Adds an OrderFields transformation factory, update examples.

bonobo/_api.py

@@ -161,6 +161,7 @@ register_api_group(
     LdjsonReader,
     LdjsonWriter,
     Limit,
+    OrderFields,
     PickleReader,
     PickleWriter,
     PrettyPrinter,

bonobo/examples/datasets/__main__.py

@@ -1,84 +1,29 @@
 import bonobo
 from bonobo import examples
-from bonobo.contrib.opendatasoft import OpenDataSoftAPI as ODSReader
-from bonobo.nodes.basics import UnpackItems, Rename, Format
+from bonobo.examples.datasets.coffeeshops import get_graph as get_coffeeshops_graph
+from bonobo.examples.datasets.fablabs import get_graph as get_fablabs_graph
+from bonobo.examples.datasets.services import get_services
 
-
-def get_coffeeshops_graph(graph=None, *, _limit=(), _print=()):
-    graph = graph or bonobo.Graph()
-
-    producer = graph.add_chain(
-        ODSReader(
-            dataset='liste-des-cafes-a-un-euro',
-            netloc='opendata.paris.fr'
-        ),
-        *_limit,
-        UnpackItems(0),
-        Rename(
-            name='nom_du_cafe',
-            address='adresse',
-            zipcode='arrondissement'
-        ),
-        Format(city='Paris', country='France'),
-        *_print,
-    )
-
-    # Comma separated values.
-    graph.add_chain(
-        bonobo.CsvWriter(
-            'coffeeshops.csv',
-            fields=['name', 'address', 'zipcode', 'city'],
-            delimiter=','
-        ),
-        _input=producer.output,
-    )
-
-    # Name to address JSON
-    # graph.add_chain(
-    #    bonobo.JsonWriter(path='coffeeshops.dict.json'),
-    #    _input=producer.output,
-    # )
-
-    # Standard JSON
-    graph.add_chain(
-        bonobo.JsonWriter(path='coffeeshops.json'),
-        _input=producer.output,
-    )
-
-    # Line-delimited JSON
-    graph.add_chain(
-        bonobo.LdjsonWriter(path='coffeeshops.ldjson'),
-        _input=producer.output,
-    )
-
-    return graph
-
-
-all = 'all'
-graphs = {
+graph_factories = {
     'coffeeshops': get_coffeeshops_graph,
+    'fablabs': get_fablabs_graph,
 }
 
-
-def get_services():
-    return {'fs': bonobo.open_fs(bonobo.get_examples_path('datasets'))}
-
-
 if __name__ == '__main__':
     parser = examples.get_argument_parser()
     parser.add_argument(
-        '--target', '-t', choices=graphs.keys(), nargs='+'
+        '--target', '-t', choices=graph_factories.keys(), nargs='+'
     )
 
     with bonobo.parse_args(parser) as options:
         graph_options = examples.get_graph_options(options)
         graph_names = list(
             options['target']
-            if options['target'] else sorted(graphs.keys())
+            if options['target'] else sorted(graph_factories.keys())
         )
 
         graph = bonobo.Graph()
         for name in graph_names:
-            graph = graphs[name](graph, **graph_options)
+            graph = graph_factories[name](graph, **graph_options)
 
         bonobo.run(graph, services=get_services())

bonobo/examples/datasets/coffeeshops.csv

@@ -1,183 +0,0 @@
-prix_terasse,geoloc,address,name,date,zipcode,geometry,recordid,prix_salle,prix_comptoir,city,country
--,"[48.839512, 2.303007]",344Vrue Vaugirard,Coffee Chope,2014-02-01,75015,"{'coordinates': [2.303007, 48.839512], 'type': 'Point'}",3c276428d45ad68ccdf6875e4ddcfe95d0c0d4cf,-,1,Paris,France
--,"[48.876737, 2.357601]","5, rue d'Alsace",Extérieur Quai,2014-02-01,75010,"{'coordinates': [2.357601, 48.876737], 'type': 'Point'}",97ad81cd1127a8566085ad796eeb44a06bec7514,-,1,Paris,France
--,"[48.850852, 2.362029]",6 Bd henri IV,Le Sully,2014-02-01,75004,"{'coordinates': [2.362029, 48.850852], 'type': 'Point'}",aa4294c1b8d660a23db0dc81321e509bae1dae68,-,1,Paris,France
-1,"[48.893517, 2.340271]",53 rue du ruisseau,O q de poule,2013-08-22,75018,"{'coordinates': [2.340271, 48.893517], 'type': 'Point'}",a81362dbed35247555fb105bd83ff2906904a66e,-,1,Paris,France
--,"[48.864655, 2.350089]",1 Passage du Grand Cerf,Le Pas Sage,2013-08-22,75002,"{'coordinates': [2.350089, 48.864655], 'type': 'Point'}",7ced86acbd5ccfba229bcc07d70d0d117aee16a5,-,1,Paris,France
--,"[48.895825, 2.339712]",112 Rue Championnet,La Renaissance,2013-08-22,75018,"{'coordinates': [2.339712, 48.895825], 'type': 'Point'}",5582c8572bd7637bf305b74c1c0bdb74a8e4247f,-,1,Paris,France
--,"[48.868581, 2.373015]",Rue de la Fontaine au Roi,La Caravane,2012-05-11,75011,"{'coordinates': [2.373015, 48.868581], 'type': 'Point'}",50bb0fa06e562a242f115ddbdae2ed9c7df93d57,-,0,Paris,France
--,"[48.875155, 2.335536]",51 Rue Victoire,Le chantereine,2012-10-22,75009,"{'coordinates': [2.335536, 48.875155], 'type': 'Point'}",eb8a62feeedaf7ed8b8c912305270ee857068689,1,1,Paris,France
--,"[48.886536, 2.346525]",11 rue Feutrier,Le Müller,2012-10-22,75018,"{'coordinates': [2.346525, 48.886536], 'type': 'Point'}",62c552f167f671f88569c1f2d6a44098fb514c51,1,1,Paris,France
--,"[48.841494, 2.307117]",21 rue Copreaux,Le drapeau de la fidelité,2012-10-22,75015,"{'coordinates': [2.307117, 48.841494], 'type': 'Point'}",5120ea0b9d7387766072b90655166486928e25c8,1,1,Paris,France
--,"[48.839743, 2.296898]",125 rue Blomet,Le café des amis,2012-10-22,75015,"{'coordinates': [2.296898, 48.839743], 'type': 'Point'}",865f62415adc5c34e3ca38a1748b7a324dfba209,1,1,Paris,France
--,"[48.857728, 2.349641]",10 rue Saint Martin,Le Café Livres,2012-10-09,75004,"{'coordinates': [2.349641, 48.857728], 'type': 'Point'}",7ef54a78802d49cafd2701458df2b0d0530d123b,-,1,Paris,France
--,"[48.856003, 2.30457]",46 avenue Bosquet,Le Bosquet,2012-10-09,75007,"{'coordinates': [2.30457, 48.856003], 'type': 'Point'}",d701a759e08a71f4bbb01f29473274b0152135d0,-,1,Paris,France
--,"[48.889426, 2.332954]",12 rue Armand Carrel,Le Chaumontois,2012-03-07,75018,"{'coordinates': [2.332954, 48.889426], 'type': 'Point'}",e12ff00a644c91ad910ddc63a770c190be93a393,-,1,Paris,France
--,"[48.838521, 2.370478]",34 avenue Pierre Mendès-France,Le Kleemend's,2012-03-07,75013,"{'coordinates': [2.370478, 48.838521], 'type': 'Point'}",0f6cd1ee7751b00c9574efcfdcf66fa0e857d251,-,1,Paris,France
--,"[48.849861, 2.385342]",202 rue du faubourg st antoine,Café Pierre,2012-03-07,75012,"{'coordinates': [2.385342, 48.849861], 'type': 'Point'}",f9de9d0fb5e92f047a6f1986a31f9dd4d38bcb36,-,1,Paris,France
--,"[48.872202, 2.304624]",61 rue de Ponthieu,Les Arcades,2012-03-07,75008,"{'coordinates': [2.304624, 48.872202], 'type': 'Point'}",67eaf58afc856077c0680601e453e75c0922c9c0,-,1,Paris,France
--,"[48.859031, 2.320315]",31 rue Saint-Dominique,Le Square,2012-03-07,75007,"{'coordinates': [2.320315, 48.859031], 'type': 'Point'}",678558317bc9ad46652e5b1643e70c2142a76e7e,-,1,Paris,France
--,"[48.850092, 2.37463]","75, avenue Ledru-Rollin",Assaporare Dix sur Dix,2012-06-27,75012,"{'coordinates': [2.37463, 48.850092], 'type': 'Point'}",667474321887d08a3cc636adf043ad354b65fa61,-,1,Paris,France
--,"[48.86805, 2.353313]",129 boulevard sebastopol,Au cerceau d'or,2012-06-27,75002,"{'coordinates': [2.353313, 48.86805], 'type': 'Point'}",c9ef52ba2fabe0286700329f18bbbbea9a10b474,-,1,Paris,France
--,"[48.845927, 2.373051]",21 ter boulevard Diderot,Aux cadrans,2012-06-27,75012,"{'coordinates': [2.373051, 48.845927], 'type': 'Point'}",ed5f98686856bf4ddd2b381b43ad229246741a90,-,1,Paris,France
--,"[48.851662, 2.273883]",17 rue Jean de la Fontaine,Café antoine,2012-06-27,75016,"{'coordinates': [2.273883, 48.851662], 'type': 'Point'}",ab6d1e054e2e6ae7d6150013173f55e83c05ca23,-,1,Paris,France
--,"[48.877642, 2.312823]",rue de Lisbonne,Café de la Mairie (du VIII),2012-06-27,75008,"{'coordinates': [2.312823, 48.877642], 'type': 'Point'}",7de8a79b026ac63f453556612505b5bcd9229036,-,1,Paris,France
--,"[48.838633, 2.349916]",5 rue Claude Bernard,Café Lea,2012-06-27,75005,"{'coordinates': [2.349916, 48.838633], 'type': 'Point'}",fecd8900cf83027f74ceced9fc4ad80ac73b63a7,-,1,Paris,France
--,"[48.849293, 2.354486]",11 boulevard Saint-Germain,Cardinal Saint-Germain,2012-06-27,75005,"{'coordinates': [2.354486, 48.849293], 'type': 'Point'}",e4a078c30c98082896787f4e4b41a07554392529,-,1,Paris,France
--,"[48.869771, 2.342501]",52 rue Notre-Dame des Victoires,Dédé la frite,2012-06-27,75002,"{'coordinates': [2.342501, 48.869771], 'type': 'Point'}",ccb2ba2f98043e8eefd5fda829dee1ea7f1d2c7a,-,1,Paris,France
--,"[48.834051, 2.287345]",36 rue du hameau,La Bauloise,2012-06-27,75015,"{'coordinates': [2.287345, 48.834051], 'type': 'Point'}",c9fe10abd15ede7ccaeb55c309898d30d7b19d0e,-,1,Paris,France
--,"[48.888165, 2.377387]",71 quai de Seine,Le Bellerive,2012-06-27,75019,"{'coordinates': [2.377387, 48.888165], 'type': 'Point'}",4e0b5c2d33d7c25fc54c51171f3d37e509959fc0,-,1,Paris,France
--,"[48.864543, 2.340997]",42 rue coquillère,Le bistrot de Maëlle et Augustin,2012-06-27,75001,"{'coordinates': [2.340997, 48.864543], 'type': 'Point'}",52acab12469af291984e9a70962e08c72b058e10,-,1,Paris,France
--,"[48.872103, 2.346161]",14 rue Rougemont,Le Dellac,2012-06-27,75009,"{'coordinates': [2.346161, 48.872103], 'type': 'Point'}",4d1d627ecea2ffa279bb862f8ba495d95ca75350,-,1,Paris,France
--,"[48.859645, 2.355598]",1 rue Pecquay,Le Felteu,2012-06-27,75004,"{'coordinates': [2.355598, 48.859645], 'type': 'Point'}",2c1fa55460af282266d86fd003af4f929fdf4e7d,-,1,Paris,France
--,"[48.85763, 2.346101]",2 bis quai de la mégisserie,Le Reynou,2012-06-27,75001,"{'coordinates': [2.346101, 48.85763], 'type': 'Point'}",d4ddd30ab3e721a317fc7ea89d5b9001255ce9f4,-,1,Paris,France
--,"[48.884646, 2.337734]",23 rue des abbesses,Le Saint Jean,2012-06-27,75018,"{'coordinates': [2.337734, 48.884646], 'type': 'Point'}",51b47cf167b7f32eeebb108330956694d75d4268,-,1,Paris,France
--,"[48.841007, 2.31466]",65 boulevard Pasteur,les montparnos,2012-06-27,75015,"{'coordinates': [2.31466, 48.841007], 'type': 'Point'}",2aaca891ffd0694c657a43889516ab72afdfba07,-,1,Paris,France
--,"[48.850323, 2.33039]",16 rue DE MEZIERES,L'antre d'eux,2014-02-01,75006,"{'coordinates': [2.33039, 48.850323], 'type': 'Point'}",4ff4337934c66f61e00d1d9551f7cdddba03e544,-,1,Paris,France
--,"[48.864957, 2.346938]",58 rue de Montorgueil,Drole d'endroit pour une rencontre,2014-02-01,75002,"{'coordinates': [2.346938, 48.864957], 'type': 'Point'}",3451657f880abe75d0c7e386fc698405556c53e8,-,1,Paris,France
--,"[48.889565, 2.339735]",104 rue caulaincourt,Le pari's café,2014-02-01,75018,"{'coordinates': [2.339735, 48.889565], 'type': 'Point'}",e8c34a537b673fcb26c76e02deca4f5a728929dc,-,1,Paris,France
--,"[48.859115, 2.368871]",60 rue saint-sabin,Le Poulailler,2014-02-01,75011,"{'coordinates': [2.368871, 48.859115], 'type': 'Point'}",325ea74ba83f716dde87c08cffd36f7df7722a49,-,1,Paris,France
--,"[48.833595, 2.38604]",33 Cour Saint Emilion,Chai 33,2014-02-01,75012,"{'coordinates': [2.38604, 48.833595], 'type': 'Point'}",528de8d5d8780bee83145637e315483d48f5ae3c,-,1,Paris,France
--,"[48.868741, 2.379969]",99 rue Jean-Pierre Timbaud,L'Assassin,2014-02-01,75011,"{'coordinates': [2.379969, 48.868741], 'type': 'Point'}",fac0483890ff8bdaeb3feddbdb032c5112f24678,-,1,Paris,France
--,"[48.851463, 2.398691]",1 rue d'Avron,l'Usine,2014-02-01,75020,"{'coordinates': [2.398691, 48.851463], 'type': 'Point'}",fee1e3eb103bbc98e19e45d34365da0f27166541,-,1,Paris,France
--,"[48.896305, 2.332898]",52 rue Liebniz,La Bricole,2014-02-01,75018,"{'coordinates': [2.332898, 48.896305], 'type': 'Point'}",4744e866c244c59eec43b3fe159542d2ef433065,-,1,Paris,France
--,"[48.850311, 2.34885]",place maubert,le ronsard,2014-02-01,75005,"{'coordinates': [2.34885, 48.850311], 'type': 'Point'}",49a390322b45246bc2c1e50fcd46815ad271bca0,-,1,Paris,France
--,"[48.863038, 2.3604]",82 rue des archives,Face Bar,2014-02-01,75003,"{'coordinates': [2.3604, 48.863038], 'type': 'Point'}",d96e16ebf2460bb2f6c34198918a071233725cbc,-,1,Paris,France
--,"[48.872746, 2.366392]",49 rue bichat,American Kitchen,2013-08-22,75010,"{'coordinates': [2.366392, 48.872746], 'type': 'Point'}",6b9395475cbbbbbacbaaeb070f71d31c2d183dc4,-,1,Paris,France
--,"[48.870598, 2.365413]",55 bis quai de valmy,La Marine,2013-08-22,75010,"{'coordinates': [2.365413, 48.870598], 'type': 'Point'}",d4d2f92d27f38de59e57744f434781e61283551c,-,1,Paris,France
--,"[48.889101, 2.318001]",21 avenue Brochant,Le Bloc,2013-08-22,75017,"{'coordinates': [2.318001, 48.889101], 'type': 'Point'}",e425882ee969d1e8bffe7234336ae40da88c8439,-,1,Paris,France
--,"[48.874697, 2.405421]",229 avenue Gambetta,La Recoleta au Manoir,2013-08-22,75020,"{'coordinates': [2.405421, 48.874697], 'type': 'Point'}",02de82cffb2918beafb740f4e924029d470b07a1,-,1,Paris,France
--,"[48.847344, 2.286078]",80 Rue Saint-Charles,Le Pareloup,2013-08-22,75015,"{'coordinates': [2.286078, 48.847344], 'type': 'Point'}",0227ca95f76bb6097ae0a0e6f455af2624d49ae3,-,0,Paris,France
-1,"[48.840771, 2.324589]",3 rue de la Gaité,La Brasserie Gaité,2013-08-22,75014,"{'coordinates': [2.324589, 48.840771], 'type': 'Point'}",e7c4cba08749c892a73db2715d06623d9e0c2f67,-,,Paris,France
--,"[48.875232, 2.336036]",46 rue Victoire,Café Zen,2012-05-11,75009,"{'coordinates': [2.336036, 48.875232], 'type': 'Point'}",5e9a6172f8b64cd098a5f2cf9b1d42567fe0a894,-,1,Paris,France
--,"[48.872677, 2.315276]",27 rue de Penthièvre,O'Breizh,2012-10-22,75008,"{'coordinates': [2.315276, 48.872677], 'type': 'Point'}",ead3108add27ef41bb92517aca834f7d7f632816,1,1,Paris,France
--,"[48.868838, 2.33605]",23 rue saint augustin,Le Petit Choiseul,2012-10-22,75002,"{'coordinates': [2.33605, 48.868838], 'type': 'Point'}",de601277ca00567b62fa4f5277e4a17679faa753,1,1,Paris,France
--,"[48.841526, 2.351012]",7 rue Epée de Bois,Invitez vous chez nous,2012-10-22,75005,"{'coordinates': [2.351012, 48.841526], 'type': 'Point'}",1d2373bdec8a07306298e3ee54894ac295ee1d55,1,1,Paris,France
--,"[48.86525, 2.350507]",142 Rue Saint-Denis 75002 Paris,La Cordonnerie,2012-10-22,75002,"{'coordinates': [2.350507, 48.86525], 'type': 'Point'}",5c9bf60617a99ad75445b454f98e75e1a104021d,1,1,Paris,France
--,"[48.892244, 2.346973]","3, rue Baudelique",Le Supercoin,2012-10-22,75018,"{'coordinates': [2.346973, 48.892244], 'type': 'Point'}",68a4ee10f1fc4d2a659501e811d148420fa80e95,1,1,Paris,France
--,"[48.890043, 2.362241]",86 bis rue Riquet,Populettes,2012-10-22,75018,"{'coordinates': [2.362241, 48.890043], 'type': 'Point'}",8cc55d58d72621a7e91cf6b456731d2cb2863afc,1,1,Paris,France
-1,"[48.893017, 2.337776]",49 rue des Cloys,Au bon coin,2012-10-18,75018,"{'coordinates': [2.337776, 48.893017], 'type': 'Point'}",0408f272c08c52e3cae035ffdeb8928698787ea9,1,1,Paris,France
--,"[48.836919, 2.347003]",69 rue Broca,Le Couvent,2012-10-18,75013,"{'coordinates': [2.347003, 48.836919], 'type': 'Point'}",729b2f228d3fd2db6f78bb624d451f59555e4a04,1,1,Paris,France
--,"[48.840624, 2.349766]",111 rue mouffetard,La Brûlerie des Ternes,2012-10-18,75005,"{'coordinates': [2.349766, 48.840624], 'type': 'Point'}",233dd2a17620cd5eae70fef11cc627748e3313d5,1,1,Paris,France
--,"[48.832825, 2.336116]",59 Boulevard Saint-Jacques,L'Écir,2012-10-09,75014,"{'coordinates': [2.336116, 48.832825], 'type': 'Point'}",4a44324a5a806801fd3e05af89cad7c0f1e69d1e,-,1,Paris,France
--,"[48.850696, 2.378417]","126, rue du Faubourg Saint Antoine",Le Chat bossu,2012-10-09,75012,"{'coordinates': [2.378417, 48.850696], 'type': 'Point'}",d1d02463f7c90d38cccffd898e15f51e65910baf,-,1,Paris,France
--,"[48.834157, 2.33381]",58 boulvevard Saint Jacques,Denfert café,2012-10-09,75014,"{'coordinates': [2.33381, 48.834157], 'type': 'Point'}",f78f406e5ccb95cb902ce618ed54eba1d4776a3c,-,1,Paris,France
--,"[48.867948, 2.343582]",95 rue Montmartre,Le Café frappé,2012-10-09,75002,"{'coordinates': [2.343582, 48.867948], 'type': 'Point'}",4dd2a924a7b2c5f061cecaba2f272548a8c83c6c,-,1,Paris,France
--,"[48.859772, 2.360558]",78 rue vieille du temple,La Perle,2012-10-09,75003,"{'coordinates': [2.360558, 48.859772], 'type': 'Point'}",476c54e643613ec36a9b1c533f32122fd873f3c3,-,1,Paris,France
--,"[48.845047, 2.349583]",1 rue Thouin,Le Descartes,2012-10-09,75005,"{'coordinates': [2.349583, 48.845047], 'type': 'Point'}",e9cb0b0d6b6b512e9ecab889267ba342a4f0ea93,-,1,Paris,France
--,"[48.830151, 2.334213]",55 rue de la tombe Issoire,Le petit club,2012-03-07,75014,"{'coordinates': [2.334213, 48.830151], 'type': 'Point'}",c6ca1166fa7fd7050f5d1c626a1e17050116c91e,-,1,Paris,France
--,"[48.865707, 2.374382]",90 avenue Parmentier,Le Plein soleil,2012-03-07,75011,"{'coordinates': [2.374382, 48.865707], 'type': 'Point'}",95cf5fb735bd19826db70a3af4fe72fce647d4e5,-,1,Paris,France
--,"[48.875322, 2.312329]","146, boulevard Haussmann",Le Relais Haussmann,2012-03-07,75008,"{'coordinates': [2.312329, 48.875322], 'type': 'Point'}",6c5f68f47c916638342b77bd5edfc30bd7051303,-,1,Paris,France
--,"[48.859559, 2.30643]",88 rue Saint-Dominique,Le Malar,2012-03-07,75007,"{'coordinates': [2.30643, 48.859559], 'type': 'Point'}",c633cb01686aa5f3171bf59976dc9b7f23cbca54,-,1,Paris,France
--,"[48.864628, 2.408038]",47 rue Belgrand,Au panini de la place,2012-03-07,75020,"{'coordinates': [2.408038, 48.864628], 'type': 'Point'}",66dedd35fcbbbb24f328882d49098de7aa5f26ba,-,1,Paris,France
--,"[48.88435, 2.297978]",182 rue de Courcelles,Le Village,2012-03-07,75017,"{'coordinates': [2.297978, 48.88435], 'type': 'Point'}",1e07eaf8a93875906d0b18eb6a897c651943589a,-,1,Paris,France
--,"[48.853381, 2.376706]",41 rue de Charonne,Pause Café,2012-03-07,75011,"{'coordinates': [2.376706, 48.853381], 'type': 'Point'}",60d98c3236a70824df50e9aca83e7d7f13a310c5,-,1,Paris,France
--,"[48.853253, 2.383415]",14 rue Jean Macé,Le Pure café,2012-03-07,75011,"{'coordinates': [2.383415, 48.853253], 'type': 'Point'}",66707fb2e707d2145fc2eb078a1b980a45921616,-,1,Paris,France
--,"[48.848873, 2.392859]",307 fg saint Antoine,Extra old café,2012-03-07,75011,"{'coordinates': [2.392859, 48.848873], 'type': 'Point'}",039ec7dcb219cfc434547b06938ba497afeb83b4,-,1,Paris,France
--,"[48.873227, 2.360787]",44 rue Vinaigriers,Chez Fafa,2012-03-07,75010,"{'coordinates': [2.360787, 48.873227], 'type': 'Point'}",1572d199f186bf86d7753fe71ac23477a7a8bd2c,-,1,Paris,France
--,"[48.850836, 2.384069]",3 rue Faidherbe,En attendant l'or,2012-06-27,75011,"{'coordinates': [2.384069, 48.850836], 'type': 'Point'}",de5789bb4a4ffbd244cded8dc555639dbe7d2279,-,1,Paris,France
--,"[48.866993, 2.336006]",30 rue des Petits-Champs,Brûlerie San José,2012-06-27,75002,"{'coordinates': [2.336006, 48.866993], 'type': 'Point'}",b736e5fa17396ee56a642212ccd0ab29c7f2bef1,-,1,Paris,France
--,"[48.856434, 2.342683]",2 place Martin Nadaud,Café Martin,2012-06-27,75001,"{'coordinates': [2.342683, 48.856434], 'type': 'Point'}",25fbf857029c54d57909c158e3039349b77344ed,-,1,Paris,France
--,"[48.863675, 2.348701]","14 rue Turbigo, Paris",Etienne,2012-06-27,75001,"{'coordinates': [2.348701, 48.863675], 'type': 'Point'}",0190edd7b0766c6d3e43093deb41abe9446c1b22,-,1,Paris,France
--,"[48.854584, 2.385193]",184 bd Voltaire,L'ingénu,2012-06-27,75011,"{'coordinates': [2.385193, 48.854584], 'type': 'Point'}",7fcef7475ec632d5c61c9c36c1d52a402ad2e9e8,-,1,Paris,France
--,"[48.890605, 2.361349]",8 rue L'Olive,L'Olive,2012-06-27,75018,"{'coordinates': [2.361349, 48.890605], 'type': 'Point'}",35286273f281c8c5082b3d3bd17f6bbf207426f9,-,1,Paris,France
--,"[48.871396, 2.338321]",18 rue Favart,Le Biz,2012-06-27,75002,"{'coordinates': [2.338321, 48.871396], 'type': 'Point'}",cf2f6b9e283aaeeca2214cc1fe57b45e45668e25,-,1,Paris,France
--,"[48.868109, 2.331785]",1 rue Louis le Grand,Le Cap Bourbon,2012-06-27,75002,"{'coordinates': [2.331785, 48.868109], 'type': 'Point'}",339030e95e0846b41a8e2b91045456c4e4a50043,-,1,Paris,France
--,"[48.84167, 2.303053]",9 Place du General Beuret,Le General Beuret,2012-06-27,75015,"{'coordinates': [2.303053, 48.84167], 'type': 'Point'}",12b37036d28d28b32ebe81756ad15eb68372947f,-,1,Paris,France
--,"[48.846814, 2.289311]",95 avenue Emile Zola,Le Germinal,2012-06-27,75015,"{'coordinates': [2.289311, 48.846814], 'type': 'Point'}",4e03831a64e886a28a7232e54f2812c1ced23c5a,-,1,Paris,France
--,"[48.862655, 2.337607]",202 rue Saint-Honoré,Le Ragueneau,2012-06-27,75001,"{'coordinates': [2.337607, 48.862655], 'type': 'Point'}",e303131b2600d4c2287749a36bf7193d2fa60bd7,-,1,Paris,France
--,"[48.889982, 2.338933]",72 rue lamarck,Le refuge,2012-06-27,75018,"{'coordinates': [2.338933, 48.889982], 'type': 'Point'}",f64310461736a769c6854fdefb99b9f2e7b230a9,-,1,Paris,France
--,"[48.870294, 2.352821]",13 rue du Faubourg Saint Denis,Le sully,2012-06-27,75010,"{'coordinates': [2.352821, 48.870294], 'type': 'Point'}",166be8588ff16e50838fa6a164d1e580497b795d,-,1,Paris,France
--,"[48.842128, 2.280374]",60 rue des bergers,Le bal du pirate,2014-02-01,75015,"{'coordinates': [2.280374, 48.842128], 'type': 'Point'}",93ff6e35406a074a6ba2667d2b286abf91132f6a,-,1,Paris,France
--,"[48.838769, 2.39609]",95 rue claude decaen,zic zinc,2014-02-01,75012,"{'coordinates': [2.39609, 48.838769], 'type': 'Point'}",8fdc739d64ff1f01973235301e3ec86791016759,-,1,Paris,France
--,"[48.870247, 2.376306]",35 rue de l'orillon,l'orillon bar,2014-02-01,75011,"{'coordinates': [2.376306, 48.870247], 'type': 'Point'}",6e6e9695ef04c3fdbd4cfa19f0cfb0c0f93f4933,-,1,Paris,France
--,"[48.869848, 2.394247]",116 Rue de Ménilmontant,Le Zazabar,2013-08-22,75020,"{'coordinates': [2.394247, 48.869848], 'type': 'Point'}",22edfe92a72ce1bb0eea972508b5caa7af2db2df,-,1,Paris,France
--,"[48.845458, 2.354796]",22 rue Linné,L'Inévitable,2013-08-22,75005,"{'coordinates': [2.354796, 48.845458], 'type': 'Point'}",6893cb08e99319091de9ba80305f22e0ce4cc08d,-,1,Paris,France
--,"[48.83336, 2.365782]",77 rue Dunois,Le Dunois,2013-08-22,75013,"{'coordinates': [2.365782, 48.83336], 'type': 'Point'}",c3be1246dbc4ca5734d5bbd569436ba655105248,-,1,Paris,France
--,"[48.862655, 2.337607]",202 rue Saint Honoré,Ragueneau,2012-05-11,75001,"{'coordinates': [2.337607, 48.862655], 'type': 'Point'}",e946d9e8f8c5a130f98eca945efadfd9eec40dcb,-,1,Paris,France
-,"[48.826608, 2.374571]",48 rue du Dessous des Berges,Le Caminito,2012-10-22,75013,"{'coordinates': [2.374571, 48.826608], 'type': 'Point'}",5d9ad8bcfbbc20adaec2aa7dcdb71326868c7686,1,1,Paris,France
--,"[48.870598, 2.365413]",55bis quai de Valmy,Epicerie Musicale,2012-10-22,75010,"{'coordinates': [2.365413, 48.870598], 'type': 'Point'}",8ffea133d93c608d337bc0129f4f9f3d5cad8dae,1,1,Paris,France
--,,Le petit Bretonneau - à l'intérieur de l'Hôpital,Le petit Bretonneau,2012-10-22,75018,{},dd1ffdbd55c2dc651201302b8015258f7d35fd35,1,1,Paris,France
--,"[48.862575, 2.367427]",104 rue amelot,Le Centenaire,2012-10-22,75011,"{'coordinates': [2.367427, 48.862575], 'type': 'Point'}",e47d25752c2c8bcab5efb0e3a41920ec7a8a766a,1,1,Paris,France
--,"[48.842833, 2.348314]",13 Rue du Pot de Fer,La Montagne Sans Geneviève,2012-10-22,75005,"{'coordinates': [2.348314, 48.842833], 'type': 'Point'}",314d170601f81e3a3f26d8801f0fbee39981c788,1,,Paris,France
--,"[48.851325, 2.40171]",46 rue de Buzenval,Les Pères Populaires,2012-10-18,75020,"{'coordinates': [2.40171, 48.851325], 'type': 'Point'}",e75e8a3fe6212a0e576beec82f0128dd394e56fa,1,1,Paris,France
--,"[48.857658, 2.305613]",188 rue de Grenelle,Cafe de grenelle,2012-10-09,75007,"{'coordinates': [2.305613, 48.857658], 'type': 'Point'}",72e274046d671e68bc7754808feacfc95b91b6ed,-,1,Paris,France
--,"[48.875207, 2.332944]",73 rue de la Victoire,Le relais de la victoire,2012-10-09,75009,"{'coordinates': [2.332944, 48.875207], 'type': 'Point'}",01c21abdf35484f9ad184782979ecd078de84523,-,1,Paris,France
--,,"Route de la Muette à Neuilly
-Club hippique du Jardin d’Acclimatation",La chaumière gourmande,2012-03-07,75016,{},438ec18d35793d12eb6a137373c3fe4f3aa38a69,1,,Paris,France
--,"[48.891882, 2.33365]","216, rue Marcadet",Le Brio,2012-03-07,75018,"{'coordinates': [2.33365, 48.891882], 'type': 'Point'}",49e3584ce3d6a6a236b4a0db688865bdd3483fec,-,1,Paris,France
--,"[48.884753, 2.324648]",22 rue des Dames,Caves populaires,2012-03-07,75017,"{'coordinates': [2.324648, 48.884753], 'type': 'Point'}",af81e5eca2b84ea706ac2d379edf65b0fb2f879a,-,1,Paris,France
--,"[48.827428, 2.325652]",12 avenue Jean Moulin,Caprice café,2012-03-07,75014,"{'coordinates': [2.325652, 48.827428], 'type': 'Point'}",88e07bdb723b49cd27c90403b5930bca1c93b458,-,1,Paris,France
--,"[48.832964, 2.369266]",7 rue Clisson,Tamm Bara,2012-03-07,75013,"{'coordinates': [2.369266, 48.832964], 'type': 'Point'}",baf59c98acafbe48ed9e91b64377da216a20cbcc,-,1,Paris,France
--,"[48.876577, 2.348414]",1 rue de Montholon,L'anjou,2012-03-07,75009,"{'coordinates': [2.348414, 48.876577], 'type': 'Point'}",e6f5949dca40548aad296208c61c498f639f648c,-,1,Paris,France
--,"[48.862599, 2.315086]",2 rue Robert Esnault Pelterie,Café dans l'aerogare Air France Invalides,2012-03-07,75007,"{'coordinates': [2.315086, 48.862599], 'type': 'Point'}",6d175eb48c577fafdfc99df0ab55da468cf17164,-,1,Paris,France
--,"[48.844854, 2.345413]","10 rue d""Ulm",Waikiki,2012-03-07,75005,"{'coordinates': [2.345413, 48.844854], 'type': 'Point'}",fb1e2bc2ae55d3d47da682c71093a12fa64fbd45,-,1,Paris,France
--,"[48.871576, 2.364499]",36 rue Beaurepaire,Chez Prune,2012-03-07,75010,"{'coordinates': [2.364499, 48.871576], 'type': 'Point'}",19399ede5b619761877822185bbb4c98b565974c,-,1,Paris,France
--,"[48.833863, 2.329046]",21 rue Boulard,Au Vin Des Rues,2012-06-27,75014,"{'coordinates': [2.329046, 48.833863], 'type': 'Point'}",87263873b6f8346b5777844be0122a307f29fcab,-,1,Paris,France
--,"[48.838137, 2.301166]",14 rue d'alleray,bistrot les timbrés,2012-06-27,75015,"{'coordinates': [2.301166, 48.838137], 'type': 'Point'}",74b6d7113e5b14eb8e890663f061208bf4ff6728,-,1,Paris,France
--,"[48.871799, 2.315985]",9 rue de Miromesnil,Café beauveau,2012-06-27,75008,"{'coordinates': [2.315985, 48.871799], 'type': 'Point'}",2759f5cdda4bcb88ca3ae2f7299b37b8e62596c8,-,1,Paris,France
--,"[48.866259, 2.338739]",9 rue des petits champs,Café Pistache,2012-06-27,75001,"{'coordinates': [2.338739, 48.866259], 'type': 'Point'}",6d2675cdc912118d0376229be8e436feca9c8af7,-,1,Paris,France
--,"[48.874605, 2.387738]",13 Rue Jean-Baptiste Dumay,La Cagnotte,2012-06-27,75020,"{'coordinates': [2.387738, 48.874605], 'type': 'Point'}",f7085c754c0c97e418d7e5213753f74bd396fc27,-,1,Paris,France
--,"[48.842462, 2.310919]",172 rue de vaugirard,le 1 cinq,2012-06-27,75015,"{'coordinates': [2.310919, 48.842462], 'type': 'Point'}",17e917723fc99d6e5bd77eb9633ac2e789a9a6d9,-,1,Paris,France
--,"[48.84591, 2.375543]",28 bis boulevard Diderot,Le Killy Jen,2012-06-27,75012,"{'coordinates': [2.375543, 48.84591], 'type': 'Point'}",93132bd8b3ae67dfcc8cf8c1166e312ac4acb9b9,-,1,Paris,France
--,"[48.842868, 2.303173]",106 rue Lecourbe,Les Artisans,2012-06-27,75015,"{'coordinates': [2.303173, 48.842868], 'type': 'Point'}",c37ef573b4cb2d1e61795d6a9ef11de433dc9a99,-,1,Paris,France
--,"[48.865684, 2.334416]",83 avenue de Wagram,Peperoni,2012-06-27,75001,"{'coordinates': [2.334416, 48.865684], 'type': 'Point'}",9461f859ca009ced25555fa6af1e6867dda9223e,-,1,Paris,France
--,"[48.833146, 2.288834]",380 rue de vaugirard,le lutece,2014-02-01,75015,"{'coordinates': [2.288834, 48.833146], 'type': 'Point'}",ddd13990c1408700085366bd4ba313acd69a44ea,-,1,Paris,France
--,"[48.886431, 2.327429]",16 rue Ganneron,Brasiloja,2014-02-01,75018,"{'coordinates': [2.327429, 48.886431], 'type': 'Point'}",d679bb1642534278f4c0203d67be0bafd5306d81,-,1,Paris,France
--,"[48.855711, 2.359491]",16 rue de Rivoli,Rivolux,2014-02-01,75004,"{'coordinates': [2.359491, 48.855711], 'type': 'Point'}",bdd2b008cc765c7fe195c037b830cd2628420a2f,-,1,Paris,France
--,"[48.845898, 2.372766]",21 Bis Boulevard Diderot,L'européen,2013-08-22,75012,"{'coordinates': [2.372766, 48.845898], 'type': 'Point'}",693c0da7d4db24781ed161c01a661c36074a94fa,-,1,Paris,France
--,"[48.867465, 2.357791]",39 rue Notre Dame de Nazareth,NoMa,2013-08-22,75003,"{'coordinates': [2.357791, 48.867465], 'type': 'Point'}",60d8b670810cc95eb0439dd0c238f8205ea8ef76,-,1,Paris,France
--,"[48.871595, 2.385858]",1 Rue des Envierges,O'Paris,2013-08-22,75020,"{'coordinates': [2.385858, 48.871595], 'type': 'Point'}",297c040284a05efe35c69bb621505e6acfdcdda4,-,1,Paris,France
--,"[48.872402, 2.366532]",16 avenue Richerand,Café Clochette,2013-08-22,75010,"{'coordinates': [2.366532, 48.872402], 'type': 'Point'}",a561a941f538e8a1d321bf8d98576d06be037962,-,1,Paris,France
--,"[48.856584, 2.368574]",40 Boulevard Beaumarchais,La cantoche de Paname,2013-08-22,75011,"{'coordinates': [2.368574, 48.856584], 'type': 'Point'}",5ba2aaec9f1de9d01e65be95215cab13c693cdf3,-,0,Paris,France
--,"[48.856496, 2.394874]",148 Boulevard de Charonne,Le Saint René,2013-08-22,75020,"{'coordinates': [2.394874, 48.856496], 'type': 'Point'}",4d60b350d04d4b1bf4bfd4dd6cc59687dc792c74,-,1,Paris,France
--,"[48.850055, 2.383908]",196 rue du faubourg saint-antoine,La Liberté,2012-10-22,75012,"{'coordinates': [2.383908, 48.850055], 'type': 'Point'}",ee94e76326f8dcbe3500afec69f1a21eb1215ad0,1,1,Paris,France
--,"[48.866737, 2.33716]",16 rue des Petits Champs,Chez Rutabaga,2012-10-22,75002,"{'coordinates': [2.33716, 48.866737], 'type': 'Point'}",a420ea4608440b8dc8e0267fe8cc513daa950551,1,1,Paris,France
--,"[48.885367, 2.325325]",2 rue Lemercier,Le BB (Bouchon des Batignolles),2012-10-22,75017,"{'coordinates': [2.325325, 48.885367], 'type': 'Point'}",20986cbfe11018bd0aba8150a49db1c435f7642d,1,1,Paris,France
--,"[48.873175, 2.339193]",10 rue Rossini,La Brocante,2012-10-22,75009,"{'coordinates': [2.339193, 48.873175], 'type': 'Point'}",2e10601c35669394d43936a771b18408be0338ba,1,1,Paris,France
--,"[48.840771, 2.324589]",3 rue Gaîté,Le Plomb du cantal,2012-10-22,75014,"{'coordinates': [2.324589, 48.840771], 'type': 'Point'}",6fb510614e00b065bf16a5af8e2c0eaf561a5654,1,1,Paris,France
--,"[48.884753, 2.324648]",22 rue des Dames,Les caves populaires,2012-10-22,75017,"{'coordinates': [2.324648, 48.884753], 'type': 'Point'}",d650c509a0aa8ed7b9c9b88861263f31463bbd0e,1,1,Paris,France
--,"[48.869519, 2.39339]",108 rue de Ménilmontant,Chez Luna,2012-10-09,75020,"{'coordinates': [2.39339, 48.869519], 'type': 'Point'}",736f4d996f1f8b7c3a0ce2abfeebfcce2a4bab13,-,1,Paris,France
--,"[48.877903, 2.385365]",1 rue du Plateau,Le bar Fleuri,2012-03-07,75019,"{'coordinates': [2.385365, 48.877903], 'type': 'Point'}",be55720646093788ec161c6cadc5ad8059f4b90b,-,1,Paris,France
--,"[48.882939, 2.31809]",101 rue des dames,Trois pièces cuisine,2012-03-07,75017,"{'coordinates': [2.31809, 48.882939], 'type': 'Point'}",7bbbfb755020a2c25cce0067601994ce5ee4193f,-,1,Paris,France
--,"[48.849497, 2.298855]",61 avenue de la Motte Picquet,Le Zinc,2012-03-07,75015,"{'coordinates': [2.298855, 48.849497], 'type': 'Point'}",e7c35a94454518de6de5bbecbc015fc37f7aea14,-,1,Paris,France
--,"[48.880669, 2.349964]",136 rue du Faubourg poissonnière,La cantine de Zoé,2012-03-07,75010,"{'coordinates': [2.349964, 48.880669], 'type': 'Point'}",0edc473b3432a869b8ed66b6c4c989766b699947,-,1,Paris,France
--,"[48.844057, 2.328402]",6/8 rue Stanislas,Les Vendangeurs,2012-03-07,75006,"{'coordinates': [2.328402, 48.844057], 'type': 'Point'}",e9766ea36f6293bf670ed938bff02b975d012973,-,1,Paris,France
--,"[48.852053, 2.338779]",3 carrefour de l'Odéon,L'avant comptoir,2012-03-07,75006,"{'coordinates': [2.338779, 48.852053], 'type': 'Point'}",fe843d2f43dcaac9129f5b36dc367558dfd3b3e4,-,1,Paris,France
-1,"[48.886504, 2.34498]",1 rue Paul albert,Botak cafe,2012-03-07,75018,"{'coordinates': [2.34498, 48.886504], 'type': 'Point'}",9e19c375e612f5fb803ec6a27881858619207812,1,1,Paris,France
--,"[48.872722, 2.354594]",67 rue du Château d'eau,le chateau d'eau,2012-03-07,75010,"{'coordinates': [2.354594, 48.872722], 'type': 'Point'}",05bb6a26ec5bfbba25da2d19a5f0e83d69800f38,-,1,Paris,France
--,"[48.85192, 2.373229]",58 rue du Fbg Saint-Antoine,Bistrot Saint-Antoine,2012-06-27,75012,"{'coordinates': [2.373229, 48.85192], 'type': 'Point'}",daa3908ddf69d378fec5b4548494727e1121adc4,-,1,Paris,France
--,"[48.854685, 2.368487]",11/13 boulevard Beaumarchais,Chez Oscar,2012-06-27,75004,"{'coordinates': [2.368487, 48.854685], 'type': 'Point'}",c73be0483480c59e6ab6bc3a906c8d9dd474887f,-,1,Paris,France
--,"[48.87226, 2.304441]",63 rue de Ponthieu,Le Fronton,2012-06-27,75008,"{'coordinates': [2.304441, 48.87226], 'type': 'Point'}",85a8200d3e3aed7724d3207ed8b1ee5ec50c1f90,-,1,Paris,France
--,"[48.851, 2.300378]",48 avenue de la Motte Picquet,Le Piquet,2012-06-27,75015,"{'coordinates': [2.300378, 48.851], 'type': 'Point'}",460e2adc95fd172f753b1b6ed296c2711639d49d,-,1,Paris,France
--,"[48.841089, 2.349565]",104 rue Mouffetard,Le Tournebride,2012-06-27,75005,"{'coordinates': [2.349565, 48.841089], 'type': 'Point'}",8a7a23ed68366f70ab939c877cbdce46f19d75c7,-,1,Paris,France
--,"[48.828704, 2.322074]",52 rue des plantes,maison du vin,2012-06-27,75014,"{'coordinates': [2.322074, 48.828704], 'type': 'Point'}",482507a8f0fe4960f94372b6fa12b16e7d4f2a93,-,1,Paris,France
--,"[48.842146, 2.375986]",157 rue Bercy 75012 Paris,L'entrepôt,2014-02-01,75012,"{'coordinates': [2.375986, 48.842146], 'type': 'Point'}",d8746118429eb118f38ecbee904636d9b33fa8ba,-,1,Paris,France
--,"[48.867092, 2.363288]",Place de la République,Le café Monde et Médias,2013-08-22,75003,"{'coordinates': [2.363288, 48.867092], 'type': 'Point'}",af04c90f25e25daf7f5cbbab1bc740bac26541d4,-,1,Paris,France
--,"[48.849821, 2.355337]",11 Quai de la Tournelle,Café rallye tournelles,2013-08-22,75005,"{'coordinates': [2.355337, 48.849821], 'type': 'Point'}",91d88e321a75b6a8c4dea816c399fda77c41f9d1,-,1,Paris,France
--,"[48.872498, 2.355136]",61 rue du château d'eau,Brasserie le Morvan,2013-08-22,75010,"{'coordinates': [2.355136, 48.872498], 'type': 'Point'}",6ec62058995948fc18d331f01a2d03acc0d9e0fa,-,1,Paris,France
-1,"[48.874879, 2.386064]",6 rue Mélingue,Chez Miamophile,2013-08-22,75019,"{'coordinates': [2.386064, 48.874879], 'type': 'Point'}",13924872737e4fc640a43da58937c3777c2ac753,1,1,Paris,France
--,"[48.864269, 2.36858]",18 rue de Crussol,Panem,2012-05-11,75011,"{'coordinates': [2.36858, 48.864269], 'type': 'Point'}",67bdf3a6989f80749a1ba33a17b1370de0a0e1cd,-,0,Paris,France
--,"[48.885662, 2.319591]",47 rue de Batignolles,Petits Freres des Pauvres,2012-05-11,75017,"{'coordinates': [2.319591, 48.885662], 'type': 'Point'}",e27fd00149514bbfad7dd7e8f9b0c677df2d3f25,-,0,Paris,France
--,"[48.837212, 2.296046]",198 rue de la Convention,Café Dupont,2012-05-11,75015,"{'coordinates': [2.296046, 48.837212], 'type': 'Point'}",4d40e6d864dae81c152a05cb98e30933bde96aa1,-,0,Paris,France
--,"[48.871002, 2.30879]",28 rue de Ponthieu,L'Angle,2012-10-22,75008,"{'coordinates': [2.30879, 48.871002], 'type': 'Point'}",c40bd2d1f98b415e539c27cf68518d060ebab51e,1,1,Paris,France
--,"[48.888023, 2.353467]",19-23 rue Léon,Institut des Cultures d'Islam,2012-10-22,75018,"{'coordinates': [2.353467, 48.888023], 'type': 'Point'}",68d6d37b846e39bd8554e1f8f75974b486b0f27b,1,1,Paris,France
--,"[48.886044, 2.360781]",19 rue Pajol,Canopy Café associatif,2012-10-22,75018,"{'coordinates': [2.360781, 48.886044], 'type': 'Point'}",ff73bafb514bb68eb925c81aee43c3a58ac3c70d,1,1,Paris,France
--,"[48.870287, 2.332491]",place de l'opera,L'Entracte,2012-10-09,75002,"{'coordinates': [2.332491, 48.870287], 'type': 'Point'}",0039cd8bceb5e281677a158f832a660789088071,-,1,Paris,France
--,"[48.858709, 2.362701]",15 rue du Parc Royal,Le Sévigné,2012-10-09,75003,"{'coordinates': [2.362701, 48.858709], 'type': 'Point'}",adcc8b4f78f05ba7b24b0593e1516dfb7b415f91,-,1,Paris,France
--,"[48.839687, 2.347254]",35 rue Claude Bernard,Le Café d'avant,2012-10-09,75005,"{'coordinates': [2.347254, 48.839687], 'type': 'Point'}",b904fc48763938eee2169ba25aad2ffcc0dd6a9f,-,1,Paris,France
--,"[48.844244, 2.330407]",53 rue Notre-Dame des Champs,Le Lucernaire,2012-10-09,75006,"{'coordinates': [2.330407, 48.844244], 'type': 'Point'}",cc72af04314fd40e16ff611c799d378515043508,-,1,Paris,France
--,"[48.877599, 2.332111]",12 rue Blanche,Le Brigadier,2012-10-09,75009,"{'coordinates': [2.332111, 48.877599], 'type': 'Point'}",978d4bc68c9ebf81029d3e77274d2107777b8a75,-,1,Paris,France
--,"[48.826494, 2.359987]",26 rue du Docteur Magnan,L'âge d'or,2012-03-07,75013,"{'coordinates': [2.359987, 48.826494], 'type': 'Point'}",40bffbdc0c9ed1cbce820fed875d7c21d8964640,-,1,Paris,France
--,"[48.883717, 2.326861]",Place de Clichy,Bagels & Coffee Corner,2012-03-07,75017,"{'coordinates': [2.326861, 48.883717], 'type': 'Point'}",262facde9b8c4568c9ba7fbce8f069ff8c76948d,-,1,Paris,France
--,"[48.835843, 2.278501]",10 boulevard Victor,Café Victor,2012-03-07,75015,"{'coordinates': [2.278501, 48.835843], 'type': 'Point'}",e5817ec44ac5a7ea2e4a34b6a2e13d535156642b,-,1,Paris,France
--,"[48.845337, 2.379024]","54, avenue Daumesnil",L'empreinte,2012-03-07,75012,"{'coordinates': [2.379024, 48.845337], 'type': 'Point'}",b96ddd35cbbf5d93aaff79487afdf083b5ff0817,-,1,Paris,France
--,"[48.857312, 2.379055]","93, rue de la Roquette",L'horizon,2012-03-07,75011,"{'coordinates': [2.379055, 48.857312], 'type': 'Point'}",84c6b7335e7f82ac942c4f398723ec99076f148d,-,1,Paris,France
--,"[48.835878, 2.395723]",34 bis rue de Wattignies,Au pays de Vannes,2012-06-27,75012,"{'coordinates': [2.395723, 48.835878], 'type': 'Point'}",a17869dbb9d0d5b1e5ed7bb288053900b04ee944,-,1,Paris,France
--,"[48.85413, 2.323539]",36 rue de Varenne,Café Varenne,2012-06-27,75007,"{'coordinates': [2.323539, 48.85413], 'type': 'Point'}",a26ec0d5fca47b8de77d862ad8a99b75bb520a09,-,1,Paris,France
--,"[48.855161, 2.360218]",125 Rue Saint-Antoine,l'Eléphant du nil,2012-06-27,75004,"{'coordinates': [2.360218, 48.855161], 'type': 'Point'}",7b7ceefd1f9ed85041265c9577e0dc8bee01d45a,-,1,Paris,France
--,"[48.8357, 2.292961]",354 bis rue Vaugirard,Le Comptoir,2012-06-27,75015,"{'coordinates': [2.292961, 48.8357], 'type': 'Point'}",59d8fa304e535f4eb41f9746028034c9b30cbde4,-,1,Paris,France
--,"[48.835451, 2.292515]",358 rue de Vaugirard,Le Parc Vaugirard,2012-06-27,75015,"{'coordinates': [2.292515, 48.835451], 'type': 'Point'}",19f655206a8446959c8e796c2b3cb9001890f985,-,1,Paris,France
--,"[48.834972, 2.327007]",58 rue Daguerre,le Zango,2012-06-27,75014,"{'coordinates': [2.327007, 48.834972], 'type': 'Point'}",e1b54109015316a822747f788128f997a3478050,-,1,Paris,France
--,"[48.848887, 2.399972]",3 rue de Lagny,Melting Pot,2012-06-27,75020,"{'coordinates': [2.399972, 48.848887], 'type': 'Point'}",fd0de2cbf73e0a728cd73e4e2a9a4a9c646f76f2,-,1,Paris,France
--,"[48.892366, 2.317359]",174 avenue de Clichy,Pari's Café,2012-06-27,75017,"{'coordinates': [2.317359, 48.892366], 'type': 'Point'}",831446ae203f89de26d3300e625c20717e82d40a,-,1,Paris,France

bonobo/examples/datasets/coffeeshops.json

@@ -1,181 +0,0 @@
-[{"prix_terasse": "-", "geoloc": [48.839512, 2.303007], "address": "344Vrue Vaugirard", "name": "Coffee Chope", "date": "2014-02-01", "zipcode": 75015, "geometry": {"coordinates": [2.303007, 48.839512], "type": "Point"}, "recordid": "3c276428d45ad68ccdf6875e4ddcfe95d0c0d4cf", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.876737, 2.357601], "address": "5, rue d'Alsace", "name": "Ext\u00e9rieur Quai", "date": "2014-02-01", "zipcode": 75010, "geometry": {"coordinates": [2.357601, 48.876737], "type": "Point"}, "recordid": "97ad81cd1127a8566085ad796eeb44a06bec7514", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.850852, 2.362029], "address": "6 Bd henri IV", "name": "Le Sully", "date": "2014-02-01", "zipcode": 75004, "geometry": {"coordinates": [2.362029, 48.850852], "type": "Point"}, "recordid": "aa4294c1b8d660a23db0dc81321e509bae1dae68", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "1", "geoloc": [48.893517, 2.340271], "address": "53 rue du ruisseau", "name": "O q de poule", "date": "2013-08-22", "zipcode": 75018, "geometry": {"coordinates": [2.340271, 48.893517], "type": "Point"}, "recordid": "a81362dbed35247555fb105bd83ff2906904a66e", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.864655, 2.350089], "address": "1 Passage du Grand Cerf", "name": "Le Pas Sage", "date": "2013-08-22", "zipcode": 75002, "geometry": {"coordinates": [2.350089, 48.864655], "type": "Point"}, "recordid": "7ced86acbd5ccfba229bcc07d70d0d117aee16a5", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.895825, 2.339712], "address": "112 Rue Championnet", "name": "La Renaissance", "date": "2013-08-22", "zipcode": 75018, "geometry": {"coordinates": [2.339712, 48.895825], "type": "Point"}, "recordid": "5582c8572bd7637bf305b74c1c0bdb74a8e4247f", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.868581, 2.373015], "address": "Rue de la Fontaine au Roi", "name": "La Caravane", "date": "2012-05-11", "zipcode": 75011, "geometry": {"coordinates": [2.373015, 48.868581], "type": "Point"}, "recordid": "50bb0fa06e562a242f115ddbdae2ed9c7df93d57", "prix_salle": "-", "prix_comptoir": 0, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.875155, 2.335536], "address": "51 Rue Victoire", "name": "Le chantereine", "date": "2012-10-22", "zipcode": 75009, "geometry": {"coordinates": [2.335536, 48.875155], "type": "Point"}, "recordid": "eb8a62feeedaf7ed8b8c912305270ee857068689", "prix_salle": "1", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.886536, 2.346525], "address": "11 rue Feutrier", "name": "Le M\u00fcller", "date": "2012-10-22", "zipcode": 75018, "geometry": {"coordinates": [2.346525, 48.886536], "type": "Point"}, "recordid": "62c552f167f671f88569c1f2d6a44098fb514c51", "prix_salle": "1", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.841494, 2.307117], "address": "21 rue Copreaux", "name": "Le drapeau de la fidelit\u00e9", "date": "2012-10-22", "zipcode": 75015, "geometry": {"coordinates": [2.307117, 48.841494], "type": "Point"}, "recordid": "5120ea0b9d7387766072b90655166486928e25c8", "prix_salle": "1", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.839743, 2.296898], "address": "125 rue Blomet", "name": "Le caf\u00e9 des amis", "date": "2012-10-22", "zipcode": 75015, "geometry": {"coordinates": [2.296898, 48.839743], "type": "Point"}, "recordid": "865f62415adc5c34e3ca38a1748b7a324dfba209", "prix_salle": "1", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.857728, 2.349641], "address": "10 rue Saint Martin", "name": "Le Caf\u00e9 Livres", "date": "2012-10-09", "zipcode": 75004, "geometry": {"coordinates": [2.349641, 48.857728], "type": "Point"}, "recordid": "7ef54a78802d49cafd2701458df2b0d0530d123b", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.856003, 2.30457], "address": "46 avenue Bosquet", "name": "Le Bosquet", "date": "2012-10-09", "zipcode": 75007, "geometry": {"coordinates": [2.30457, 48.856003], "type": "Point"}, "recordid": "d701a759e08a71f4bbb01f29473274b0152135d0", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.889426, 2.332954], "address": "12 rue Armand Carrel", "name": "Le Chaumontois", "date": "2012-03-07", "zipcode": 75018, "geometry": {"coordinates": [2.332954, 48.889426], "type": "Point"}, "recordid": "e12ff00a644c91ad910ddc63a770c190be93a393", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.838521, 2.370478], "address": "34 avenue Pierre Mend\u00e8s-France", "name": "Le Kleemend's", "date": "2012-03-07", "zipcode": 75013, "geometry": {"coordinates": [2.370478, 48.838521], "type": "Point"}, "recordid": "0f6cd1ee7751b00c9574efcfdcf66fa0e857d251", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.849861, 2.385342], "address": "202 rue du faubourg st antoine", "name": "Caf\u00e9 Pierre", "date": "2012-03-07", "zipcode": 75012, "geometry": {"coordinates": [2.385342, 48.849861], "type": "Point"}, "recordid": "f9de9d0fb5e92f047a6f1986a31f9dd4d38bcb36", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.872202, 2.304624], "address": "61 rue de Ponthieu", "name": "Les Arcades", "date": "2012-03-07", "zipcode": 75008, "geometry": {"coordinates": [2.304624, 48.872202], "type": "Point"}, "recordid": "67eaf58afc856077c0680601e453e75c0922c9c0", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.859031, 2.320315], "address": "31 rue Saint-Dominique", "name": "Le Square", "date": "2012-03-07", "zipcode": 75007, "geometry": {"coordinates": [2.320315, 48.859031], "type": "Point"}, "recordid": "678558317bc9ad46652e5b1643e70c2142a76e7e", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.850092, 2.37463], "address": "75, avenue Ledru-Rollin", "name": "Assaporare Dix sur Dix", "date": "2012-06-27", "zipcode": 75012, "geometry": {"coordinates": [2.37463, 48.850092], "type": "Point"}, "recordid": "667474321887d08a3cc636adf043ad354b65fa61", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.86805, 2.353313], "address": "129 boulevard sebastopol", "name": "Au cerceau d'or", "date": "2012-06-27", "zipcode": 75002, "geometry": {"coordinates": [2.353313, 48.86805], "type": "Point"}, "recordid": "c9ef52ba2fabe0286700329f18bbbbea9a10b474", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.845927, 2.373051], "address": "21 ter boulevard Diderot", "name": "Aux cadrans", "date": "2012-06-27", "zipcode": 75012, "geometry": {"coordinates": [2.373051, 48.845927], "type": "Point"}, "recordid": "ed5f98686856bf4ddd2b381b43ad229246741a90", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.851662, 2.273883], "address": "17 rue Jean de la Fontaine", "name": "Caf\u00e9 antoine", "date": "2012-06-27", "zipcode": 75016, "geometry": {"coordinates": [2.273883, 48.851662], "type": "Point"}, "recordid": "ab6d1e054e2e6ae7d6150013173f55e83c05ca23", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.877642, 2.312823], "address": "rue de Lisbonne", "name": "Caf\u00e9 de la Mairie (du VIII)", "date": "2012-06-27", "zipcode": 75008, "geometry": {"coordinates": [2.312823, 48.877642], "type": "Point"}, "recordid": "7de8a79b026ac63f453556612505b5bcd9229036", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.838633, 2.349916], "address": "5 rue Claude Bernard", "name": "Caf\u00e9 Lea", "date": "2012-06-27", "zipcode": 75005, "geometry": {"coordinates": [2.349916, 48.838633], "type": "Point"}, "recordid": "fecd8900cf83027f74ceced9fc4ad80ac73b63a7", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.849293, 2.354486], "address": "11 boulevard Saint-Germain", "name": "Cardinal Saint-Germain", "date": "2012-06-27", "zipcode": 75005, "geometry": {"coordinates": [2.354486, 48.849293], "type": "Point"}, "recordid": "e4a078c30c98082896787f4e4b41a07554392529", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.869771, 2.342501], "address": "52 rue Notre-Dame des Victoires", "name": "D\u00e9d\u00e9 la frite", "date": "2012-06-27", "zipcode": 75002, "geometry": {"coordinates": [2.342501, 48.869771], "type": "Point"}, "recordid": "ccb2ba2f98043e8eefd5fda829dee1ea7f1d2c7a", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.834051, 2.287345], "address": "36 rue du hameau", "name": "La Bauloise", "date": "2012-06-27", "zipcode": 75015, "geometry": {"coordinates": [2.287345, 48.834051], "type": "Point"}, "recordid": "c9fe10abd15ede7ccaeb55c309898d30d7b19d0e", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.888165, 2.377387], "address": "71 quai de Seine", "name": "Le Bellerive", "date": "2012-06-27", "zipcode": 75019, "geometry": {"coordinates": [2.377387, 48.888165], "type": "Point"}, "recordid": "4e0b5c2d33d7c25fc54c51171f3d37e509959fc0", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.864543, 2.340997], "address": "42 rue coquill\u00e8re", "name": "Le bistrot de Ma\u00eblle et Augustin", "date": "2012-06-27", "zipcode": 75001, "geometry": {"coordinates": [2.340997, 48.864543], "type": "Point"}, "recordid": "52acab12469af291984e9a70962e08c72b058e10", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.872103, 2.346161], "address": "14 rue Rougemont", "name": "Le Dellac", "date": "2012-06-27", "zipcode": 75009, "geometry": {"coordinates": [2.346161, 48.872103], "type": "Point"}, "recordid": "4d1d627ecea2ffa279bb862f8ba495d95ca75350", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.859645, 2.355598], "address": "1 rue Pecquay", "name": "Le Felteu", "date": "2012-06-27", "zipcode": 75004, "geometry": {"coordinates": [2.355598, 48.859645], "type": "Point"}, "recordid": "2c1fa55460af282266d86fd003af4f929fdf4e7d", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.85763, 2.346101], "address": "2 bis quai de la m\u00e9gisserie", "name": "Le Reynou", "date": "2012-06-27", "zipcode": 75001, "geometry": {"coordinates": [2.346101, 48.85763], "type": "Point"}, "recordid": "d4ddd30ab3e721a317fc7ea89d5b9001255ce9f4", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.884646, 2.337734], "address": "23 rue des abbesses", "name": "Le Saint Jean", "date": "2012-06-27", "zipcode": 75018, "geometry": {"coordinates": [2.337734, 48.884646], "type": "Point"}, "recordid": "51b47cf167b7f32eeebb108330956694d75d4268", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.841007, 2.31466], "address": "65 boulevard Pasteur", "name": "les montparnos", "date": "2012-06-27", "zipcode": 75015, "geometry": {"coordinates": [2.31466, 48.841007], "type": "Point"}, "recordid": "2aaca891ffd0694c657a43889516ab72afdfba07", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.850323, 2.33039], "address": "16 rue DE MEZIERES", "name": "L'antre d'eux", "date": "2014-02-01", "zipcode": 75006, "geometry": {"coordinates": [2.33039, 48.850323], "type": "Point"}, "recordid": "4ff4337934c66f61e00d1d9551f7cdddba03e544", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.864957, 2.346938], "address": "58 rue de Montorgueil", "name": "Drole d'endroit pour une rencontre", "date": "2014-02-01", "zipcode": 75002, "geometry": {"coordinates": [2.346938, 48.864957], "type": "Point"}, "recordid": "3451657f880abe75d0c7e386fc698405556c53e8", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
-{"prix_terasse": "-", "geoloc": [48.889565, 2.339735], "address": "104 rue caulaincourt", "name": "Le pari's caf\u00e9", "date": "2014-02-01", "zipcode": 75018, "geometry": {"coordinates": [2.339735, 48.889565], "type": "Point"}, "recordid": "e8c34a537b673fcb26c76e02deca4f5a728929dc", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"},
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bonobo/examples/datasets/coffeeshops.ldjson

@@ -1,181 +0,0 @@
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-{"prix_terasse": "-", "geoloc": [48.837212, 2.296046], "address": "198 rue de la Convention", "name": "Caf\u00e9 Dupont", "date": "2012-05-11", "zipcode": 75015, "geometry": {"coordinates": [2.296046, 48.837212], "type": "Point"}, "recordid": "4d40e6d864dae81c152a05cb98e30933bde96aa1", "prix_salle": "-", "prix_comptoir": 0, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.871002, 2.30879], "address": "28 rue de Ponthieu", "name": "L'Angle", "date": "2012-10-22", "zipcode": 75008, "geometry": {"coordinates": [2.30879, 48.871002], "type": "Point"}, "recordid": "c40bd2d1f98b415e539c27cf68518d060ebab51e", "prix_salle": "1", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.888023, 2.353467], "address": "19-23 rue L\u00e9on", "name": "Institut des Cultures d'Islam", "date": "2012-10-22", "zipcode": 75018, "geometry": {"coordinates": [2.353467, 48.888023], "type": "Point"}, "recordid": "68d6d37b846e39bd8554e1f8f75974b486b0f27b", "prix_salle": "1", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.886044, 2.360781], "address": "19 rue Pajol", "name": "Canopy Caf\u00e9 associatif", "date": "2012-10-22", "zipcode": 75018, "geometry": {"coordinates": [2.360781, 48.886044], "type": "Point"}, "recordid": "ff73bafb514bb68eb925c81aee43c3a58ac3c70d", "prix_salle": "1", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.870287, 2.332491], "address": "place de l'opera", "name": "L'Entracte", "date": "2012-10-09", "zipcode": 75002, "geometry": {"coordinates": [2.332491, 48.870287], "type": "Point"}, "recordid": "0039cd8bceb5e281677a158f832a660789088071", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.858709, 2.362701], "address": "15 rue du Parc Royal", "name": "Le S\u00e9vign\u00e9", "date": "2012-10-09", "zipcode": 75003, "geometry": {"coordinates": [2.362701, 48.858709], "type": "Point"}, "recordid": "adcc8b4f78f05ba7b24b0593e1516dfb7b415f91", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.839687, 2.347254], "address": "35 rue Claude Bernard", "name": "Le Caf\u00e9 d'avant", "date": "2012-10-09", "zipcode": 75005, "geometry": {"coordinates": [2.347254, 48.839687], "type": "Point"}, "recordid": "b904fc48763938eee2169ba25aad2ffcc0dd6a9f", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.844244, 2.330407], "address": "53 rue Notre-Dame des Champs", "name": "Le Lucernaire", "date": "2012-10-09", "zipcode": 75006, "geometry": {"coordinates": [2.330407, 48.844244], "type": "Point"}, "recordid": "cc72af04314fd40e16ff611c799d378515043508", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.877599, 2.332111], "address": "12 rue Blanche", "name": "Le Brigadier", "date": "2012-10-09", "zipcode": 75009, "geometry": {"coordinates": [2.332111, 48.877599], "type": "Point"}, "recordid": "978d4bc68c9ebf81029d3e77274d2107777b8a75", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.826494, 2.359987], "address": "26 rue du Docteur Magnan", "name": "L'\u00e2ge d'or", "date": "2012-03-07", "zipcode": 75013, "geometry": {"coordinates": [2.359987, 48.826494], "type": "Point"}, "recordid": "40bffbdc0c9ed1cbce820fed875d7c21d8964640", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.883717, 2.326861], "address": "Place de Clichy", "name": "Bagels & Coffee Corner", "date": "2012-03-07", "zipcode": 75017, "geometry": {"coordinates": [2.326861, 48.883717], "type": "Point"}, "recordid": "262facde9b8c4568c9ba7fbce8f069ff8c76948d", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.835843, 2.278501], "address": "10 boulevard Victor", "name": "Caf\u00e9 Victor", "date": "2012-03-07", "zipcode": 75015, "geometry": {"coordinates": [2.278501, 48.835843], "type": "Point"}, "recordid": "e5817ec44ac5a7ea2e4a34b6a2e13d535156642b", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.845337, 2.379024], "address": "54, avenue Daumesnil", "name": "L'empreinte", "date": "2012-03-07", "zipcode": 75012, "geometry": {"coordinates": [2.379024, 48.845337], "type": "Point"}, "recordid": "b96ddd35cbbf5d93aaff79487afdf083b5ff0817", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.857312, 2.379055], "address": "93, rue de la Roquette", "name": "L'horizon", "date": "2012-03-07", "zipcode": 75011, "geometry": {"coordinates": [2.379055, 48.857312], "type": "Point"}, "recordid": "84c6b7335e7f82ac942c4f398723ec99076f148d", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.835878, 2.395723], "address": "34 bis rue de Wattignies", "name": "Au pays de Vannes", "date": "2012-06-27", "zipcode": 75012, "geometry": {"coordinates": [2.395723, 48.835878], "type": "Point"}, "recordid": "a17869dbb9d0d5b1e5ed7bb288053900b04ee944", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.85413, 2.323539], "address": "36 rue de Varenne", "name": "Caf\u00e9 Varenne", "date": "2012-06-27", "zipcode": 75007, "geometry": {"coordinates": [2.323539, 48.85413], "type": "Point"}, "recordid": "a26ec0d5fca47b8de77d862ad8a99b75bb520a09", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.855161, 2.360218], "address": "125 Rue Saint-Antoine", "name": "l'El\u00e9phant du nil", "date": "2012-06-27", "zipcode": 75004, "geometry": {"coordinates": [2.360218, 48.855161], "type": "Point"}, "recordid": "7b7ceefd1f9ed85041265c9577e0dc8bee01d45a", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.8357, 2.292961], "address": "354 bis rue Vaugirard", "name": "Le Comptoir", "date": "2012-06-27", "zipcode": 75015, "geometry": {"coordinates": [2.292961, 48.8357], "type": "Point"}, "recordid": "59d8fa304e535f4eb41f9746028034c9b30cbde4", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.835451, 2.292515], "address": "358 rue de Vaugirard", "name": "Le Parc Vaugirard", "date": "2012-06-27", "zipcode": 75015, "geometry": {"coordinates": [2.292515, 48.835451], "type": "Point"}, "recordid": "19f655206a8446959c8e796c2b3cb9001890f985", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.834972, 2.327007], "address": "58 rue Daguerre", "name": "le Zango", "date": "2012-06-27", "zipcode": 75014, "geometry": {"coordinates": [2.327007, 48.834972], "type": "Point"}, "recordid": "e1b54109015316a822747f788128f997a3478050", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.848887, 2.399972], "address": "3 rue de Lagny", "name": "Melting Pot", "date": "2012-06-27", "zipcode": 75020, "geometry": {"coordinates": [2.399972, 48.848887], "type": "Point"}, "recordid": "fd0de2cbf73e0a728cd73e4e2a9a4a9c646f76f2", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}
-{"prix_terasse": "-", "geoloc": [48.892366, 2.317359], "address": "174 avenue de Clichy", "name": "Pari's Caf\u00e9", "date": "2012-06-27", "zipcode": 75017, "geometry": {"coordinates": [2.317359, 48.892366], "type": "Point"}, "recordid": "831446ae203f89de26d3300e625c20717e82d40a", "prix_salle": "-", "prix_comptoir": 1, "city": "Paris", "country": "France"}

bonobo/examples/datasets/coffeeshops.py

@@ -0,0 +1,61 @@
+import bonobo
+from bonobo import examples
+from bonobo.contrib.opendatasoft import OpenDataSoftAPI as ODSReader
+from bonobo.examples.datasets.services import get_services
+
+
+def get_graph(graph=None, *, _limit=(), _print=()):
+    graph = graph or bonobo.Graph()
+
+    producer = graph.add_chain(
+        ODSReader(
+            dataset='liste-des-cafes-a-un-euro',
+            netloc='opendata.paris.fr'
+        ),
+        *_limit,
+        bonobo.UnpackItems(0),
+        bonobo.Rename(
+            name='nom_du_cafe',
+            address='adresse',
+            zipcode='arrondissement'
+        ),
+        bonobo.Format(city='Paris', country='France'),
+        bonobo.OrderFields(
+            [
+                'name', 'address', 'zipcode', 'city', 'country',
+                'geometry', 'geoloc'
+            ]
+        ),
+        *_print,
+    )
+
+    # Comma separated values.
+    graph.add_chain(
+        bonobo.CsvWriter(
+            'coffeeshops.csv',
+            fields=['name', 'address', 'zipcode', 'city'],
+            delimiter=','
+        ),
+        _input=producer.output,
+    )
+
+    # Standard JSON
+    graph.add_chain(
+        bonobo.JsonWriter(path='coffeeshops.json'),
+        _input=producer.output,
+    )
+
+    # Line-delimited JSON
+    graph.add_chain(
+        bonobo.LdjsonWriter(path='coffeeshops.ldjson'),
+        _input=producer.output,
+    )
+
+    return graph
+
+
+if __name__ == '__main__':
+    parser = examples.get_argument_parser()
+
+    with bonobo.parse_args(parser) as options:
+        bonobo.run(get_graph(**examples.get_graph_options(options)), services=get_services())

bonobo/examples/datasets/coffeeshops.txt

@@ -1,183 +0,0 @@
-name,address,zipcode,city
-Coffee Chope,344Vrue Vaugirard,75015,Paris
-Extérieur Quai,"5, rue d'Alsace",75010,Paris
-Le Sully,6 Bd henri IV,75004,Paris
-O q de poule,53 rue du ruisseau,75018,Paris
-Le Pas Sage,1 Passage du Grand Cerf,75002,Paris
-La Renaissance,112 Rue Championnet,75018,Paris
-La Caravane,Rue de la Fontaine au Roi,75011,Paris
-Le chantereine,51 Rue Victoire,75009,Paris
-Le Müller,11 rue Feutrier,75018,Paris
-Le drapeau de la fidelité,21 rue Copreaux,75015,Paris
-Le café des amis,125 rue Blomet,75015,Paris
-Le Café Livres,10 rue Saint Martin,75004,Paris
-Le Bosquet,46 avenue Bosquet,75007,Paris
-Le Chaumontois,12 rue Armand Carrel,75018,Paris
-Le Kleemend's,34 avenue Pierre Mendès-France,75013,Paris
-Café Pierre,202 rue du faubourg st antoine,75012,Paris
-Les Arcades,61 rue de Ponthieu,75008,Paris
-Le Square,31 rue Saint-Dominique,75007,Paris
-Assaporare Dix sur Dix,"75, avenue Ledru-Rollin",75012,Paris
-Au cerceau d'or,129 boulevard sebastopol,75002,Paris
-Aux cadrans,21 ter boulevard Diderot,75012,Paris
-Café antoine,17 rue Jean de la Fontaine,75016,Paris
-Café de la Mairie (du VIII),rue de Lisbonne,75008,Paris
-Café Lea,5 rue Claude Bernard,75005,Paris
-Cardinal Saint-Germain,11 boulevard Saint-Germain,75005,Paris
-Dédé la frite,52 rue Notre-Dame des Victoires,75002,Paris
-La Bauloise,36 rue du hameau,75015,Paris
-Le Bellerive,71 quai de Seine,75019,Paris
-Le bistrot de Maëlle et Augustin,42 rue coquillère,75001,Paris
-Le Dellac,14 rue Rougemont,75009,Paris
-Le Felteu,1 rue Pecquay,75004,Paris
-Le Reynou,2 bis quai de la mégisserie,75001,Paris
-Le Saint Jean,23 rue des abbesses,75018,Paris
-les montparnos,65 boulevard Pasteur,75015,Paris
-Le Supercoin,"3, rue Baudelique",75018,Paris
-Populettes,86 bis rue Riquet,75018,Paris
-Au bon coin,49 rue des Cloys,75018,Paris
-Le Couvent,69 rue Broca,75013,Paris
-La Brûlerie des Ternes,111 rue mouffetard,75005,Paris
-L'Écir,59 Boulevard Saint-Jacques,75014,Paris
-Le Chat bossu,"126, rue du Faubourg Saint Antoine",75012,Paris
-Denfert café,58 boulvevard Saint Jacques,75014,Paris
-Le Café frappé,95 rue Montmartre,75002,Paris
-La Perle,78 rue vieille du temple,75003,Paris
-Le Descartes,1 rue Thouin,75005,Paris
-Le petit club,55 rue de la tombe Issoire,75014,Paris
-Le Plein soleil,90 avenue Parmentier,75011,Paris
-Le Relais Haussmann,"146, boulevard Haussmann",75008,Paris
-Le Malar,88 rue Saint-Dominique,75007,Paris
-Au panini de la place,47 rue Belgrand,75020,Paris
-Le Village,182 rue de Courcelles,75017,Paris
-Pause Café,41 rue de Charonne,75011,Paris
-Le Pure café,14 rue Jean Macé,75011,Paris
-Extra old café,307 fg saint Antoine,75011,Paris
-Chez Fafa,44 rue Vinaigriers,75010,Paris
-En attendant l'or,3 rue Faidherbe,75011,Paris
-Brûlerie San José,30 rue des Petits-Champs,75002,Paris
-Café Martin,2 place Martin Nadaud,75001,Paris
-Etienne,"14 rue Turbigo, Paris",75001,Paris
-L'ingénu,184 bd Voltaire,75011,Paris
-L'Olive,8 rue L'Olive,75018,Paris
-Le Biz,18 rue Favart,75002,Paris
-Le Cap Bourbon,1 rue Louis le Grand,75002,Paris
-Le General Beuret,9 Place du General Beuret,75015,Paris
-Le Germinal,95 avenue Emile Zola,75015,Paris
-Le Ragueneau,202 rue Saint-Honoré,75001,Paris
-Le refuge,72 rue lamarck,75018,Paris
-Le sully,13 rue du Faubourg Saint Denis,75010,Paris
-L'antre d'eux,16 rue DE MEZIERES,75006,Paris
-Drole d'endroit pour une rencontre,58 rue de Montorgueil,75002,Paris
-Le pari's café,104 rue caulaincourt,75018,Paris
-Le Poulailler,60 rue saint-sabin,75011,Paris
-Chai 33,33 Cour Saint Emilion,75012,Paris
-L'Assassin,99 rue Jean-Pierre Timbaud,75011,Paris
-l'Usine,1 rue d'Avron,75020,Paris
-La Bricole,52 rue Liebniz,75018,Paris
-le ronsard,place maubert,75005,Paris
-Face Bar,82 rue des archives,75003,Paris
-American Kitchen,49 rue bichat,75010,Paris
-La Marine,55 bis quai de valmy,75010,Paris
-Le Bloc,21 avenue Brochant,75017,Paris
-La Recoleta au Manoir,229 avenue Gambetta,75020,Paris
-Le Pareloup,80 Rue Saint-Charles,75015,Paris
-La Brasserie Gaité,3 rue de la Gaité,75014,Paris
-Café Zen,46 rue Victoire,75009,Paris
-O'Breizh,27 rue de Penthièvre,75008,Paris
-Le Petit Choiseul,23 rue saint augustin,75002,Paris
-Invitez vous chez nous,7 rue Epée de Bois,75005,Paris
-La Cordonnerie,142 Rue Saint-Denis 75002 Paris,75002,Paris
-Le bal du pirate,60 rue des bergers,75015,Paris
-zic zinc,95 rue claude decaen,75012,Paris
-l'orillon bar,35 rue de l'orillon,75011,Paris
-Le Zazabar,116 Rue de Ménilmontant,75020,Paris
-L'Inévitable,22 rue Linné,75005,Paris
-Le Dunois,77 rue Dunois,75013,Paris
-Ragueneau,202 rue Saint Honoré,75001,Paris
-Le Caminito,48 rue du Dessous des Berges,75013,Paris
-Epicerie Musicale,55bis quai de Valmy,75010,Paris
-Le petit Bretonneau,Le petit Bretonneau - à l'intérieur de l'Hôpital,75018,Paris
-Le Centenaire,104 rue amelot,75011,Paris
-La Montagne Sans Geneviève,13 Rue du Pot de Fer,75005,Paris
-Les Pères Populaires,46 rue de Buzenval,75020,Paris
-Cafe de grenelle,188 rue de Grenelle,75007,Paris
-Le relais de la victoire,73 rue de la Victoire,75009,Paris
-La chaumière gourmande,"Route de la Muette à Neuilly
-Club hippique du Jardin d’Acclimatation",75016,Paris
-Le Brio,"216, rue Marcadet",75018,Paris
-Caves populaires,22 rue des Dames,75017,Paris
-Caprice café,12 avenue Jean Moulin,75014,Paris
-Tamm Bara,7 rue Clisson,75013,Paris
-L'anjou,1 rue de Montholon,75009,Paris
-Café dans l'aerogare Air France Invalides,2 rue Robert Esnault Pelterie,75007,Paris
-Waikiki,"10 rue d""Ulm",75005,Paris
-Chez Prune,36 rue Beaurepaire,75010,Paris
-Au Vin Des Rues,21 rue Boulard,75014,Paris
-bistrot les timbrés,14 rue d'alleray,75015,Paris
-Café beauveau,9 rue de Miromesnil,75008,Paris
-Café Pistache,9 rue des petits champs,75001,Paris
-La Cagnotte,13 Rue Jean-Baptiste Dumay,75020,Paris
-le 1 cinq,172 rue de vaugirard,75015,Paris
-Le Killy Jen,28 bis boulevard Diderot,75012,Paris
-Les Artisans,106 rue Lecourbe,75015,Paris
-Peperoni,83 avenue de Wagram,75001,Paris
-le lutece,380 rue de vaugirard,75015,Paris
-Brasiloja,16 rue Ganneron,75018,Paris
-Rivolux,16 rue de Rivoli,75004,Paris
-L'européen,21 Bis Boulevard Diderot,75012,Paris
-NoMa,39 rue Notre Dame de Nazareth,75003,Paris
-O'Paris,1 Rue des Envierges,75020,Paris
-Café Clochette,16 avenue Richerand,75010,Paris
-La cantoche de Paname,40 Boulevard Beaumarchais,75011,Paris
-Le Saint René,148 Boulevard de Charonne,75020,Paris
-La Liberté,196 rue du faubourg saint-antoine,75012,Paris
-Chez Rutabaga,16 rue des Petits Champs,75002,Paris
-Le BB (Bouchon des Batignolles),2 rue Lemercier,75017,Paris
-La Brocante,10 rue Rossini,75009,Paris
-Le Plomb du cantal,3 rue Gaîté,75014,Paris
-Les caves populaires,22 rue des Dames,75017,Paris
-Chez Luna,108 rue de Ménilmontant,75020,Paris
-Le bar Fleuri,1 rue du Plateau,75019,Paris
-Trois pièces cuisine,101 rue des dames,75017,Paris
-Le Zinc,61 avenue de la Motte Picquet,75015,Paris
-La cantine de Zoé,136 rue du Faubourg poissonnière,75010,Paris
-Les Vendangeurs,6/8 rue Stanislas,75006,Paris
-L'avant comptoir,3 carrefour de l'Odéon,75006,Paris
-Botak cafe,1 rue Paul albert,75018,Paris
-le chateau d'eau,67 rue du Château d'eau,75010,Paris
-Bistrot Saint-Antoine,58 rue du Fbg Saint-Antoine,75012,Paris
-Chez Oscar,11/13 boulevard Beaumarchais,75004,Paris
-Le Fronton,63 rue de Ponthieu,75008,Paris
-Le Piquet,48 avenue de la Motte Picquet,75015,Paris
-Le Tournebride,104 rue Mouffetard,75005,Paris
-maison du vin,52 rue des plantes,75014,Paris
-L'entrepôt,157 rue Bercy 75012 Paris,75012,Paris
-Le café Monde et Médias,Place de la République,75003,Paris
-Café rallye tournelles,11 Quai de la Tournelle,75005,Paris
-Brasserie le Morvan,61 rue du château d'eau,75010,Paris
-Chez Miamophile,6 rue Mélingue,75019,Paris
-Panem,18 rue de Crussol,75011,Paris
-Petits Freres des Pauvres,47 rue de Batignolles,75017,Paris
-Café Dupont,198 rue de la Convention,75015,Paris
-L'Angle,28 rue de Ponthieu,75008,Paris
-Institut des Cultures d'Islam,19-23 rue Léon,75018,Paris
-Canopy Café associatif,19 rue Pajol,75018,Paris
-L'Entracte,place de l'opera,75002,Paris
-Le Sévigné,15 rue du Parc Royal,75003,Paris
-Le Café d'avant,35 rue Claude Bernard,75005,Paris
-Le Lucernaire,53 rue Notre-Dame des Champs,75006,Paris
-Le Brigadier,12 rue Blanche,75009,Paris
-L'âge d'or,26 rue du Docteur Magnan,75013,Paris
-Bagels & Coffee Corner,Place de Clichy,75017,Paris
-Café Victor,10 boulevard Victor,75015,Paris
-L'empreinte,"54, avenue Daumesnil",75012,Paris
-L'horizon,"93, rue de la Roquette",75011,Paris
-Au pays de Vannes,34 bis rue de Wattignies,75012,Paris
-Café Varenne,36 rue de Varenne,75007,Paris
-l'Eléphant du nil,125 Rue Saint-Antoine,75004,Paris
-Le Comptoir,354 bis rue Vaugirard,75015,Paris
-Le Parc Vaugirard,358 rue de Vaugirard,75015,Paris
-le Zango,58 rue Daguerre,75014,Paris
-Melting Pot,3 rue de Lagny,75020,Paris
-Pari's Café,174 avenue de Clichy,75017,Paris

bonobo/examples/datasets/fablabs.py

@@ -16,11 +16,10 @@ and a flat txt file.
 
 import json
 
-from colorama import Fore, Style
-
 import bonobo
-from bonobo.commands import get_default_services
+from bonobo import examples
 from bonobo.contrib.opendatasoft import OpenDataSoftAPI
+from bonobo.examples.datasets.services import get_services
 
 try:
     import pycountry
@@ -29,8 +28,7 @@ except ImportError as exc:
         'You must install package "pycountry" to run this example.'
     ) from exc
 
-API_DATASET = 'fablabs-in-the-world'
-API_NETLOC = 'datanova.laposte.fr'
+API_DATASET = 'fablabs@public-us'
 ROWS = 100
 
 
@@ -40,65 +38,28 @@ def _getlink(x):
 
 def normalize(row):
     result = {
-        **
-        row,
+        **row,
         'links': list(filter(None, map(_getlink, json.loads(row.get('links'))))),
         'country': pycountry.countries.get(alpha_2=row.get('country_code', '').upper()).name,
     }
     return result
 
 
-def display(row):
-    print(Style.BRIGHT, row.get('name'), Style.RESET_ALL, sep='')
-
-    address = list(
-        filter(
-            None, (
-                ' '.join(
-                    filter(
-                        None, (
-                            row.get('postal_code', None),
-                            row.get('city', None)
-                        )
-                    )
-                ),
-                row.get('county', None),
-                row.get('country'),
-            )
-        )
-    )
-
-    print(
-        '  - {}address{}: {address}'.format(
-            Fore.BLUE, Style.RESET_ALL, address=', '.join(address)
-        )
-    )
-    print(
-        '  - {}links{}: {links}'.format(
-            Fore.BLUE, Style.RESET_ALL, links=', '.join(row['links'])
-        )
-    )
-    print(
-        '  - {}geometry{}: {geometry}'.format(
-            Fore.BLUE, Style.RESET_ALL, **row
-        )
-    )
-    print(
-        '  - {}source{}: {source}'.format(
-            Fore.BLUE, Style.RESET_ALL, source='datanova/' + API_DATASET
-        )
-    )
-
-
-graph = bonobo.Graph(
-    OpenDataSoftAPI(
-        dataset=API_DATASET, netloc=API_NETLOC, timezone='Europe/Paris'
-    ),
+def get_graph(graph=None, *, _limit=(), _print=()):
+    graph = graph or bonobo.Graph()
+    graph.add_chain(
+        OpenDataSoftAPI(dataset=API_DATASET),
+        *_limit,
         normalize,
-    bonobo.Filter(filter=lambda row: row.get('country') == 'France'),
-    bonobo.JsonWriter(path='fablabs.txt', ioformat='arg0'),
-    bonobo.Tee(display),
-)
+        bonobo.UnpackItems(0),
+        *_print,
+        bonobo.JsonWriter(path='fablabs.json'),
+    )
+    return graph
+
 
 if __name__ == '__main__':
-    bonobo.run(graph, services=get_default_services(__file__))
+    parser = examples.get_argument_parser()
+
+    with bonobo.parse_args(parser) as options:
+        bonobo.run(get_graph(**examples.get_graph_options(options)), services=get_services())

bonobo/examples/datasets/services.py

@@ -0,0 +1,7 @@
+import bonobo
+
+
+def get_services():
+    return {
+        'fs': bonobo.open_fs(bonobo.get_examples_path('datasets'))
+    }

bonobo/execution/strategies/executor.py

@@ -54,7 +54,9 @@ class ExecutorStrategy(Strategy):
                     with node:
                         node.loop()
                 except:
-                    logging.getLogger(__name__).critical('Critical error in threadpool node starter.', exc_info=sys.exc_info())
+                    logging.getLogger(__name__).critical(
+                        'Critical error in threadpool node starter.', exc_info=sys.exc_info()
+                    )
 
             try:
                 futures.append(executor.submit(_runner))

bonobo/nodes/basics.py

@@ -16,6 +16,7 @@ __all__ = [
     'FixedWindow',
     'Format',
     'Limit',
+    'OrderFields',
     'PrettyPrinter',
     'Rename',
     'SetFields',
@@ -196,8 +197,39 @@ class FixedWindow(Configurable):
             buffer.set([])
 
 
+@transformation_factory
+def OrderFields(fields):
+    """
+    Transformation factory to reorder fields in a data stream.
+
+    :param fields:
+    :return: callable
+    """
+    fields = list(fields)
+
+    @use_context
+    @use_raw_input
+    def _OrderFields(context, row):
+        nonlocal fields
+        context.setdefault('remaining', None)
+        if not context.output_type:
+            context.remaining = list(sorted(set(context.get_input_fields()) - set(fields)))
+            context.set_output_fields(fields + context.remaining)
+
+        yield tuple(row.get(field) for field in context.get_output_fields())
+
+    return _OrderFields
+
+
 @transformation_factory
 def SetFields(fields):
+    """
+    Transformation factory that sets the field names on first iteration, without touching the values.
+
+    :param fields:
+    :return: callable
+    """
+
     @use_context
     @use_no_input
     def _SetFields(context):