Metadata-Version: 2.1
Name: timeseriesencoder
Version: 0.1.1
Summary: A package for encoding and decoding time series in JSON files into embedded base 16, 64, or 91 encodings.
Home-page: https://github.com/Caedin/TimeSeriesEncoder
Author: Keith Dyer
Author-email: kilaxen@gmail.com
License: UNKNOWN
Project-URL: Bug Tracker, https://github.com/Caedin/TimeSeriesEncoder/issues
Description: A class for encoding timeseries data in JSON into an embedded base 16, base 64 or base 91 encoding.
        
        # Installation
        ```
        pip install timeseriesencoder
        ```
        
        # Use
        To use pass any json into TimeSeriesEncoder.encode_json(data, ts_key, ts_value) where ts_key and ts_value are the timestamp key and the value key in the json.
        
        ```python
        from timeseriesencoder import *
        encoded = TimeSeriesEncoder.encode_json(myJson, ts_key='UTC', ts_value='Value')
        ```
        
        To decode you can apply the reverse:
        ```python
        decoded = TimeSeriesEncoder.decode_json(encoded)
        ```
        
        The encoder will encode all time series it finds in the json. Each will get their own encoding that is optimal for the data sparsity and values. Sorting the data before encoding can improve compression. If you'd like the encoder to sort for you, you can include sort_values = True on the encode_json call. This will sort each time series by the timeseries key before encoding. This allows smaller compression if the data is regular by avoiding directly encoding the timeoffsets, and instead only encodes the data.
        
        # Tests
        To run tests call pytests on the tests folder from the base package folder.
        ```
        pytest ./tests/ -v -s
        ```
        
        ![image](https://user-images.githubusercontent.com/8877753/115096228-d00ccb00-9ee9-11eb-815a-8d837ffc66f3.png)
        
        
        # Examples
        Example of encoding a json file, with the inputs/outputs below.
        
        *Note: The numpyencoder module is not required, but is used in the example to read/write the json to a file easily.*
        ```python
        from timeseriesencoder import *
        import json
        from numpyencoder import NumpyEncoder
        
        with open('sample.json', 'r') as rfile:
            data = json.load(rfile)
        
        data['Response'][0]['ForecastWeather'] = data['Response'][0]['ForecastWeather'][:3]
        
        with open('data.json', 'w') as rfile:
            json.dump(data, rfile, cls=NumpyEncoder)
        
        encoded = TimeSeriesEncoder.encode_json(data, ts_key='UTC', ts_value='Value', sort_values=True)
        
        with open('encoded.json', 'w') as rfile:
            json.dump(encoded, rfile, cls=NumpyEncoder)
        ```
        
        
        Output
        ```json
        {
            "Request": {
                "locations": [
                    "WIT_BEBEZ_SS001_WT001"
                ],
                "attributes": null,
                "aggregate": true,
                "startDate": "2021-04-12T01:46:08.8622635Z"
            },
            "Response": [
                {
                    "LocationName": "WIT_BEBEZ_SS001_WT001",
                    "EntityType": "WIND_TURBINE",
                    "DisplayName": "BEZ_E01",
                    "Latitude": 50.82426,
                    "Longitude": 3.32744,
                    "Timezone": "Europe/Brussels",
                    "DataSource": "ECMWF-IFS",
                    "AsOfDateUTC": "2021-04-08T00:00:00Z",
                    "ForecastWeather": [
                        {
                            "AttributeName": "fresh_snow_6h:cm",
                            "AttributeUnitOfMeasure": "cm",
                            "AttributeDescription": "fresh snow of previous 6h [cm]",
                            "AttributeDataType": "Numeric",
                            "Values": {
                                "encoder": "TimeSeriesEncoder",
                                "start": 1618192800.0,
                                "ts_key": "UTC",
                                "ts_value": "Value",
                                "interval": 3600.0,
                                "static_value": 0.0,
                                "static_count": 143
                            }
                        },
                        {
                            "AttributeName": "precip_1h:mm",
                            "AttributeUnitOfMeasure": "mm",
                            "AttributeDescription": "amount of precipitation in the previous 1h [mm]",
                            "AttributeDataType": "Numeric",
                            "Values": {
                                "encoder": "TimeSeriesEncoder",
                                "start": 1618192800.0,
                                "ts_key": "UTC",
                                "ts_value": "Value",
                                "encoding_size": 64,
                                "data": "00000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000KKKKKK888888TTTTTT888888000000",
                                "interval": 3600.0,
                                "encoding_depth": 1,
                                "float_precision": 2,
                                "signed": false
                            }
                        },
                        {
                            "AttributeName": "relative_humidity_100m:p",
                            "AttributeUnitOfMeasure": "%",
                            "AttributeDescription": "relative humidity at 100m [%]",
                            "AttributeDataType": "Numeric",
                            "Values": {
                                "encoder": "TimeSeriesEncoder",
                                "start": 1618192800.0,
                                "ts_key": "UTC",
                                "ts_value": "Value",
                                "encoding_size": 64,
                                "data": "BkBUBJB7AyAA9Q8i887b726d6B5m6P747m808H8Y8F7x7c7u8B8U9LAAA-AzAyAy9u8r7q7t7w7z8V939e9h9l9o9Y9I918y8u8p8l8g8c8K837o7Y7J74797F7K7Q7W7c7p818E8S8g8u8t8t8t8t8t8s8h8W8K897-7p828I8X8m909G9kADAiBBBgCACGCMCSCYCeCjC4BSAqAE9e939H9W9l9zACARB6BnCTD9DrEXEgEpExF4FCFKEtEQDzDWD4CdCBBmBKAuATA1ADAQAcAoA-BA",
                                "interval": 3600.0,
                                "encoding_depth": 2,
                                "float_precision": 1,
                                "signed": false
                            }
                        }
                    ]
                }
            ]
        }
        ```
        Input
        ```json
        {
            "Request": {
                "locations": [
                    "WIT_BEBEZ_SS001_WT001"
                ],
                "attributes": null,
                "aggregate": true,
                "startDate": "2021-04-12T01:46:08.8622635Z"
            },
            "Response": [
                {
                    "LocationName": "WIT_BEBEZ_SS001_WT001",
                    "EntityType": "WIND_TURBINE",
                    "DisplayName": "BEZ_E01",
                    "Latitude": 50.82426,
                    "Longitude": 3.32744,
                    "Timezone": "Europe/Brussels",
                    "DataSource": "ECMWF-IFS",
                    "AsOfDateUTC": "2021-04-08T00:00:00Z",
                    "ForecastWeather": [
                        {
                            "AttributeName": "fresh_snow_6h:cm",
                            "AttributeUnitOfMeasure": "cm",
                            "AttributeDescription": "fresh snow of previous 6h [cm]",
                            "AttributeDataType": "Numeric",
                            "Values": [
                                {
                                    "UTC": "2021-04-12T02:00:00Z",
                                    "Value": 0.0
                                },
                                {
                                    "UTC": "2021-04-12T03:00:00Z",
                                    "Value": 0.0
                                },
                                {
                                    "UTC": "2021-04-12T04:00:00Z",
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                                {
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                                {
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                                {
                                    "UTC": "2021-04-14T01:00:00Z",
                                    "Value": 57.2
                                },
                                {
                                    "UTC": "2021-04-14T02:00:00Z",
                                    "Value": 56.8
                                },
                                {
                                    "UTC": "2021-04-14T03:00:00Z",
                                    "Value": 56.3
                                },
                                {
                                    "UTC": "2021-04-14T04:00:00Z",
                                    "Value": 55.9
                                },
                                {
                                    "UTC": "2021-04-14T05:00:00Z",
                                    "Value": 55.4
                                },
                                {
                                    "UTC": "2021-04-14T06:00:00Z",
                                    "Value": 55.0
                                },
                                {
                                    "UTC": "2021-04-14T07:00:00Z",
                                    "Value": 53.2
                                },
                                {
                                    "UTC": "2021-04-14T08:00:00Z",
                                    "Value": 51.5
                                },
                                {
                                    "UTC": "2021-04-14T09:00:00Z",
                                    "Value": 49.8
                                },
                                {
                                    "UTC": "2021-04-14T10:00:00Z",
                                    "Value": 48.2
                                },
                                {
                                    "UTC": "2021-04-14T11:00:00Z",
                                    "Value": 46.7
                                },
                                {
                                    "UTC": "2021-04-14T12:00:00Z",
                                    "Value": 45.2
                                },
                                {
                                    "UTC": "2021-04-14T13:00:00Z",
                                    "Value": 45.7
                                },
                                {
                                    "UTC": "2021-04-14T14:00:00Z",
                                    "Value": 46.3
                                },
                                {
                                    "UTC": "2021-04-14T15:00:00Z",
                                    "Value": 46.8
                                },
                                {
                                    "UTC": "2021-04-14T16:00:00Z",
                                    "Value": 47.4
                                },
                                {
                                    "UTC": "2021-04-14T17:00:00Z",
                                    "Value": 48.0
                                },
                                {
                                    "UTC": "2021-04-14T18:00:00Z",
                                    "Value": 48.6
                                },
                                {
                                    "UTC": "2021-04-14T19:00:00Z",
                                    "Value": 49.9
                                },
                                {
                                    "UTC": "2021-04-14T20:00:00Z",
                                    "Value": 51.3
                                },
                                {
                                    "UTC": "2021-04-14T21:00:00Z",
                                    "Value": 52.6
                                },
                                {
                                    "UTC": "2021-04-14T22:00:00Z",
                                    "Value": 54.0
                                },
                                {
                                    "UTC": "2021-04-14T23:00:00Z",
                                    "Value": 55.4
                                },
                                {
                                    "UTC": "2021-04-15T00:00:00Z",
                                    "Value": 56.8
                                },
                                {
                                    "UTC": "2021-04-15T01:00:00Z",
                                    "Value": 56.7
                                },
                                {
                                    "UTC": "2021-04-15T02:00:00Z",
                                    "Value": 56.7
                                },
                                {
                                    "UTC": "2021-04-15T03:00:00Z",
                                    "Value": 56.7
                                },
                                {
                                    "UTC": "2021-04-15T04:00:00Z",
                                    "Value": 56.7
                                },
                                {
                                    "UTC": "2021-04-15T05:00:00Z",
                                    "Value": 56.7
                                },
                                {
                                    "UTC": "2021-04-15T06:00:00Z",
                                    "Value": 56.6
                                },
                                {
                                    "UTC": "2021-04-15T07:00:00Z",
                                    "Value": 55.5
                                },
                                {
                                    "UTC": "2021-04-15T08:00:00Z",
                                    "Value": 54.4
                                },
                                {
                                    "UTC": "2021-04-15T09:00:00Z",
                                    "Value": 53.2
                                },
                                {
                                    "UTC": "2021-04-15T10:00:00Z",
                                    "Value": 52.1
                                },
                                {
                                    "UTC": "2021-04-15T11:00:00Z",
                                    "Value": 51.0
                                },
                                {
                                    "UTC": "2021-04-15T12:00:00Z",
                                    "Value": 49.9
                                },
                                {
                                    "UTC": "2021-04-15T13:00:00Z",
                                    "Value": 51.4
                                },
                                {
                                    "UTC": "2021-04-15T14:00:00Z",
                                    "Value": 53.0
                                },
                                {
                                    "UTC": "2021-04-15T15:00:00Z",
                                    "Value": 54.5
                                },
                                {
                                    "UTC": "2021-04-15T16:00:00Z",
                                    "Value": 56.0
                                },
                                {
                                    "UTC": "2021-04-15T17:00:00Z",
                                    "Value": 57.6
                                },
                                {
                                    "UTC": "2021-04-15T18:00:00Z",
                                    "Value": 59.2
                                },
                                {
                                    "UTC": "2021-04-15T19:00:00Z",
                                    "Value": 62.2
                                },
                                {
                                    "UTC": "2021-04-15T20:00:00Z",
                                    "Value": 65.3
                                },
                                {
                                    "UTC": "2021-04-15T21:00:00Z",
                                    "Value": 68.4
                                },
                                {
                                    "UTC": "2021-04-15T22:00:00Z",
                                    "Value": 71.5
                                },
                                {
                                    "UTC": "2021-04-15T23:00:00Z",
                                    "Value": 74.6
                                },
                                {
                                    "UTC": "2021-04-16T00:00:00Z",
                                    "Value": 77.8
                                },
                                {
                                    "UTC": "2021-04-16T01:00:00Z",
                                    "Value": 78.4
                                },
                                {
                                    "UTC": "2021-04-16T02:00:00Z",
                                    "Value": 79.0
                                },
                                {
                                    "UTC": "2021-04-16T03:00:00Z",
                                    "Value": 79.6
                                },
                                {
                                    "UTC": "2021-04-16T04:00:00Z",
                                    "Value": 80.2
                                },
                                {
                                    "UTC": "2021-04-16T05:00:00Z",
                                    "Value": 80.8
                                },
                                {
                                    "UTC": "2021-04-16T06:00:00Z",
                                    "Value": 81.3
                                },
                                {
                                    "UTC": "2021-04-16T07:00:00Z",
                                    "Value": 77.2
                                },
                                {
                                    "UTC": "2021-04-16T08:00:00Z",
                                    "Value": 73.2
                                },
                                {
                                    "UTC": "2021-04-16T09:00:00Z",
                                    "Value": 69.2
                                },
                                {
                                    "UTC": "2021-04-16T10:00:00Z",
                                    "Value": 65.4
                                },
                                {
                                    "UTC": "2021-04-16T11:00:00Z",
                                    "Value": 61.6
                                },
                                {
                                    "UTC": "2021-04-16T12:00:00Z",
                                    "Value": 57.9
                                },
                                {
                                    "UTC": "2021-04-16T13:00:00Z",
                                    "Value": 59.3
                                },
                                {
                                    "UTC": "2021-04-16T14:00:00Z",
                                    "Value": 60.8
                                },
                                {
                                    "UTC": "2021-04-16T15:00:00Z",
                                    "Value": 62.3
                                },
                                {
                                    "UTC": "2021-04-16T16:00:00Z",
                                    "Value": 63.7
                                },
                                {
                                    "UTC": "2021-04-16T17:00:00Z",
                                    "Value": 65.2
                                },
                                {
                                    "UTC": "2021-04-16T18:00:00Z",
                                    "Value": 66.7
                                },
                                {
                                    "UTC": "2021-04-16T19:00:00Z",
                                    "Value": 71.0
                                },
                                {
                                    "UTC": "2021-04-16T20:00:00Z",
                                    "Value": 75.3
                                },
                                {
                                    "UTC": "2021-04-16T21:00:00Z",
                                    "Value": 79.7
                                },
                                {
                                    "UTC": "2021-04-16T22:00:00Z",
                                    "Value": 84.1
                                },
                                {
                                    "UTC": "2021-04-16T23:00:00Z",
                                    "Value": 88.5
                                },
                                {
                                    "UTC": "2021-04-17T00:00:00Z",
                                    "Value": 92.9
                                },
                                {
                                    "UTC": "2021-04-17T01:00:00Z",
                                    "Value": 93.8
                                },
                                {
                                    "UTC": "2021-04-17T02:00:00Z",
                                    "Value": 94.7
                                },
                                {
                                    "UTC": "2021-04-17T03:00:00Z",
                                    "Value": 95.5
                                },
                                {
                                    "UTC": "2021-04-17T04:00:00Z",
                                    "Value": 96.4
                                },
                                {
                                    "UTC": "2021-04-17T05:00:00Z",
                                    "Value": 97.2
                                },
                                {
                                    "UTC": "2021-04-17T06:00:00Z",
                                    "Value": 98.0
                                },
                                {
                                    "UTC": "2021-04-17T07:00:00Z",
                                    "Value": 95.1
                                },
                                {
                                    "UTC": "2021-04-17T08:00:00Z",
                                    "Value": 92.2
                                },
                                {
                                    "UTC": "2021-04-17T09:00:00Z",
                                    "Value": 89.3
                                },
                                {
                                    "UTC": "2021-04-17T10:00:00Z",
                                    "Value": 86.4
                                },
                                {
                                    "UTC": "2021-04-17T11:00:00Z",
                                    "Value": 83.6
                                },
                                {
                                    "UTC": "2021-04-17T12:00:00Z",
                                    "Value": 80.7
                                },
                                {
                                    "UTC": "2021-04-17T13:00:00Z",
                                    "Value": 77.9
                                },
                                {
                                    "UTC": "2021-04-17T14:00:00Z",
                                    "Value": 75.2
                                },
                                {
                                    "UTC": "2021-04-17T15:00:00Z",
                                    "Value": 72.4
                                },
                                {
                                    "UTC": "2021-04-17T16:00:00Z",
                                    "Value": 69.6
                                },
                                {
                                    "UTC": "2021-04-17T17:00:00Z",
                                    "Value": 66.9
                                },
                                {
                                    "UTC": "2021-04-17T18:00:00Z",
                                    "Value": 64.1
                                },
                                {
                                    "UTC": "2021-04-17T19:00:00Z",
                                    "Value": 65.3
                                },
                                {
                                    "UTC": "2021-04-17T20:00:00Z",
                                    "Value": 66.6
                                },
                                {
                                    "UTC": "2021-04-17T21:00:00Z",
                                    "Value": 67.8
                                },
                                {
                                    "UTC": "2021-04-17T22:00:00Z",
                                    "Value": 69.0
                                },
                                {
                                    "UTC": "2021-04-17T23:00:00Z",
                                    "Value": 70.2
                                },
                                {
                                    "UTC": "2021-04-18T00:00:00Z",
                                    "Value": 71.4
                                }
                            ]
                        }
                    ]
                }
            ]
        }
        ```
        
Platform: UNKNOWN
Classifier: Programming Language :: Python :: 3
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Requires-Python: >=3.6
Description-Content-Type: text/markdown
