Add tests

5 years ago · dcf8a8bd27
parent c686eb4835
commit dcf8a8bd27
5 changed files with 2069 additions and 0 deletions
--- a/sydney-tides/tests/NSW_TP007.csv
+++ b/sydney-tides/tests/NSW_TP007.csv
@ -0,0 +1,352 @@
 Datetime,Tide level (m)
 2019-11-29 04:30:00+11:00,0.5058807464724624
 2019-11-29 04:45:00+11:00,0.5229039599453802
 2019-11-29 05:00:00+11:00,0.5501411015020482
 2019-11-29 05:15:00+11:00,0.5866636322257625
 2019-11-29 05:30:00+11:00,0.631543013199818
 2019-11-29 05:45:00+11:00,0.6838507055075101
 2019-11-29 06:00:00+11:00,0.7426581702321349
 2019-11-29 06:15:00+11:00,0.8070368684569867
 2019-11-29 06:30:00+11:00,0.8760582612653619
 2019-11-29 06:45:00+11:00,0.9487938097405554
 2019-11-29 07:00:00+11:00,1.0243149749658624
 2019-11-29 07:15:00+11:00,1.101693218024579
 2019-11-29 07:30:00+11:00,1.18
 2019-11-29 07:45:00+11:00,1.2583067819754208
 2019-11-29 08:00:00+11:00,1.3356850250341374
 2019-11-29 08:15:00+11:00,1.4112061902594448
 2019-11-29 08:30:00+11:00,1.483941738734638
 2019-11-29 08:45:00+11:00,1.5529631315430132
 2019-11-29 09:00:00+11:00,1.6173418297678652
 2019-11-29 09:15:00+11:00,1.67614929449249
 2019-11-29 09:30:00+11:00,1.7284569868001818
 2019-11-29 09:45:00+11:00,1.7733363677742375
 2019-11-29 10:00:00+11:00,1.809858898497952
 2019-11-29 10:15:00+11:00,1.83709604005462
 2019-11-29 10:30:00+11:00,1.8541192535275373
 2019-11-29 10:45:00+11:00,1.86
 2019-11-29 11:00:00+11:00,1.8537788954935728
 2019-11-29 11:15:00+11:00,1.8357455672407663
 2019-11-29 11:30:00+11:00,1.806844993141289
 2019-11-29 11:45:00+11:00,1.7680221510948535
 2019-11-29 12:00:00+11:00,1.7202220190011688
 2019-11-29 12:15:00+11:00,1.6643895747599449
 2019-11-29 12:30:00+11:00,1.6014697962708937
 2019-11-29 12:45:00+11:00,1.5324076614337248
 2019-11-29 13:00:00+11:00,1.4581481481481486
 2019-11-29 13:15:00+11:00,1.379636234313875
 2019-11-29 13:30:00+11:00,1.297816897830615
 2019-11-29 13:45:00+11:00,1.2136351165980797
 2019-11-29 14:00:00+11:00,1.1280358685159786
 2019-11-29 14:15:00+11:00,1.0419641314840218
 2019-11-29 14:30:00+11:00,0.9563648834019204
 2019-11-29 14:45:00+11:00,0.8721831021693848
 2019-11-29 15:00:00+11:00,0.790363765686125
 2019-11-29 15:15:00+11:00,0.7118518518518521
 2019-11-29 15:30:00+11:00,0.6375923385662754
 2019-11-29 15:45:00+11:00,0.5685302037291065
 2019-11-29 16:00:00+11:00,0.5056104252400548
 2019-11-29 16:15:00+11:00,0.4497779809988315
 2019-11-29 16:30:00+11:00,0.40197784890514654
 2019-11-29 16:45:00+11:00,0.3631550068587106
 2019-11-29 17:00:00+11:00,0.33425443275923383
 2019-11-29 17:15:00+11:00,0.3162211045064269
 2019-11-29 17:30:00+11:00,0.31
 2019-11-29 17:45:00+11:00,0.3150636574074074
 2019-11-29 18:00:00+11:00,0.3296759259259259
 2019-11-29 18:15:00+11:00,0.35296875
 2019-11-29 18:30:00+11:00,0.3840740740740741
 2019-11-29 18:45:00+11:00,0.42212384259259256
 2019-11-29 19:00:00+11:00,0.46625
 2019-11-29 19:15:00+11:00,0.5155844907407408
 2019-11-29 19:30:00+11:00,0.5692592592592594
 2019-11-29 19:45:00+11:00,0.62640625
 2019-11-29 20:00:00+11:00,0.6861574074074074
 2019-11-29 20:15:00+11:00,0.7476446759259261
 2019-11-29 20:30:00+11:00,0.81
 2019-11-29 20:45:00+11:00,0.872355324074074
 2019-11-29 21:00:00+11:00,0.9338425925925926
 2019-11-29 21:15:00+11:00,0.99359375
 2019-11-29 21:30:00+11:00,1.0507407407407408
 2019-11-29 21:45:00+11:00,1.1044155092592594
 2019-11-29 22:00:00+11:00,1.15375
 2019-11-29 22:15:00+11:00,1.1978761574074075
 2019-11-29 22:30:00+11:00,1.2359259259259259
 2019-11-29 22:45:00+11:00,1.26703125
 2019-11-29 23:00:00+11:00,1.290324074074074
 2019-11-29 23:15:00+11:00,1.3049363425925926
 2019-11-29 23:30:00+11:00,1.31
 2019-11-29 23:45:00+11:00,1.3055522163786628
 2019-11-30 00:00:00+11:00,1.2927648384673178
 2019-11-30 00:15:00+11:00,1.2724718256949659
 2019-11-30 00:30:00+11:00,1.2455071374906084
 2019-11-30 00:45:00+11:00,1.2127047332832457
 2019-11-30 01:00:00+11:00,1.1748985725018783
 2019-11-30 01:15:00+11:00,1.1329226145755076
 2019-11-30 01:30:00+11:00,1.0876108189331328
 2019-11-30 01:45:00+11:00,1.0397971450037564
 2019-11-30 02:00:00+11:00,0.9903155522163783
 2019-11-30 02:15:00+11:00,0.94
 2019-11-30 02:30:00+11:00,0.8896844477836214
 2019-11-30 02:45:00+11:00,0.8402028549962434
 2019-11-30 03:00:00+11:00,0.7923891810668671
 2019-11-30 03:15:00+11:00,0.7470773854244929
 2019-11-30 03:30:00+11:00,0.7051014274981217
 2019-11-30 03:45:00+11:00,0.6672952667167543
 2019-11-30 04:00:00+11:00,0.6344928625093913
 2019-11-30 04:15:00+11:00,0.6075281743050338
 2019-11-30 04:30:00+11:00,0.5872351615326821
 2019-11-30 04:45:00+11:00,0.5744477836213373
 2019-11-30 05:00:00+11:00,0.57
 2019-11-30 05:15:00+11:00,0.5752753755120619
 2019-11-30 05:30:00+11:00,0.5905461993627674
 2019-11-30 05:45:00+11:00,0.6149795175238961
 2019-11-30 06:00:00+11:00,0.6477423759672281
 2019-11-30 06:15:00+11:00,0.6880018206645426
 2019-11-30 06:30:00+11:00,0.7349248975876195
 2019-11-30 06:45:00+11:00,0.7876786527082387
 2019-11-30 07:00:00+11:00,0.8454301319981794
 2019-11-30 07:15:00+11:00,0.9073463814292216
 2019-11-30 07:30:00+11:00,0.9725944469731452
 2019-11-30 07:45:00+11:00,1.0403413746017294
 2019-11-30 08:00:00+11:00,1.1097542102867546
 2019-11-30 08:15:00+11:00,1.1800000000000002
 2019-11-30 08:30:00+11:00,1.2502457897132453
 2019-11-30 08:45:00+11:00,1.3196586253982705
 2019-11-30 09:00:00+11:00,1.3874055530268548
 2019-11-30 09:15:00+11:00,1.4526536185707783
 2019-11-30 09:30:00+11:00,1.5145698680018205
 2019-11-30 09:45:00+11:00,1.5723213472917614
 2019-11-30 10:00:00+11:00,1.6250751024123806
 2019-11-30 10:15:00+11:00,1.6719981793354577
 2019-11-30 10:30:00+11:00,1.7122576240327718
 2019-11-30 10:45:00+11:00,1.7450204824761038
 2019-11-30 11:00:00+11:00,1.7694538006372331
 2019-11-30 11:15:00+11:00,1.7847246244879382
 2019-11-30 11:30:00+11:00,1.79
 2019-11-30 11:45:00+11:00,1.7843408017070568
 2019-11-30 12:00:00+11:00,1.7679362901996647
 2019-11-30 12:15:00+11:00,1.7416460905349795
 2019-11-30 12:30:00+11:00,1.7063298277701568
 2019-11-30 12:45:00+11:00,1.6628471269623537
 2019-11-30 13:00:00+11:00,1.6120576131687243
 2019-11-30 13:15:00+11:00,1.5548209114464258
 2019-11-30 13:30:00+11:00,1.491996646852614
 2019-11-30 13:45:00+11:00,1.424444444444445
 2019-11-30 14:00:00+11:00,1.3530239292790731
 2019-11-30 14:15:00+11:00,1.2785947264136563
 2019-11-30 14:30:00+11:00,1.20201646090535
 2019-11-30 14:45:00+11:00,1.12414875781131
 2019-11-30 15:00:00+11:00,1.0458512421886907
 2019-11-30 15:15:00+11:00,0.9679835390946504
 2019-11-30 15:30:00+11:00,0.8914052735863437
 2019-11-30 15:45:00+11:00,0.8169760707209267
 2019-11-30 16:00:00+11:00,0.7455555555555556
 2019-11-30 16:15:00+11:00,0.6780033531473861
 2019-11-30 16:30:00+11:00,0.6151790885535742
 2019-11-30 16:45:00+11:00,0.5579423868312758
 2019-11-30 17:00:00+11:00,0.5071528730376468
 2019-11-30 17:15:00+11:00,0.46367017222984297
 2019-11-30 17:30:00+11:00,0.4283539094650207
 2019-11-30 17:45:00+11:00,0.4020637098003353
 2019-11-30 18:00:00+11:00,0.3856591982929432
 2019-11-30 18:15:00+11:00,0.38
 2019-11-30 18:30:00+11:00,0.38445601851851857
 2019-11-30 18:45:00+11:00,0.3973148148148148
 2019-11-30 19:00:00+11:00,0.4178125
 2019-11-30 19:15:00+11:00,0.44518518518518535
 2019-11-30 19:30:00+11:00,0.4786689814814815
 2019-11-30 19:45:00+11:00,0.5175000000000001
 2019-11-30 20:00:00+11:00,0.5609143518518518
 2019-11-30 20:15:00+11:00,0.6081481481481482
 2019-11-30 20:30:00+11:00,0.6584375
 2019-11-30 20:45:00+11:00,0.7110185185185186
 2019-11-30 21:00:00+11:00,0.7651273148148149
 2019-11-30 21:15:00+11:00,0.8200000000000001
 2019-11-30 21:30:00+11:00,0.8748726851851851
 2019-11-30 21:45:00+11:00,0.9289814814814816
 2019-11-30 22:00:00+11:00,0.9815625
 2019-11-30 22:15:00+11:00,1.0318518518518518
 2019-11-30 22:30:00+11:00,1.0790856481481483
 2019-11-30 22:45:00+11:00,1.1224999999999998
 2019-11-30 23:00:00+11:00,1.1613310185185184
 2019-11-30 23:15:00+11:00,1.1948148148148148
 2019-11-30 23:30:00+11:00,1.2221875
 2019-11-30 23:45:00+11:00,1.2426851851851852
 2019-12-01 00:00:00+11:00,1.2555439814814815
 2019-12-01 00:15:00+11:00,1.26
 2019-12-01 00:30:00+11:00,1.2562734785875285
 2019-12-01 00:45:00+11:00,1.2455597295266716
 2019-12-01 01:00:00+11:00,1.228557475582269
 2019-12-01 01:15:00+11:00,1.2059654395191584
 2019-12-01 01:30:00+11:00,1.1784823441021788
 2019-12-01 01:45:00+11:00,1.1468069120961684
 2019-12-01 02:00:00+11:00,1.1116378662659656
 2019-12-01 02:15:00+11:00,1.0736739293764088
 2019-12-01 02:30:00+11:00,1.0336138241923365
 2019-12-01 02:45:00+11:00,0.9921562734785874
 2019-12-01 03:00:00+11:00,0.95
 2019-12-01 03:15:00+11:00,0.9078437265214124
 2019-12-01 03:30:00+11:00,0.8663861758076634
 2019-12-01 03:45:00+11:00,0.8263260706235913
 2019-12-01 04:00:00+11:00,0.7883621337340346
 2019-12-01 04:15:00+11:00,0.7531930879038318
 2019-12-01 04:30:00+11:00,0.7215176558978212
 2019-12-01 04:45:00+11:00,0.6940345604808414
 2019-12-01 05:00:00+11:00,0.671442524417731
 2019-12-01 05:15:00+11:00,0.6544402704733283
 2019-12-01 05:30:00+11:00,0.6437265214124718
 2019-12-01 05:45:00+11:00,0.64
 2019-12-01 06:00:00+11:00,0.6445402822030041
 2019-12-01 06:15:00+11:00,0.6576832043695949
 2019-12-01 06:30:00+11:00,0.6787118798361401
 2019-12-01 06:45:00+11:00,0.7069094219390077
 2019-12-01 07:00:00+11:00,0.7415589440145653
 2019-12-01 07:15:00+11:00,0.7819435593991806
 2019-12-01 07:30:00+11:00,0.8273463814292217
 2019-12-01 07:45:00+11:00,0.8770505234410559
 2019-12-01 08:00:00+11:00,0.9303390987710516
 2019-12-01 08:15:00+11:00,0.9864952207555759
 2019-12-01 08:30:00+11:00,1.0448020027309963
 2019-12-01 08:45:00+11:00,1.1045425580336825
 2019-12-01 09:00:00+11:00,1.165
 2019-12-01 09:15:00+11:00,1.2254574419663176
 2019-12-01 09:30:00+11:00,1.2851979972690033
 2019-12-01 09:45:00+11:00,1.3435047792444244
 2019-12-01 10:00:00+11:00,1.3996609012289487
 2019-12-01 10:15:00+11:00,1.452949476558944
 2019-12-01 10:30:00+11:00,1.5026536185707782
 2019-12-01 10:45:00+11:00,1.5480564406008193
 2019-12-01 11:00:00+11:00,1.5884410559854345
 2019-12-01 11:15:00+11:00,1.6230905780609923
 2019-12-01 11:30:00+11:00,1.6512881201638598
 2019-12-01 11:45:00+11:00,1.672316795630405
 2019-12-01 12:00:00+11:00,1.685459717796996
 2019-12-01 12:15:00+11:00,1.69
 2019-12-01 12:30:00+11:00,1.6850231163948586
 2019-12-01 12:45:00+11:00,1.6705964537926132
 2019-12-01 13:00:00+11:00,1.6474759945130313
 2019-12-01 13:15:00+11:00,1.6164177208758823
 2019-12-01 13:30:00+11:00,1.578177615200935
 2019-12-01 13:45:00+11:00,1.533511659807956
 2019-12-01 14:00:00+11:00,1.4831758370167143
 2019-12-01 14:15:00+11:00,1.4279261291469798
 2019-12-01 14:30:00+11:00,1.3685185185185191
 2019-12-01 14:45:00+11:00,1.3057089874511
 2019-12-01 15:00:00+11:00,1.2402535182644925
 2019-12-01 15:15:00+11:00,1.1729080932784637
 2019-12-01 15:30:00+11:00,1.1044286948127828
 2019-12-01 15:45:00+11:00,1.0355713051872175
 2019-12-01 16:00:00+11:00,0.9670919067215364
 2019-12-01 16:15:00+11:00,0.899746481735508
 2019-12-01 16:30:00+11:00,0.8342910125489001
 2019-12-01 16:45:00+11:00,0.7714814814814817
 2019-12-01 17:00:00+11:00,0.7120738708530204
 2019-12-01 17:15:00+11:00,0.6568241629832852
 2019-12-01 17:30:00+11:00,0.6064883401920439
 2019-12-01 17:45:00+11:00,0.5618223847990653
 2019-12-01 18:00:00+11:00,0.5235822791241173
 2019-12-01 18:15:00+11:00,0.4925240054869685
 2019-12-01 18:30:00+11:00,0.4694035462073871
 2019-12-01 18:45:00+11:00,0.4549768836051416
 2019-12-01 19:00:00+11:00,0.45
 2019-12-01 19:15:00+11:00,0.4538990162037037
 2019-12-01 19:30:00+11:00,0.4651504629629629
 2019-12-01 19:45:00+11:00,0.4830859375
 2019-12-01 20:00:00+11:00,0.5070370370370372
 2019-12-01 20:15:00+11:00,0.5363353587962962
 2019-12-01 20:30:00+11:00,0.5703125
 2019-12-01 20:45:00+11:00,0.6083000578703703
 2019-12-01 21:00:00+11:00,0.6496296296296298
 2019-12-01 21:15:00+11:00,0.6936328125000001
 2019-12-01 21:30:00+11:00,0.7396412037037036
 2019-12-01 21:45:00+11:00,0.7869864004629632
 2019-12-01 22:00:00+11:00,0.835
 2019-12-01 22:15:00+11:00,0.8830135995370371
 2019-12-01 22:30:00+11:00,0.9303587962962964
 2019-12-01 22:45:00+11:00,0.9763671875
 2019-12-01 23:00:00+11:00,1.0203703703703704
 2019-12-01 23:15:00+11:00,1.0616999421296296
 2019-12-01 23:30:00+11:00,1.0996875
 2019-12-01 23:45:00+11:00,1.1336646412037041
 2019-12-02 00:00:00+11:00,1.1629629629629628
 2019-12-02 00:15:00+11:00,1.1869140625
 2019-12-02 00:30:00+11:00,1.2048495370370371
 2019-12-02 00:45:00+11:00,1.2161009837962962
 2019-12-02 01:00:00+11:00,1.22
 2019-12-02 01:15:00+11:00,1.2168745304282496
 2019-12-02 01:30:00+11:00,1.2078888054094663
 2019-12-02 01:45:00+11:00,1.1936288504883548
 2019-12-02 02:00:00+11:00,1.1746806912096166
 2019-12-02 02:15:00+11:00,1.1516303531179564
 2019-12-02 02:30:00+11:00,1.1250638617580768
 2019-12-02 02:45:00+11:00,1.095567242674681
 2019-12-02 03:00:00+11:00,1.0637265214124718
 2019-12-02 03:15:00+11:00,1.030127723516153
 2019-12-02 03:30:00+11:00,0.9953568745304281
 2019-12-02 03:45:00+11:00,0.96
 2019-12-02 04:00:00+11:00,0.9246431254695716
 2019-12-02 04:15:00+11:00,0.8898722764838467
 2019-12-02 04:30:00+11:00,0.8562734785875281
 2019-12-02 04:45:00+11:00,0.8244327573253193
 2019-12-02 05:00:00+11:00,0.7949361382419233
 2019-12-02 05:15:00+11:00,0.7683696468820436
 2019-12-02 05:30:00+11:00,0.7453193087903831
 2019-12-02 05:45:00+11:00,0.7263711495116454
 2019-12-02 06:00:00+11:00,0.7121111945905334
 2019-12-02 06:15:00+11:00,0.7031254695717505
 2019-12-02 06:30:00+11:00,0.7
 2019-12-02 06:45:00+11:00,0.7038484296768319
 2019-12-02 07:00:00+11:00,0.7149886208466092
 2019-12-02 07:15:00+11:00,0.7328129267182522
 2019-12-02 07:30:00+11:00,0.7567137005006827
 2019-12-02 07:45:00+11:00,0.7860832954028222
 2019-12-02 08:00:00+11:00,0.8203140646335909
 2019-12-02 08:15:00+11:00,0.8587983614019119
 2019-12-02 08:30:00+11:00,0.9009285389167044
 2019-12-02 08:45:00+11:00,0.9460969503868912
 2019-12-02 09:00:00+11:00,0.9936959490213928
 2019-12-02 09:15:00+11:00,1.0431178880291303
 2019-12-02 09:30:00+11:00,1.093755120619026
 2019-12-02 09:45:00+11:00,1.145
 2019-12-02 10:00:00+11:00,1.196244879380974
 2019-12-02 10:15:00+11:00,1.2468821119708695
 2019-12-02 10:30:00+11:00,1.2963040509786077
 2019-12-02 10:45:00+11:00,1.3439030496131088
 2019-12-02 11:00:00+11:00,1.3890714610832957
 2019-12-02 11:15:00+11:00,1.4312016385980884
 2019-12-02 11:30:00+11:00,1.4696859353664091
 2019-12-02 11:45:00+11:00,1.5039167045971782
 2019-12-02 12:00:00+11:00,1.5332862994993173
 2019-12-02 12:15:00+11:00,1.5571870732817477
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 2019-12-02 13:30:00+11:00,1.5742565597667644
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 2019-12-02 14:00:00+11:00,1.5301749271137028
 2019-12-02 14:15:00+11:00,1.4989832361516031
 2019-12-02 14:30:00+11:00,1.4624781341107873
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 2019-12-02 15:30:00+11:00,1.2751311953352766
 2019-12-02 15:45:00+11:00,1.2209147230320705
 2019-12-02 16:00:00+11:00,1.1649271137026238
 2019-12-02 16:15:00+11:00,1.1077587463556853
 2019-12-02 16:30:00+11:00,1.05
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 2019-12-02 17:00:00+11:00,0.9350728862973762
 2019-12-02 17:15:00+11:00,0.8790852769679303
 2019-12-02 17:30:00+11:00,0.824868804664723
 2019-12-02 17:45:00+11:00,0.7730138483965014
 2019-12-02 18:00:00+11:00,0.7241107871720116
 2019-12-02 18:15:00+11:00,0.67875
 2019-12-02 18:30:00+11:00,0.6375218658892128
 2019-12-02 18:45:00+11:00,0.6010167638483965
 2019-12-02 19:00:00+11:00,0.5698250728862975
 2019-12-02 19:15:00+11:00,0.5445371720116617
 2019-12-02 19:30:00+11:00,0.5257434402332362
 2019-12-02 19:45:00+11:00,0.5140342565597669
 2019-12-02 20:00:00+11:00,0.51
--- a/sydney-tides/tests/OceanTide-213470.Level.csv
+++ b/sydney-tides/tests/OceanTide-213470.Level.csv
--- a/sydney-tides/tests/levels.csv
+++ b/sydney-tides/tests/levels.csv
@ -0,0 +1,576 @@
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 2019-12-02 07:00:00,0.7776114554179514
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 2019-12-02 08:00:00,0.9683491743010036
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 2019-12-02 08:45:00,1.1381464258051706
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 2019-12-02 10:30:00,1.4897598680561852
 2019-12-02 10:45:00,1.524618063202121
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 2019-12-04 21:15:00,0.5330041975286117
 2019-12-04 21:30:00,0.5509213742705917
 2019-12-04 21:45:00,0.5741877099769114
 2019-12-04 22:00:00,0.6023202830983679
 2019-12-04 22:15:00,0.6348091325042857
 2019-12-04 22:30:00,0.6711388532853609
 2019-12-04 22:45:00,0.7107879431312409
 2019-12-04 23:00:00,0.7532106313613655
 2019-12-04 23:15:00,0.7978139464921133
 2019-12-04 23:30:00,0.8439442421663913
 2019-12-04 23:45:00,0.8908917827529305
--- a/sydney-tides/tests/validation.png
+++ b/sydney-tides/tests/validation.png
--- a/sydney-tides/tests/validation.py
+++ b/sydney-tides/tests/validation.py
@ -0,0 +1,50 @@
 import os
 import re
 import numpy as np
 import pandas as pd
 import matplotlib.pyplot as plt
 import matplotlib.dates as mdates
 sources = [
    {
        'source': 'WRL',
        'csv_name': 'levels.csv',
        'tz': 'Etc/GMT-10'
    },
    {
        'source': 'MHL',
        'csv_name': 'OceanTide-213470.Level.csv',
        'tz': 'Etc/GMT-10'
    },
    {
        'source': 'BOM',
        'csv_name': 'NSW_TP007.csv',
        'tz': 'Australia/Sydney'
    },
 ]
 fig, ax = plt.subplots(1, 1, figsize=(7, 4))
 for s in sources:
    df = pd.read_csv(s['csv_name'], index_col=0, parse_dates=True)
    try:
        df = df.tz_localize(s['tz'])
    except TypeError:
        pass
    ax.plot(df.iloc[:, 0], label=s['source'])  # Predicted tide in first column
 ax.legend()
 ax.set_xlim('2019-11-29', '2019-12-02')
 ax.set_ylabel('Predicted tide (m LAT)', labelpad=10)
 ax.xaxis.set_major_formatter(mdates.DateFormatter('%b-%d  %H:%M'))
 ax.xaxis.set_tick_params(rotation=45)
 ax.spines['top'].set_visible(False)
 ax.spines['right'].set_visible(False)
 png_name = os.path.join(
    os.path.dirname(__file__),
    os.path.basename(__file__).replace('.py', '.png').replace('_', '-'))
 plt.savefig(png_name, bbox_inches='tight', dpi=300)