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[update][s] Updating the codebase #1

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[update][s] Updating the codebase #1

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4 changes: 2 additions & 2 deletions README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -18,10 +18,10 @@ To update the data run the process script locally:

```
# Install dataflows
pip install dataflows
pip install -r scripts/requirements.txt

# Run the script
python london-air-quality.py
python scripts/london-air-quality.py
```

### License
Expand Down
65 changes: 36 additions & 29 deletions data/monthly-averages.csv
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Original file line number Diff line number Diff line change
@@ -1,28 +1,28 @@
Month,London Mean Roadside Nitric Oxide (ug/m3),London Mean Roadside Nitrogen Dioxide (ug/m3),London Mean Roadside Oxides of Nitrogen (ug/m3),London Mean Roadside Ozone (ug/m3),London Mean Roadside PM10 Particulate (ug/m3),London Mean Roadside PM2.5 Particulate (ug/m3),London Mean Roadside Sulphur Dioxide (ug/m3),London Mean Background Nitric Oxide (ug/m3),London Mean Background Nitrogen Dioxide (ug/m3),London Mean Background Oxides of Nitrogen (ug/m3),London Mean Background Ozone (ug/m3),London Mean Background PM10 Particulate (ug/m3),London Mean Background PM2.5 Particulate (ug/m3),London Mean Background Sulphur Dioxide (ug/m3)
2008-01-01,,55.50268817204302,,29.51209677419359,24.96908602150539,14.67876344086021,4.21774193548387,,42.33870967741941,,36.94220430107526,18.817204301075247,,3.5725806451612905
2008-02-01,,75.92241379310352,,20.317528735632195,39.47701149425283,28.772988505747133,7.553160919540228,,60.23706896551718,,26.42528735632184,31.89655172413792,,6.734195402298855
2008-03-01,,55.61021505376343,,40.10349462365595,21.56989247311827,12.300134589502015,3.8682795698924743,,39.801075268817215,,50.227150537634444,15.477150537634406,,2.2862903225806464
2008-04-01,,61.75694444444442,,37.8847222222222,28.74027777777778,20.461111111111094,4.474999999999999,,44.00972222222221,,50.13333333333338,21.72916666666667,,3.23611111111111
2008-05-01,,62.9032258064516,,46.266129032258064,34.61155913978489,27.50806451612901,4.634408602150535,,44.14112903225809,,60.51209677419357,29.545698924731177,16.576826196473558,4.249999999999997
2008-06-01,,49.16111111111112,,39.836111111111094,23.198611111111127,16.010057471264368,3.593055555555555,,31.241666666666625,,51.32638888888888,18.25,12.613764044943824,2.547222222222224
2008-07-01,,48.444892473118365,,34.98252688172039,22.95833333333334,14.240591397849471,3.1008064516129052,,31.216397849462357,,46.62365591397845,17.204301075268813,11.89919354838709,2.493279569892473
2008-08-01,,41.07258064516133,,30.021505376344056,20.69354838709678,11.452956989247317,2.155913978494621,,27.850806451612897,,37.094086021505376,15.508064516129016,11.201379310344814,2.0887096774193536
2008-09-01,,54.08055555555553,,22.375000000000004,28.227777777777774,17.979166666666668,3.7486111111111113,,41.2152777777778,,28.88611111111111,22.244444444444454,15.324512534818943,3.0569444444444454
2008-10-01,,56.65860215053767,,19.337365591397845,23.002688172043023,12.918010752688179,4.305107526881724,,43.81317204301073,,25.427419354838698,16.469086021505365,11.620967741935488,2.83870967741936
2008-11-01,,57.92916666666667,,18.809722222222216,21.85416666666669,14.713888888888906,3.2874999999999983,,42.311111111111146,,22.58194444444447,16.75277777777777,12.890277777777788,2.6722222222222225
2008-12-01,,65.10349462365585,,14.486559139784939,27.297043010752684,20.516129032258057,3.791666666666666,,47.50806451612904,,16.67069892473116,21.510752688172033,18.095430107526873,3.4999999999999964
2009-01-01,,68.52284946236546,,18.78494623655912,31.112903225806445,23.177419354838698,5.880376344086017,,51.98521505376342,,21.471774193548406,25.275537634408582,20.65994623655913,4.842741935483871
2009-02-01,,71.92559523809527,,15.074404761904766,28.010416666666657,19.07589285714285,4.680059523809529,,52.66815476190477,,20.337797619047617,20.84523809523808,17.238095238095223,3.0267857142857166
2009-03-01,,65.15456989247316,,32.329301075268795,29.97177419354841,19.70698924731183,3.266129032258066,,45.344086021505355,,40.16801075268819,24.315860215053778,17.279569892473152,2.9206989247311808
2009-04-01,,63.17499999999996,,35.73750000000002,32.59861111111113,26.084722222222226,2.6916666666666673,,40.145833333333314,,46.03888888888894,27.690277777777773,21.616666666666664,2.7375000000000003
2009-05-01,,48.610215053763476,,45.38575268817209,24.877688172043005,14.30510752688172,2.81989247311828,,28.080645161290334,,55.11290322580646,19.748655913978524,11.814516129032251,2.436827956989249
2009-06-01,,56.076388888888886,,40.122222222222184,24.6805555555556,15.93750000000001,3.626388888888889,,33.13194444444444,,52.51527777777776,19.85277777777778,13.113888888888885,2.516666666666663
2009-07-01,,44.3682795698924,,32.77150537634411,20.224462365591386,11.231182795698924,2.42204301075269,,24.857526881720446,,40.43951612903224,15.494623655913982,9.841397849462362,2.151881720430109
2009-08-01,,48.65994623655916,,28.603494623655912,21.69623655913979,13.256720430107519,2.2580645161290325,,29.20833333333333,,35.95295698924728,16.583333333333343,11.38978494623657,2.4784946236559118
2009-09-01,,51.5597222222222,,26.32083333333334,24.255555555555564,14.443055555555551,2.404166666666668,,32.67361111111109,,33.116666666666724,19.11111111111109,11.61666666666667,3.0097222222222246
2009-10-01,,62.94220430107522,,15.037634408602155,27.247311827957034,18.01881720430107,4.255376344086025,,44.29032258064521,,20.27822580645162,21.51344086021507,14.383064516129028,4.025537634408607
2009-11-01,,53.65555555555553,,29.9,21.945833333333315,12.895833333333329,3.3786231884057947,,36.6388888888889,,36.52916666666665,17.543055555555526,11.39166666666667,2.829166666666671
2009-12-01,,65.18010752688171,,18.880376344086027,23.098118279569896,16.279569892473138,4.127688172043003,,49.95564516129029,,22.26478494623654,18.58736559139785,13.94892473118279,3.6424731182795673
2008-01-01,None,55.50268817204302,None,29.51209677419359,24.96908602150539,14.67876344086021,4.21774193548387,None,42.33870967741941,None,36.94220430107526,18.817204301075247,,3.5725806451612905
2008-02-01,None,75.92241379310352,None,20.317528735632195,39.47701149425283,28.772988505747133,7.553160919540228,None,60.23706896551718,None,26.42528735632184,31.89655172413792,,6.734195402298855
2008-03-01,None,55.61021505376343,None,40.10349462365595,21.56989247311827,12.300134589502015,3.8682795698924743,None,39.801075268817215,None,50.227150537634444,15.477150537634406,,2.2862903225806464
2008-04-01,None,61.75694444444442,None,37.8847222222222,28.74027777777778,20.461111111111094,4.474999999999999,None,44.00972222222221,None,50.13333333333338,21.72916666666667,,3.23611111111111
2008-05-01,None,62.9032258064516,None,46.266129032258064,34.61155913978489,27.50806451612901,4.634408602150535,None,44.14112903225809,None,60.51209677419357,29.545698924731177,16.576826196473558,4.249999999999997
2008-06-01,None,49.16111111111112,None,39.836111111111094,23.198611111111127,16.010057471264368,3.593055555555555,None,31.241666666666625,None,51.32638888888888,18.25,12.613764044943824,2.547222222222224
2008-07-01,None,48.444892473118365,None,34.98252688172039,22.95833333333334,14.240591397849471,3.1008064516129052,None,31.216397849462357,None,46.62365591397845,17.204301075268813,11.89919354838709,2.493279569892473
2008-08-01,None,41.07258064516133,None,30.021505376344056,20.69354838709678,11.452956989247317,2.155913978494621,None,27.850806451612897,None,37.094086021505376,15.508064516129016,11.201379310344814,2.0887096774193536
2008-09-01,None,54.08055555555553,None,22.375000000000004,28.227777777777774,17.979166666666668,3.7486111111111113,None,41.2152777777778,None,28.88611111111111,22.244444444444454,15.324512534818943,3.0569444444444454
2008-10-01,None,56.65860215053767,None,19.337365591397845,23.002688172043023,12.918010752688179,4.305107526881724,None,43.81317204301073,None,25.427419354838698,16.469086021505365,11.620967741935488,2.83870967741936
2008-11-01,None,57.92916666666667,None,18.809722222222216,21.85416666666669,14.713888888888906,3.2874999999999983,None,42.311111111111146,None,22.58194444444447,16.75277777777777,12.890277777777788,2.6722222222222225
2008-12-01,None,65.10349462365585,None,14.486559139784939,27.297043010752684,20.516129032258057,3.791666666666666,None,47.50806451612904,None,16.67069892473116,21.510752688172033,18.095430107526873,3.4999999999999964
2009-01-01,None,68.52284946236546,None,18.78494623655912,31.112903225806445,23.177419354838698,5.880376344086017,None,51.98521505376342,None,21.471774193548406,25.275537634408582,20.65994623655913,4.842741935483871
2009-02-01,None,71.92559523809527,None,15.074404761904766,28.010416666666657,19.07589285714285,4.680059523809529,None,52.66815476190477,None,20.337797619047617,20.84523809523808,17.238095238095223,3.0267857142857166
2009-03-01,None,65.15456989247316,None,32.329301075268795,29.97177419354841,19.70698924731183,3.266129032258066,None,45.344086021505355,None,40.16801075268819,24.315860215053778,17.279569892473152,2.9206989247311808
2009-04-01,None,63.17499999999996,None,35.73750000000002,32.59861111111113,26.084722222222226,2.6916666666666673,None,40.145833333333314,None,46.03888888888894,27.690277777777773,21.616666666666664,2.7375000000000003
2009-05-01,None,48.610215053763476,None,45.38575268817209,24.877688172043005,14.30510752688172,2.81989247311828,None,28.080645161290334,None,55.11290322580646,19.748655913978524,11.814516129032251,2.436827956989249
2009-06-01,None,56.076388888888886,None,40.122222222222184,24.6805555555556,15.93750000000001,3.626388888888889,None,33.13194444444444,None,52.51527777777776,19.85277777777778,13.113888888888885,2.516666666666663
2009-07-01,None,44.3682795698924,None,32.77150537634411,20.224462365591386,11.231182795698924,2.42204301075269,None,24.857526881720446,None,40.43951612903224,15.494623655913982,9.841397849462362,2.151881720430109
2009-08-01,None,48.65994623655916,None,28.603494623655912,21.69623655913979,13.256720430107519,2.2580645161290325,None,29.20833333333333,None,35.95295698924728,16.583333333333343,11.38978494623657,2.4784946236559118
2009-09-01,None,51.5597222222222,None,26.32083333333334,24.255555555555564,14.443055555555551,2.404166666666668,None,32.67361111111109,None,33.116666666666724,19.11111111111109,11.61666666666667,3.0097222222222246
2009-10-01,None,62.94220430107522,None,15.037634408602155,27.247311827957034,18.01881720430107,4.255376344086025,None,44.29032258064521,None,20.27822580645162,21.51344086021507,14.383064516129028,4.025537634408607
2009-11-01,None,53.65555555555553,None,29.9,21.945833333333315,12.895833333333329,3.3786231884057947,None,36.6388888888889,None,36.52916666666665,17.543055555555526,11.39166666666667,2.829166666666671
2009-12-01,None,65.18010752688171,None,18.880376344086027,23.098118279569896,16.279569892473138,4.127688172043003,None,49.95564516129029,None,22.26478494623654,18.58736559139785,13.94892473118279,3.6424731182795673
2010-01-01,100.50376344086015,65.6802419354839,166.4126344086021,14.032258064516137,30.17271505376345,24.342741935483872,4.729973118279568,45.19879032258059,51.90295698924736,97.19637096774201,17.3508064516129,25.039112903225803,22.084408602150543,4.204569892473114
2010-02-01,78.78794642857143,63.87023809523806,142.75089285714273,23.813095238095247,25.194345238095227,18.33511904761904,4.586904761904762,29.289136904761893,47.654761904761955,76.9959821428572,29.827380952380906,19.40416666666665,15.945982142857133,3.230952380952381
2010-03-01,72.37553763440853,59.835483870967764,120.6416666666667,26.424731182795686,25.612903225806445,15.86034946236559,3.4293010752688144,22.999059139784926,40.81626344086022,63.824596774193516,42.51935483870966,19.396370967741937,14.07782258064516,2.696908602150536
Expand Down Expand Up @@ -126,8 +126,15 @@ Month,London Mean Roadside Nitric Oxide (ug/m3),London Mean Roadside Nitrogen Di
2018-05-01,32.576881720430094,49.31505376344086,99.26545698924735,40.93884408602151,29.30806451612902,18.900000000000002,1.409986504723349,6.0479838709677525,28.27513440860217,35.089247311827975,59.826344086021486,24.015053763440857,16.13239247311827,3.8084677419354813
2018-06-01,27.935833333333324,39.40513888888883,82.2351388888888,36.49166666666669,21.25236111111111,10.441249999999995,2.6542657342657363,4.656527777777774,20.050416666666656,25.642083333333353,55.54277777777779,16.621388888888912,8.739583333333336,1.9648611111111112
2018-07-01,27.211155913978487,45.51209677419356,87.23561827956988,38.08158602150538,22.91935483870968,11.808870967741935,-1.6869448183041706,4.172043010752684,23.305645161290347,27.626881720430102,62.56182795698932,18.618279569892472,10.08306451612902,2.436693548387098
2018-08-01,33.125,38.950403225806454,89.74193548387096,22.49811827956987,16.284946236559136,7.8978494623655875,1.7724462365591465,5.89395161290322,20.524462365591393,27.563172043010773,37.307526881720364,11.926881720430101,6.394623655913985,1.9474462365591405
2018-09-01,39.06333333333338,43.906388888888884,103.8105555555556,26.625555555555565,18.896111111111114,9.73833333333335,0.34333333333333244,10.228472222222221,25.935833333333342,39.55611111111114,40.95513888888885,14.258749999999994,7.894861111111111,1.1570833333333344
2018-10-01,48.6434139784946,46.76545698924737,121.36088709677429,19.501075268817193,19.339247311827954,11.509408602150545,-0.7943472409152104,13.622715053763434,29.816129032258065,48.68077956989245,30.284543010752678,14.793817204301078,8.969220430107523,2.843951612903227
2018-11-01,52.53583333333335,47.58402777777774,128.13430555555567,17.15958333333333,23.600000000000005,15.207638888888884,5.885034965034972,18.285833333333336,33.872638888888886,57.820555555555515,24.262361111111098,19.425277777777794,13.525694444444438,2.393333333333336
2018-12-01,51.26411290322574,47.75577956989246,126.34354838709676,22.6822580645161,20.29637096774195,11.625403225806451,2.316344463971876,19.135618279569876,32.771505376344074,61.09206989247306,30.22177419354837,15.561155913978489,9.867069892473117,1.9858870967741973
2018-08-01,33.24260752688165,39.20994623655913,90.18185483870967,22.49811827956987,16.284946236559136,7.8978494623655875,1.7724462365591465,5.87110215053764,20.636559139784968,27.66599462365591,37.307526881720364,11.926881720430101,6.394623655913985,1.9474462365591405
2018-09-01,39.10333333333336,44.34819444444443,104.30902777777776,26.625555555555565,18.960277777777783,9.625833333333338,0.34333333333333244,10.261249999999992,26.395833333333307,40.12972222222221,40.95513888888885,14.255416666666669,7.894861111111111,1.1570833333333344
2018-10-01,48.28642473118275,47.6215053763441,121.6674731182796,20.407930107526873,19.320430107526878,11.422849462365601,-0.7943472409152104,13.641532258064498,30.738037634408617,49.76478494623657,29.742607526881738,14.960887096774194,8.969220430107523,2.6982526881720434
2018-11-01,52.05874999999999,48.08958333333335,127.91013888888902,17.590416666666663,23.891944444444448,15.172500000000008,5.885034965034972,18.180555555555557,34.12402777777779,62.00055555555552,23.799722222222222,19.761111111111102,13.001805555555562,1.7326388888888906
2018-12-01,50.946370967741935,48.46048387096772,126.5763440860214,22.15174731182797,19.69139784946236,11.393145161290336,2.5383190883190845,19.412499999999966,33.08467741935485,63.383198924731154,30.754032258064523,15.455376344086018,9.424193548387093,1.594086021505376
2019-01-01,52.83277777777778,54.53361111111115,135.54694444444436,18.929583333333333,22.723333333333336,13.905694444444446,2.7073836276083454,18.721388888888896,39.465694444444416,65.27152777777782,29.909722222222182,18.238472222222217,13.158333333333333,2.7712499999999944
2019-02-01,57.3430059523809,56.95907738095237,144.88735119047618,21.718005952380906,28.672916666666676,18.509374999999995,1.0884902840059776,22.965922619047618,39.500892857142816,72.24196428571437,32.6915178571429,23.414880952380972,17.114136904761903,2.5010416666666666
2019-03-01,30.95228494623655,42.57540322580649,90.0389784946236,34.87513440860215,20.914650537634405,11.297043010752683,4.895270270270273,7.7193548387096795,25.699327956989254,36.03830645161291,52.689381720430106,16.628360215053743,10.874462365591386,2.2717741935483886
2019-04-01,25.231944444444423,46.22375000000005,84.91027777777784,38.12652777777771,32.253750000000075,22.804444444444453,12.417270194986067,6.927083333333331,31.45527777777779,39.89680555555558,54.74347222222223,29.20486111111111,23.119305555555535,2.762638888888891
2019-05-01,24.680913978494626,39.66572580645162,77.50752688172042,35.6895161290323,19.479973118279556,10.655913978494612,11.511081081081098,5.481048387096777,22.44637096774195,29.282258064516117,53.678360215053765,15.33198924731183,10.883870967741938,1.5354838709677419
2019-06-01,22.002361111111117,34.86013888888886,68.59458333333329,31.38444444444446,17.953333333333333,9.20222222222223,4.485190409026798,4.969305555555555,19.414583333333326,24.890416666666688,51.81472222222227,14.112083333333345,9.46458333333333,1.82486111111111
2019-07-01,23.389784946236578,36.190053763440844,72.05456989247315,28.249327956989237,18.469086021505365,9.086155913978498,5.738166311300641,4.828629032258065,18.37862903225805,24.388709677419346,50.67083333333335,13.9372311827957,8.93534946236557,2.5760752688172013
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