ines 
							
						 
					 
					
						
						
						
						
							
						
						
							f36fab39b0 
							
						 
					 
					
						
						
							
							Don't rename component in intent parser example ( resolves   #1551 )  
						
						... 
						
						
						
						Otherwise, the default saved model won't know that it's supposed to create spaCy's 'parser'. 
						
					 
					
						2017-11-10 23:35:38 +01:00 
						 
				 
			
				
					
						
							
							
								Ines Montani 
							
						 
					 
					
						
						
							
							
						
						
						
							
						
						
							1a23a0f87e 
							
						 
					 
					
						
						
							
							Remove broken link ( resolves   #1541 )  
						
						
						
					 
					
						2017-11-10 12:28:39 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							89bd40b821 
							
						 
					 
					
						
						
							
							Fix print statement in textcat training example ( resolves   #1515 )  
						
						
						
					 
					
						2017-11-08 17:17:40 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							a09c096d3c 
							
						 
					 
					
						
						
							
							Get docs ready for v2.0.0  
						
						
						
					 
					
						2017-11-07 12:00:43 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							173b1551af 
							
						 
					 
					
						
						
							
							Update examples  
						
						
						
					 
					
						2017-11-07 01:22:30 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							1b1c9105b4 
							
						 
					 
					
						
						
							
							Update example compatibility statements  
						
						
						
					 
					
						2017-11-07 01:11:45 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							8fb48b9b91 
							
						 
					 
					
						
						
							
							Update and document new util functions  
						
						
						
					 
					
						2017-11-07 00:22:43 +01:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							d7016d4050 
							
						 
					 
					
						
						
							
							Update intent parser example  
						
						
						
					 
					
						2017-11-06 23:31:11 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							fe498b3d5e 
							
						 
					 
					
						
						
							
							Update training examples to use "simple style"  
						
						
						
					 
					
						2017-11-06 23:14:04 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							2dca9e71a1 
							
						 
					 
					
						
						
							
							Add notes on catastrophic forgetting (see  #1496 )  
						
						
						
					 
					
						2017-11-06 13:17:02 +01:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							e033162a1d 
							
						 
					 
					
						
						
							
							Update tagger training example  
						
						
						
					 
					
						2017-11-01 21:49:08 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							8f1d3fc3ee 
							
						 
					 
					
						
						
							
							Update textcat example  
						
						
						
					 
					
						2017-11-01 17:09:22 +01:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							dad8f09fba 
							
						 
					 
					
						
						
							
							Fix print statements in text classifier example  
						
						
						
					 
					
						2017-11-01 16:34:31 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							bfe17b7df1 
							
						 
					 
					
						
						
							
							Fix begin_training if get_gold_tuples is None  
						
						
						
					 
					
						2017-11-01 13:14:31 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							4b196fdf7f 
							
						 
					 
					
						
						
							
							Fix formatting  
						
						
						
					 
					
						2017-11-01 00:43:22 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							33af6ac69a 
							
						 
					 
					
						
						
							
							Use even smaller examle size  
						
						... 
						
						
						
						100 was still too much, so try 20 instead 
						
					 
					
						2017-10-30 19:46:45 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							f02b0af821 
							
						 
					 
					
						
						
							
							Fix path and use smaller example size  
						
						... 
						
						
						
						500 was too larger and caused laggy rendering 
						
					 
					
						2017-10-30 19:44:35 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							18dde7869a 
							
						 
					 
					
						
						
							
							Update training data docs and add vocab JSONL  
						
						
						
					 
					
						2017-10-30 19:40:05 +01:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							b5643d8575 
							
						 
					 
					
						
						
							
							Update intent parser docs and add to usage docs  
						
						
						
					 
					
						2017-10-27 04:49:05 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							9dfca0f2f8 
							
						 
					 
					
						
						
							
							Add example for custom intent parser  
						
						
						
					 
					
						2017-10-27 03:55:11 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							4d272e25ee 
							
						 
					 
					
						
						
							
							Fix examples  
						
						
						
					 
					
						2017-10-27 03:55:04 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							a7b9074b4c 
							
						 
					 
					
						
						
							
							Update textcat training example and docs  
						
						
						
					 
					
						2017-10-27 00:48:45 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							b61866a2e4 
							
						 
					 
					
						
						
							
							Update textcat example  
						
						
						
					 
					
						2017-10-27 00:32:19 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							f81cc0bd1c 
							
						 
					 
					
						
						
							
							Fix usage of disable_pipes  
						
						
						
					 
					
						2017-10-27 00:31:30 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							f57043e6fe 
							
						 
					 
					
						
						
							
							Update docstring  
						
						
						
					 
					
						2017-10-26 16:29:08 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							b90e958975 
							
						 
					 
					
						
						
							
							Update tagger and parser examples and add to docs  
						
						
						
					 
					
						2017-10-26 16:27:42 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							f1529463a8 
							
						 
					 
					
						
						
							
							Update tagger training example  
						
						
						
					 
					
						2017-10-26 16:19:02 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							e44bbb5361 
							
						 
					 
					
						
						
							
							Remove old example  
						
						
						
					 
					
						2017-10-26 16:12:41 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							421c3837e8 
							
						 
					 
					
						
						
							
							Fix formatting  
						
						
						
					 
					
						2017-10-26 16:11:25 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							4d896171ae 
							
						 
					 
					
						
						
							
							Use plac annotations for arguments  
						
						
						
					 
					
						2017-10-26 16:11:20 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							c3b681e5fb 
							
						 
					 
					
						
						
							
							Use plac annotations for arguments and add n_iter  
						
						
						
					 
					
						2017-10-26 16:11:05 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							bc2c92f22d 
							
						 
					 
					
						
						
							
							Use plac annotations for arguments  
						
						
						
					 
					
						2017-10-26 16:10:56 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							b5c74dbb34 
							
						 
					 
					
						
						
							
							Update parser training example  
						
						
						
					 
					
						2017-10-26 15:15:37 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							586b9047fd 
							
						 
					 
					
						
						
							
							Use create_pipe instead of importing the entity recognizer  
						
						
						
					 
					
						2017-10-26 15:15:26 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							d425ede7e9 
							
						 
					 
					
						
						
							
							Fix example  
						
						
						
					 
					
						2017-10-26 15:15:08 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							9d58673aaf 
							
						 
					 
					
						
						
							
							Update train_ner example for spaCy v2.0  
						
						
						
					 
					
						2017-10-26 14:24:12 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							e904075f35 
							
						 
					 
					
						
						
							
							Remove stray print statements  
						
						
						
					 
					
						2017-10-26 14:24:00 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							c30258c3a2 
							
						 
					 
					
						
						
							
							Remove old example  
						
						
						
					 
					
						2017-10-26 14:23:52 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							615c315d70 
							
						 
					 
					
						
						
							
							Update train_new_entity_type example to use disable_pipes  
						
						
						
					 
					
						2017-10-25 14:56:53 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							2b8e7c45e0 
							
						 
					 
					
						
						
							
							Use better training data JSON example  
						
						
						
					 
					
						2017-10-24 16:00:56 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							9bf5751064 
							
						 
					 
					
						
						
							
							Pretty-print JSON  
						
						
						
					 
					
						2017-10-24 12:22:17 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							6675755005 
							
						 
					 
					
						
						
							
							Add training data JSON example  
						
						
						
					 
					
						2017-10-24 12:05:10 +02:00 
						 
				 
			
				
					
						
							
							
								Jeroen Bobbeldijk 
							
						 
					 
					
						
						
						
						
							
						
						
							84c6c20d1c 
							
						 
					 
					
						
						
							
							Fix   #1444 : fix pipeline logic and wrong paramater in update call  
						
						
						
					 
					
						2017-10-22 15:18:36 +02:00 
						 
				 
			
				
					
						
							
							
								Jeffrey Gerard 
							
						 
					 
					
						
						
						
						
							
						
						
							5ba970b495 
							
						 
					 
					
						
						
							
							minor cleanup  
						
						
						
					 
					
						2017-10-12 12:34:46 -07:00 
						 
				 
			
				
					
						
							
							
								Jeffrey Gerard 
							
						 
					 
					
						
						
						
						
							
						
						
							39d3cbfdba 
							
						 
					 
					
						
						
							
							Bugfix example script train_ner_standalone.py, fails after training  
						
						
						
					 
					
						2017-10-12 11:39:12 -07:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							563f46f026 
							
						 
					 
					
						
						
							
							Fix multi-label support for text classification  
						
						... 
						
						
						
						The TextCategorizer class is supposed to support multi-label
text classification, and allow training data to contain missing
values.
For this to work, the gradient of the loss should be 0 when labels
are missing. Instead, there was no way to actually denote "missing"
in the GoldParse class, and so the TextCategorizer class treated
the label set within gold.cats as complete.
To fix this, we change GoldParse.cats to be a dict instead of a list.
The GoldParse.cats dict should map to floats, with 1. denoting
'present' and 0. denoting 'absent'. Gradients are zeroed for categories
absent from the gold.cats dict. A nice bonus is that you can also set
values between 0 and 1 for partial membership. You can also set numeric
values, if you're using a text classification model that uses an
appropriate loss function.
Unfortunately this is a breaking change; although the functionality
was only recently introduced and hasn't been properly documented
yet. I've updated the example script accordingly. 
						
					 
					
						2017-10-05 18:43:02 -05:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							f1b86dff8c 
							
						 
					 
					
						
						
							
							Update textcat example  
						
						
						
					 
					
						2017-10-04 15:12:28 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							79a94bc166 
							
						 
					 
					
						
						
							
							Update textcat exampe  
						
						
						
					 
					
						2017-10-04 14:55:30 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							cbb1fbef80 
							
						 
					 
					
						
						
							
							Update train_ner_standalone example  
						
						
						
					 
					
						2017-10-03 18:49:38 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							027a5d8b75 
							
						 
					 
					
						
						
							
							Update train_ner_standalone example  
						
						
						
					 
					
						2017-09-15 10:36:46 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							683d81bb49 
							
						 
					 
					
						
						
							
							Update example for adding entity type  
						
						
						
					 
					
						2017-09-14 16:15:59 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							c16ef0a85c 
							
						 
					 
					
						
						
							
							Clarify train textcat example  
						
						
						
					 
					
						2017-07-29 21:59:27 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							54a539a113 
							
						 
					 
					
						
						
							
							Finish text classifier example  
						
						
						
					 
					
						2017-07-23 00:34:12 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							2bc7d87c70 
							
						 
					 
					
						
						
							
							Add example for training text classifier  
						
						
						
					 
					
						2017-07-22 20:15:32 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							992559bf9a 
							
						 
					 
					
						
						
							
							Fix formatting and remove unused imports  
						
						
						
					 
					
						2017-06-01 12:47:18 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							5c30466c95 
							
						 
					 
					
						
						
							
							Update NER training example  
						
						
						
					 
					
						2017-05-31 13:42:12 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							2da16adcc2 
							
						 
					 
					
						
						
							
							Add dropout optin for parser and NER  
						
						... 
						
						
						
						Dropout can now be specified in the `Parser.update()` method via
the `drop` keyword argument, e.g.
    nlp.entity.update(doc, gold, drop=0.4)
This will randomly drop 40% of features, and multiply the value of the
others by 1. / 0.4. This may be useful for generalising from small data
sets.
This commit also patches the examples/training/train_new_entity_type.py
example, to use dropout and fix the output (previously it did not output
the learned entity). 
						
					 
					
						2017-04-27 13:18:39 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							0605b95f2e 
							
						 
					 
					
						
						
							
							Merge branch 'master' of  https://github.com/explosion/spaCy  
						
						
						
					 
					
						2017-04-18 13:48:00 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							2f84626417 
							
						 
					 
					
						
						
							
							Fix train_new_entity_type example  
						
						
						
					 
					
						2017-04-18 13:47:36 +02:00 
						 
				 
			
				
					
						
							
							
								Ines Montani 
							
						 
					 
					
						
						
						
						
							
						
						
							734b0a4e4a 
							
						 
					 
					
						
						
							
							Update train_new_entity_type.py  
						
						
						
					 
					
						2017-04-16 23:42:16 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							264af6cd17 
							
						 
					 
					
						
						
							
							Add documentation  
						
						
						
					 
					
						2017-04-16 20:37:46 +02:00 
						 
				 
			
				
					
						
							
							
								ines 
							
						 
					 
					
						
						
						
						
							
						
						
							c7adca58a9 
							
						 
					 
					
						
						
							
							Tidy up example and only save/test if output_directory is not None  
						
						
						
					 
					
						2017-04-16 16:55:01 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							40e3024241 
							
						 
					 
					
						
						
							
							Move standalone NER training script into examples directory  
						
						
						
					 
					
						2017-04-15 16:13:42 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							c729d72fc6 
							
						 
					 
					
						
						
							
							Add new example for training new entity types  
						
						
						
					 
					
						2017-04-15 16:11:06 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							97b83c74dc 
							
						 
					 
					
						
						
							
							WIP on training example  
						
						
						
					 
					
						2017-04-14 23:54:27 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							ab70f6e18d 
							
						 
					 
					
						
						
							
							Update NER training example  
						
						
						
					 
					
						2017-01-27 12:27:10 +01:00 
						 
				 
			
				
					
						
							
							
								Christos Savvopoulos 
							
						 
					 
					
						
						
						
						
							
						
						
							c19b83f6ae 
							
						 
					 
					
						
						
							
							use model_dir inside of load_model  
						
						
						
					 
					
						2016-12-12 20:23:24 +00:00 
						 
				 
			
				
					
						
							
							
								Christos Savvopoulos 
							
						 
					 
					
						
						
						
						
							
						
						
							93cf4af701 
							
						 
					 
					
						
						
							
							actually commit load_ner.py  
						
						
						
					 
					
						2016-12-12 20:13:33 +00:00 
						 
				 
			
				
					
						
							
							
								Christos Savvopoulos 
							
						 
					 
					
						
						
						
						
							
						
						
							ad54a929f8 
							
						 
					 
					
						
						
							
							train_ner should save vocab; add load_ner example  
						
						
						
					 
					
						2016-12-12 20:09:49 +00:00 
						 
				 
			
				
					
						
							
							
								kendricktan 
							
						 
					 
					
						
						
						
						
							
						
						
							ba8841234a 
							
						 
					 
					
						
						
							
							Fixed training examples  
						
						... 
						
						
						
						Changes:
1. train_ner won't crash if no data directory is not found
2. Fixed train_tagger expected spacy.gold.GoldParse, got list 
						
					 
					
						2016-10-24 16:09:23 +10:00 
						 
				 
			
				
					
						
							
							
								kendricktan 
							
						 
					 
					
						
						
						
						
							
						
						
							9877f3298f 
							
						 
					 
					
						
						
							
							updated training examples to v1.1.2  
						
						
						
					 
					
						2016-10-24 11:53:33 +10:00 
						 
				 
			
				
					
						
							
							
								kendricktan 
							
						 
					 
					
						
						
						
						
							
						
						
							f77b3dc677 
							
						 
					 
					
						
						
							
							Fixed train_parser examples when model_dir isn't None  
						
						
						
					 
					
						2016-10-20 23:40:51 +10:00 
						 
				 
			
				
					
						
							
							
								kendricktan 
							
						 
					 
					
						
						
						
						
							
						
						
							d817d57219 
							
						 
					 
					
						
						
							
							Fixed train_ner examples when model_dir isn't None  
						
						
						
					 
					
						2016-10-20 21:09:07 +10:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							3fba897e0f 
							
						 
					 
					
						
						
							
							Update train_parser example  
						
						
						
					 
					
						2016-10-16 21:41:14 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							f787cd29fe 
							
						 
					 
					
						
						
							
							Refactor the pipeline classes to make them more consistent, and remove the redundant blank() constructor.  
						
						
						
					 
					
						2016-10-16 21:34:57 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							4e9727b474 
							
						 
					 
					
						
						
							
							Use new words keyword argument in Doc.  
						
						
						
					 
					
						2016-10-16 18:16:25 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							2508117553 
							
						 
					 
					
						
						
							
							Make train_parser example a bit simpler.  
						
						
						
					 
					
						2016-10-16 17:58:37 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							4574fe87c6 
							
						 
					 
					
						
						
							
							Add example for training parser  
						
						
						
					 
					
						2016-10-16 17:05:55 +02:00 
						 
				 
			
				
					
						
							
							
								Matthew Honnibal 
							
						 
					 
					
						
						
						
						
							
						
						
							01b42c531f 
							
						 
					 
					
						
						
							
							Update train_tagger script  
						
						
						
					 
					
						2016-10-16 16:10:23 +02:00