 792 | I stayed at Alpine Ski House and my experience was amazing. The hotel had outstanding amenities and the staff was remarkable.,Excellent 793 | "Alpine Ski House was top-notch. The rooms were amazing, and the food was amazing.",Excellent 794 | My stay at Alpine Ski House was absolutely satisfying and good.,Very good 795 | "Margie's Travel is fantastic. The decor was amazing, and the staff was wonderful",Excellent 796 | Contoso Suites is a okay hotel.,Average 797 | Alpine Ski House is a okay hotel.,Average 798 | Contoso Suites is a below average hotel.,Poor 799 | "I recently stayed at Margie's Travel, and my experience was wretched.",Terrible 800 | Margie's Travel was commendable. The rooms were commendable.,Very good 801 | "If you're looking for a deficient getaway, look no further than Alpine Ski House.",Poor 802 | My time at Contoso Suites was fine. The service was impressive,Very good 803 | Margie's Travel is a wretched hotel.,Terrible 804 | Contoso Suites was commendable. The rooms were good.,Very good 805 | "I recently stayed at Contoso Suites, and my experience was terrible.",Terrible 806 | Alpine Ski House is a disappointing hotel.,Poor 807 | Alpine Ski House is a lousy hotel.,Terrible 808 | "Alpine Ski House was top-notch. The rooms were stellar, and the food was superb.",Excellent 809 | "I recently stayed at Alpine Ski House, and my experience was disastrous.",Terrible 810 | "If you're looking for a wretched getaway, look no further than Margie's Travel.",Terrible 811 | "I recently stayed at Contoso Suites, and my experience was okay.",Average 812 | "Alpine Ski House is wonderful. The decor was outstanding, and the staff was outstanding",Excellent 813 | "I recently stayed at Alpine Ski House, and my experience was passable.",Average 814 | Contoso Suites is a lackluster hotel.,Poor 815 | Alpine Ski House is a deficient hotel.,Poor 816 | Contoso Suites is a passable hotel.,Average 817 | "I recently stayed at Contoso Suites, and my experience was satisfactory.",Average 818 | My time at Alpine Ski House was good. The service was fine,Very good 819 | "Contoso Suites was wonderful. The rooms were outstanding, and the food was wonderful.",Excellent 820 | I stayed at Margie's Travel and my experience was superb. The hotel had wonderful amenities and the staff was outstanding.,Excellent 821 | My time at Alpine Ski House was great. The service was commendable,Very good 822 | Margie's Travel is a lackluster hotel.,Poor 823 | "Contoso Suites was wonderful. The rooms were fantastic, and the food was outstanding.",Excellent 824 | Alpine Ski House is a faulty hotel.,Poor 825 | "If you're looking for a tolerable getaway, look no further than Alpine Ski House.",Average 826 | "Contoso Suites was stellar. The rooms were remarkable, and the food was superb.",Excellent 827 | My time at Margie's Travel was commendable. The service was great,Very good 828 | "Alpine Ski House was superb. The rooms were remarkable, and the food was wonderful.",Excellent 829 | "I recently stayed at Alpine Ski House, and my experience was acceptable.",Average 830 | "Contoso Suites is stellar. The decor was stellar, and the staff was brilliant",Excellent 831 | Contoso Suites is a below average hotel.,Poor 832 | My time at Alpine Ski House was excellent. The service was worthy,Very good 833 | "If you're looking for a okay getaway, look no further than Alpine Ski House.",Average 834 | Margie's Travel is a below average hotel.,Poor 835 | "I recently stayed at Contoso Suites, and my experience was lackluster.",Poor 836 | "If you're looking for a satisfactory getaway, look no further than Alpine Ski House.",Average 837 | "If you're looking for a passable getaway, look no further than Alpine Ski House.",Average 838 | My stay at Contoso Suites was absolutely superior and worthy.,Very good 839 | "Contoso Suites was fantastic. The rooms were amazing, and the food was outstanding.",Excellent 840 | "I recently stayed at Margie's Travel, and my experience was mediocre.",Poor 841 | "Margie's Travel is remarkable. The decor was superb, and the staff was fantastic",Excellent 842 | "If you're looking for a dreadful getaway, look no further than Margie's Travel.",Terrible 843 | "I recently stayed at Margie's Travel, and my experience was unsatisfactory.",Poor 844 | "I recently stayed at Margie's Travel, and my experience was abysmal.",Terrible 845 | Margie's Travel was satisfying. The rooms were superior.,Very good 846 | My time at Alpine Ski House was pleasing. The service was superior,Very good 847 | "Contoso Suites is top-notch. The decor was wonderful, and the staff was top-notch",Excellent 848 | Alpine Ski House is a adequate hotel.,Average 849 | "If you're looking for a underwhelming getaway, look no further than Margie's Travel.",Poor 850 | Contoso Suites is a faulty hotel.,Poor 851 | "If you're looking for a satisfactory getaway, look no further than Alpine Ski House.",Average 852 | Contoso Suites is a unsatisfactory hotel.,Poor 853 | "If you're looking for a okay getaway, look no further than Margie's Travel.",Average 854 | My time at Contoso Suites was superior. The service was satisfying,Very good 855 | "Alpine Ski House is wonderful. The decor was brilliant, and the staff was top-notch",Excellent 856 | "If you're looking for a terrible getaway, look no further than Margie's Travel.",Terrible 857 | "If you're looking for a awful getaway, look no further than Alpine Ski House.",Terrible 858 | Margie's Travel was great. The rooms were excellent.,Very good 859 | "Margie's Travel was outstanding. The rooms were remarkable, and the food was outstanding.",Excellent 860 | My stay at Contoso Suites was absolutely commendable and superior.,Very good 861 | Contoso Suites is a ordinary hotel.,Average 862 | "I recently stayed at Contoso Suites, and my experience was horrible.",Terrible 863 | "I recently stayed at Margie's Travel, and my experience was horrible.",Terrible 864 | My time at Margie's Travel was commendable. The service was fine,Very good 865 | "If you're looking for a tolerable getaway, look no further than Contoso Suites.",Average 866 | "If you're looking for a underwhelming getaway, look no further than Alpine Ski House.",Poor 867 | "If you're looking for a faulty getaway, look no further than Contoso Suites.",Poor 868 | "Alpine Ski House is stellar. The decor was wonderful, and the staff was superb",Excellent 869 | My time at Margie's Travel was impressive. The service was good,Very good 870 | "I recently stayed at Margie's Travel, and my experience was disappointing.",Poor 871 | I stayed at Contoso Suites and my experience was outstanding. The hotel had fantastic amenities and the staff was top-notch.,Excellent 872 | "If you're looking for a disappointing getaway, look no further than Margie's Travel.",Poor 873 | I stayed at Contoso Suites and my experience was top-notch. The hotel had stellar amenities and the staff was fantastic.,Excellent 874 | Contoso Suites is a deficient hotel.,Poor 875 | My time at Contoso Suites was commendable. The service was good,Very good 876 | My stay at Margie's Travel was absolutely impressive and satisfying.,Very good 877 | "If you're looking for a disappointing getaway, look no further than Alpine Ski House.",Poor 878 | "Alpine Ski House is exceptional. The decor was remarkable, and the staff was remarkable",Excellent 879 | My stay at Margie's Travel was absolutely commendable and fine.,Very good 880 | "Alpine Ski House was wonderful. The rooms were stellar, and the food was top-notch.",Excellent 881 | "I recently stayed at Margie's Travel, and my experience was underwhelming.",Poor 882 | "I recently stayed at Alpine Ski House, and my experience was atrocious.",Terrible 883 | Contoso Suites is a disastrous hotel.,Terrible 884 | "If you're looking for a terrible getaway, look no further than Contoso Suites.",Terrible 885 | My stay at Alpine Ski House was absolutely satisfying and good.,Very good 886 | "If you're looking for a passable getaway, look no further than Contoso Suites.",Average 887 | "If you're looking for a acceptable getaway, look no further than Contoso Suites.",Average 888 | "Contoso Suites was brilliant. The rooms were exceptional, and the food was wonderful.",Excellent 889 | Alpine Ski House is a below average hotel.,Poor 890 | "Contoso Suites was superb. The rooms were fantastic, and the food was brilliant.",Excellent 891 | I stayed at Margie's Travel and my experience was outstanding. The hotel had exceptional amenities and the staff was outstanding.,Excellent 892 | Margie's Travel is a ordinary hotel.,Average 893 | "Margie's Travel is outstanding. The decor was brilliant, and the staff was brilliant",Excellent 894 | "If you're looking for a subpar getaway, look no further than Margie's Travel.",Poor 895 | "If you're looking for a appalling getaway, look no further than Alpine Ski House.",Terrible 896 | "Margie's Travel is wonderful. The decor was outstanding, and the staff was top-notch",Excellent 897 | Contoso Suites is a decent hotel.,Average 898 | "If you're looking for a mediocre getaway, look no further than Margie's Travel.",Poor 899 | "Margie's Travel was outstanding. The rooms were fantastic, and the food was superb.",Excellent 900 | "Contoso Suites was fantastic. The rooms were amazing, and the food was fantastic.",Excellent 901 | "Contoso Suites was fantastic. The rooms were remarkable, and the food was wonderful.",Excellent 902 | "If you're looking for a okay getaway, look no further than Alpine Ski House.",Average 903 | Alpine Ski House is a passable hotel.,Average 904 | Alpine Ski House is a fair hotel.,Average 905 | "I recently stayed at Contoso Suites, and my experience was unsatisfactory.",Poor 906 | Margie's Travel is a subpar hotel.,Poor 907 | "Contoso Suites is remarkable. The decor was amazing, and the staff was stellar",Excellent 908 | "I recently stayed at Contoso Suites, and my experience was decent.",Average 909 | Contoso Suites is a okay hotel.,Average 910 | I stayed at Alpine Ski House and my experience was outstanding. The hotel had outstanding amenities and the staff was exceptional.,Excellent 911 | Contoso Suites is a satisfactory hotel.,Average 912 | "I recently stayed at Contoso Suites, and my experience was unsatisfactory.",Poor 913 | My stay at Alpine Ski House was absolutely excellent and superior.,Very good 914 | "If you're looking for a acceptable getaway, look no further than Margie's Travel.",Average 915 | Margie's Travel is a mediocre hotel.,Poor 916 | "Contoso Suites is fantastic. The decor was wonderful, and the staff was outstanding",Excellent 917 | My time at Margie's Travel was great. The service was worthy,Very good 918 | Contoso Suites is a horrible hotel.,Terrible 919 | "Contoso Suites is amazing. The decor was amazing, and the staff was amazing",Excellent 920 | My stay at Contoso Suites was absolutely worthy and good.,Very good 921 | "Contoso Suites was amazing. The rooms were exceptional, and the food was outstanding.",Excellent 922 | "If you're looking for a mediocre getaway, look no further than Contoso Suites.",Poor 923 | "If you're looking for a terrible getaway, look no further than Contoso Suites.",Terrible 924 | Alpine Ski House is a acceptable hotel.,Average 925 | "Margie's Travel is stellar. The decor was amazing, and the staff was amazing",Excellent 926 | Margie's Travel is a fine hotel.,Average 927 | Alpine Ski House is a terrible hotel.,Terrible 928 | Alpine Ski House is a underwhelming hotel.,Poor 929 | "Alpine Ski House is exceptional. The decor was top-notch, and the staff was exceptional",Excellent 930 | "If you're looking for a dreadful getaway, look no further than Margie's Travel.",Terrible 931 | Margie's Travel is a lousy hotel.,Terrible 932 | My time at Alpine Ski House was worthy. The service was worthy,Very good 933 | My time at Contoso Suites was impressive. The service was worthy,Very good 934 | "If you're looking for a terrible getaway, look no further than Margie's Travel.",Terrible 935 | "Margie's Travel is exceptional. The decor was amazing, and the staff was stellar",Excellent 936 | "If you're looking for a mediocre getaway, look no further than Margie's Travel.",Poor 937 | "I recently stayed at Alpine Ski House, and my experience was faulty.",Poor 938 | "Alpine Ski House is remarkable. The decor was amazing, and the staff was stellar",Excellent 939 | "If you're looking for a abysmal getaway, look no further than Contoso Suites.",Terrible 940 | "Contoso Suites was wonderful. The rooms were wonderful, and the food was superb.",Excellent 941 | "If you're looking for a fair getaway, look no further than Alpine Ski House.",Average 942 | My stay at Contoso Suites was absolutely great and commendable.,Very good 943 | "I recently stayed at Margie's Travel, and my experience was horrible.",Terrible 944 | "If you're looking for a dreadful getaway, look no further than Alpine Ski House.",Terrible 945 | "Margie's Travel was remarkable. The rooms were top-notch, and the food was stellar.",Excellent 946 | My time at Margie's Travel was good. The service was pleasing,Very good 947 | My time at Alpine Ski House was great. The service was superior,Very good 948 | "If you're looking for a okay getaway, look no further than Alpine Ski House.",Average 949 | "I recently stayed at Alpine Ski House, and my experience was abysmal.",Terrible 950 | "I recently stayed at Margie's Travel, and my experience was horrible.",Terrible 951 | "If you're looking for a disastrous getaway, look no further than Alpine Ski House.",Terrible 952 | "I recently stayed at Margie's Travel, and my experience was fair.",Average 953 | I stayed at Contoso Suites and my experience was stellar. The hotel had remarkable amenities and the staff was fantastic.,Excellent 954 | Alpine Ski House is a fair hotel.,Average 955 | "If you're looking for a fair getaway, look no further than Contoso Suites.",Average 956 | "If you're looking for a adequate getaway, look no further than Alpine Ski House.",Average 957 | "I recently stayed at Margie's Travel, and my experience was unsatisfactory.",Poor 958 | Contoso Suites is a appalling hotel.,Terrible 959 | "I recently stayed at Contoso Suites, and my experience was fair.",Average 960 | Alpine Ski House is a dreadful hotel.,Terrible 961 | "If you're looking for a wretched getaway, look no further than Margie's Travel.",Terrible 962 | "I recently stayed at Contoso Suites, and my experience was unsatisfactory.",Poor 963 | "I recently stayed at Alpine Ski House, and my experience was underwhelming.",Poor 964 | Alpine Ski House is a underwhelming hotel.,Poor 965 | "If you're looking for a wretched getaway, look no further than Contoso Suites.",Terrible 966 | Margie's Travel is a subpar hotel.,Poor 967 | "Contoso Suites was fantastic. The rooms were superb, and the food was exceptional.",Excellent 968 | I stayed at Contoso Suites and my experience was top-notch. The hotel had wonderful amenities and the staff was remarkable.,Excellent 969 | Alpine Ski House is a inferior hotel.,Poor 970 | "If you're looking for a terrible getaway, look no further than Margie's Travel.",Terrible 971 | Alpine Ski House is a horrible hotel.,Terrible 972 | "Alpine Ski House was exceptional. The rooms were wonderful, and the food was outstanding.",Excellent 973 | Margie's Travel was superior. The rooms were excellent.,Very good 974 | "If you're looking for a appalling getaway, look no further than Alpine Ski House.",Terrible 975 | "I recently stayed at Alpine Ski House, and my experience was fair.",Average 976 | "If you're looking for a unsatisfactory getaway, look no further than Margie's Travel.",Poor 977 | "If you're looking for a horrible getaway, look no further than Alpine Ski House.",Terrible 978 | "I recently stayed at Contoso Suites, and my experience was unsatisfactory.",Poor 979 | "If you're looking for a atrocious getaway, look no further than Margie's Travel.",Terrible 980 | I stayed at Contoso Suites and my experience was superb. The hotel had exceptional amenities and the staff was fantastic.,Excellent 981 | "I recently stayed at Contoso Suites, and my experience was horrible.",Terrible 982 | My time at Contoso Suites was commendable. The service was good,Very good 983 | My stay at Alpine Ski House was absolutely fine and good.,Very good 984 | My time at Alpine Ski House was pleasing. The service was excellent,Very good 985 | My time at Alpine Ski House was commendable. The service was impressive,Very good 986 | "Alpine Ski House was top-notch. The rooms were wonderful, and the food was exceptional.",Excellent 987 | "If you're looking for a fair getaway, look no further than Margie's Travel.",Average 988 | "Margie's Travel was wonderful. The rooms were fantastic, and the food was fantastic.",Excellent 989 | "If you're looking for a atrocious getaway, look no further than Contoso Suites.",Terrible 990 | I stayed at Margie's Travel and my experience was superb. The hotel had brilliant amenities and the staff was top-notch.,Excellent 991 | "I recently stayed at Alpine Ski House, and my experience was disappointing.",Poor 992 | Margie's Travel was satisfying. The rooms were superior.,Very good 993 | Alpine Ski House is a horrible hotel.,Terrible 994 | "If you're looking for a dreadful getaway, look no further than Contoso Suites.",Terrible 995 | I stayed at Contoso Suites and my experience was amazing. The hotel had top-notch amenities and the staff was exceptional.,Excellent 996 | Alpine Ski House is a fine hotel.,Average 997 | I stayed at Alpine Ski House and my experience was wonderful. The hotel had stellar amenities and the staff was stellar.,Excellent 998 | My stay at Contoso Suites was absolutely pleasing and good.,Very good 999 | My stay at Alpine Ski House was absolutely great and impressive.,Very good 1000 | "If you're looking for a lackluster getaway, look no further than Margie's Travel.",Poor 1001 | Margie's Travel was satisfying. The rooms were satisfying.,Very good 1002 | -------------------------------------------------------------------------------- /Labs/setup-script/setup.sh: -------------------------------------------------------------------------------- 1 | #! /usr/bin/sh 2 | 3 | # Create random string 4 | guid=$(cat /proc/sys/kernel/random/uuid) 5 | suffix=${guid//[-]/} 6 | suffix=${suffix:0:18} 7 | 8 | # Set the necessary variables 9 | RESOURCE_GROUP="rg-genai-l${suffix}" 10 | RESOURCE_PROVIDER="Microsoft.MachineLearning" 11 | REGIONS=("eastus" "westus" "centralus" "northeurope" "westeurope") 12 | RANDOM_REGION=${REGIONS[$RANDOM % ${#REGIONS[@]}]} 13 | WORKSPACE_NAME="mlw-genai-l${suffix}" 14 | COMPUTE_INSTANCE="ci${suffix}" 15 | COMPUTE_CLUSTER="aml-cluster" 16 | 17 | # Register the Azure Machine Learning resource provider in the subscription 18 | echo "Register the Machine Learning resource provider:" 19 | az provider register --namespace $RESOURCE_PROVIDER 20 | 21 | # Create the resource group and workspace and set to default 22 | echo "Create a resource group and set as default:" 23 | az group create --name $RESOURCE_GROUP --location $RANDOM_REGION 24 | az configure --defaults group=$RESOURCE_GROUP 25 | 26 | echo "Create an Azure Machine Learning workspace:" 27 | az ml workspace create --name $WORKSPACE_NAME 28 | az configure --defaults workspace=$WORKSPACE_NAME 29 | 30 | # Create data asset 31 | echo "Creating a data asset with name: hotel-reviews" 32 | az ml data create --name hotel-reviews --type uri_file --path ../data/hotel_reviews_small.csv 33 | -------------------------------------------------------------------------------- /_build.yml: -------------------------------------------------------------------------------- 1 | name: '$(Date:yyyyMMdd)$(Rev:.rr)' 2 | jobs: 3 | - job: build_markdown_content 4 | displayName: 'Build Markdown Content' 5 | workspace: 6 | clean: all 7 | pool: 8 | vmImage: 'Ubuntu 16.04' 9 | container: 10 | image: 'microsoftlearning/markdown-build:latest' 11 | steps: 12 | - task: Bash@3 13 | displayName: 'Build Content' 14 | inputs: 15 | targetType: inline 16 | script: | 17 | cp /{attribution.md,template.docx,package.json,package.js} . 18 | npm install 19 | node package.js --version $(Build.BuildNumber) 20 | - task: GitHubRelease@0 21 | displayName: 'Create GitHub Release' 22 | inputs: 23 | gitHubConnection: 'github-microsoftlearning-organization' 24 | repositoryName: '$(Build.Repository.Name)' 25 | tagSource: manual 26 | tag: 'v$(Build.BuildNumber)' 27 | title: 'Version $(Build.BuildNumber)' 28 | releaseNotesSource: input 29 | releaseNotes: '# Version $(Build.BuildNumber) Release' 30 | assets: '$(Build.SourcesDirectory)/out/*.zip' 31 | assetUploadMode: replace 32 | - task: PublishBuildArtifacts@1 33 | displayName: 'Publish Output Files' 34 | inputs: 35 | pathtoPublish: '$(Build.SourcesDirectory)/out/' 36 | artifactName: 'Lab Files' 37 | -------------------------------------------------------------------------------- /_config.yml: -------------------------------------------------------------------------------- 1 | remote_theme: MicrosoftLearning/Jekyll-Theme 2 | exclude: 3 | - readme.md 4 | - .github/ 5 | header_pages: 6 | - index.html 7 | author: Microsoft Learning 8 | twitter_username: mslearning 9 | github_username: MicrosoftLearning 10 | plugins: 11 | - jekyll-sitemap 12 | - jekyll-mentions 13 | - jemoji 14 | markdown: kramdown 15 | kramdown: 16 | syntax_highlighter_opts: 17 | disable : true 18 | -------------------------------------------------------------------------------- /index.md: -------------------------------------------------------------------------------- 1 | --- 2 | title: Online Hosted Instructions 3 | permalink: index.html 4 | layout: home 5 | --- 6 | 7 | # Microsoft Learn - Hands On Exercises 8 | 9 | The following hands-on exercises are designed to support [Microsoft Learn](https://docs.microsoft.com/training/) training. 10 | 11 | {% assign labs = site.pages | where_exp:"page", "page.url contains '/Instructions'" %} 12 | | | 13 | | --- | --- | 14 | {% for activity in labs %}| [{{ activity.lab.title }}{% if activity.lab.type %} - {{ activity.lab.type }}{% endif %}]({{ site.github.url }}{{ activity.url }}) | 15 | {% endfor %} 16 | -------------------------------------------------------------------------------- /readme.md: -------------------------------------------------------------------------------- 1 | ## Hands-on exercises for foundation models 2 | 3 | This repository contains the hands-on lab exercises for the Microsoft Learning Paths exploring foundation models with Azure Machine Learning. The Learning Paths consists of self-paced modules on Microsoft Learn. The labs are designed to accompany the learning materials and enable you to practice using the technologies described them. 4 | 5 | You can view the instructions for the lab exercises at [https://microsoftlearning.github.io/advanced-gen-ai/](https://microsoftlearning.github.io/advanced-gen-ai/). 6 | 7 | ## What are we doing? 8 | 9 | - To support this course, we will need to make frequent updates to the course content to keep it current with the Azure services used in the course. We are publishing the lab instructions and lab files on GitHub to allow for open contributions between the course authors and MCTs to keep the content current with changes in the Azure platform. 10 | 11 | - We hope that this brings a sense of collaboration to the labs like we've never had before - when Azure changes and you find it first during a live delivery, go ahead and make an enhancement right in the lab source. 12 | 13 | ## How do I contribute? 14 | 15 | - Anyone can submit a pull request to the code or content in the GitHub repro, Microsoft and the course author will triage and include content and lab code changes as needed. 16 | 17 | - You can submit bugs, changes, improvement and ideas. Find a new Azure feature before we have? Submit a new demo! --------------------------------------------------------------------------------