Datos de O3 y NOx

Column

Ozono

Column

NOx

Tabla de datos

fecha	ozono	nox	residencial	trabajo
2020-01-01	0.0112083	0.0106429	NA	NA
2020-01-02	0.0194167	0.0124286	NA	NA
2020-01-03	0.0152500	0.0416364	NA	NA
2020-01-04	0.0195000	0.0322609	NA	NA
2020-01-05	0.0228750	0.0292778	NA	NA
2020-01-06	0.0247917	0.0506667	NA	NA
2020-01-07	0.0171250	0.0626522	NA	NA
2020-01-08	0.0224167	0.0398421	NA	NA
2020-01-09	0.0218333	0.0323333	NA	NA
2020-01-10	0.0142917	0.0268947	NA	NA
2020-01-11	0.0195000	0.0424762	NA	NA
2020-01-12	0.0210833	0.0396250	NA	NA
2020-01-13	0.0190417	0.0453636	NA	NA
2020-01-14	0.0286667	0.0515333	NA	NA
2020-01-15	0.0314167	0.0484118	NA	NA
2020-01-16	0.0281667	0.0387647	NA	NA
2020-01-17	0.0287917	0.0275000	NA	NA
2020-01-18	0.0188333	0.0352778	NA	NA
2020-01-19	0.0197500	0.0214783	NA	NA
2020-01-20	0.0175833	0.0326000	NA	NA
2020-01-21	0.0210000	0.0297778	NA	NA
2020-01-22	0.0215000	0.0340000	NA	NA
2020-01-23	0.0148333	0.0250000	NA	NA
2020-01-24	0.0184583	0.0392941	NA	NA
2020-01-25	0.0188333	0.0118000	NA	NA
2020-01-26	0.0165417	0.0164444	NA	NA
2020-01-27	0.0187917	0.0335333	NA	NA
2020-01-28	0.0203333	0.0406111	NA	NA
2020-01-29	0.0224167	0.0323750	NA	NA
2020-01-30	0.0249167	0.0096154	NA	NA
2020-01-31	0.0194167	0.0291765	NA	NA
2020-02-01	0.0205417	0.0169048	NA	NA
2020-02-02	0.0195417	0.0151333	NA	NA
2020-02-03	0.0051250	0.0225217	NA	NA
2020-02-04	0.0114583	0.0219333	NA	NA
2020-02-05	0.0114583	0.0222143	NA	NA
2020-02-06	0.0167083	0.0545625	NA	NA
2020-02-07	0.0162083	0.0406000	NA	NA
2020-02-08	0.0186667	0.0465000	NA	NA
2020-02-09	0.0142083	0.0277857	NA	NA
2020-02-10	0.0131667	0.0287333	NA	NA
2020-02-11	0.0137083	0.0280667	NA	NA
2020-02-12	0.0139167	0.0275000	NA	NA
2020-02-13	0.0138333	0.0410000	NA	NA
2020-02-14	0.0219583	0.0307059	NA	NA
2020-02-15	0.0228750	0.0586667	-2	4
2020-02-16	0.0219583	0.0337500	-1	2
2020-02-17	0.0254167	0.0508462	-2	13
2020-02-18	0.0290952	0.0258571	-1	5
2020-02-19	0.0270000	0.0355000	-1	4
2020-02-20	0.0318750	0.0435000	-1	4
2020-02-21	0.0241250	0.0259545	-1	7
2020-02-22	0.0362917	0.0324545	-1	4
2020-02-23	0.0266250	0.0302857	0	1
2020-02-24	0.0201667	0.0437500	-2	13
2020-02-25	0.0207083	0.0589000	-1	4
2020-02-26	0.0305417	0.0281875	-1	4
2020-02-27	0.0298333	0.0198667	-1	4
2020-02-28	0.0345000	0.0376250	-2	7
2020-02-29	0.0348333	0.0286667	-2	5
2020-03-01	0.0270833	0.0110000	-1	3
2020-03-02	0.0222500	0.0359167	-2	14
2020-03-03	0.0213889	0.0236250	-1	5
2020-03-04	0.0189091	NA	-1	5
2020-03-05	0.0190417	NA	-1	5
2020-03-06	0.0283333	NA	-1	8
2020-03-07	0.0355833	NA	-1	5
2020-03-08	0.0380417	NA	0	3
2020-03-09	0.0267917	NA	7	-14
2020-03-10	0.0340417	NA	-2	5
2020-03-11	0.0329167	NA	-1	5
2020-03-12	0.0292500	NA	-1	5
2020-03-13	0.0327500	NA	-1	1
2020-03-14	0.0398333	NA	-2	2
2020-03-15	0.0345000	NA	-1	0
2020-03-16	0.0308333	NA	13	-57
2020-03-17	0.0258333	NA	4	-13
2020-03-18	0.0253333	NA	8	-18
2020-03-19	0.0229583	NA	10	-22
2020-03-20	0.0269583	NA	12	-22
2020-03-21	0.0257083	NA	12	-14
2020-03-22	0.0257500	NA	13	-22
2020-03-23	0.0241667	NA	18	-40
2020-03-24	0.0330833	NA	20	-47
2020-03-25	0.0389583	NA	19	-45
2020-03-26	0.0368333	NA	17	-38
2020-03-27	0.0299167	NA	18	-35
2020-03-28	0.0305833	NA	12	-17
2020-03-29	0.0373750	NA	12	-19
2020-03-30	0.0275417	NA	14	-30
2020-03-31	0.0291667	NA	15	-37
2020-04-01	0.0267083	NA	16	-39
2020-04-02	0.0307917	NA	19	-43
2020-04-03	0.0292917	NA	20	-41
2020-04-04	0.0287917	NA	15	-27
2020-04-05	0.0250000	NA	14	-28
2020-04-06	0.0217500	NA	19	-45
2020-04-07	0.0237083	NA	19	-50
2020-04-08	0.0233333	NA	19	-51
2020-04-09	0.0289167	NA	24	-66
2020-04-10	0.0247917	NA	30	-74
2020-04-11	0.0243750	NA	19	-51
2020-04-12	0.0269167	NA	14	-30
2020-04-13	0.0300833	NA	18	-42
2020-04-14	0.0368333	NA	19	-47
2020-04-15	0.0323333	NA	19	-46
2020-04-16	0.0306667	NA	20	-47
2020-04-17	0.0266250	NA	21	-43
2020-04-18	0.0265000	NA	14	-25
2020-04-19	0.0225833	NA	13	-24
2020-04-20	0.0218333	NA	19	-39
2020-04-21	0.0326667	NA	20	-46
2020-04-22	0.0350417	NA	20	-45
2020-04-23	0.0355833	NA	21	-46
2020-04-24	0.0386667	0.0247500	22	-41
2020-04-25	0.0359167	0.0306154	15	-26
2020-04-26	0.0351250	0.0144545	14	-25
2020-04-27	0.0370000	0.0238750	19	-39
2020-04-28	0.0385455	0.0130000	14	-44
2020-04-29	0.0505417	0.0270769	19	-43
2020-04-30	0.0422500	0.0213889	18	-43
2020-05-01	0.0460833	0.0178125	26	-62
2020-05-02	0.0445000	0.0164615	15	-29
2020-05-03	0.0471250	0.0146429	12	-22
2020-05-04	0.0437083	0.0322308	17	-37
2020-05-05	0.0442500	0.0208095	19	-44
2020-05-06	0.0416250	0.0222500	18	-42
2020-05-07	0.0401250	0.0292105	19	-42
2020-05-08	0.0423333	0.0253889	20	-38
2020-05-09	0.0470833	0.0209375	12	-20
2020-05-10	0.0417083	0.0215385	7	-6
2020-05-11	0.0415833	0.0344167	17	-35
2020-05-12	0.0382500	0.0270000	18	-40
2020-05-13	0.0431250	0.0236667	18	-40
2020-05-14	0.0461250	0.0314286	18	-40
2020-05-15	0.0390833	0.0328824	18	-36
2020-05-16	0.0442500	0.0142941	12	-19
2020-05-17	0.0377083	0.0158500	11	-15
2020-05-18	0.0411250	0.0275294	15	-31
2020-05-19	0.0369167	0.0278125	16	-38
2020-05-20	0.0302917	0.0135882	17	-37
2020-05-21	0.0252083	0.0135333	18	-38
2020-05-22	0.0297917	0.0092500	17	-32
2020-05-23	0.0320833	0.0158235	11	-15
2020-05-24	0.0409167	0.0133636	10	-12
2020-05-25	0.0456250	0.0180714	15	-31
2020-05-26	0.0452500	0.0319286	16	-36
2020-05-27	0.0500417	0.0289412	16	-35
2020-05-28	0.0455000	0.0328571	16	-35
2020-05-29	0.0391667	0.0267778	16	-31
2020-05-30	0.0364583	0.0199524	9	-10
2020-05-31	0.0441250	0.0140769	8	-4
2020-06-01	0.0492083	0.0246875	13	-27
2020-06-02	0.0467500	0.0248421	14	-33
2020-06-03	0.0390833	0.0289286	14	-33
2020-06-04	0.0352917	0.0228889	15	-33
2020-06-05	0.0379167	0.0214444	15	-29
2020-06-06	0.0493333	0.0194167	9	-10
2020-06-07	0.0343333	0.0057692	9	-6
2020-06-08	0.0356667	0.0097692	13	-26
2020-06-09	0.0415000	0.0174211	15	-33
2020-06-10	0.0371250	0.0240909	14	-32
2020-06-11	0.0291667	0.0273478	15	-32
2020-06-12	0.0262083	0.0192727	14	-28
2020-06-13	0.0396250	0.0198571	9	-7
2020-06-14	0.0477917	0.0130833	9	-3
2020-06-15	0.0433750	0.0291667	12	-25
2020-06-16	0.0444583	0.0303125	13	-31
2020-06-17	0.0492917	0.0235333	13	-31
2020-06-18	0.0419167	0.0229375	14	-32
2020-06-19	0.0409583	0.0263889	12	-27
2020-06-20	0.0422917	0.0333333	8	-7
2020-06-21	0.0450833	0.0142941	5	8
2020-06-22	0.0389167	0.0231500	12	-28
2020-06-23	0.0326667	0.0175556	13	-33
2020-06-24	0.0356250	0.0255882	13	-32
2020-06-25	0.0258750	0.0332500	14	-32
2020-06-26	0.0163333	0.0223913	14	-28
2020-06-27	0.0282917	0.0190000	8	-9
2020-06-28	0.0313750	0.0105882	7	-2
2020-06-29	0.0435417	0.0186667	11	-25
2020-06-30	0.0330417	0.0220000	12	-31
2020-07-01	0.0327500	0.0206087	12	-32
2020-07-02	0.0346250	0.0178696	13	-32
2020-07-03	0.0385000	0.0199565	12	-28
2020-07-04	0.0366667	0.0186087	7	-9
2020-07-05	0.0390833	0.0103478	6	-4
2020-07-06	0.0440417	0.0125217	11	-26
2020-07-07	0.0375000	0.0208750	12	-33
2020-07-08	0.0191250	0.0127391	13	-32
2020-07-09	0.0185417	0.0081739	13	-32
2020-07-10	0.0254783	0.0070000	12	-28
2020-07-11	0.0315417	0.0047143	7	-9
2020-07-12	0.0229167	0.0090476	7	-5
2020-07-13	0.0289583	0.0186087	11	-27
2020-07-14	0.0324167	0.0080000	11	-33
2020-07-15	0.0273750	0.0259130	11	-31
2020-07-16	0.0293750	0.0260435	12	-32
2020-07-17	0.0430417	0.0150435	12	-28
2020-07-18	0.0444583	0.0163043	7	-10
2020-07-19	0.0417500	0.0122174	6	-4
2020-07-20	0.0352917	0.0186957	11	-27
2020-07-21	0.0312083	0.0159565	11	-33
2020-07-22	0.0212500	0.0209565	12	-32
2020-07-23	0.0275833	0.0190000	13	-32
2020-07-24	0.0352083	0.0212174	12	-28
2020-07-25	0.0378333	0.0175652	7	-10
2020-07-26	0.0317500	0.0163478	6	-5
2020-07-27	0.0246667	0.0130000	11	-27
2020-07-28	0.0267500	0.0167826	12	-33
2020-07-29	0.0168750	0.0241739	13	-34
2020-07-30	0.0172500	0.0195217	12	-33
2020-07-31	0.0222917	0.0216087	12	-29
2020-08-01	0.0328750	0.0172174	6	-10
2020-08-02	0.0362083	0.0115652	6	-6
2020-08-03	0.0301667	0.0206087	10	-27
2020-08-04	0.0348333	0.0156522	11	-32
2020-08-05	0.0324167	0.0149130	12	-32
2020-08-06	0.0288750	0.0203043	12	-32
2020-08-07	0.0300417	0.0130000	11	-28
2020-08-08	0.0252500	0.0060000	6	-10
2020-08-09	0.0171250	0.0034000	6	-7
2020-08-10	0.0212917	0.0036923	10	-26
2020-08-11	0.0180417	0.0254737	11	-32
2020-08-12	0.0255000	0.0202174	11	-32
2020-08-13	0.0205417	0.0232174	11	-32
2020-08-14	0.0275417	0.0231304	10	-27
2020-08-15	0.0344167	0.0248261	5	-10
2020-08-16	0.0304583	0.0185652	4	-5
2020-08-17	0.0224167	0.0238696	9	-26
2020-08-18	0.0166667	0.0246957	11	-31
2020-08-19	0.0187083	0.0229565	11	-31
2020-08-20	0.0304583	0.0150870	11	-31
2020-08-21	0.0297083	0.0179130	10	-27
2020-08-22	0.0315000	0.0108182	5	-9
2020-08-23	0.0345000	0.0140870	5	-4
2020-08-24	0.0298333	0.0180435	10	-25
2020-08-25	0.0248750	0.0187391	11	-31
2020-08-26	0.0201667	0.0170000	11	-30
2020-08-27	0.0137917	0.0211304	12	-31
2020-08-28	0.0110417	0.0150870	10	-26
2020-08-29	0.0141250	0.0089500	5	-9
2020-08-30	0.0193333	0.0105217	5	-5
2020-08-31	0.0192917	0.0177826	9	-24
2020-09-01	0.0195000	0.0153478	10	-31
2020-09-02	0.0319167	0.0163810	10	-30
2020-09-03	0.0266667	0.0170909	10	-31
2020-09-04	0.0240417	0.0217391	10	-26
2020-09-05	0.0224583	0.0166522	4	-9
2020-09-06	0.0180000	0.0152609	5	-6
2020-09-07	0.0175000	0.0234783	10	-26
2020-09-08	0.0253333	0.0186957	10	-32
2020-09-09	0.0180417	0.0198261	10	-31
2020-09-10	0.0185417	0.0240435	11	-31
2020-09-11	0.0207500	0.0207826	10	-27
2020-09-12	0.0229167	0.0207917	4	-9
2020-09-13	0.0223750	0.0143478	4	-4
2020-09-14	0.0283333	0.0206957	9	-23
2020-09-15	0.0256667	0.0214545	7	-29
2020-09-16	0.0269583	0.0163913	19	-63
2020-09-17	0.0222500	0.0183478	11	-31
2020-09-18	0.0155000	0.0155556	11	-27
2020-09-19	NA	NA	4	-10
2020-09-20	NA	NA	4	-4
2020-09-21	NA	NA	10	-25
2020-09-22	NA	NA	10	-31
2020-09-23	NA	NA	11	-30
2020-09-24	NA	NA	11	-30
2020-09-25	NA	NA	10	-26
2020-09-26	0.0532000	0.0175556	4	-8
2020-09-27	0.0326957	0.0207143	4	-4
2020-09-28	0.0244348	0.0320000	10	-25
2020-09-29	0.0212174	0.0323182	10	-29
2020-09-30	0.0251739	0.0405909	9	-29
2020-10-01	0.0296957	0.0475652	9	-28
2020-10-02	0.0229583	0.0424348	9	-24
2020-10-03	0.0293750	0.0285652	3	-8
2020-10-04	0.0279130	0.0276087	3	-3
2020-10-05	0.0299583	0.0346522	8	-23
2020-10-06	0.0231667	0.0546957	9	-29
2020-10-07	0.0295217	0.0461739	10	-28
2020-10-08	0.0527727	0.0449545	10	-28
2020-10-09	0.0493333	0.0264000	10	-24
2020-10-10	0.0413750	0.0173810	4	-6
2020-10-11	0.0436250	0.0117368	4	-2
2020-10-12	0.0310000	0.0264545	11	-30
2020-10-13	0.0267273	0.0299130	10	-28
2020-10-14	0.0376250	0.0235217	10	-27
2020-10-15	0.0387083	0.0202381	10	-28
2020-10-16	0.0222174	0.0449565	9	-23
2020-10-17	0.0272083	0.0271818	3	-6
2020-10-18	0.0334783	0.0233684	3	-2
2020-10-19	0.0322273	0.0279565	9	-22
2020-10-20	0.0356364	0.0307727	10	-28
2020-10-21	0.0395909	0.0344091	10	-27
2020-10-22	0.0389583	0.0219000	11	-27
2020-10-23	0.0361250	0.0170455	10	-23
2020-10-24	0.0288333	0.0299130	4	-5
2020-10-25	0.0366250	0.0211818	3	0
2020-10-26	0.0347083	0.0174091	9	-21
2020-10-27	0.0300833	0.0165000	10	-27
2020-10-28	0.0289583	0.0171905	10	-26
2020-10-29	0.0343750	0.0291304	10	-26
2020-10-30	0.0262917	0.0310435	9	-22
2020-10-31	0.0363478	0.0350000	14	-32
2020-11-01	0.0315833	0.0190000	11	-25
2020-11-02	0.0276250	0.0243478	11	-28
2020-11-03	0.0324583	0.0253043	10	-27
2020-11-04	0.0198750	0.0444091	11	-26
2020-11-05	0.0169167	0.0499565	11	-27
2020-11-06	0.0239565	0.0470455	10	-23
2020-11-07	0.0380435	0.0431364	13	-30
2020-11-08	0.0244583	0.0234783	11	-22
2020-11-09	0.0242609	0.0340870	9	-20
2020-11-10	0.0173636	0.0439565	10	-27
2020-11-11	0.0267857	0.0570000	10	-26
2020-11-12	0.0291667	0.0516818	11	-26
2020-11-13	0.0348000	0.0457391	8	-21
2020-11-14	0.0314783	0.0333182	3	-5
2020-11-15	0.0368333	0.0293913	2	2
2020-11-16	0.0237500	0.0240833	14	-55
2020-11-17	0.0180833	0.0317083	8	-26
2020-11-18	0.0222917	0.0283333	9	-25
2020-11-19	0.0200909	0.0456250	9	-26
2020-11-20	0.0251667	0.0532083	9	-21
2020-11-21	0.0189474	0.0461667	4	-3
2020-11-22	0.0172727	0.0379167	3	3
2020-11-23	0.0283913	0.0359583	9	-19
2020-11-24	0.0305217	0.0500000	9	-26
2020-11-25	0.0283478	0.0387500	10	-25
2020-11-26	0.0271739	0.0487917	10	-25
2020-11-27	0.0311429	0.0475000	9	-21
2020-11-28	0.0261579	0.0490833	3	-2
2020-11-29	0.0238000	0.0418333	3	3
2020-11-30	0.0235000	0.0434583	8	-18
2020-12-01	0.0040833	0.0283750	9	-25
2020-12-02	0.0126957	0.0142727	9	-23
2020-12-03	0.0164348	0.0348333	9	-24
2020-12-04	0.0112500	0.0216250	9	-20
2020-12-05	0.0133000	0.0230833	3	-1
2020-12-06	0.0074444	0.0354167	3	5
2020-12-07	0.0108636	0.0329583	8	-18
2020-12-08	0.0189444	0.0398750	9	-23
2020-12-09	0.0255238	0.0460000	9	-23
2020-12-10	0.0237391	0.0252273	9	-23
2020-12-11	0.0182500	0.0381667	7	-19
2020-12-12	0.0183333	0.0414583	2	-2
2020-12-13	0.0155000	0.0217500	2	7
2020-12-14	0.0178947	0.0346087	7	-17
2020-12-15	0.0137143	0.0340000	7	-23
2020-12-16	0.0142857	0.0470417	7	-22
2020-12-17	0.0218421	0.0403750	7	-23
2020-12-18	0.0194286	0.0424167	6	-19
2020-12-19	0.0185455	0.0431250	1	1
2020-12-20	0.0248182	0.0439583	1	12
2020-12-21	0.0227368	0.0501250	5	-20
2020-12-22	0.0189000	0.0494167	6	-28
2020-12-23	0.0145000	0.0637917	5	-28
2020-12-24	0.0192174	0.0570417	6	-40
2020-12-25	0.0287917	0.0249583	17	-74
2020-12-26	0.0233182	0.0385217	11	-29
2020-12-27	0.0237917	0.0341739	7	-4
2020-12-28	0.0282273	0.0427083	10	-30
2020-12-29	0.0252381	0.0433750	11	-36
2020-12-30	0.0206957	0.0371304	11	-35
2020-12-31	0.0263750	0.0176087	9	-42

Reporte de movilidad

Este es un gráfico que muestra la permanencia de personas en su casa “residential”

Column

Column

Gente que se mueve a su trabajo

Regresión lineal cont

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Gráfica de regresión

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Resumen del modelo


Call:
lm(formula = nox ~ ozono, data = dato)

Residuals:
      Min        1Q    Median        3Q       Max 
-0.026850 -0.008377 -0.001666  0.007896  0.032789 

Coefficients:
             Estimate Std. Error t value Pr(>|t|)    
(Intercept)  0.035156   0.002037  17.262  < 2e-16 ***
ozono       -0.286489   0.067857  -4.222  3.2e-05 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 0.01183 on 306 degrees of freedom
Multiple R-squared:  0.05504,   Adjusted R-squared:  0.05196 
F-statistic: 17.82 on 1 and 306 DF,  p-value: 3.197e-05

Regresión lineal movilidad

Column

Gráfica de regresión

Resumen del modelo


Call:
lm(formula = ozono ~ residencial, data = datos2)

Residuals:
       Min         1Q     Median         3Q        Max 
-0.0255770 -0.0064731  0.0001285  0.0063537  0.0269542 

Coefficients:
             Estimate Std. Error t value Pr(>|t|)    
(Intercept) 0.0235142  0.0012061  19.496  < 2e-16 ***
residencial 0.0006829  0.0001135   6.015 6.04e-09 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 0.009089 on 261 degrees of freedom
Multiple R-squared:  0.1218,    Adjusted R-squared:  0.1184 
F-statistic: 36.18 on 1 and 261 DF,  p-value: 6.043e-09

Datos de Calidad del aire

El ozono (O3) es una molécula compuesta por tres átomos de oxígeno. Es un gas incoloro e inestable que se encuentra en la atmósfera terrestre. A nivel del suelo, el ozono es considerado un contaminante peligroso para la salud humana y el medio ambiente.

Los óxidos de nitrógeno (NOx) son un grupo de gases compuestos por óxido nítrico (NO) y dióxido de nitrógeno (NO2). Estos gases son producidos principalmente por la combustión de combustibles fósiles en vehículos y plantas industriales. Los NOx son contaminantes peligrosos para la salud humana y el medio ambiente.

Ubicación de la estación de calidad del aire de la cual se tomaron los datos: