In [43]:
# Reload when code changed:
%load_ext autoreload
%reload_ext autoreload
%autoreload 2
%pwd
import sys
import os
path = "../"
sys.path.append(path)
#os.path.abspath("../")
print(os.path.abspath(path))


The autoreload extension is already loaded. To reload it, use:
  %reload_ext autoreload
D:\git\ekostat_calculator

In [44]:
import os 
import core
import logging
import importlib
importlib.reload(core) 
try:
    logging.shutdown()
    importlib.reload(logging)
except:
    pass
import pandas as pd
import numpy as np
import json
import time

from event_handler import EventHandler
from event_handler import get_list_from_interval
print(core.__file__)
pd.__version__


..\core\__init__.py
Out[44]:
'0.20.3'

In [ ]:


In [45]:
user_id_1 = 'user_1'
user_id_2 = 'user_2'
user_1_ws_1 = 'mw1'
print(path)
paths = {'user_id': user_id_1, 
         'workspace_directory': 'D:/git/ekostat_calculator/workspaces', 
         'resource_directory': path + '/resources', 
         'log_directory': path + '/log', 
         'test_data_directory': path + '/test_data', 
         'temp_directory': path + '/temp', 
         'cache_directory': path + '/cache'}

ekos = EventHandler(**paths)
ekos.test_timer()


2018-09-20 22:09:30,646	logger.py	85	add_log	DEBUG	
2018-09-20 22:09:30,651	logger.py	86	add_log	DEBUG	========================================================================================================================
2018-09-20 22:09:30,656	logger.py	87	add_log	DEBUG	### Log added for log_id "event_handler" at locaton: ..\log\main_event_handler.log
2018-09-20 22:09:30,666	logger.py	88	add_log	DEBUG	------------------------------------------------------------------------------------------------------------------------
2018-09-20 22:09:30,678	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 22:09:30,686	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
../
====================================================================================================
event_handler
..//log
main
----------------------------------------------------------------------------------------------------
2018-09-20 22:09:31,935	event_handler.py	128	__init__	DEBUG	Time for mapping: 1.2490715980529785
2018-09-20 22:09:31,980	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 1.3390767574310303
2018-09-20 22:09:31,985	event_handler.py	50	f	DEBUG	Start: "test_timer"
2018-09-20 22:09:33,077	event_handler.py	54	f	DEBUG	Stop: "test_timer". Time for running method was 1.084061861038208
test

In [4]:
ekos.mapping_objects['quality_element'].get_indicator_list_for_quality_element('secchi')


Out[4]:
['indicator_secchi']

In [5]:
def update_workspace_uuid_in_test_requests(workspace_alias='New test workspace'):
    ekos = EventHandler(**paths)

    workspace_uuid = ekos.get_unique_id_for_alias(workspace_alias=workspace_alias)
   
    if workspace_uuid: 
        print('Updating user {} with uuid: {}'.format(user_id_1, workspace_uuid))
        print('-'*70)
        ekos.update_workspace_uuid_in_test_requests(workspace_uuid)
    else:
        print('No workspaces for user: {}'.format(user_id_1))
        

        
def update_subset_uuid_in_test_requests(workspace_alias='New test workspace', 
                                        subset_alias=False):
    ekos = EventHandler(**paths)

    workspace_uuid = ekos.get_unique_id_for_alias(workspace_alias=workspace_alias)
    
    if workspace_uuid:              
        ekos.load_workspace(workspace_uuid)
        subset_uuid = ekos.get_unique_id_for_alias(workspace_alias=workspace_alias, subset_alias=subset_alias)
        print('Updating user {} with workspace_uuid {} and subset_uuid {}'.format(user_id_1, workspace_uuid, subset_uuid))
        print(workspace_uuid, subset_uuid)
        print('-'*70)
        ekos.update_subset_uuid_in_test_requests(subset_uuid=subset_uuid)
    else:
        print('No workspaces for user: {}'.format(user_id_1))
        

        
def print_boolean_structure(workspace_uuid): 
    workspace_object = ekos.get_workspace(unique_id=workspace_uuid) 
    workspace_object.index_handler.print_boolean_keys()

In [6]:
# update_workspace_uuid_in_test_requests()

Request workspace add


In [7]:
t0 = time.time()
ekos = EventHandler(**paths)
request = ekos.test_requests['request_workspace_add_1']
response_workspace_add = ekos.request_workspace_add(request)
ekos.write_test_response('request_workspace_add_1', response_workspace_add)

# request = ekos.test_requests['request_workspace_add_2']
# response_workspace_add = ekos.request_workspace_add(request)
# ekos.write_test_response('request_workspace_add_2', response_workspace_add)
print('-'*50)
print('Time for request: {}'.format(time.time()-t0))


2018-09-20 21:08:21,463	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 21:08:21,467	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 21:08:22,390	event_handler.py	128	__init__	DEBUG	Time for mapping: 0.9230527877807617
2018-09-20 21:08:22,431	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 0.9680554866790771
2018-09-20 21:08:22,447	event_handler.py	50	f	DEBUG	Start: "request_workspace_add"
2018-09-20 21:08:22,453	event_handler.py	4327	request_workspace_add	DEBUG	Start: request_workspace_add
2018-09-20 21:08:22,484	event_handler.py	422	copy_workspace	DEBUG	Trying to copy workspace "default_workspace". Copy has alias "New test workspace"
2018-09-20 21:08:22,631	event_handler.py	3053	load_workspace	DEBUG	Trying to load new workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace"
¤ New test workspace
2018-09-20 21:08:22,756	logger.py	85	add_log	DEBUG	
2018-09-20 21:08:22,762	logger.py	86	add_log	DEBUG	========================================================================================================================
2018-09-20 21:08:22,767	logger.py	87	add_log	DEBUG	### Log added for log_id "default_subset" at locaton: D:\git\ekostat_calculator\workspaces\d347d3bf-3f26-42f3-b261-d48253f9ba26\log\subset_default_subset.log
2018-09-20 21:08:22,772	logger.py	88	add_log	DEBUG	------------------------------------------------------------------------------------------------------------------------
====================================================================================================
default_subset
D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/log
subset
----------------------------------------------------------------------------------------------------
2018-09-20 21:08:23,126	logger.py	85	add_log	DEBUG	
2018-09-20 21:08:23,132	logger.py	86	add_log	DEBUG	========================================================================================================================
2018-09-20 21:08:23,138	logger.py	87	add_log	DEBUG	### Log added for log_id "d347d3bf-3f26-42f3-b261-d48253f9ba26" at locaton: D:\git\ekostat_calculator\workspaces\d347d3bf-3f26-42f3-b261-d48253f9ba26\log\workspace_d347d3bf-3f26-42f3-b261-d48253f9ba26.log
2018-09-20 21:08:23,141	logger.py	88	add_log	DEBUG	------------------------------------------------------------------------------------------------------------------------
2018-09-20 21:08:23,146	event_handler.py	3071	load_workspace	INFO	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace loaded."
2018-09-20 21:08:23,151	event_handler.py	54	f	DEBUG	Stop: "request_workspace_add". Time for running method was 0.6980397701263428
====================================================================================================
d347d3bf-3f26-42f3-b261-d48253f9ba26
D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/log
workspace
----------------------------------------------------------------------------------------------------
--------------------------------------------------
Time for request: 1.6930968761444092

Update workspace uuid in test requests


In [8]:
update_workspace_uuid_in_test_requests()


2018-09-20 21:09:12,351	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 21:09:12,354	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 21:09:13,160	event_handler.py	128	__init__	DEBUG	Time for mapping: 0.8060462474822998
2018-09-20 21:09:13,195	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 0.845048189163208
Updating user user_1 with uuid: d347d3bf-3f26-42f3-b261-d48253f9ba26
----------------------------------------------------------------------

Request workspace import default data


In [9]:
# ekos = EventHandler(**paths)
# # When copying data the first time all sources has status=0, i.e. no data will be loaded. 
# request = ekos.test_requests['request_workspace_import_default_data']
# response_import_data = ekos.request_workspace_import_default_data(request)
# ekos.write_test_response('request_workspace_import_default_data', response_import_data)

Import data from sharkweb


In [10]:
ekos = EventHandler(**paths)
request = ekos.test_requests['request_sharkweb_import']
response_sharkweb_import = ekos.request_sharkweb_import(request)
ekos.write_test_response('request_sharkweb_import', response_sharkweb_import)


2018-09-20 21:09:17,366	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 21:09:17,369	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 21:09:18,234	event_handler.py	128	__init__	DEBUG	Time for mapping: 0.8640494346618652
2018-09-20 21:09:18,270	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 0.9040517807006836
2018-09-20 21:09:18,276	event_handler.py	50	f	DEBUG	Start: "request_sharkweb_import"
2018-09-20 21:09:18,333	event_handler.py	3053	load_workspace	DEBUG	Trying to load new workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace"
=== d347d3bf-3f26-42f3-b261-d48253f9ba26
{'year_from': 2007, 'year_to': 2012, 'datatype': 'Phytoplankton', 'water_district_list': [], 'type_area_list': [], 'svar_sea_area_list': ['Krabbfjärden', 'Gullmarn centralbassäng', 'Gussöfjärden', 'Örefjärden', 'Gaviksfjärden'], 'encoding': 'utf8', 'lineend': 'windows', 'delimiters': 'point-tab', 'sample_table_view': 'sample_col_phytoplankton', 'parameter': 'Biovolume concentration', 'headerlang': 'internal'}
2018-09-20 21:09:18,743	event_handler.py	3071	load_workspace	INFO	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace loaded."
DEBUG: Status:  200
DEBUG: Header:  application/json; charset=utf-8
DEBUG: Encoding:  utf-8
DEBUG: Status:  200
DEBUG: Header:  application/json; charset=utf-8
DEBUG: Encoding:  utf-8
DEBUG: Status:  200
DEBUG: Header:  application/json; charset=utf-8
DEBUG: Encoding:  utf-8
DEBUG: Status:  200
DEBUG: Header: 
2018-09-20 21:09:36,457	event_handler.py	3064	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
 application/octet-stream; charset=utf-8
DEBUG: Encoding:  utf-8
datatype Phytoplankton
Done
=== d347d3bf-3f26-42f3-b261-d48253f9ba26
{'year_from': 2007, 'year_to': 2012, 'datatype': 'Chlorophyll', 'water_district_list': [], 'type_area_list': [], 'svar_sea_area_list': ['Krabbfjärden', 'Gullmarn centralbassäng', 'Gussöfjärden', 'Örefjärden', 'Gaviksfjärden'], 'encoding': 'utf8', 'lineend': 'windows', 'delimiters': 'point-tab', 'sample_table_view': 'sample_col_chlorophyll', 'parameter': 'Chlorophyll-a', 'headerlang': 'internal'}
DEBUG: Status:  200
DEBUG: Header:  application/json; charset=utf-8
DEBUG: Encoding:  utf-8
DEBUG: Status:  200
DEBUG: Header:  application/json; charset=utf-8
DEBUG: Encoding:  utf-8
DEBUG: Status:  200
DEBUG: Header:  application/json; charset=utf-8
DEBUG: Encoding:  utf-8
DEBUG: Status:  200
DEBUG: Header:  application/octet-stream; charset=utf-8
DEBUG: Encoding:  utf-8
datatype Chlorophyll
Done
2018-09-20 21:09:38,391	event_handler.py	3064	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
=== d347d3bf-3f26-42f3-b261-d48253f9ba26
{'year_from': 2007, 'year_to': 2012, 'datatype': 'Physical and Chemical', 'water_district_list': [], 'type_area_list': [], 'svar_sea_area_list': ['Krabbfjärden', 'Gullmarn centralbassäng', 'Gussöfjärden', 'Örefjärden', 'Gaviksfjärden'], 'encoding': 'utf8', 'lineend': 'windows', 'delimiters': 'point-tab', 'sample_table_view': 'sample_col_physicalchemical_columnparams', 'parameter': None, 'headerlang': 'internal'}
DEBUG: Status:  200
DEBUG: Header:  application/json; charset=utf-8
DEBUG: Encoding:  utf-8
DEBUG: Status:  200
DEBUG: Header:  application/json; charset=utf-8
DEBUG: Encoding:  utf-8
DEBUG: Status:  200
DEBUG: Header:  application/json; charset=utf-8
DEBUG: Encoding:  utf-8
2018-09-20 21:09:42,952	event_handler.py	54	f	DEBUG	Stop: "request_sharkweb_import". Time for running method was 24.668410778045654
DEBUG: Status:  200
DEBUG: Header:  application/octet-stream; charset=utf-8
DEBUG: Encoding:  utf-8
datatype Physical and Chemical
Done

In [11]:
ekos.data_params


Out[11]:
{'adv_check_status': '',
 'adv_checked_by_list': '',
 'adv_dataset_name': '',
 'adv_dataset_name_option': '',
 'adv_datatype_list': '',
 'adv_deliverer_list': '',
 'adv_max_depth': '',
 'adv_min_depth': '',
 'adv_orderer_list': '',
 'adv_parameter_list': '',
 'adv_project_list': '',
 'adv_quality_flag_list': '',
 'adv_red_list_category': '',
 'bounds': '',
 'county_list': '',
 'datatype': 'Physical and Chemical',
 'delimiters': 'point-tab',
 'economic_zone': '',
 'encoding': 'utf8',
 'headerlang': 'internal',
 'helcom_ospar': '',
 'lineend': 'windows',
 'month_list': '',
 'municipality_list': '',
 'parameter': None,
 'sample_table_view': 'sample_col_physicalchemical_columnparams',
 'sea_basin': '',
 'station_name': '',
 'station_name_option': '',
 'svar_sea_area_list': '',
 'taxon_name': '',
 'taxon_name_option': '',
 'type_area_list': '',
 'water_category': '',
 'water_district_list': 'S%C3%B6dra%20%C3%96stersj%C3%B6ns%20vattendistrikt',
 'year_from': 2011,
 'year_to': 2016}

In [12]:
ekos.selection_dicts


Out[12]:
{'Physical and Chemical': {'datatype': 'Physical and Chemical',
  'delimiters': 'point-tab',
  'encoding': 'utf8',
  'headerlang': 'internal',
  'lineend': 'windows',
  'parameter': None,
  'sample_table_view': 'sample_col_physicalchemical_columnparams',
  'svar_sea_area_list': [],
  'type_area_list': [],
  'water_district_list': ['Södra Östersjöns vattendistrikt'],
  'year_from': 2011,
  'year_to': 2016}}

In [13]:
# ekos = EventHandler(**paths)
# ekos.mapping_objects['sharkweb_mapping'].df

Request data source list/edit


In [11]:
ekos = EventHandler(**paths)
request = ekos.test_requests['request_workspace_data_sources_list']
response = ekos.request_workspace_data_sources_list(request) 
ekos.write_test_response('request_workspace_data_sources_list', response) 

request = response
request['data_sources'][0]['status'] = True 
request['data_sources'][1]['status'] = True 
request['data_sources'][2]['status'] = True 
# request['data_sources'][3]['status'] = True 
# request['data_sources'][4]['status'] = True 


# Edit data source 
response = ekos.request_workspace_data_sources_edit(request) 
ekos.write_test_response('request_workspace_data_sources_edit', response)


2018-09-20 21:10:45,712	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 21:10:45,715	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 21:10:46,605	event_handler.py	128	__init__	DEBUG	Time for mapping: 0.8900508880615234
2018-09-20 21:10:46,642	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 0.9310534000396729
2018-09-20 21:10:46,649	event_handler.py	50	f	DEBUG	Start: "request_workspace_data_sources_list"
2018-09-20 21:10:46,656	event_handler.py	4550	request_workspace_data_sources_list	DEBUG	Start: request_workspace_data_sources_list
2018-09-20 21:10:46,700	event_handler.py	3053	load_workspace	DEBUG	Trying to load new workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace"
2018-09-20 21:10:47,131	event_handler.py	3071	load_workspace	INFO	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace loaded."
2018-09-20 21:10:47,141	event_handler.py	54	f	DEBUG	Stop: "request_workspace_data_sources_list". Time for running method was 0.485027551651001
2018-09-20 21:10:47,146	event_handler.py	50	f	DEBUG	Start: "request_workspace_data_sources_edit"
2018-09-20 21:10:47,151	event_handler.py	4508	request_workspace_data_sources_edit	DEBUG	Start: request_workspace_data_sources_list
2018-09-20 21:10:47,188	event_handler.py	3064	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:10:47,244	workspaces.py	1834	load_all_data	DEBUG	All selected data in (status 1 in datatype_settings.txt) is not loaded.
REQUEST True phytoplankton_sharkweb_data_Biovolume concentration_2007-2012_201809202109.txt
REQUEST True chlorophyll_sharkweb_data_Chlorophyll-a_2007-2012_201809202109.txt
REQUEST True physicalchemical_sharkweb_data_all_2007-2012_201809202109.txt
¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤
D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/input_data/exports\all_data.pkl
D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/input_data/exports\all_data.txt
2018-09-20 21:10:48,332	workspaces.py	1917	load_datatype_data	DEBUG	New data files has been loaded for datatype: physicalchemical
2018-09-20 21:10:48,375	workspaces.py	1917	load_datatype_data	DEBUG	New data files has been loaded for datatype: physicalchemicalmodel
2018-09-20 21:10:48,575	workspaces.py	1917	load_datatype_data	DEBUG	New data files has been loaded for datatype: chlorophyll
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/input_data/exports/Raw_format_chlorophyll_data.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/input_data/exports/Raw_format_phytoplankton_data.txt
2018-09-20 21:10:56,555	workspaces.py	1917	load_datatype_data	DEBUG	New data files has been loaded for datatype: phytoplankton
2018-09-20 21:10:56,594	workspaces.py	1917	load_datatype_data	DEBUG	New data files has been loaded for datatype: zoobenthos
self.all_data 0
MMMMMMMMM
time for _add_prioritized_parameter SALT is: 0.08000469207763672
time for _add_prioritized_parameter TEMP is: 0.07900428771972656
time for _add_prioritized_parameter DOXY is: 0.07700467109680176
--------------------------------------------------
Total time: 0.8770499229431152
time_preparations              0.0060002803802490234
time_list_group_data:          0.009000539779663086
time_list_calc_integ:          0.010000228881835938
time_list_add_row:             0.4480307102203369
time_all_calculations:         0.7960455417633057
time_iterator:                 0.0
time_add_data:                 0.06600356101989746
Done adding integrated_calc "CPHL_INTEG_CALC" using parameter "CPHL_BTL"
time for integrated_calc "CPHL_INTEG_CALC" using parameter "CPHL_BTL is: 0.8770499229431152
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/input_data/exports/all_data.txt
2018-09-20 21:11:00,420	event_handler.py	50	f	DEBUG	Start: "request_workspace_data_sources_list"
2018-09-20 21:11:00,423	event_handler.py	4550	request_workspace_data_sources_list	DEBUG	Start: request_workspace_data_sources_list
2018-09-20 21:11:00,468	event_handler.py	3064	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:11:00,484	event_handler.py	54	f	DEBUG	Stop: "request_workspace_data_sources_list". Time for running method was 0.06100320816040039
2018-09-20 21:11:00,487	event_handler.py	54	f	DEBUG	Stop: "request_workspace_data_sources_edit". Time for running method was 13.337762832641602

In [ ]:


In [ ]:


In [ ]:

Request subset add


In [12]:
ekos = EventHandler(**paths)
request = ekos.test_requests['request_subset_add_1']
response_subset_add = ekos.request_subset_add(request)
ekos.write_test_response('request_subset_add_1', response_subset_add)


2018-09-20 21:11:20,900	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 21:11:20,904	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 21:11:21,834	event_handler.py	128	__init__	DEBUG	Time for mapping: 0.9310534000396729
2018-09-20 21:11:21,873	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 0.9740557670593262
2018-09-20 21:11:21,878	event_handler.py	50	f	DEBUG	Start: "request_subset_add"
2018-09-20 21:11:21,884	event_handler.py	3325	request_subset_add	DEBUG	Start: request_subset_add
2018-09-20 21:11:21,931	event_handler.py	3053	load_workspace	DEBUG	Trying to load new workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace"
2018-09-20 21:11:22,373	event_handler.py	3071	load_workspace	INFO	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace loaded."
2018-09-20 21:11:22,376	event_handler.py	375	copy_subset	DEBUG	Trying to copy subset "default_subset"
2018-09-20 21:11:22,520	logger.py	85	add_log	DEBUG	
2018-09-20 21:11:22,525	logger.py	86	add_log	DEBUG	========================================================================================================================
2018-09-20 21:11:22,530	logger.py	87	add_log	DEBUG	### Log added for log_id "344e8ecb-71b0-41a9-b0ad-c1accd12bbf8" at locaton: D:\git\ekostat_calculator\workspaces\d347d3bf-3f26-42f3-b261-d48253f9ba26\log\subset_344e8ecb-71b0-41a9-b0ad-c1accd12bbf8.log
2018-09-20 21:11:22,535	logger.py	88	add_log	DEBUG	------------------------------------------------------------------------------------------------------------------------
2018-09-20 21:11:22,547	event_handler.py	54	f	DEBUG	Stop: "request_subset_add". Time for running method was 0.6630380153656006
¤ mw_subset
====================================================================================================
344e8ecb-71b0-41a9-b0ad-c1accd12bbf8
D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/log
subset
----------------------------------------------------------------------------------------------------

In [13]:
update_subset_uuid_in_test_requests(subset_alias='mw_subset')


2018-09-20 21:11:27,120	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 21:11:27,124	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 21:11:28,106	event_handler.py	128	__init__	DEBUG	Time for mapping: 0.9830563068389893
2018-09-20 21:11:28,148	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 1.0290589332580566
2018-09-20 21:11:28,186	event_handler.py	3053	load_workspace	DEBUG	Trying to load new workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace"
2018-09-20 21:11:28,729	event_handler.py	3071	load_workspace	INFO	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace loaded."
Updating user user_1 with workspace_uuid d347d3bf-3f26-42f3-b261-d48253f9ba26 and subset_uuid 344e8ecb-71b0-41a9-b0ad-c1accd12bbf8
d347d3bf-3f26-42f3-b261-d48253f9ba26 344e8ecb-71b0-41a9-b0ad-c1accd12bbf8
----------------------------------------------------------------------

In [ ]:


In [ ]:

Request subset get data filter


In [18]:
ekos = EventHandler(**paths)
update_subset_uuid_in_test_requests(subset_alias='mw_subset')
request = ekos.test_requests['request_subset_get_data_filter']
response_subset_get_data_filter = ekos.request_subset_get_data_filter(request)
ekos.write_test_response('request_subset_get_data_filter', response_subset_get_data_filter)


2018-09-20 21:20:46,466	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 21:20:46,470	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 21:20:47,349	event_handler.py	128	__init__	DEBUG	Time for mapping: 0.8790502548217773
2018-09-20 21:20:47,385	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 0.9200527667999268
2018-09-20 21:20:47,401	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 21:20:47,406	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 21:20:48,263	event_handler.py	128	__init__	DEBUG	Time for mapping: 0.8580491542816162
2018-09-20 21:20:48,299	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 0.8990514278411865
2018-09-20 21:20:48,332	event_handler.py	3053	load_workspace	DEBUG	Trying to load new workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace"
2018-09-20 21:20:48,445	logger.py	85	add_log	DEBUG	
2018-09-20 21:20:48,450	logger.py	86	add_log	DEBUG	========================================================================================================================
2018-09-20 21:20:48,453	logger.py	87	add_log	DEBUG	### Log added for log_id "344e8ecb-71b0-41a9-b0ad-c1accd12bbf8" at locaton: D:\git\ekostat_calculator\workspaces\d347d3bf-3f26-42f3-b261-d48253f9ba26\log\subset_344e8ecb-71b0-41a9-b0ad-c1accd12bbf8.log
2018-09-20 21:20:48,458	logger.py	88	add_log	DEBUG	------------------------------------------------------------------------------------------------------------------------
2018-09-20 21:20:48,555	logger.py	85	add_log	DEBUG	
2018-09-20 21:20:48,561	logger.py	86	add_log	DEBUG	========================================================================================================================
2018-09-20 21:20:48,567	logger.py	87	add_log	DEBUG	### Log added for log_id "default_subset" at locaton: D:\git\ekostat_calculator\workspaces\d347d3bf-3f26-42f3-b261-d48253f9ba26\log\subset_default_subset.log
2018-09-20 21:20:48,570	logger.py	88	add_log	DEBUG	------------------------------------------------------------------------------------------------------------------------
====================================================================================================
344e8ecb-71b0-41a9-b0ad-c1accd12bbf8
D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/log
subset
----------------------------------------------------------------------------------------------------
====================================================================================================
default_subset
D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/log
subset
----------------------------------------------------------------------------------------------------
2018-09-20 21:20:48,923	logger.py	85	add_log	DEBUG	
2018-09-20 21:20:48,929	logger.py	86	add_log	DEBUG	========================================================================================================================
2018-09-20 21:20:48,936	logger.py	87	add_log	DEBUG	### Log added for log_id "d347d3bf-3f26-42f3-b261-d48253f9ba26" at locaton: D:\git\ekostat_calculator\workspaces\d347d3bf-3f26-42f3-b261-d48253f9ba26\log\workspace_d347d3bf-3f26-42f3-b261-d48253f9ba26.log
2018-09-20 21:20:48,940	logger.py	88	add_log	DEBUG	------------------------------------------------------------------------------------------------------------------------
2018-09-20 21:20:48,946	event_handler.py	3071	load_workspace	INFO	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace loaded."
====================================================================================================
d347d3bf-3f26-42f3-b261-d48253f9ba26
D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/log
workspace
----------------------------------------------------------------------------------------------------
Updating user user_1 with workspace_uuid d347d3bf-3f26-42f3-b261-d48253f9ba26 and subset_uuid 344e8ecb-71b0-41a9-b0ad-c1accd12bbf8
d347d3bf-3f26-42f3-b261-d48253f9ba26 344e8ecb-71b0-41a9-b0ad-c1accd12bbf8
----------------------------------------------------------------------
2018-09-20 21:20:49,182	event_handler.py	50	f	DEBUG	Start: "request_subset_get_data_filter"
2018-09-20 21:20:49,185	event_handler.py	3521	request_subset_get_data_filter	DEBUG	Start: request_subset_get_data_filter
2018-09-20 21:20:49,224	event_handler.py	3053	load_workspace	DEBUG	Trying to load new workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace"
2018-09-20 21:20:49,780	event_handler.py	3071	load_workspace	INFO	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace loaded."
2018-09-20 21:20:49,886	workspaces.py	1842	load_all_data	DEBUG	Data has been loaded from existing all_data.pickle file.
2018-09-20 21:20:50,002	event_handler.py	54	f	DEBUG	Stop: "request_subset_get_data_filter". Time for running method was 0.8170466423034668
self.all_data 0

In [20]:
# import re
# string = """{
#     "workspace_uuid": "52725df4-b4a0-431c-a186-5e542fc6a3a4",
#     "data_sources": [
#         {
#             "status": true,
#             "loaded": false,
#             "filename": "physicalchemical_sharkweb_data_all_2013-2014_20180916.txt",
#             "datatype": "physicalchemical"
#         }
#     ]
# }"""

# r = re.sub('"workspace_uuid": ".{36}"', '"workspace_uuid": "new"', string)

Request subset set data filter


In [33]:
ekos = EventHandler(**paths)
update_subset_uuid_in_test_requests(subset_alias='mw_subset')
request = ekos.test_requests['request_subset_set_data_filter']
response_subset_set_data_filter = ekos.request_subset_set_data_filter(request)
ekos.write_test_response('request_subset_set_data_filter', response_subset_set_data_filter)


2018-09-20 21:47:50,777	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 21:47:50,780	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 21:47:51,704	event_handler.py	128	__init__	DEBUG	Time for mapping: 0.9240529537200928
2018-09-20 21:47:51,739	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 0.9630551338195801
2018-09-20 21:47:51,745	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 21:47:51,750	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 21:47:52,607	event_handler.py	128	__init__	DEBUG	Time for mapping: 0.8570492267608643
2018-09-20 21:47:52,641	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 0.8990511894226074
2018-09-20 21:47:52,677	event_handler.py	3064	load_workspace	DEBUG	Trying to load new workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace"
2018-09-20 21:47:53,173	event_handler.py	3082	load_workspace	INFO	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace loaded."
2018-09-20 21:47:53,389	event_handler.py	50	f	DEBUG	Start: "request_subset_set_data_filter"
2018-09-20 21:47:53,392	event_handler.py	3415	request_subset_set_data_filter	DEBUG	Start: request_subset_get_indicator_settings
Updating user user_1 with workspace_uuid d347d3bf-3f26-42f3-b261-d48253f9ba26 and subset_uuid 344e8ecb-71b0-41a9-b0ad-c1accd12bbf8
d347d3bf-3f26-42f3-b261-d48253f9ba26 344e8ecb-71b0-41a9-b0ad-c1accd12bbf8
----------------------------------------------------------------------
2018-09-20 21:47:53,428	event_handler.py	3064	load_workspace	DEBUG	Trying to load new workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace"
2018-09-20 21:47:54,078	event_handler.py	3082	load_workspace	INFO	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace loaded."
2018-09-20 21:47:54,168	workspaces.py	1842	load_all_data	DEBUG	Data has been loaded from existing all_data.pickle file.
2018-09-20 21:47:54,207	event_handler.py	54	f	DEBUG	Stop: "request_subset_set_data_filter". Time for running method was 0.8150465488433838
self.all_data 0

In [ ]:


In [ ]:

Request subset get indicator settings


In [35]:
ekos = EventHandler(**paths)
request = ekos.test_requests['request_subset_get_indicator_settings']
# request = ekos.test_requests['request_subset_get_indicator_settings_no_areas']
# print(request['subset']['subset_uuid'])
# request['subset']['subset_uuid'] = 'fel'
# print(request['subset']['subset_uuid'])

response_subset_get_indicator_settings = ekos.request_subset_get_indicator_settings(request)
ekos.write_test_response('request_subset_get_indicator_settings', response_subset_get_indicator_settings)


2018-09-20 21:51:20,204	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 21:51:20,207	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 21:51:21,136	event_handler.py	128	__init__	DEBUG	Time for mapping: 0.9290530681610107
2018-09-20 21:51:21,172	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 0.9690556526184082
2018-09-20 21:51:21,177	event_handler.py	50	f	DEBUG	Start: "request_subset_get_indicator_settings"
2018-09-20 21:51:21,183	event_handler.py	3583	request_subset_get_indicator_settings	DEBUG	Start: request_subset_get_indicator_settings
2018-09-20 21:51:21,220	event_handler.py	3065	load_workspace	DEBUG	Trying to load new workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace"
2018-09-20 21:51:21,710	event_handler.py	3083	load_workspace	INFO	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace loaded."
2018-09-20 21:51:21,797	workspaces.py	1842	load_all_data	DEBUG	Data has been loaded from existing all_data.pickle file.
2018-09-20 21:51:21,893	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
self.all_data 0
[2008, 2009, 2010, 2011, 2012]
{2007, 2008, 2009, 2010, 2011, 2012}
2018-09-20 21:51:22,086	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:22,323	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:22,562	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:22,764	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:23,036	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:23,308	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:23,511	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:23,717	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:23,892	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:24,073	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:24,251	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:24,475	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:24,691	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:24,869	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:25,043	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:25,226	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:25,435	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:25,697	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:51:25,878	event_handler.py	54	f	DEBUG	Stop: "request_subset_get_indicator_settings". Time for running method was 4.694268703460693

In [28]:
ekos.data_filter_object.get_include_list_filter('MYEAR')


Out[28]:
['2013', '2014', '2015', '2016']

In [ ]:

Request subset set indicator settings


In [36]:
ekos = EventHandler(**paths)
request = ekos.test_requests['request_subset_set_indicator_settings']
response_subset_set_indicator_settings = ekos.request_subset_set_indicator_settings(request)
ekos.write_test_response('request_subset_set_indicator_settings', response_subset_set_indicator_settings)


2018-09-20 21:54:43,354	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 21:54:43,357	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 21:54:44,323	event_handler.py	128	__init__	DEBUG	Time for mapping: 0.966055154800415
2018-09-20 21:54:44,358	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 1.0050575733184814
2018-09-20 21:54:44,363	event_handler.py	50	f	DEBUG	Start: "request_subset_set_indicator_settings"
2018-09-20 21:54:44,369	event_handler.py	3794	request_subset_set_indicator_settings	DEBUG	Start: request_subset_set_indicator_settings
2018-09-20 21:54:44,405	event_handler.py	3065	load_workspace	DEBUG	Trying to load new workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace"
2018-09-20 21:54:44,900	event_handler.py	3083	load_workspace	INFO	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace loaded."
2018-09-20 21:54:44,999	workspaces.py	1842	load_all_data	DEBUG	Data has been loaded from existing all_data.pickle file.
2018-09-20 21:54:45,012	event_handler.py	50	f	DEBUG	Start: "set_settings_filter"
2018-09-20 21:54:45,029	event_handler.py	54	f	DEBUG	Stop: "set_settings_filter". Time for running method was 0.012000799179077148
2018-09-20 21:54:45,032	event_handler.py	50	f	DEBUG	Start: "set_settings_filter"
2018-09-20 21:54:45,057	event_handler.py	54	f	DEBUG	Stop: "set_settings_filter". Time for running method was 0.017000913619995117
2018-09-20 21:54:45,064	event_handler.py	50	f	DEBUG	Start: "set_settings_filter"
2018-09-20 21:54:45,081	event_handler.py	54	f	DEBUG	Stop: "set_settings_filter". Time for running method was 0.012000799179077148
2018-09-20 21:54:45,084	event_handler.py	50	f	DEBUG	Start: "set_settings_filter"
2018-09-20 21:54:45,117	event_handler.py	54	f	DEBUG	Stop: "set_settings_filter". Time for running method was 0.022001266479492188
self.all_data 0
Tolerance column
Value to set for type_area "12n" and variable "MIN_NR_YEARS": ['9']
List column (6, 7, 8)
¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤
¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤
(6, 7, 8) <class 'tuple'> MONTH_LIST
Value to set for type_area "12n" and variable "MONTH_LIST": ['6;7;8']
Tolerance column
Value to set for type_area "1n" and variable "MIN_NR_YEARS": ['8']
List column (1, 2)
¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤
¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤¤
(1, 2) <class 'tuple'> MONTH_LIST
Value to set for type_area "1n" and variable "MONTH_LIST": ['1;2']
2018-09-20 21:54:45,122	event_handler.py	54	f	DEBUG	Stop: "request_subset_set_indicator_settings". Time for running method was 0.7530429363250732

Request subset calculate status


In [37]:
ekos = EventHandler(**paths)
request = ekos.test_requests['request_subset_calculate_status']
response = ekos.request_subset_calculate_status(request)
ekos.write_test_response('request_subset_calculate_status', response)


2018-09-20 21:54:51,186	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 21:54:51,190	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 21:54:52,012	event_handler.py	128	__init__	DEBUG	Time for mapping: 0.8220469951629639
2018-09-20 21:54:52,051	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 0.8650493621826172
2018-09-20 21:54:52,057	event_handler.py	50	f	DEBUG	Start: "request_subset_calculate_status"
2018-09-20 21:54:52,065	event_handler.py	3365	request_subset_calculate_status	DEBUG	Start: request_subset_calculate_status
2018-09-20 21:54:52,109	event_handler.py	3065	load_workspace	DEBUG	Trying to load new workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace"
2018-09-20 21:54:52,856	event_handler.py	3083	load_workspace	INFO	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace loaded."
2018-09-20 21:54:52,956	workspaces.py	1842	load_all_data	DEBUG	Data has been loaded from existing all_data.pickle file.
2018-09-20 21:54:53,009	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
2018-09-20 21:54:53,050	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
self.all_data 0
=== dummy_file.txt
2018-09-20 21:54:53,170	event_handler.py	3076	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
--------------------------------------------------
Total time to apply data filters for indicator indicator_din_winter: 0.06900405883789062
--------------------------------------------------
--------------------------------------------------
Total time to apply data filters for indicator indicator_ntot_summer: 0.05800318717956543
--------------------------------------------------
--------------------------------------------------
Total time to apply data filters for indicator indicator_ntot_winter: 0.05700325965881348
--------------------------------------------------
--------------------------------------------------
Total time to apply data filters for indicator indicator_dip_winter: 0.06200385093688965
--------------------------------------------------
--------------------------------------------------
Total time to apply data filters for indicator indicator_ptot_summer: 0.0760042667388916
--------------------------------------------------
--------------------------------------------------
Total time to apply data filters for indicator indicator_ptot_winter: 0.06600379943847656
--------------------------------------------------
--------------------------------------------------
Total time to apply data filters for indicator indicator_oxygen: 0.04000234603881836
--------------------------------------------------
--------------------------------------------------
Total time to apply data filters for indicator indicator_biov: 0.052002906799316406
--------------------------------------------------
--------------------------------------------------
Total time to apply data filters for indicator indicator_chl: 0.052002906799316406
--------------------------------------------------
--------------------------------------------------
Total time to apply data filters for indicator indicator_secchi: 0.05700325965881348
--------------------------------------------------
****INITIATING INDICATOR OBJECT FOR****
indicator_din_winter
"_set_water_body_indicator_df". Time for running method was 7.181410789489746
--------------------------------------------------
Total time to set up indicator object indicator indicator_din_winter: 7.193411588668823
--------------------------------------------------
****INITIATING INDICATOR OBJECT FOR****
indicator_ntot_summer
"_set_water_body_indicator_df". Time for running method was 7.266415596008301
--------------------------------------------------
Total time to set up indicator object indicator indicator_ntot_summer: 7.278416156768799
--------------------------------------------------
****INITIATING INDICATOR OBJECT FOR****
indicator_ntot_winter
"_set_water_body_indicator_df". Time for running method was 5.260300874710083
--------------------------------------------------
Total time to set up indicator object indicator indicator_ntot_winter: 5.273301839828491
--------------------------------------------------
****INITIATING INDICATOR OBJECT FOR****
indicator_dip_winter
"_set_water_body_indicator_df". Time for running method was 4.964284181594849
--------------------------------------------------
Total time to set up indicator object indicator indicator_dip_winter: 4.9752843379974365
--------------------------------------------------
****INITIATING INDICATOR OBJECT FOR****
indicator_ptot_summer
"_set_water_body_indicator_df". Time for running method was 7.094405889511108
--------------------------------------------------
Total time to set up indicator object indicator indicator_ptot_summer: 7.1054065227508545
--------------------------------------------------
****INITIATING INDICATOR OBJECT FOR****
indicator_ptot_winter
"_set_water_body_indicator_df". Time for running method was 5.121293067932129
--------------------------------------------------
Total time to set up indicator object indicator indicator_ptot_winter: 5.132293701171875
--------------------------------------------------
****INITIATING INDICATOR OBJECT FOR****
indicator_oxygen
"_set_water_body_indicator_df". Time for running method was 0.06400346755981445
--------------------------------------------------
Total time to set up indicator object indicator indicator_oxygen: 0.07500410079956055
--------------------------------------------------
****INITIATING INDICATOR OBJECT FOR****
indicator_biov
"_set_water_body_indicator_df". Time for running method was 1.9351105690002441
--------------------------------------------------
Total time to set up indicator object indicator indicator_biov: 1.9461114406585693
--------------------------------------------------
****INITIATING INDICATOR OBJECT FOR****
indicator_chl
"_set_water_body_indicator_df". Time for running method was 2.544145345687866
--------------------------------------------------
Total time to set up indicator object indicator indicator_chl: 2.5551459789276123
--------------------------------------------------
****INITIATING INDICATOR OBJECT FOR****
indicator_secchi
"_set_water_body_indicator_df". Time for running method was 2.6001486778259277
--------------------------------------------------
Total time to set up indicator object indicator indicator_secchi: 2.611149311065674
--------------------------------------------------
indicator_din_winter
--------------------------------------------------
Total time to calculate status for indicator indicator_din_winter: 0.9870564937591553
--------------------------------------------------
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_din_winter-by_date.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_din_winter-by_year_pos.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_din_winter-by_period.txt
indicator_ntot_summer
--------------------------------------------------
Total time to calculate status for indicator indicator_ntot_summer: 1.8781075477600098
--------------------------------------------------
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_ntot_summer-by_date.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_ntot_summer-by_year_pos.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_ntot_summer-by_period.txt
indicator_ntot_winter
--------------------------------------------------
Total time to calculate status for indicator indicator_ntot_winter: 0.9780559539794922
--------------------------------------------------
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_ntot_winter-by_date.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_ntot_winter-by_year_pos.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_ntot_winter-by_period.txt
indicator_dip_winter
--------------------------------------------------
Total time to calculate status for indicator indicator_dip_winter: 1.0000572204589844
--------------------------------------------------
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_dip_winter-by_date.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_dip_winter-by_year_pos.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_dip_winter-by_period.txt
indicator_ptot_summer
--------------------------------------------------
Total time to calculate status for indicator indicator_ptot_summer: 1.9941143989562988
--------------------------------------------------
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_ptot_summer-by_date.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_ptot_summer-by_year_pos.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_ptot_summer-by_period.txt
indicator_ptot_winter
--------------------------------------------------
Total time to calculate status for indicator indicator_ptot_winter: 0.9840562343597412
--------------------------------------------------
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_ptot_winter-by_date.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_ptot_winter-by_year_pos.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_ptot_winter-by_period.txt
indicator_oxygen
--------------------------------------------------
Total time to calculate status for indicator indicator_oxygen: 0.07200407981872559
--------------------------------------------------
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_oxygen-by_date.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_oxygen-by_period.txt
..\core\indicators.py:1434: RuntimeWarning: Mean of empty slice
  value = np.nanmean(q)
indicator_biov
--------------------------------------------------
Total time to calculate status for indicator indicator_biov: 1.9381110668182373
--------------------------------------------------
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_biov-by_date.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_biov-by_year.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_biov-by_year_pos.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_biov-by_period.txt
indicator_chl
--------------------------------------------------
Total time to calculate status for indicator indicator_chl: 1.6870965957641602
--------------------------------------------------
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_chl-by_date.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_chl-by_year.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_chl-by_year_pos.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_chl-by_period.txt
indicator_secchi
--------------------------------------------------
Total time to calculate status for indicator indicator_secchi: 1.7250988483428955
--------------------------------------------------
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_secchi-by_date.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_secchi-by_period.txt
QualityElementBase
********
nutrients
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_p_winter-by_period.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_n_winter-by_period.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_p_summer-by_period.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_n_summer-by_period.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_p-by_period.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/indicator_n-by_period.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/qe_nutrients-by_period.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/nutrients_all_results.txt
2018-09-20 21:55:51,847	event_handler.py	54	f	DEBUG	Stop: "request_subset_calculate_status". Time for running method was 59.78241944313049
QualityElementBase
********
phytoplankton
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/qe_phytoplankton-by_period.txt
Saving data to: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/subsets/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8/step_3/output/results/phytoplankton_all_results.txt

In [ ]:


In [ ]:

Request subset result get


In [59]:
ekos = EventHandler(**paths) 
request = ekos.test_requests['request_workspace_result']
response_workspace_result = ekos.request_workspace_result(request)
ekos.write_test_response('request_workspace_result', response_workspace_result)


2018-09-20 22:23:12,067	event_handler.py	117	__init__	DEBUG	Start EventHandler: event_handler
2018-09-20 22:23:12,074	event_handler.py	152	_load_mapping_objects	DEBUG	Loading mapping files from pickle file.
2018-09-20 22:23:13,244	event_handler.py	128	__init__	DEBUG	Time for mapping: 1.1710669994354248
2018-09-20 22:23:13,298	event_handler.py	133	__init__	DEBUG	Time for initiating EventHandler: 1.2320704460144043
2018-09-20 22:23:13,308	event_handler.py	50	f	DEBUG	Start: "request_workspace_result"
2018-09-20 22:23:13,361	event_handler.py	3069	load_workspace	DEBUG	Trying to load new workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace"
2018-09-20 22:23:14,062	event_handler.py	3087	load_workspace	INFO	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace loaded."
2018-09-20 22:23:14,140	event_handler.py	3080	load_workspace	DEBUG	Workspace "d347d3bf-3f26-42f3-b261-d48253f9ba26" with alias "New test workspace" is already loaded. Set reload=True if you want to reload the workspace.
==============================
indicator_oxygen
------------------------------
2018-09-20 22:23:15,479	event_handler.py	54	f	DEBUG	Stop: "request_workspace_result". Time for running method was 2.167124032974243
Cache file saved: D:/git/ekostat_calculator/workspaces/d347d3bf-3f26-42f3-b261-d48253f9ba26/cache/344e8ecb-71b0-41a9-b0ad-c1accd12bbf8_result_dict.pkl

In [158]:
response_workspace_result['subset']['a4e53080-2c68-40d5-957f-8cc4dbf77815']['result']['SE552170-130626']['result']['indicator_din_winter']['data']


Out[158]:
[[datetime.datetime(2011, 1, 19, 0, 0),
  datetime.datetime(2011, 2, 9, 0, 0),
  datetime.datetime(2012, 1, 10, 0, 0),
  datetime.datetime(2013, 1, 8, 0, 0),
  datetime.datetime(2014, 1, 15, 0, 0),
  datetime.datetime(2014, 2, 10, 0, 0),
  datetime.datetime(2015, 1, 7, 0, 0),
  datetime.datetime(2015, 2, 4, 0, 0),
  datetime.datetime(2016, 1, 13, 0, 0),
  datetime.datetime(2016, 2, 11, 0, 0)]]

In [49]:
response_workspace_result


Out[49]:
{'subset': {'344e8ecb-71b0-41a9-b0ad-c1accd12bbf8': {'alias': 'mw_subset',
   'result': {'SE581700-113000': {'label': 'Gullmarn centralbassäng (SE581700-113000) (POOR)',
     'result': {'indicator_biov': {'active': True,
       'data': [{'datasets': [{'extend': '',
           'label': 'bad',
           'type': 'fill',
           'x': ['2007-06-04T',
            '2007-06-11T',
            '2007-07-02T',
            '2007-07-09T',
            '2007-08-06T',
            '2007-08-27T',
            '2008-06-03T',
            '2008-06-09T',
            '2008-07-01T',
            '2008-07-07T',
            '2008-07-28T',
            '2008-08-06T',
            '2008-08-18T',
            '2009-06-02T',
            '2009-06-08T',
            '2009-06-29T',
            '2009-07-07T',
            '2009-07-27T',
            '2009-08-04T',
            '2009-08-22T',
            '2010-06-02T',
            '2010-06-28T',
            '2010-07-06T',
            '2010-07-19T',
            '2010-08-03T',
            '2010-08-16T',
            '2011-06-08T',
            '2011-06-17T',
            '2011-07-05T',
            '2011-07-10T',
            '2011-08-03T',
            '2011-08-06T',
            '2012-07-03T',
            '2012-07-09T',
            '2012-08-08T',
            '2012-08-22T'],
           'y': [7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355,
            7.9411764705882355]},
          {'extend': '',
           'label': 'poor',
           'type': 'fill',
           'x': ['2007-06-04T',
            '2007-06-11T',
            '2007-07-02T',
            '2007-07-09T',
            '2007-08-06T',
            '2007-08-27T',
            '2008-06-03T',
            '2008-06-09T',
            '2008-07-01T',
            '2008-07-07T',
            '2008-07-28T',
            '2008-08-06T',
            '2008-08-18T',
            '2009-06-02T',
            '2009-06-08T',
            '2009-06-29T',
            '2009-07-07T',
            '2009-07-27T',
            '2009-08-04T',
            '2009-08-22T',
            '2010-06-02T',
            '2010-06-28T',
            '2010-07-06T',
            '2010-07-19T',
            '2010-08-03T',
            '2010-08-16T',
            '2011-06-08T',
            '2011-06-17T',
            '2011-07-05T',
            '2011-07-10T',
            '2011-08-03T',
            '2011-08-06T',
            '2012-07-03T',
            '2012-07-09T',
            '2012-08-08T',
            '2012-08-22T'],
           'y': [4.5000000000000009,
            4.5000000000000009,
            4.5000000000000009,
            4.5000000000000009,
            4.5000000000000009,
            4.5000000000000009,
            4.5000000000000009,
            4.5000000000000009,
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      'indicator_secchi': {'active': True,
       'label': 'Secchi depth',
       'status': '',
       'value': 'indicator_secchi'},
      'qe_nutrients': {'active': True,
       'label': 'Nutrients',
       'status': '',
       'value': 'qe_nutrients'},
      'qe_phytoplankton': {'active': True,
       'label': 'Phytplankton',
       'status': '',
       'value': 'qe_phytoplankton'}},
     'value': 'all'}},
   'status': 'editable',
   'subset_uuid': '344e8ecb-71b0-41a9-b0ad-c1accd12bbf8',
   'value': True}},
 'workspace': {'alias': 'New test workspace',
  'status': 'editable',
  'workspace_uuid': 'd347d3bf-3f26-42f3-b261-d48253f9ba26'},
 'workspace_uuid': 'd347d3bf-3f26-42f3-b261-d48253f9ba26'}

In [136]:
workspace_uuid = 'fccc7645-8501-4541-975b-bdcfb40a5092'
subset_uuid = 'a4e53080-2c68-40d5-957f-8cc4dbf77815'
result = ekos.dict_data_timeseries(workspace_uuid=workspace_uuid, 
                                  subset_uuid=subset_uuid, 
                                  viss_eu_cd='SE575150-162700',
                                  element_id='indicator_din_winter')

In [138]:
print(result['datasets'][0]['x'])
print()
print(result['y'])


[9.2100000000000009, None, 11.92, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, 9.7699999999999996, None, None, None, None, None, 11.09]

['', '12-Jan', '', '12-Mar', '12-May', '12-Jul', '12-Sep', '12-Nov', '13-Jan', '', '', '13-Mar', '13-May', '13-Jul', '13-Sep', '13-Nov', '', '14-Jan', '14-Mar', '14-May', '14-Jul', '14-Sep', '14-Nov', '15-Jan', '', '15-Mar', '15-May', '15-Jul', '15-Sep', '15-Nov', '', '16-Jan', '', '16-Mar', '16-May', '16-Jul', '16-Sep', '16-Nov', '']

In [143]:
for k in range(len(result['datasets'])):
    print(result['datasets'][k]['x'])


[9.2100000000000009, None, 11.92, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, 9.7699999999999996, None, None, None, None, None, 11.09]
[None, None, None, None, None, None, None, None, None, None, 18.41, None, None, None, None, None, 11.69, None, None, None, None, None, None, None, 12.41, None, None, None, None, None, 9.6500000000000004, None, None, None, None, None, None, None, None]
[10.640000000000001, None, 11.210000000000001, None, None, None, None, None, None, 13.69, None, None, None, None, None, None, 10.210000000000001, None, None, None, None, None, None, None, 13.07, None, None, None, None, None, 9.5800000000000001, None, 9.8499999999999996, None, None, None, None, None, 11.0]
[2.9951999999999988, None, 2.4985999999999979, None, None, None, None, None, None, 4.7332999999999981, 3.4917999999999978, None, None, None, None, None, 2.7468999999999983, None, None, None, None, None, None, None, 3.9139099999999978, None, None, None, None, None, 2.2502999999999975, None, 2.0019999999999989, None, None, None, None, None, 2.4985999999999979]
[3.7439999999999984, None, 3.1232499999999974, None, None, None, None, None, None, 5.9166249999999971, 4.3647499999999972, None, None, None, None, None, 3.4336249999999979, None, None, None, None, None, None, None, 4.8923874999999972, None, None, None, None, None, 2.8128749999999969, None, 2.5024999999999986, None, None, None, None, None, 3.1232499999999974]
[4.4704477611940279, None, 3.7292537313432801, None, None, None, None, None, None, 7.0646268656716389, 5.2116417910447721, None, None, None, None, None, 4.099850746268654, None, None, None, None, None, None, None, 5.8416567164179067, None, None, None, None, None, 3.3586567164179066, None, 2.9880597014925354, None, None, None, None, None, 3.7292537313432801]
[6.807272727272724, None, 5.6786363636363593, None, None, None, None, None, None, 10.757499999999995, 7.9359090909090861, None, None, None, None, None, 6.2429545454545421, None, None, None, None, None, None, None, 8.8952499999999954, None, None, None, None, None, 5.1143181818181764, None, 4.5499999999999972, None, None, None, None, None, 5.6786363636363593]
[10.328275862068962, None, 8.6158620689655105, None, None, None, None, None, None, 16.321724137931028, 12.040689655172407, None, None, None, None, None, 9.4720689655172361, None, None, None, None, None, None, None, 13.496241379310337, None, None, None, None, None, 7.759655172413785, None, 6.9034482758620657, None, None, None, None, None, 8.6158620689655105]

In [116]:
import datetime 

# Extend date list 
start_year = all_dates[0].year
end_year = all_dates[-1].year+1


date_intervall = []
for year in range(start_year, end_year+1):
    for month in range(1, 13):
        d = datetime.datetime(year, month, 1) 
        if d >= all_dates[0] and d <= all_dates[-1]:
            date_intervall.append(d)

extended_dates = sorted(set(all_dates + date_intervall))


# Loop dates and add/remove values 
new_x = [] 
new_y = dict((item, []) for item in date_to_y)
for date in extended_dates: 
    if date in date_intervall:
        new_x.append(date.strftime('%y-%b'))
    else:
        new_x.append('')
        
    for i in new_y:
        new_y[i].append(date_to_y[i].get(date, None))
        
            


# new_y = {}
# for i in date_to_y:
#     new_y[i] = []
#     for date in all_dates:
#         d = date_to_y[i].get(date)
#         if d:
#             new_y[i].append(d)
#         else:
#             new_y[i].append(None)

In [117]:
new_y[0]


Out[117]:
[9.2100000000000009,
 None,
 11.92,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 9.7699999999999996,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 None,
 11.09]

In [110]:
import datetime 
year_list = range(2011, 2013+1) 
month_list = range(1, 13)

date_list = []
for year in year_list:
    for month in month_list:
        date_list.append(datetime.datetime(year, month, 1))

In [111]:
date_list


Out[111]:
[datetime.datetime(2011, 1, 1, 0, 0),
 datetime.datetime(2011, 2, 1, 0, 0),
 datetime.datetime(2011, 3, 1, 0, 0),
 datetime.datetime(2011, 4, 1, 0, 0),
 datetime.datetime(2011, 5, 1, 0, 0),
 datetime.datetime(2011, 6, 1, 0, 0),
 datetime.datetime(2011, 7, 1, 0, 0),
 datetime.datetime(2011, 8, 1, 0, 0),
 datetime.datetime(2011, 9, 1, 0, 0),
 datetime.datetime(2011, 10, 1, 0, 0),
 datetime.datetime(2011, 11, 1, 0, 0),
 datetime.datetime(2011, 12, 1, 0, 0),
 datetime.datetime(2012, 1, 1, 0, 0),
 datetime.datetime(2012, 2, 1, 0, 0),
 datetime.datetime(2012, 3, 1, 0, 0),
 datetime.datetime(2012, 4, 1, 0, 0),
 datetime.datetime(2012, 5, 1, 0, 0),
 datetime.datetime(2012, 6, 1, 0, 0),
 datetime.datetime(2012, 7, 1, 0, 0),
 datetime.datetime(2012, 8, 1, 0, 0),
 datetime.datetime(2012, 9, 1, 0, 0),
 datetime.datetime(2012, 10, 1, 0, 0),
 datetime.datetime(2012, 11, 1, 0, 0),
 datetime.datetime(2012, 12, 1, 0, 0),
 datetime.datetime(2013, 1, 1, 0, 0),
 datetime.datetime(2013, 2, 1, 0, 0),
 datetime.datetime(2013, 3, 1, 0, 0),
 datetime.datetime(2013, 4, 1, 0, 0),
 datetime.datetime(2013, 5, 1, 0, 0),
 datetime.datetime(2013, 6, 1, 0, 0),
 datetime.datetime(2013, 7, 1, 0, 0),
 datetime.datetime(2013, 8, 1, 0, 0),
 datetime.datetime(2013, 9, 1, 0, 0),
 datetime.datetime(2013, 10, 1, 0, 0),
 datetime.datetime(2013, 11, 1, 0, 0),
 datetime.datetime(2013, 12, 1, 0, 0)]

In [104]:
a


Out[104]:
{2, 4}

In [81]:
y[3][i]


Out[81]:
2.9951999999999988

In [29]:
sorted(pd.to_datetime(df['SDATE']))


Out[29]:
[Timestamp('2011-01-19 00:00:00'),
 Timestamp('2011-02-09 00:00:00'),
 Timestamp('2012-01-10 00:00:00'),
 Timestamp('2013-01-08 00:00:00')]

In [ ]: