{"action":"created","comment":{"url":"https://api.github.com/repos/nens/lizard-docs/pulls/comments/357673466","pull_request_review_id":331882877,"id":357673466,"node_id":"MDI0OlB1bGxSZXF1ZXN0UmV2aWV3Q29tbWVudDM1NzY3MzQ2Ng==","diff_hunk":"@@ -0,0 +1,406 @@\n+==========================\n+Data Management & Exchange\n+==========================\n+\n+We support multiple types of data uploads.\n+Data can be uploaded manually, via the data management interface, or you can set up real-time data connections using the API.\n+We can also provide support on either manual or automatic data uploads. \n+\n+.. note::\n+    Please note that Lizard assumes the data to be in UTC\n+\n+Rasters\n+=======\n+\n+We offer multiple types of data uploads.\n+Ranging from file uploads, automatic file uploads to web services.\n+All options per data type are listed below, including file requirements.  \n+\n+Requirements \n+--------------\n+\n+Your raster data has to be in the format of a single band, georeferenced TIFF (geotiff), with the following requirements: \n+\n+* **Geotiff should have valid projection** including transformation (EPSG code). All projections supported by proj4 are supported.\n+* **Geotiff should have a NODATA value**.\n+* **Geotiff should be single band**. RGB or multi-band is not supported. \n+* **Temporal raster datasets** with multiple timesteps **should be supplied with a single geotiff per timestamp**\n+\n+Creating and editing a Raster Store\n+-------------------------------------\n+\n+The first step in uploading your raster datasets is to create a Raster Store.\n+This can easily be done using our Data Management app.\n+Following this step-by-step tutorial to upload a raster dataset:\n+\n+.. image:: /images/c_dataexchange_01.jpg\n+\n+The Data Management interface is available at: “www.{your_organisation}.lizard.net/management/”.\n+\n+After landing on this page, please click on ‘Data Management’, then ‘Rasters’.\n+Click on “New Raster” |NewRaster| to open the form for new Rasters.\n+Or choose an existing raster to edit.  \n+\n+.. |NewRaster| image:: /images/c_dataexchange_02.png\n+\n+#. Choose the organisation you’re supplying data for. \n+#. Choose the organisations you want to share this dataset with. \n+#. Choose the preferred authorization type (read more).\n+#. Give the dataset a name.\n+#. Describe your dataset. Make sure to name the source and describe the analysis that resulted in this dataset. Users can read this description in the Lizard Catalog.\n+#. Choose how your data should be aggregated. This functionality is only needed when you want to use the Region Analysis mode in Lizard Portal or Lizard API. \n+#. Choose the observation type of this dataset. \n+#. Choose a preferred color map. Choose “Rescalable” if you want to be able to rescale the color map in Lizard Portal.\n+#. Fill in the supplier name. We use your username by default.\n+#. You can fill in a supplier code for your own administration.\n+#. If you’re supplying a temporal dataset. Choose “Raster Series”. Next, fill in the interval of the dataset. \n+#. Click submit. You have now created the Raster Store. You’re all set up to  supply your geotiff’s using the upload button. \n+\n+Upload \n+------\n+\n+You can supply your GeoTIFF’s in multiple ways: \n+\n+* Use the Data Management App \n+* Use the Lizard API \n+* Use the Lizard FTP\n+\n+Using the Data Management App\n+++++++++++++++++++++++++++++++\n+\n+Once you have successfully created a raster store you will see the pop up below.\n+\n+.. image:: /images/c_dataexchange_03.png\n+\n+Choose upload data to browse your GeoTIFF’s.\n+When you want to add data to an existing raster store, click on the upload icon |uploadicon| in the list of existing Raster Stores. \n+\n+.. |uploadicon| image:: /images/c_dataexchange_04.png\n+\n+You can supply multiple rasters, Lizard will blend them together! Click “Save all Files” to start uploading your data.\n+Your GeoTIFF’s will be uploaded in a task. You can follow the status of the task by clicking “show asynchronous task”.\n+\n+.. image:: /images/c_dataexchange_05.png\n+\n+Using the Lizard API\n+++++++++++++++++++++\n+\n+.. warning::\n+   Text required!\n+\n+Using the Lizard FTP\n+++++++++++++++++++++ \n+\n+.. warning::\n+   Text required!\n+\n+Time Series\n+===========\n+\n+Requirements\n+------------\n+\n+Time series should always be linked to one of the vector data models listed :ref:`here <vector_data_types>`.\n+\n+Time series can be imported manually, by uploading a csv file to https://demo.lizard.net/import/.\n+\n+Time series can be uploaded through a 4 column csv.\n+Select both the organisation you want to upload and the asset type the time series belongs to (e.g. groundwater station).\n+The csv should not contain a header.\n+\n+.. csv-table:: Example with headers\n+    :header: timestamp, unit id / name, value, asset id\n+    \n+    2015-01-01T00:00:00Z, GWmMSL, 248.0, your_own_code_1\n+    2015-01-01T01:00:00Z, GWmBGS, 248.0, your_own_code_1\n+    2015-01-01T00:00:00Z, GWmMSL, 252.3, your_own_code_2\n+    2015-01-02T05:00:00Z, GWmMSL, 234.2, your_own_code_3\n+\n+The columns should contain:\n+\n+* **timestamp:** a timestamp in iso8601 format.\n+* **unit id / name:** This is both the name of the observation type name and this will become the timeseries name.\n+* **value:** value as either a float or integer number.\n+* **asset id:** either an asset uuid or an organisation-code (an identifier for an asset, unique for your organisation). In case the assets have been added with a code under category [columns].\n+\n+Since a csv should not contain a header, your csv should look like this:\n+\n+.. csv-table:: Example without headers\n+\n+    2015-01-01T00:00:00Z, GWmMSL, 248.0, your_own_code_1\n+    2015-01-01T01:00:00Z, GWmBGS, 248.0, your_own_code_1\n+    2015-01-01T00:00:00Z, GWmMSL, 252.3, your_own_code_2\n+    2015-01-02T05:00:00Z, GWmMSL, 234.2, your_own_code_3\n+\n+Authentication\n+--------------\n+\n+SFTP users are authenticated with a username / password.\n+\n+Supported data formats\n+----------------------\n+\n+Via SFTP the following formats are supported:\n+\n+    * CSV\n+    * PiXML\n+\n+Every supplier has its own directory on the SFTP.\n+It can be accessed by logging in with the Lizard credentials.\n+\n+As soon as a new file is uploaded to the SFTP server, it will be automatically recognised and processed by Lizard.\n+After processing the file is moved to a backup for a limited period of time.\n+\n+When a file is rejected, the supplied file is moved to the directory ‘rejected’ and a message is sent to the suppliers Inbox.\n+In the Inbox a supplier can see the status of his supplied files.\n+\n+CSV\n++++++\n+\n+Use CSV for supplying timeseries data with numerical or textual values according to the following format:\n+\n+.. code-block:: none\n+\n+    <timestamp>,<timeseries_supplier_code or uuid>,<value>[\\n]\n+    <timestamp>,<timeseries_supplier_code or uuid>,<value>[\\n]\n+    <timestamp>,<timeseries_supplier_code or uuid>,<value>[\\n]      \n+    …\n+\n+Where:\n+\n+    * **timestamp:** time in UTC in ISO 8601 format. For example 2012-10-26T09:22:35Z. Supplying timestamps in different timezone is only allowed when the UTC offset is added to the timestamp according to ISO 8601. For example: 2012-10-26T07:22:35+02.\n+    * **timeseries_supplier_code or UUID:** supplier_code attribute of timeseries as registered by administrator/supplier or the UUID of the timeseries object.\n+    * **value:** numerical or textual value.\n+    * **[\\\\n]:** newline character.\n+\n+CSV requirements:\n+\n+    * CSV file size may not exceed 100 MB. For one timeseries with a measuring frequency of 1 second that would be around 1 month of data.\n+    * Every supplied file should contain new measurements. It is not allowed to add measurements to a previously supplied file.\n+    * Use the empirical CSV format where the field separator is a comma (,) and the decimal separator a period (.).\n+\n+PiXML\n++++++++++\n+\n+Pi-XML is a file exchange format used by Delft-FEWS. A description can be found `here <https://publicwiki.deltares.nl/display/FEWSDOC/Delft-Fews+Published+Interface+timeseries+Format+%28PI%29+Import>`_.\n+\n+Images\n+++++++++++++\n+\n+The following formats are supported for image timeseries:\n+\n+    * PNG\n+    * JPEG\n+\n+Image filenames should have the following format:\n+\n+.. code-block:: none\n+\n+    <timeseries_supplier_code>_<timestamp>.png\n+    <timeseries_supplier_code>_<timestamp>.jpg\n+\n+Where:\n+\n+    * **timestamp:** time in UTC in ISO 8601 format. Colons (:) should be excluded as they are not allowed in filenames. An example timestamp is: 2012-10-26T092235Z. Supplying timestamps in different timezone is only allowed when the UTC offset is added to the timestamp according to ISO 8601. For example: 2012-10-26T072235+02.\n+    * **timeseries_supplier_code:** supplier_code attribute of timeseries as registered by administrator/supplier.\n+\n+Video and multimedia\n+++++++++++++++++++++++\n+\n+The following multimedia file extensions are supported for multimedia timeseries:\n+\n+    * PDF\n+    * AVI\n+    * WMV\n+\n+Multimedia filenames should have the following format:\n+\n+.. code-block:: none\n+\n+    <timeseries_supplier_code>_<timestamp>.pdf\n+    <timeseries_supplier_code>_<timestamp>.avi\n+    <timeseries_supplier_code>_<timestamp>.wmv\n+\n+Where:\n+\n+* **timestamp:** time in UTC in ISO 8601 format or as a unix timestamp in ms since epoch. Colons (:) should be excluded as they are not allowed in filenames. An example timestamp is: 2012-10-26T092235Z. Supplying timestamps in different timezone is only allowed when the UTC offset is added to the timestamp according to ISO 8601. For example: 2012-10-26T072235+02.\n+* **timeseries_supplier_code:** supplier_code attribute of timeseries as registered by administrator/supplier.\n+\n+LMW data\n++++++++++++\n+\n+Every 10 minutes a file is downloaded from LMW.\n+\n+Error handling\n+++++++++++++++++++\n+\n+When a file is in the **wrong format**, **authorisation fails** and / or **value type is not valid**:\n+\n+    * File is moved to ‘rejected’ directory of supplier\n+    * An error is logged\n+    * A message is sent to the Inbox of the supplier\n+\n+SUF-HYD\n++++++++++\n+\n+SUF-HYD files can be imported manually, by uploading a file to https://demo.lizard.net/import/\n+\n+We currently do not support GWSW-Hyd yet.\n+\n+The description of SUF-HYD files can be found here: https://www.riool.net/documents/20182/557556/suf-hyd-gegevens%20stelsel-1996-2003.pdf/512c2708-0594-4227-998e-f9c51bec6a50 \n+\n+API\n+------------\n+\n+Timeseries data can be supplied with a POST request to the timeseries data endpoint in the API (`<baseurl>`/api/v3/timeseries/{uuid}/data/).\n+Interaction with the API can be done from e.g. Postman or Python.\n+User credentials should be included in the header and the data in the payload of the request. \n+\n+Value based timeseries\n++++++++++++++++++++++++++++\n+\n+This type of timeseries consists of integers, floats, float arrays or text. The body of the request is a JSON object with timestamps and values:\n+\n+.. code-block:: json \n+\n+    {\n+    \t\"data\": [{\n+    \t\t\t\"datetime\": \"2019-07-01T01:30:00Z\",\n+    \t\t\t\"value\": 40.7\n+    \t\t},\n+    \t\t{\n+    \t\t\t\"datetime\": \"2019-07-01T02:00:00Z\",\n+    \t\t\t\"value\": 39.1\n+    \t\t}\n+    \t]\n+    }\n+\n+File based timeseries\n+++++++++++++++++++++++\n+\n+This type consists of images, movies or files. A single files is posted on a certain datetime, which is included in the header of the request.\n+\n+An example of an upload of an image using requests in Python:\n+\n+.. code-block:: none  \n+\n+    import requests\n+    import datetime as dt\n+\n+    now = dt.datetime.utcnow()\n+    uuid = ‘385c08c5-a0cf-4097-a98f-b6f053ef32c6’\n+    url = 'https://demo.lizard.net/api/v3/timeseries/{}/data/'.format(uuid)\n+    data = open('./x.png', 'rb').read()\n+    res = requests.post(url=url,\n+                        data=data,\n+                        headers={\n+                        'Content-Type': 'image/png',\n+                        'datetime': now.strftime('%Y-%m-%dT%H:%M:%S.%fZ'),\n+                        'username': 'jane.doe',","path":"source/c_dataexchange.rst","position":299,"original_position":299,"commit_id":"2431924ccc9d8808b4c2842311ff23ad07e170ce","original_commit_id":"2431924ccc9d8808b4c2842311ff23ad07e170ce","user":{"login":"reinout","id":121433,"node_id":"MDQ6VXNlcjEyMTQzMw==","avatar_url":"https://avatars0.githubusercontent.com/u/121433?v=4","gravatar_id":"","url":"https://api.github.com/users/reinout","html_url":"https://github.com/reinout","followers_url":"https://api.github.com/users/reinout/followers","following_url":"https://api.github.com/users/reinout/following{/other_user}","gists_url":"https://api.github.com/users/reinout/gists{/gist_id}","starred_url":"https://api.github.com/users/reinout/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/reinout/subscriptions","organizations_url":"https://api.github.com/users/reinout/orgs","repos_url":"https://api.github.com/users/reinout/repos","events_url":"https://api.github.com/users/reinout/events{/privacy}","received_events_url":"https://api.github.com/users/reinout/received_events","type":"User","site_admin":false},"body":"Ah, custom lizard. Dan elders zeggen of basic auth ook werkt.","created_at":"2019-12-13T14:35:07Z","updated_at":"2019-12-13T14:58:43Z","html_url":"https://github.com/nens/lizard-docs/pull/16#discussion_r357673466","pull_request_url":"https://api.github.com/repos/nens/lizard-docs/pulls/16","author_association":"CONTRIBUTOR","_links":{"self":{"href":"https://api.github.com/repos/nens/lizard-docs/pulls/comments/357673466"},"html":{"href":"https://github.com/nens/lizard-docs/pull/16#discussion_r357673466"},"pull_request":{"href":"https://api.github.com/repos/nens/lizard-docs/pulls/16"}}},"pull_request":{"url":"https://api.github.com/repos/nens/lizard-docs/pulls/16","id":352285177,"node_id":"MDExOlB1bGxSZXF1ZXN0MzUyMjg1MTc3","html_url":"https://github.com/nens/lizard-docs/pull/16","diff_url":"https://github.com/nens/lizard-docs/pull/16.diff","patch_url":"https://github.com/nens/lizard-docs/pull/16.patch","issue_url":"https://api.github.com/repos/nens/lizard-docs/issues/16","number":16,"state":"open","locked":false,"title":"[WIP!] Update lizard docs","user":{"login":"WolfSchouten","id":48123376,"node_id":"MDQ6VXNlcjQ4MTIzMzc2","avatar_url":"https://avatars0.githubusercontent.com/u/48123376?v=4","gravatar_id":"","url":"https://api.github.com/users/WolfSchouten","html_url":"https://github.com/WolfSchouten","followers_url":"https://api.github.com/users/WolfSchouten/followers","following_url":"https://api.github.com/users/WolfSchouten/following{/other_user}","gists_url":"https://api.github.com/users/WolfSchouten/gists{/gist_id}","starred_url":"https://api.github.com/users/WolfSchouten/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/WolfSchouten/subscriptions","organizations_url":"https://api.github.com/users/WolfSchouten/orgs","repos_url":"https://api.github.com/users/WolfSchouten/repos","events_url":"https://api.github.com/users/WolfSchouten/events{/privacy}","received_events_url":"https://api.github.com/users/WolfSchouten/received_events","type":"User","site_admin":false},"body":"Do not merge! More changes (additions) are 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