Commit c41e90f7 authored by Joao Martins's avatar Joao Martins Committed by João Martins
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WDL 2021 solutions

parent f2be0694
# WDL Solutions
# World Data League
**The quest to find the best data scientists by solving social-oriented problems.**
Website: https://worlddataleague.com/
Linkedin: https://www.linkedin.com/company/71782062/
Twitter: https://twitter.com/worlddataleague
## This repo
Here you can find all the code that was produced throughout the several editions of WDL. It is completely **open-source and free to use**, under the MIT License
## WDL Editions
In this repository you can find all the submissions made during the WDL competitions.
Every edition will be focused on one of the [Sustainable Development Goals](https://sdgs.un.org/goals) from the United Nations.
| Year | Topic |
| ------ | ------ |
| 2021 | [SDG11 - Data-Driven Cities](https://sdgs.un.org/goals/goal11) |
| 2022 | TBA|
## About Us
Hey world, we are the **World Data League team**!
Most of us come from the Data Science field and what connects us is the belief that applying data to problems can genuinely impact society. We believe in the power of communities and that it’s possible to achieve much more when we unite our strengths and skills and work together.
Our team has experience creating online and offline communities and organising kick-ass events and competitions for technical audiences. Why are we doing this? We want to create a global community of data scientists that compete to solve social-oriented problems while having lots of fun.
### Our Values
- We are global
- We are a League
- We don’t do bullshit
- We help data scientists
## License
[The MIT License (MIT)](https://mit-license.org/)
##### Copyright © 2021 <copyright holders>
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
\ No newline at end of file
# WDL 2021 - Leaderboard
## League
The WDL 2021 League phase took place between 3rd April and 5th June, and from there the top-10 teams moved on to the WDL Finals.
The leaderboard for the League can be seen below.
|Position|Team |Country |Points|
|--------|----------------------|--------------|------|
|01🏅 |Data Sloths |International |718 |
|02🏅 |Tech Moguls |Portugal |713 |
|03🏅 |Children of Jupyter |Portugal |596 |
|04🏅 |NextEpoch |International |575 |
|05🏅 |AKITA |China |564 |
|06🏅 |i bellissimi di rete 4|Italy |567 |
|07🏅 |Sidereus |International |550 |
|08🏅 |DataChics |Spain |547 |
|09🏅 |urbanata |India |544 |
|10🏅 |BelManunel Soto |International |541 |
|11 |Money House |Portugal |533 |
|12 |Sustainable DTrees |Portugal |521 |
|13 |Old Walruses |Hungary |520 |
|14 |Team DSAlpha |India |463 |
|15 |Tekorner |Portugal |431 |
|16 |Control Group |Portugal |298 |
|17 |Ladies4DS |International |278 |
|18 |greenesolo |Italy |278 |
|19 |4 Nearest Neighbours |Portugal |276 |
|20 |Spark |India |268 |
|21 |Social Outliers |International |251 |
|22 |Mean Miners |India |219 |
|23 |sdg11 |International |208 |
|24 |DataMiners |India |183 |
|25 |Liore |United Kingdom|150 |
|26 |DataLifters |Spain |143 |
|27 |DSinGoodHands |Brazil |127 |
|28 |pip install teamname |Portugal |104 |
|29 |Data_Digits |India |95 |
|30 |JAI Explorers |Nigeria |80 |
## Finals
The WDL 2021 Finals took place between 2nd and 4th July, and from there the top-3 teams were selected. The 1st place team was crowned **World's Best Data Scientists**.
The leaderboads can be seen below.
|Position|Team |Country |Points|
|--------|----------------------|--------------|------|
|01🏅 |Data Sloths |International |718 |
|02🏅 |Tech Moguls |Portugal |713 |
|03🏅 |Children of Jupyter |Portugal |596 |
|04🏅 |NextEpoch |International |575 |
|05🏅 |AKITA |China |564 |
|06🏅 |i bellissimi di rete 4|Italy |567 |
|07🏅 |Sidereus |International |550 |
|08🏅 |DataChics |Spain |547 |
|09🏅 |urbanata |India |544 |
|10🏅 |BelManunel Soto |International |541 |
\ No newline at end of file
Concelho,Has_Metro,Has_Train
Alcochete,FALSE,TRUE
Almada,FALSE,TRUE
Amadora,TRUE,TRUE
Arouca,FALSE,TRUE
Barreiro,FALSE,TRUE
Cascais,FALSE,TRUE
Espinho,FALSE,TRUE
Gondomar,TRUE,TRUE
Lisboa,TRUE,TRUE
Loures,FALSE,TRUE
Mafra,FALSE,TRUE
Maia,TRUE,TRUE
Matosinhos,TRUE,FALSE
Moita,FALSE,TRUE
Montijo,FALSE,TRUE
Odivelas,TRUE,FALSE
Oeiras,TRUE,TRUE
Oliveira de Azeméis,FALSE,TRUE
Palmela,FALSE,TRUE
Paredes,FALSE,TRUE
Porto,TRUE,TRUE
Póvoa de Varzim,TRUE,FALSE
Santa Maria da Feira,FALSE,TRUE
Santo Tirso,FALSE,TRUE
Seixal,FALSE,TRUE
Sesimbra,FALSE,FALSE
Setúbal,FALSE,TRUE
Sintra,FALSE,TRUE
São João da Madeira,FALSE,TRUE
Trofa,FALSE,TRUE
Vale de Cambra,FALSE,FALSE
Valongo,FALSE,TRUE
Vila Franca de Xira,FALSE,TRUE
Vila Nova de Gaia,TRUE,TRUE
Vila do Conde,TRUE,FALSE
id_parque,nome,capacidade_max,ocupacao,position,add_data_ocupacao
P005,Saldanha Residence,503,282,"{""coordinates"": [-9.14548192620168, 38.7323043382636], ""type"": ""Point""}",09/04/2021
P008,Valbom,513,305,"{""coordinates"": [-9.15176054084168, 38.7366155609067], ""type"": ""Point""}",09/04/2021
P057,Manuel Gouveia,398,51,"{""coordinates"": [-9.130995, 38.744327], ""type"": ""Point""}",09/04/2021
P061,Parque Vila Maria,67,0,"{""coordinates"": [-9.166372, 38.725041], ""type"": ""Point""}",09/04/2021
P029,Colégio Militar,415,210,"{""coordinates"": [-9.188327, 38.752172], ""type"": ""Point""}",09/04/2021
P012,Berna,354,258,"{""coordinates"": [-9.1520223, 38.7394789], ""type"": ""Point""}",09/04/2021
P035,Parque Mayer,81,30,"{""coordinates"": [-9.145547, 38.719062], ""type"": ""Point""}",09/04/2021
P019,El Corte Inglés,2000,1005,"{""coordinates"": [-9.15528429, 38.7352591], ""type"": ""Point""}",09/04/2021
P014,Alto do Parque,474,230,"{""coordinates"": [-9.153596, 38.731063], ""type"": ""Point""}",09/04/2021
P062,Parque da Graça,115,0,"{""coordinates"": [-9.128867, 38.716819], ""type"": ""Point""}",09/04/2021
P001,Marquês de Pombal,1145,764,"{""coordinates"": [-9.15104299999, 38.7247865], ""type"": ""Point""}",09/04/2021
P016,Universidade,247,110,"{""coordinates"": [-9.158464, 38.750671], ""type"": ""Point""}",09/04/2021
P018,Roma,602,488,"{""coordinates"": [-9.1418056, 38.7492735], ""type"": ""Point""}",09/04/2021
P033,Lumiar,160,37,"{""coordinates"": [-9.159321, 38.773079], ""type"": ""Point""}",09/04/2021
P003,Saldanha,503,299,"{""coordinates"": [-9.14573228492395, 38.7335172346174], ""type"": ""Point""}",09/04/2021
P063,Cosme Damião,286,136,"{""coordinates"": [-9.128867, 38.716819], ""type"": ""Point""}",09/04/2021
P002,Picoas Plaza,400,208,"{""coordinates"": [-9.1483930362, 38.7313746], ""type"": ""Point""}",09/04/2021
P044,Telheiras Nascente,109,25,"{""coordinates"": [-9.164886, 38.761512], ""type"": ""Point""}",09/04/2021
P015,Cidade Universitaria,620,156,"{""coordinates"": [-9.155042, 38.750596], ""type"": ""Point""}",09/04/2021
P038,Sete Rios,110,56,"{""coordinates"": [-9.166597, 38.742347], ""type"": ""Point""}",09/03/2020
P049,Pq. de Santos - D. Luis I,202,31,"{""coordinates"": [-9.15221, 38.707681], ""type"": ""Point""}",09/04/2021
P023,Areeiro,180,15,"{""coordinates"": [-9.132344, 38.744081], ""type"": ""Point""}",09/04/2021
P011,Gomes Freire,140,96,"{""coordinates"": [-9.14022, 38.724895], ""type"": ""Point""}",09/03/2020
P007,Alves Redol,166,119,"{""coordinates"": [-9.14040499999999, 38.735297], ""type"": ""Point""}",09/04/2021
P024,Belém,76,48,"{""coordinates"": [-9.203909, 38.69723], ""type"": ""Point""}",09/04/2021
P034,Avenida Lusíada,92,82,"{""coordinates"": [-9.188309, 38.75214], ""type"": ""Point""}",09/04/2021
P040,Mercado de Alvalade,118,24,"{""coordinates"": [-9.139498, 38.755424], ""type"": ""Point""}",09/04/2021
P047,Damasceno Monteiro,81,38,"{""coordinates"": [-9.130581, 38.718095], ""type"": ""Point""}",09/04/2021
P048,Campo das Cebolas,205,82,"{""coordinates"": [-9.131141, 38.70888], ""type"": ""Point""}",09/04/2021
P058,Campo de Ourique,0,0,"{""coordinates"": [-9.170647, 38.719168], ""type"": ""Point""}",09/04/2021
P017,Praça de Londres,240,180,"{""coordinates"": [-9.13714389999996, 38.7408069], ""type"": ""Point""}",09/04/2021
P009,Centro Campo Pequeno,1250,347,"{""coordinates"": [-9.14493799209595, 38.7423520945922], ""type"": ""Point""}",09/04/2021
P006,Arco Cego,255,208,"{""coordinates"": [-9.14209400000004, 38.737444], ""type"": ""Point""}",09/04/2021
P041,Santos-Rio,210,134,"{""coordinates"": [-9.151017, 38.706138], ""type"": ""Point""}",09/04/2021
P028,Chão do Loureiro,192,53,"{""coordinates"": [-9.135017, 38.712416], ""type"": ""Point""}",09/04/2021
P030,Combatentes,155,29,"{""coordinates"": [-9.162904, 38.745735], ""type"": ""Point""}",09/04/2021
P032,Estrada da Luz,98,89,"{""coordinates"": [-9.170943, 38.749827], ""type"": ""Point""}",09/04/2021
P064,Olivais,248,200,"{""coordinates"": [-9.128867, 38.716819], ""type"": ""Point""}",09/04/2021
P043,Ameixoeira,501,57,"{""coordinates"": [-9.158056, 38.779591], ""type"": ""Point""}",09/04/2021
P037,Rego,238,44,"{""coordinates"": [-9.159954, 38.744582], ""type"": ""Point""}",09/04/2021
P045,Aldeia de Telheiras,158,99,"{""coordinates"": [-9.166878, 38.760574], ""type"": ""Point""}",10/03/2020
P013,Monumental,277,195,"{""coordinates"": [-9.14430800000002, 38.734036], ""type"": ""Point""}",30/06/2020
P004,Atrium Saldanha,251,164,"{""coordinates"": [-9.1446021616448, 38.7332687356758], ""type"": ""Point""}",09/04/2021
P046,Torres de Lisboa,98,29,"{""coordinates"": [-9.176896, 38.756548], ""type"": ""Point""}",09/04/2021
P031,Calçada do Combro,248,55,"{""coordinates"": [-9.147541, 38.711188], ""type"": ""Point""}",09/04/2021
P042,Alcântara,202,61,"{""coordinates"": [-9.175066, 38.706007], ""type"": ""Point""}",09/04/2021
P020,Sousa Pinto,135,30,"{""coordinates"": [-9.157032, 38.724475], ""type"": ""Point""}",09/04/2021
P025,Campo Grande,196,57,"{""coordinates"": [-9.155495, 38.757586], ""type"": ""Point""}",09/04/2021
P027,Casal Vistoso,256,60,"{""coordinates"": [-9.128965, 38.742375], ""type"": ""Point""}",09/04/2021
county,month,rainfall,raindays
Lisboa,09/2019,11.4,4
Lisboa,10/2019,43.2,12
Lisboa,11/2019,114.9,27
Lisboa,12/2019,110,12
Lisboa,01/2020,65.6,17
Lisboa,02/2020,7.1,8
Lisboa,03/2020,75.2,15
Lisboa,04/2020,96.6,19
Lisboa,05/2020,62.2,10
Lisboa,06/2020,4.5,5
Lisboa,07/2020,12.8,5
Lisboa,08/2020,2.7,4
Lisboa,09/2020,43.6,7
Lisboa,10/2020,70.8,12
Lisboa,11/2020,96.1,14
Lisboa,12/2020,75.1,23
Lisboa,01/2021,58.8,15
Lisboa,02/2021,167.1,23
Lisboa,03/2021,46.1,6
Amadora,09/2019,13,4
Amadora,10/2019,48.1,12
Amadora,11/2019,122.2,27
Amadora,12/2019,120.2,12
Amadora,01/2020,72,17
Amadora,02/2020,7.2,6
Amadora,03/2020,75.9,16
Amadora,04/2020,102,21
Amadora,05/2020,63.1,10
Amadora,06/2020,5.7,8
Amadora,07/2020,13,5
Amadora,08/2020,3.8,5
Amadora,09/2020,57.1,7
Amadora,10/2020,80.1,13
Amadora,11/2020,112.1,14
Amadora,12/2020,88.6,22
Amadora,01/2021,58.5,17
Amadora,02/2021,190.5,23
Amadora,03/2021,42.5,5
Porto,09/2019,49.3,8
Porto,10/2019,260,15
Porto,11/2019,306.5,30
Porto,12/2019,406.5,15
Porto,01/2020,228.4,17
Porto,02/2020,58.6,10
Porto,03/2020,111.1,14
Porto,04/2020,163.5,21
Porto,05/2020,50,11
Porto,06/2020,28.3,11
Porto,07/2020,7.2,5
Porto,08/2020,34.5,6
Porto,09/2020,53.1,12
Porto,10/2020,179.9,15
Porto,11/2020,123,19
Porto,12/2020,326.4,26
Porto,01/2021,172.8,15
Porto,02/2021,320,21
Porto,03/2021,13.3,11
Cascais,09/2019,6.8,3
Cascais,10/2019,33.4,14
Cascais,11/2019,73.6,25
Cascais,12/2019,49.6,12
Cascais,01/2020,42.9,16
Cascais,02/2020,5.5,8
Cascais,03/2020,24,14
Cascais,04/2020,62.2,19
Cascais,05/2020,45.3,8
Cascais,06/2020,3.6,5
Cascais,07/2020,4.5,3
Cascais,08/2020,2.9,4
Cascais,09/2020,68.1,7
Cascais,10/2020,45,14
Cascais,11/2020,75.8,14
Cascais,12/2020,73.1,22
Cascais,01/2021,41.8,19
Cascais,02/2021,75.1,21
Cascais,03/2021,31.5,6
Loures,09/2019,11.4,4
Loures,10/2019,43.2,12
Loures,11/2019,114.9,27
Loures,12/2019,110,12
Loures,01/2020,65.6,17
Loures,02/2020,7.1,8
Loures,03/2020,75.2,15
Loures,04/2020,96.6,19
Loures,05/2020,62.2,10
Loures,06/2020,4.5,5
Loures,07/2020,12.8,5
Loures,08/2020,2.7,4
Loures,09/2020,43.6,7
Loures,10/2020,70.8,12
Loures,11/2020,96.1,14
Loures,12/2020,75.1,23
Loures,01/2021,58.8,15
Loures,02/2021,167.1,23
Loures,03/2021,46.1,6
Mafra,09/2019,12.3,4
Mafra,10/2019,45.6,13
Mafra,11/2019,146.7,29
Mafra,12/2019,120.7,13
Mafra,01/2020,81,18
Mafra,02/2020,8,8
Mafra,03/2020,71.5,15
Mafra,04/2020,104.1,21
Mafra,05/2020,85.8,10
Mafra,06/2020,8,9
Mafra,07/2020,10.8,6
Mafra,08/2020,3.5,6
Mafra,09/2020,58.9,7
Mafra,10/2020,93.1,13
Mafra,11/2020,122.4,14
Mafra,12/2020,138.3,24
Mafra,01/2021,81.2,17
Mafra,02/2021,176.6,22
Mafra,03/2021,54.9,7
Setúbal,09/2019,8.1,2
Setúbal,10/2019,41.2,11
Setúbal,11/2019,80.9,23
Setúbal,12/2019,130.1,11
Setúbal,01/2020,44.5,17
Setúbal,02/2020,4.2,5
Setúbal,03/2020,52.5,14
Setúbal,04/2020,114,21
Setúbal,05/2020,74.3,10
Setúbal,06/2020,5.1,5
Setúbal,07/2020,7.4,4
Setúbal,08/2020,2,4
Setúbal,09/2020,33.8,7
Setúbal,10/2020,97.4,12
Setúbal,11/2020,131.1,14
Setúbal,12/2020,68.8,20
Setúbal,01/2021,44.3,14
Setúbal,02/2021,182.7,21
Setúbal,03/2021,39.8,7
Odivelas,09/2019,11.4,4
Odivelas,10/2019,43.2,12
Odivelas,11/2019,114.9,27
Odivelas,12/2019,110,12
Odivelas,01/2020,65.6,17
Odivelas,02/2020,7.1,8
Odivelas,03/2020,75.2,15
Odivelas,04/2020,96.6,19
Odivelas,05/2020,62.2,10
Odivelas,06/2020,4.5,5
Odivelas,07/2020,12.8,5
Odivelas,08/2020,2.7,4
Odivelas,09/2020,43.6,7
Odivelas,10/2020,70.8,12
Odivelas,11/2020,96.1,14
Odivelas,12/2020,75.1,23
Odivelas,01/2021,58.8,15
Odivelas,02/2021,167.1,23
Odivelas,03/2021,46.1,6
Sintra,09/2019,12.2,2
Sintra,10/2019,34,12
Sintra,11/2019,89.8,27
Sintra,12/2019,97.1,11
Sintra,01/2020,72.7,16
Sintra,02/2020,5.6,9
Sintra,03/2020,61.4,15
Sintra,04/2020,93.8,19
Sintra,05/2020,70.6,9
Sintra,06/2020,3.5,6
Sintra,07/2020,7.9,5
Sintra,08/2020,1.6,4
Sintra,09/2020,58.1,8
Sintra,10/2020,49.1,13
Sintra,11/2020,97.4,13
Sintra,12/2020,60.6,23
Sintra,01/2021,41.1,18
Sintra,02/2021,159.2,21
Sintra,03/2021,49.4,7
Vila Franca de Xira,09/2019,10.8,3
Vila Franca de Xira,10/2019,19.7,11
Vila Franca de Xira,11/2019,87.9,23
Vila Franca de Xira,12/2019,93.6,11
Vila Franca de Xira,01/2020,52.4,16
Vila Franca de Xira,02/2020,4.5,7
Vila Franca de Xira,03/2020,67.7,14
Vila Franca de Xira,04/2020,83.5,20
Vila Franca de Xira,05/2020,51.4,9
Vila Franca de Xira,06/2020,3.1,7
Vila Franca de Xira,07/2020,8,5
Vila Franca de Xira,08/2020,1.5,3
Vila Franca de Xira,09/2020,25,7
Vila Franca de Xira,10/2020,51.4,11
Vila Franca de Xira,11/2020,82,13
Vila Franca de Xira,12/2020,53.5,20
Vila Franca de Xira,01/2021,45.9,14
Vila Franca de Xira,02/2021,175.5,19
Vila Franca de Xira,03/2021,51.3,6
Oeiras,09/2019,6.7,2
Oeiras,10/2019,28.5,12
Oeiras,11/2019,71.1,24
Oeiras,12/2019,53.9,11
Oeiras,01/2020,40,15
Oeiras,02/2020,5.3,7
Oeiras,03/2020,50.7,17
Oeiras,04/2020,74.2,18
Oeiras,05/2020,54.6,9
Oeiras,06/2020,5.1,6
Oeiras,07/2020,12.4,4
Oeiras,08/2020,3.6,5
Oeiras,09/2020,65.7,7
Oeiras,10/2020,47.3,13
Oeiras,11/2020,86.5,15
Oeiras,12/2020,42.4,22
Oeiras,01/2021,30.3,18
Oeiras,02/2021,120.3,21
Oeiras,03/2021,43.7,3
Alcochete,09/2019,3.9,2
Alcochete,10/2019,22.5,11
Alcochete,11/2019,54.9,21
Alcochete,12/2019,60.1,10
Alcochete,01/2020,32.9,16
Alcochete,02/2020,4.1,7
Alcochete,03/2020,57.2,14
Alcochete,04/2020,54.5,19
Alcochete,05/2020,44.8,10
Alcochete,06/2020,4.8,5
Alcochete,07/2020,8.1,3
Alcochete,08/2020,1.3,3
Alcochete,09/2020,25.3,6
Alcochete,10/2020,34.4,11
Alcochete,11/2020,78,15
Alcochete,12/2020,29,20
Alcochete,01/2021,23.4,16
Alcochete,02/2021,110.7,20
Alcochete,03/2021,29,5
Almada,09/2019,3.3,2
Almada,10/2019,19.1,12
Almada,11/2019,44.3,23
Almada,12/2019,43.3,10
Almada,01/2020,25.5,15
Almada,02/2020,2.4,4
Almada,03/2020,29.7,15
Almada,04/2020,38.6,17
Almada,05/2020,22.9,8
Almada,06/2020,2.7,4
Almada,07/2020,4.7,3
Almada,08/2020,0.8,2
Almada,09/2020,22.6,6
Almada,10/2020,32,12
Almada,11/2020,51.9,14
Almada,12/2020,37,20
Almada,01/2021,25.7,15
Almada,02/2021,67.1,19
Almada,03/2021,18.5,5
Barreiro,09/2019,3.3,2
Barreiro,10/2019,19.1,12
Barreiro,11/2019,44.3,23
Barreiro,12/2019,43.3,10
Barreiro,01/2020,25.5,15
Barreiro,02/2020,2.4,4
Barreiro,03/2020,29.7,15
Barreiro,04/2020,38.6,17
Barreiro,05/2020,22.9,8
Barreiro,06/2020,2.7,4
Barreiro,07/2020,4.7,3
Barreiro,08/2020,0.8,2
Barreiro,09/2020,22.6,6
Barreiro,10/2020,32,12
Barreiro,11/2020,51.9,14
Barreiro,12/2020,37,20
Barreiro,01/2021,25.7,15
Barreiro,02/2021,67.1,19
Barreiro,03/2021,18.5,5
Montijo,09/2019,3.9,2
Montijo,10/2019,22.5,11
Montijo,11/2019,54.9,21
Montijo,12/2019,60.1,10
Montijo,01/2020,32.9,16
Montijo,02/2020,4.1,7
Montijo,03/2020,57.2,14
Montijo,04/2020,54.5,19
Montijo,05/2020,44.8,10
Montijo,06/2020,4.8,5
Montijo,07/2020,8.1,3
Montijo,08/2020,1.3,3
Montijo,09/2020,25.3,6
Montijo,10/2020,34.4,11
Montijo,11/2020,78,15
Montijo,12/2020,29,20
Montijo,01/2021,23.4,16
Montijo,02/2021,110.7,20
Montijo,03/2021,29,5
Moita,09/2019,3.9,2
Moita,10/2019,22.5,11
Moita,11/2019,54.9,21
Moita,12/2019,60.1,10
Moita,01/2020,32.9,16
Moita,02/2020,4.1,7
Moita,03/2020,57.2,14
Moita,04/2020,54.5,19
Moita,05/2020,44.8,10
Moita,06/2020,4.8,5
Moita,07/2020,8.1,3
Moita,08/2020,1.3,3
Moita,09/2020,25.3,6
Moita,10/2020,34.4,11
Moita,11/2020,78,15
Moita,12/2020,29,20
Moita,01/2021,23.4,16
Moita,02/2021,110.7,20
Moita,03/2021,29,5
Palmela,09/2019,8.1,2
Palmela,10/2019,41.2,11
Palmela,11/2019,80.9,23
Palmela,12/2019,130.1,11
Palmela,01/2020,44.5,17
Palmela,02/2020,4.2,5
Palmela,03/2020,52.5,14
Palmela,04/2020,114,21
Palmela,05/2020,74.3,10
Palmela,06/2020,5.1,5
Palmela,07/2020,7.4,4
Palmela,08/2020,2,4
Palmela,09/2020,33.8,7
Palmela,10/2020,97.4,12
Palmela,11/2020,131.1,14
Palmela,12/2020,68.8,20
Palmela,01/2021,44.3,14
Palmela,02/2021,182.7,21
Palmela,03/2021,39.8,7
Seixal,09/2019,3.3,2
Seixal,10/2019,19.1,12
Seixal,11/2019,44.3,23
Seixal,12/2019,43.3,10
Seixal,01/2020,25.5,15
Seixal,02/2020,2.4,4
Seixal,03/2020,29.7,15
Seixal,04/2020,38.6,17
Seixal,05/2020,22.9,8
Seixal,06/2020,2.7,4
Seixal,07/2020,4.7,3
Seixal,08/2020,0.8,2
Seixal,09/2020,22.6,6
Seixal,10/2020,32,12
Seixal,11/2020,51.9,14
Seixal,12/2020,37,20
Seixal,01/2021,25.7,15
Seixal,02/2021,67.1,19
Seixal,03/2021,18.5,5
Sesimbra,09/2019,8.1,2
Sesimbra,10/2019,41.2,11
Sesimbra,11/2019,80.9,23
Sesimbra,12/2019,130.1,11
Sesimbra,01/2020,44.5,17
Sesimbra,02/2020,4.2,5
Sesimbra,03/2020,52.5,14
Sesimbra,04/2020,114,21
Sesimbra,05/2020,74.3,10
Sesimbra,06/2020,5.1,5
Sesimbra,07/2020,7.4,4
Sesimbra,08/2020,2,4
Sesimbra,09/2020,33.8,7
Sesimbra,10/2020,97.4,12
Sesimbra,11/2020,131.1,14
Sesimbra,12/2020,68.8,20
Sesimbra,01/2021,44.3,14
Sesimbra,02/2021,182.7,21
Sesimbra,03/2021,39.8,7
Espinho,09/2019,54.2,8
Espinho,10/2019,211.2,14
Espinho,11/2019,269.5,30
Espinho,12/2019,382,15
Espinho,01/2020,193.1,18
Espinho,02/2020,56.8,10
Espinho,03/2020,106.5,14
Espinho,04/2020,166.4,24
Espinho,05/2020,57.8,13
Espinho,06/2020,33.7,13
Espinho,07/2020,8.2,4
Espinho,08/2020,28.2,5