Major refactor of master branch, clear out of old example data, streamline inference.py

covid/impl/discrete_markov.py

@@ -113,8 +113,7 @@ def discrete_markov_log_prob(
     def fn(elems):
         return hazard_fn(*elems)
 
-    tx_coords = [[0, 1], [1, 2], [2, 3]]  # transition_coords(stoichiometry).tolist()
-    print("tx_coords:", tx_coords)
+    tx_coords = transition_coords(stoichiometry)
     rates = tf.vectorized_map(fn=fn, elems=[tf.range(num_times), tms_timeseries])
     rate_matrix = make_transition_matrix(rates, tx_coords, tms_timeseries.shape)
     probs = approx_expm(rate_matrix * time_delta)

covid/impl/util.py

@@ -87,6 +87,8 @@ def batch_gather(tensor, indices):
     non_batch_rank = indices_shape[1]  # r(E)
     batch_rank = tensor_rank - non_batch_rank
 
+    # The TF way which will work if the shape is dynamic, but not with XLA
+    # due to tf.unravel_index.
     # batch_shape = tf.cast(tensor_shape[:batch_rank], dtype=tf.int64)
     # batch_size = tf.reduce_prod(batch_shape)
     # Create indices into batch_shape, of shape [batch_size, batch_rank]

covid/model.py

@@ -163,6 +163,7 @@ class DiscreteTimeStateTransitionModel(tfd.Distribution):
                 start=self.initial_step,
                 end=self.initial_step + self.num_steps * self.time_delta,
                 time_step=self.time_delta,
+                stoichiometry=self.stoichiometry,
                 seed=seed,
             )
             indices = transition_coords(self.stoichiometry)
@@ -182,5 +183,10 @@ class DiscreteTimeStateTransitionModel(tfd.Distribution):
         with tf.name_scope("CovidUKStochastic.log_prob"):
             hazard = self.transition_rates
             return discrete_markov_log_prob(
-                y, self.initial_state, hazard, self.time_delta, self.stoichiometry
+                events=y,
+                init_state=self.initial_state,
+                init_step=self.initial_step,
+                time_delta=self.time_delta,
+                hazard_fn=hazard,
+                stoichiometry=self.stoichiometry,
             )

data/Lower_Tier_Local_Authority_to_Upper_Tier_Local_Authority_April_2019_Lookup_in_England_and_Wales.csv

-LTLA19CD,LTLA19NM,UTLA19CD,UTLA19NM,FID
-E08000002,Bury,E08000002,Bury,1
-E06000001,Hartlepool,E06000001,Hartlepool,2
-E08000003,Manchester,E08000003,Manchester,3
-E08000004,Oldham,E08000004,Oldham,4
-E06000002,Middlesbrough,E06000002,Middlesbrough,5
-E06000003,Redcar and Cleveland,E06000003,Redcar and Cleveland,6
-E08000005,Rochdale,E08000005,Rochdale,7
-E08000006,Salford,E08000006,Salford,8
-E06000004,Stockton-on-Tees,E06000004,Stockton-on-Tees,9
-E08000007,Stockport,E08000007,Stockport,10
-E08000008,Tameside,E08000008,Tameside,11
-E06000005,Darlington,E06000005,Darlington,12
-E06000006,Halton,E06000006,Halton,13
-E08000009,Trafford,E08000009,Trafford,14
-E08000010,Wigan,E08000010,Wigan,15
-E06000007,Warrington,E06000007,Warrington,16
-E08000011,Knowsley,E08000011,Knowsley,17
-E08000012,Liverpool,E08000012,Liverpool,18
-E08000013,St. Helens,E08000013,St. Helens,19
-E06000008,Blackburn with Darwen,E06000008,Blackburn with Darwen,20
-E06000009,Blackpool,E06000009,Blackpool,21
-E08000014,Sefton,E08000014,Sefton,22
-E08000015,Wirral,E08000015,Wirral,23
-E06000010,"Kingston upon Hull, City of",E06000010,"Kingston upon Hull, City of",24
-E06000011,East Riding of Yorkshire,E06000011,East Riding of Yorkshire,25
-E08000016,Barnsley,E08000016,Barnsley,26
-E08000017,Doncaster,E08000017,Doncaster,27
-E06000012,North East Lincolnshire,E06000012,North East Lincolnshire,28
-E06000013,North Lincolnshire,E06000013,North Lincolnshire,29
-E08000018,Rotherham,E08000018,Rotherham,30
-E06000014,York,E06000014,York,31
-E06000015,Derby,E06000015,Derby,32
-E08000019,Sheffield,E08000019,Sheffield,33
-E08000021,Newcastle upon Tyne,E08000021,Newcastle upon Tyne,34
-E06000016,Leicester,E06000016,Leicester,35
-E08000022,North Tyneside,E08000022,North Tyneside,36
-E08000023,South Tyneside,E08000023,South Tyneside,37
-E06000017,Rutland,E06000017,Rutland,38
-E06000018,Nottingham,E06000018,Nottingham,39
-E08000024,Sunderland,E08000024,Sunderland,40
-E08000025,Birmingham,E08000025,Birmingham,41
-E06000019,"Herefordshire, County of",E06000019,"Herefordshire, County of",42
-E06000020,Telford and Wrekin,E06000020,Telford and Wrekin,43
-E08000026,Coventry,E08000026,Coventry,44
-E08000027,Dudley,E08000027,Dudley,45
-E06000021,Stoke-on-Trent,E06000021,Stoke-on-Trent,46
-E06000022,Bath and North East Somerset,E06000022,Bath and North East Somerset,47
-E08000028,Sandwell,E08000028,Sandwell,48
-E08000029,Solihull,E08000029,Solihull,49
-E06000023,"Bristol, City of",E06000023,"Bristol, City of",50
-E06000024,North Somerset,E06000024,North Somerset,51
-E08000030,Walsall,E08000030,Walsall,52
-E08000031,Wolverhampton,E08000031,Wolverhampton,53
-E06000025,South Gloucestershire,E06000025,South Gloucestershire,54
-E06000026,Plymouth,E06000026,Plymouth,55
-E08000032,Bradford,E08000032,Bradford,56
-E08000033,Calderdale,E08000033,Calderdale,57
-E06000027,Torbay,E06000027,Torbay,58
-E06000030,Swindon,E06000030,Swindon,59
-E08000034,Kirklees,E08000034,Kirklees,60
-E08000035,Leeds,E08000035,Leeds,61
-E06000031,Peterborough,E06000031,Peterborough,62
-E06000032,Luton,E06000032,Luton,63
-E08000036,Wakefield,E08000036,Wakefield,64
-E08000037,Gateshead,E08000037,Gateshead,65
-E06000033,Southend-on-Sea,E06000033,Southend-on-Sea,66
-E06000034,Thurrock,E06000034,Thurrock,67
-E09000001,City of London,E09000001,City of London,68
-E09000002,Barking and Dagenham,E09000002,Barking and Dagenham,69
-E06000035,Medway,E06000035,Medway,70
-E06000036,Bracknell Forest,E06000036,Bracknell Forest,71
-E09000003,Barnet,E09000003,Barnet,72
-E09000004,Bexley,E09000004,Bexley,73
-E06000037,West Berkshire,E06000037,West Berkshire,74
-E09000005,Brent,E09000005,Brent,75
-E06000038,Reading,E06000038,Reading,76
-E09000006,Bromley,E09000006,Bromley,77
-E06000039,Slough,E06000039,Slough,78
-E09000007,Camden,E09000007,Camden,79
-E06000040,Windsor and Maidenhead,E06000040,Windsor and Maidenhead,80
-E09000008,Croydon,E09000008,Croydon,81
-E06000041,Wokingham,E06000041,Wokingham,82
-E09000009,Ealing,E09000009,Ealing,83
-E06000042,Milton Keynes,E06000042,Milton Keynes,84
-E09000010,Enfield,E09000010,Enfield,85
-E06000043,Brighton and Hove,E06000043,Brighton and Hove,86
-E09000011,Greenwich,E09000011,Greenwich,87
-E06000044,Portsmouth,E06000044,Portsmouth,88
-E09000012,Hackney,E09000012,Hackney,89
-E06000045,Southampton,E06000045,Southampton,90
-E09000013,Hammersmith and Fulham,E09000013,Hammersmith and Fulham,91
-E06000046,Isle of Wight,E06000046,Isle of Wight,92
-E09000014,Haringey,E09000014,Haringey,93
-E06000047,County Durham,E06000047,County Durham,94
-E09000015,Harrow,E09000015,Harrow,95
-E06000049,Cheshire East,E06000049,Cheshire East,96
-E09000016,Havering,E09000016,Havering,97
-E06000050,Cheshire West and Chester,E06000050,Cheshire West and Chester,98
-E09000017,Hillingdon,E09000017,Hillingdon,99
-E06000051,Shropshire,E06000051,Shropshire,100
-E09000018,Hounslow,E09000018,Hounslow,101
-E06000052,Cornwall,E06000052,Cornwall,102
-E09000019,Islington,E09000019,Islington,103
-E06000053,Isles of Scilly,E06000053,Isles of Scilly,104
-E09000020,Kensington and Chelsea,E09000020,Kensington and Chelsea,105
-E06000054,Wiltshire,E06000054,Wiltshire,106
-E06000055,Bedford,E06000055,Bedford,107
-E06000056,Central Bedfordshire,E06000056,Central Bedfordshire,108
-E06000057,Northumberland,E06000057,Northumberland,109
-E06000058,"Bournemouth, Christchurch and Poole",E06000058,"Bournemouth, Christchurch and Poole",110
-E06000059,Dorset,E06000059,Dorset,111
-E08000001,Bolton,E08000001,Bolton,112
-E09000021,Kingston upon Thames,E09000021,Kingston upon Thames,113
-E09000022,Lambeth,E09000022,Lambeth,114
-E07000133,Melton,E10000018,Leicestershire,115
-E07000134,North West Leicestershire,E10000018,Leicestershire,116
-E07000135,Oadby and Wigston,E10000018,Leicestershire,117
-E07000136,Boston,E10000019,Lincolnshire,118
-E07000137,East Lindsey,E10000019,Lincolnshire,119
-E07000138,Lincoln,E10000019,Lincolnshire,120
-E07000139,North Kesteven,E10000019,Lincolnshire,121
-E07000140,South Holland,E10000019,Lincolnshire,122
-E07000141,South Kesteven,E10000019,Lincolnshire,123
-E07000142,West Lindsey,E10000019,Lincolnshire,124
-E07000143,Breckland,E10000020,Norfolk,125
-E07000144,Broadland,E10000020,Norfolk,126
-E07000145,Great Yarmouth,E10000020,Norfolk,127
-E07000146,King's Lynn and West Norfolk,E10000020,Norfolk,128
-E07000147,North Norfolk,E10000020,Norfolk,129
-E07000148,Norwich,E10000020,Norfolk,130
-E07000149,South Norfolk,E10000020,Norfolk,131
-E07000150,Corby,E10000021,Northamptonshire,132
-E07000151,Daventry,E10000021,Northamptonshire,133
-E07000152,East Northamptonshire,E10000021,Northamptonshire,134
-E07000153,Kettering,E10000021,Northamptonshire,135
-E07000154,Northampton,E10000021,Northamptonshire,136
-E07000155,South Northamptonshire,E10000021,Northamptonshire,137
-E07000156,Wellingborough,E10000021,Northamptonshire,138
-E07000163,Craven,E10000023,North Yorkshire,139
-E07000164,Hambleton,E10000023,North Yorkshire,140
-E07000165,Harrogate,E10000023,North Yorkshire,141
-E07000166,Richmondshire,E10000023,North Yorkshire,142
-E07000167,Ryedale,E10000023,North Yorkshire,143
-E07000168,Scarborough,E10000023,North Yorkshire,144
-E07000169,Selby,E10000023,North Yorkshire,145
-E07000170,Ashfield,E10000024,Nottinghamshire,146
-E07000171,Bassetlaw,E10000024,Nottinghamshire,147
-E07000172,Broxtowe,E10000024,Nottinghamshire,148
-E07000173,Gedling,E10000024,Nottinghamshire,149
-E07000174,Mansfield,E10000024,Nottinghamshire,150
-E07000175,Newark and Sherwood,E10000024,Nottinghamshire,151
-E07000176,Rushcliffe,E10000024,Nottinghamshire,152
-E07000177,Cherwell,E10000025,Oxfordshire,153
-E07000178,Oxford,E10000025,Oxfordshire,154
-E07000179,South Oxfordshire,E10000025,Oxfordshire,155
-E07000180,Vale of White Horse,E10000025,Oxfordshire,156
-E07000181,West Oxfordshire,E10000025,Oxfordshire,157
-E07000187,Mendip,E10000027,Somerset,158
-E07000188,Sedgemoor,E10000027,Somerset,159
-E07000189,South Somerset,E10000027,Somerset,160
-E07000246,Somerset West and Taunton,E10000027,Somerset,161
-E07000192,Cannock Chase,E10000028,Staffordshire,162
-E07000193,East Staffordshire,E10000028,Staffordshire,163
-E07000194,Lichfield,E10000028,Staffordshire,164
-E07000195,Newcastle-under-Lyme,E10000028,Staffordshire,165
-E07000196,South Staffordshire,E10000028,Staffordshire,166
-E07000197,Stafford,E10000028,Staffordshire,167
-E07000198,Staffordshire Moorlands,E10000028,Staffordshire,168
-E07000199,Tamworth,E10000028,Staffordshire,169
-E07000200,Babergh,E10000029,Suffolk,170
-E07000202,Ipswich,E10000029,Suffolk,171
-E07000203,Mid Suffolk,E10000029,Suffolk,172
-E07000076,Tendring,E10000012,Essex,173
-E07000244,East Suffolk,E10000029,Suffolk,174
-E07000077,Uttlesford,E10000012,Essex,175
-E07000245,West Suffolk,E10000029,Suffolk,176
-E07000078,Cheltenham,E10000013,Gloucestershire,177
-E07000207,Elmbridge,E10000030,Surrey,178
-E07000079,Cotswold,E10000013,Gloucestershire,179
-E07000208,Epsom and Ewell,E10000030,Surrey,180
-E07000080,Forest of Dean,E10000013,Gloucestershire,181
-E07000209,Guildford,E10000030,Surrey,182
-E07000081,Gloucester,E10000013,Gloucestershire,183
-E07000210,Mole Valley,E10000030,Surrey,184
-E07000082,Stroud,E10000013,Gloucestershire,185
-E07000211,Reigate and Banstead,E10000030,Surrey,186
-E07000083,Tewkesbury,E10000013,Gloucestershire,187
-E07000212,Runnymede,E10000030,Surrey,188
-E07000084,Basingstoke and Deane,E10000014,Hampshire,189
-E07000213,Spelthorne,E10000030,Surrey,190
-E07000085,East Hampshire,E10000014,Hampshire,191
-E07000214,Surrey Heath,E10000030,Surrey,192
-E07000086,Eastleigh,E10000014,Hampshire,193
-E07000215,Tandridge,E10000030,Surrey,194
-E07000087,Fareham,E10000014,Hampshire,195
-E07000216,Waverley,E10000030,Surrey,196
-E07000088,Gosport,E10000014,Hampshire,197
-E07000217,Woking,E10000030,Surrey,198
-E07000089,Hart,E10000014,Hampshire,199
-E07000218,North Warwickshire,E10000031,Warwickshire,200
-E07000090,Havant,E10000014,Hampshire,201
-E07000219,Nuneaton and Bedworth,E10000031,Warwickshire,202
-E07000091,New Forest,E10000014,Hampshire,203
-E07000220,Rugby,E10000031,Warwickshire,204
-E07000092,Rushmoor,E10000014,Hampshire,205
-E07000093,Test Valley,E10000014,Hampshire,206
-E07000094,Winchester,E10000014,Hampshire,207
-E07000095,Broxbourne,E10000015,Hertfordshire,208
-E07000096,Dacorum,E10000015,Hertfordshire,209
-E07000098,Hertsmere,E10000015,Hertfordshire,210
-E07000099,North Hertfordshire,E10000015,Hertfordshire,211
-E07000102,Three Rivers,E10000015,Hertfordshire,212
-E07000103,Watford,E10000015,Hertfordshire,213
-E07000240,St Albans,E10000015,Hertfordshire,214
-E07000241,Welwyn Hatfield,E10000015,Hertfordshire,215
-E07000242,East Hertfordshire,E10000015,Hertfordshire,216
-E07000243,Stevenage,E10000015,Hertfordshire,217
-E07000105,Ashford,E10000016,Kent,218
-E07000106,Canterbury,E10000016,Kent,219
-E07000107,Dartford,E10000016,Kent,220
-E07000108,Dover,E10000016,Kent,221
-E07000109,Gravesham,E10000016,Kent,222
-E07000110,Maidstone,E10000016,Kent,223
-E07000111,Sevenoaks,E10000016,Kent,224
-E07000112,Folkestone and Hythe,E10000016,Kent,225
-E07000113,Swale,E10000016,Kent,226
-E07000114,Thanet,E10000016,Kent,227
-E07000115,Tonbridge and Malling,E10000016,Kent,228
-E07000116,Tunbridge Wells,E10000016,Kent,229
-E07000117,Burnley,E10000017,Lancashire,230
-E07000118,Chorley,E10000017,Lancashire,231
-E07000119,Fylde,E10000017,Lancashire,232
-E07000120,Hyndburn,E10000017,Lancashire,233
-E07000121,Lancaster,E10000017,Lancashire,234
-E07000122,Pendle,E10000017,Lancashire,235
-E07000123,Preston,E10000017,Lancashire,236
-E07000124,Ribble Valley,E10000017,Lancashire,237
-E07000125,Rossendale,E10000017,Lancashire,238
-E07000126,South Ribble,E10000017,Lancashire,239
-E07000127,West Lancashire,E10000017,Lancashire,240
-E07000128,Wyre,E10000017,Lancashire,241
-E07000129,Blaby,E10000018,Leicestershire,242
-E07000130,Charnwood,E10000018,Leicestershire,243
-E07000131,Harborough,E10000018,Leicestershire,244
-E07000132,Hinckley and Bosworth,E10000018,Leicestershire,245
-E07000221,Stratford-on-Avon,E10000031,Warwickshire,246
-E07000222,Warwick,E10000031,Warwickshire,247
-E07000223,Adur,E10000032,West Sussex,248
-E07000224,Arun,E10000032,West Sussex,249
-E07000225,Chichester,E10000032,West Sussex,250
-E07000226,Crawley,E10000032,West Sussex,251
-E07000227,Horsham,E10000032,West Sussex,252
-E07000228,Mid Sussex,E10000032,West Sussex,253
-E07000229,Worthing,E10000032,West Sussex,254
-E07000234,Bromsgrove,E10000034,Worcestershire,255
-E07000235,Malvern Hills,E10000034,Worcestershire,256
-E07000236,Redditch,E10000034,Worcestershire,257
-E07000237,Worcester,E10000034,Worcestershire,258
-E07000238,Wychavon,E10000034,Worcestershire,259
-E07000239,Wyre Forest,E10000034,Worcestershire,260
-W06000001,Isle of Anglesey,W06000001,Isle of Anglesey,261
-W06000002,Gwynedd,W06000002,Gwynedd,262
-W06000003,Conwy,W06000003,Conwy,263
-W06000004,Denbighshire,W06000004,Denbighshire,264
-W06000005,Flintshire,W06000005,Flintshire,265
-W06000006,Wrexham,W06000006,Wrexham,266
-W06000008,Ceredigion,W06000008,Ceredigion,267
-W06000009,Pembrokeshire,W06000009,Pembrokeshire,268
-W06000010,Carmarthenshire,W06000010,Carmarthenshire,269
-W06000011,Swansea,W06000011,Swansea,270
-W06000012,Neath Port Talbot,W06000012,Neath Port Talbot,271
-W06000013,Bridgend,W06000013,Bridgend,272
-W06000014,Vale of Glamorgan,W06000014,Vale of Glamorgan,273
-W06000015,Cardiff,W06000015,Cardiff,274
-W06000016,Rhondda Cynon Taf,W06000016,Rhondda Cynon Taf,275
-W06000018,Caerphilly,W06000018,Caerphilly,276
-W06000019,Blaenau Gwent,W06000019,Blaenau Gwent,277
-W06000020,Torfaen,W06000020,Torfaen,278
-W06000021,Monmouthshire,W06000021,Monmouthshire,279
-W06000022,Newport,W06000022,Newport,280
-W06000023,Powys,W06000023,Powys,281
-W06000024,Merthyr Tydfil,W06000024,Merthyr Tydfil,282
-E09000023,Lewisham,E09000023,Lewisham,283
-E09000024,Merton,E09000024,Merton,284
-E09000025,Newham,E09000025,Newham,285
-E09000026,Redbridge,E09000026,Redbridge,286
-E09000027,Richmond upon Thames,E09000027,Richmond upon Thames,287
-E09000028,Southwark,E09000028,Southwark,288
-E09000029,Sutton,E09000029,Sutton,289
-E09000030,Tower Hamlets,E09000030,Tower Hamlets,290
-E09000031,Waltham Forest,E09000031,Waltham Forest,291
-E09000032,Wandsworth,E09000032,Wandsworth,292
-E09000033,Westminster,E09000033,Westminster,293
-E07000004,Aylesbury Vale,E10000002,Buckinghamshire,294
-E07000005,Chiltern,E10000002,Buckinghamshire,295
-E07000006,South Bucks,E10000002,Buckinghamshire,296
-E07000007,Wycombe,E10000002,Buckinghamshire,297
-E07000008,Cambridge,E10000003,Cambridgeshire,298
-E07000009,East Cambridgeshire,E10000003,Cambridgeshire,299
-E07000010,Fenland,E10000003,Cambridgeshire,300
-E07000011,Huntingdonshire,E10000003,Cambridgeshire,301
-E07000012,South Cambridgeshire,E10000003,Cambridgeshire,302
-E07000026,Allerdale,E10000006,Cumbria,303
-E07000027,Barrow-in-Furness,E10000006,Cumbria,304
-E07000028,Carlisle,E10000006,Cumbria,305
-E07000029,Copeland,E10000006,Cumbria,306
-E07000030,Eden,E10000006,Cumbria,307
-E07000031,South Lakeland,E10000006,Cumbria,308
-E07000032,Amber Valley,E10000007,Derbyshire,309
-E07000033,Bolsover,E10000007,Derbyshire,310
-E07000034,Chesterfield,E10000007,Derbyshire,311
-E07000035,Derbyshire Dales,E10000007,Derbyshire,312
-E07000036,Erewash,E10000007,Derbyshire,313
-E07000037,High Peak,E10000007,Derbyshire,314
-E07000038,North East Derbyshire,E10000007,Derbyshire,315
-E07000039,South Derbyshire,E10000007,Derbyshire,316
-E07000040,East Devon,E10000008,Devon,317
-E07000041,Exeter,E10000008,Devon,318
-E07000042,Mid Devon,E10000008,Devon,319
-E07000043,North Devon,E10000008,Devon,320
-E07000044,South Hams,E10000008,Devon,321
-E07000045,Teignbridge,E10000008,Devon,322
-E07000046,Torridge,E10000008,Devon,323
-E07000047,West Devon,E10000008,Devon,324
-E07000061,Eastbourne,E10000011,East Sussex,325
-E07000062,Hastings,E10000011,East Sussex,326
-E07000063,Lewes,E10000011,East Sussex,327
-E07000064,Rother,E10000011,East Sussex,328
-E07000065,Wealden,E10000011,East Sussex,329
-E07000066,Basildon,E10000012,Essex,330
-E07000067,Braintree,E10000012,Essex,331
-E07000068,Brentwood,E10000012,Essex,332
-E07000069,Castle Point,E10000012,Essex,333
-E07000070,Chelmsford,E10000012,Essex,334
-E07000071,Colchester,E10000012,Essex,335
-E07000072,Epping Forest,E10000012,Essex,336
-E07000073,Harlow,E10000012,Essex,337
-E07000074,Maldon,E10000012,Essex,338
-E07000075,Rochford,E10000012,Essex,339

data/commute_vol_2020-04-07.csv

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-2020-01-13,1.05
-2020-01-14,1.05
-2020-01-15,1.06
-2020-01-16,1.06
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-2020-01-22,1.08
-2020-01-23,1.07
-2020-01-24,1.07
-2020-01-25,1.06
-2020-01-26,1.06
-2020-01-27,1.06
-2020-01-28,1.06
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-2020-01-31,1.04
-2020-02-01,1.05
-2020-02-02,1.04
-2020-02-03,1.02
-2020-02-04,1.01
-2020-02-05,1.02
-2020-02-06,1.04
-2020-02-07,1.03
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-2020-02-10,1.02
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-2020-02-13,1.02
-2020-02-14,1.04
-2020-02-15,1.02
-2020-02-16,1.03
-2020-02-17,1.02
-2020-02-18,1.02
-2020-02-19,1.02
-2020-02-20,1.00
-2020-02-21,0.99
-2020-02-22,1.00
-2020-02-23,1.01
-2020-02-24,1.01
-2020-02-25,1.01
-2020-02-26,1.00
-2020-02-27,0.99
-2020-02-28,0.97
-2020-02-29,0.97
-2020-03-01,0.97
-2020-03-02,0.94
-2020-03-03,0.94
-2020-03-04,0.94
-2020-03-05,0.94
-2020-03-06,0.96
-2020-03-07,0.95
-2020-03-08,0.95
-2020-03-09,0.95
-2020-03-10,0.93
-2020-03-11,0.91
-2020-03-12,0.88
-2020-03-13,0.83
-2020-03-14,0.80
-2020-03-15,0.77
-2020-03-16,0.70
-2020-03-17,0.61
-2020-03-18,0.52
-2020-03-19,0.45
-2020-03-20,0.39
-2020-03-21,0.34
-2020-03-22,0.31
-2020-03-23,0.24
-2020-03-24,0.20
-2020-03-25,0.16
-2020-03-26,0.13
-2020-03-27,0.12
-2020-03-28,0.11
-2020-03-29,0.11
-2020-03-30,0.09
-2020-03-31,0.09
-2020-04-01,0.08
-2020-04-02,0.07
-2020-04-03,0.06
-2020-04-04,0.06
-2020-04-05,0.06
-2020-04-06,0.05
-2020-04-07,0.04

data/example_mobility.csv

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data/example_population.csv

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data/example_traffic_flow.csv

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