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examples/README.md

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+These example Jupyter notebook installs show how to access SondeHub open data.
+
+Using Examples
+==
+
+This examples can be used with either SageMaker or a local Jupyter install. For ease getting starting these instructions demonstrate how to configure a SageMaker instances to start experimenting with the data.
+
+> SageMaker free usage tier and pricing can be found [here](https://aws.amazon.com/sagemaker/pricing/)
+
+1. Navigate to the SageMarker console, and open the "NoteBook instances" panel
+
+   <img src="./imgs/1.png" width=800>
+
+2. Give the NoteBook an instance name. All other settings can be left as default
+
+   <img src="./imgs/2.png" width=800>
+
+3. Wait for the instance to change from `Pending` to `In Service`
+
+4. Click on the instance and click the `Open JupyterLab` button
+
+   <img src="./imgs/4.png" width=800>
+
+5. Select the `Upload files` icon (up arrow with a line underneath) and upload the example you'd like to run
+
+   <img src="./imgs/6.png" width=800>
+8. Double click the Notebook that was uploaded in the left directory explorer pane.
+
+    <img src="./imgs/8.png" width=800>
+
+9. Follow the notebook from the top to the bottom. Click on each cell of code and press the `Run` button (represented by a right arrow) in the notebook
+
+   <img src="./imgs/9.png" width=800>
+10. Once your finished analyzing data remember to shutdown or terminate your SageMaker instance