{"id":562,"date":"2025-07-28T13:58:26","date_gmt":"2025-07-28T17:58:26","guid":{"rendered":"https:\/\/literaciadigital.ufms.br\/?page_id=562"},"modified":"2025-10-06T23:01:49","modified_gmt":"2025-10-07T03:01:49","slug":"8-5","status":"publish","type":"page","link":"https:\/\/literaciadigital.ufms.br\/en\/data8\/8-0\/8-5\/","title":{"rendered":"Cap\u00edtulo 8.5"},"content":{"rendered":"<div style=\"position: relative\">\n<div style=\"float: left;width: 300px;background-color: #f5f5f5;border: 1px solid #ddd;border-radius: 5px;padding: 15px;margin-right: 20px;margin-bottom: 5px;overflow: hidden\">\n<h3 style=\"margin: 0 0 10px 0;padding-bottom: 8px;border-bottom: 1px solid #ddd\">\u00cdndice<\/h3>\n<ol style=\"margin: 0;padding-left: 0;list-style-type: none\">\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/1-0\/\">1. O que \u00e9 Ci\u00eancia de Dados?<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/1-0\/1-1\/\">1.1. Introdu\u00e7\u00e3o<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/1-0\/1-1\/1-1\/\">1.1.1. Ferramentas Computacionais<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/1-0\/1-1\/1-2\/\">1.1.2. T\u00e9cnicas Estat\u00edsticas<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/1-0\/1-2\/\">1.2. Por que Ci\u00eancia de Dados?<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/1-0\/1-3\/\">1.3. Tra\u00e7ando os Cl\u00e1ssicos<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/1-0\/1-3\/3-1\/\">1.3.1. Personagens Liter\u00e1rios<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/1-0\/1-3\/3-2\/\">1.3.2. Outro Tipo de Personagem<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/2-0\/\">2. Causalidade e Experimentos<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/2-0\/2-1\/\">2.1. John Snow e a Bomba da Broad Street<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/2-0\/2-2\/\">2.2. O &#8220;Grande Experimento&#8221; de Snow<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/2-0\/2-3\/\">2.3. Estabelecendo Causalidade<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/2-0\/2-4\/\">2.4. Randomiza\u00e7\u00e3o<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/2-0\/2-5\/\">2.5. Notas Finais<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/3-0\/\">3. Progamando em Python<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/3-0\/3-1\/\">3.1. Express\u00f5es<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/3-0\/3-2\/\">3.2. Nomes<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/3-0\/3-2\/2-1\/\">3.2.1. Exemplo: Taxas de Crescimento<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/3-0\/3-3\/\">3.3. Chamadas<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/3-0\/3-4\/\">3.4. Introdu\u00e7\u00e3o \u00e0s Tabelas<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/4-0\/\">4. Tipos de Dados<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/4-0\/4-1\/\">4.1. N\u00fameros<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/4-0\/4-2\/\">4.2. Strings<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/4-0\/4-2\/2-1\/\">4.2.1. M\u00e9todos de Strings<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/4-0\/4-3\/\">4.3. Compara\u00e7\u00f5es<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/5-0\/\">5. Sequ\u00eancias<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/5-0\/5-1\/\">5.1. Arrays<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/5-0\/5-2\/\">5.2. Ranges<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/5-0\/5-3\/\">5.3. Mais sobre Arrays<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/6-0\/\">6. Tabelas<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/6-0\/6-1\/\">6.1. Ordenando Linhas<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/6-0\/6-2\/\">6.2. Selecionando Linhas<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/6-0\/6-3\/\">6.3. Exemplo: Tend\u00eancias Populacionais<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/6-0\/6-4\/\">6.4. Examplo: Propor\u00e7\u00f5es de Sexos<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/7-0\/\">7. Visualiza\u00e7\u00e3o<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/7-0\/7-1\/\">7.1. Visualizando Distribui\u00e7\u00f5es<br \/>\nCateg\u00f3ricas<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/7-0\/7-2\/\">7.2. Visualizando Distribui\u00e7\u00f5es Num\u00e9ricas<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/7-0\/7-3\/\">7.3. Gr\u00e1ficos Sobrepostos<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/8-0\/\">8. Fun\u00e7\u00f5es e Tabelas<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/8-0\/8-1\/\">8.1. Aplicando Fun\u00e7\u00e3o a uma Coluna<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/8-0\/8-2\/\">8.2. Classificando por uma Vari\u00e1vel<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/8-0\/8-3\/\">8.3. Classifica\u00e7\u00e3o Cruzada<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/8-0\/8-4\/\">8.4. Unindo Tabelas por Colunas<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/8-0\/8-5\/\">8.5. Compartilhamento de Bicicletas<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/9-0\/\">9. Aleatoriedade<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/9-0\/9-1\/\">9.1. Declara\u00e7\u00f5es Condicionais<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/9-0\/9-2\/\">9.2. Itera\u00e7\u00e3o<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/9-0\/9-3\/\">9.3. Simula\u00e7\u00e3o<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/9-0\/9-4\/\">9.4. O Problema de Monty Hall<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/9-0\/9-5\/\">9.5. Encontrando Probabilidades<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/10-0\/\">10. Amostragem e Distribui\u00e7\u00f5es Emp\u00edricas<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/10-0\/10-1\/\">10.1. Distribui\u00e7\u00f5es Emp\u00edricas<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/10-0\/10-2\/\">10.2. Amostragem de uma Popula\u00e7\u00e3o<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/10-0\/10-3\/\">10.3. Distribui\u00e7\u00e3o Emp\u00edrica de uma<br \/>\nEstat\u00edstica<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/10-0\/10-4\/\">10.4. Amostragem Aleat\u00f3ria em Python <\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/11-0\/\">11. Testando Hip\u00f3teses<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/11-0\/11-1\/\">11.1. Avaliando um Modelo<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/11-0\/11-2\/\">11.2. M\u00faltiplas Categorias<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/11-0\/11-3\/\">11.3. Decis\u00f5es e Incertezas<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/11-0\/11-4\/\">11.4. Probabilidades de Erro<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/12-0\/\">12. Comparando Duas Amostras<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/12-0\/12-1\/\">12.1. Teste A\/B<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/12-0\/12-2\/\">12.2. Causalidade<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/12-0\/12-3\/\">12.3. Esvaziar<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/13-0\/\">13. Estima\u00e7\u00e3o<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/13-0\/13-1\/\">13.1. Percentis<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/13-0\/13-2\/\">13.2. O Bootstrap<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/13-0\/13-3\/\">13.3. Intervalos de Confian\u00e7a<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/13-0\/13-4\/\">13.4. Usando Intervalos de Confian\u00e7a<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/14-0\/\">14. Por que a M\u00e9dia \u00e9 Importante<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/14-0\/14-1\/\">14.1. Propriedades da M\u00e9dia<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/14-0\/14-2\/\">14.2. Variabilidade<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/14-0\/14-3\/\">14.3. O DP e a Curva Normal<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/14-0\/14-4\/\">14.4. Teorema Central do Limite<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/14-0\/14-5\/\">14.5. Variabilidade da M\u00e9dia da Amostra<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/14-0\/14-6\/\">14.6. Escolhendo um Tamanho de Amostra<\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"margin-bottom: 5px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/15-0\/\">15. Previs\u00e3o<\/a>\n<ul style=\"margin: 5px 0 5px 15px;padding-left: 10px;list-style-type: none;border-left: 1px solid #ddd\">\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/15-0\/15-1\/\">15.1. Correla\u00e7\u00e3o<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/15-0\/15-2\/\">15.2. Linha de Regress\u00e3o<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/15-0\/15-3\/\">15.3. M\u00e9todo dos M\u00ednimos Quadrados<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/15-0\/15-4\/\">15.4. Regress\u00e3o de M\u00ednimos Quadrados<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/15-0\/15-5\/\">15.5. Diagn\u00f3sticos Visuais<\/a><\/li>\n<li style=\"margin-bottom: 3px\"><a style=\"padding: 2px 0\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/15-0\/15-6\/\">15.6. Diagn\u00f3stico Num\u00e9rico<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<\/div>\n<p><!-- Main Content --><\/p>\n<div style=\"overflow: hidden\">\n<p><!--###########################################################################################################################################################--><\/p>\n<pre><code><span style=\"color: black\">from datascience import *\r\n%matplotlib inline\r\npath_data = '..\/..\/..\/assets\/data\/'\r\nimport matplotlib.pyplot as plt\r\nplt.style.use('fivethirtyeight')\r\nimport math\r\nfrom scipy import stats\r\nimport numpy as np\r\nimport warnings\r\nwarnings.simplefilter(action='ignore', category=np.VisibleDeprecationWarning)<\/span><\/code><\/pre>\n<p>&nbsp;<\/p>\n<h1 id=\"compartilhamento-de-bicicletas-na-rea-da-ba-a\" style=\"text-align: center\">Compartilhamento de Bicicletas na \u00c1rea da Ba\u00eda<\/h1>\n<p style=\"text-align: justify\">Conclu\u00edmos este cap\u00edtulo usando todos os m\u00e9todos que aprendemos para examinar um conjunto de dados novo e grande. Tamb\u00e9m vamos apresentar o <code>map_table<\/code>, uma ferramenta de visualiza\u00e7\u00e3o poderosa.<\/p>\n<p style=\"text-align: justify\">O servi\u00e7o de <a href=\"http:\/\/www.bayareabikeshare.com\/\">Bay Area Bike Share<\/a> publicou um <a href=\"http:\/\/www.bayareabikeshare.com\/open-data\">conjunto de dados<\/a> descrevendo cada aluguel de bicicleta de setembro de 2014 a agosto de 2015 em seu sistema. Houve 354.152 alugu\u00e9is no total. As colunas s\u00e3o:<\/p>\n<ul>\n<li style=\"text-align: justify\">Um ID para o aluguel<\/li>\n<li style=\"text-align: justify\">Dura\u00e7\u00e3o do aluguel, em segundos<\/li>\n<li style=\"text-align: justify\">Data de in\u00edcio<\/li>\n<li style=\"text-align: justify\">Nome da Esta\u00e7\u00e3o de In\u00edcio e c\u00f3digo do Terminal de In\u00edcio<\/li>\n<li style=\"text-align: justify\">Nome da Esta\u00e7\u00e3o de Fim e c\u00f3digo do Terminal de Fim<\/li>\n<li style=\"text-align: justify\">Um n\u00famero serial para a bicicleta<\/li>\n<li style=\"text-align: justify\">Tipo de assinante e c\u00f3digo postal<\/li>\n<\/ul>\n<pre><code><span style=\"color: black\">trips = Table.read_table(path_data + 'trip.csv')\r\ntrips<\/span><\/code><\/pre>\n<div>\n<table style=\"font-family: monospace;border-collapse: collapse;width: auto;margin-left: 1em\" border=\"1\">\n<thead>\n<tr style=\"background-color: #f0f0f0;border-bottom: 2px solid #ddd\">\n<th style=\"text-align: left;padding: 4px 8px\">Trip ID<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Duration<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Start Date<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Start Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Start Terminal<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">End Date<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">End Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">End Terminal<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Bike #<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Subscriber Type<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Zip Code<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">913460<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">765<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:26<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Harry Bridges Plaza (Ferry Building)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">50<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:39<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco Caltrain (Townsend at 4th)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">70<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">288<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Subscriber<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2139<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">913459<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">1036<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:11<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Antonio Shopping Center<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">31<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:28<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Mountain View City Hall<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">27<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">35<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Subscriber<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">95032<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">913455<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">307<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:13<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Post at Kearny<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">47<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:18<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at South Park<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">64<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">468<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Subscriber<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">94107<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">913454<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">409<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:10<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose City Hall<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">10<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:17<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Salvador at 1st<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">68<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Subscriber<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">95113<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">913453<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">789<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:09<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Embarcadero at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">51<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:22<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Embarcadero at Sansome<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">60<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">487<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Customer<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">9069<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">913452<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">293<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:07<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Yerba Buena Center of the Arts (3rd @ Howard)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">68<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:12<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco Caltrain (Townsend at 4th)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">70<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">538<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Subscriber<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">94118<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">913451<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">896<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:07<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Embarcadero at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">51<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 23:22<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Embarcadero at Sansome<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">60<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">363<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Customer<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">92562<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">913450<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">255<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 22:16<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Embarcadero at Sansome<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">60<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 22:20<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Steuart at Market<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">74<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">470<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Subscriber<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">94111<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">913449<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">126<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 22:12<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Beale at Market<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">56<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 22:15<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Temporary Transbay Terminal (Howard at Beale)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">55<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">439<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Subscriber<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">94130<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">913448<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">932<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 21:57<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Post at Kearny<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">47<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/31\/2015 22:12<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">South Van Ness at Market<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">66<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">472<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Subscriber<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">94702<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">Vamos nos concentrar apenas nas <em>viagens gratuitas<\/em>, que s\u00e3o viagens que duram menos de 1800 segundos (meia hora). H\u00e1 uma cobran\u00e7a para viagens mais longas.<\/p>\n<p style=\"text-align: justify\">O histograma abaixo mostra que a maioria das viagens durou cerca de 10 minutos (600 segundos) mais ou menos. Muito poucas duraram perto de 30 minutos (1800 segundos), possivelmente porque as pessoas tentam devolver as bicicletas antes do hor\u00e1rio limite para n\u00e3o terem que pagar.<\/p>\n<pre><code><span style=\"color: black\">commute = trips.where('Duration', are.below(1800))\r\ncommute.hist('Duration', unit='Second')<\/span><\/code><\/pre>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-full wp-image-567\" src=\"https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-1.png\" alt=\"\" width=\"446\" height=\"284\" srcset=\"https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-1.png 446w, https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-1-300x191.png 300w\" sizes=\"(max-width: 446px) 100vw, 446px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>Podemos obter mais detalhes especificando um n\u00famero maior de caixas. Mas a forma geral n\u00e3o muda muito.<\/p>\n<pre><code><span style=\"color: black\">commute.hist('Duration', bins=60, unit='Second')<\/span><\/code><\/pre>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-568\" src=\"https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-2.png\" alt=\"\" width=\"455\" height=\"284\" srcset=\"https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-2.png 455w, https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-2-300x187.png 300w\" sizes=\"(max-width: 455px) 100vw, 455px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"explorando-os-dados-com-group-e-pivot-\">Explorando os dados com <code>group<\/code> e <code>pivot<\/code><\/h2>\n<p>Podemos usar <code>group<\/code> para identificar a Esta\u00e7\u00e3o Inicial mais usada:<\/p>\n<pre><code><span style=\"color: black\">starts = commute.group('Start Station').sort('count', descending=True)\r\nstarts<\/span><\/code><\/pre>\n<table style=\"font-family: monospace;border-collapse: collapse;width: auto;margin-left: 1em\" border=\"1\">\n<thead>\n<tr style=\"background-color: #f0f0f0;border-bottom: 2px solid #ddd\">\n<th style=\"text-align: left;padding: 4px 8px\">Start Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">count<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco Caltrain (Townsend at 4th)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">25858<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco Caltrain 2 (330 Townsend)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">21523<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Harry Bridges Plaza (Ferry Building)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">15543<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Temporary Transbay Terminal (Howard at Beale)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">14298<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Townsend<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">13674<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Townsend at 7th<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">13579<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Steuart at Market<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">13215<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Embarcadero at Sansome<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">12842<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Market at 10th<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">11523<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Market at Sansome<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">11023<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">O maior n\u00famero de viagens come\u00e7ou na esta\u00e7\u00e3o Caltrain em Townsend e na 4th em S\u00e3o Francisco. As pessoas pegam o trem para a cidade e depois usam uma bicicleta compartilhada para chegar ao pr\u00f3ximo destino.<\/p>\n<p style=\"text-align: justify\">O m\u00e9todo <code>group<\/code> tamb\u00e9m pode ser usado para classificar os alugu\u00e9is por esta\u00e7\u00e3o inicial e esta\u00e7\u00e3o final.<\/p>\n<pre><code><span style=\"color: black\">commute.group(['Start Station', 'End Station'])<\/span><\/code><\/pre>\n<table style=\"font-family: monospace;border-collapse: collapse;width: auto;margin-left: 1em\" border=\"1\">\n<thead>\n<tr style=\"background-color: #f0f0f0;border-bottom: 2px solid #ddd\">\n<th style=\"text-align: left;padding: 4px 8px\">Start Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">End Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">count<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">54<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at South Park<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">295<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Townsend<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">437<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">5th at Howard<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">113<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Beale at Market<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">127<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Broadway St at Battery St<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">67<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Civic Center BART (7th at Market)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">47<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Clay at Battery<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">240<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Commercial at Montgomery<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">128<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Davis at Jackson<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">28<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">Cinquenta e quatro viagens come\u00e7aram e terminaram na esta\u00e7\u00e3o na 2\u00aa com Folsom. Um n\u00famero muito maior (437) foi entre a 2\u00aa com Folsom e a 2\u00aa com Townsend.<\/p>\n<p style=\"text-align: justify\">O m\u00e9todo <code>pivot<\/code> faz a mesma classifica\u00e7\u00e3o, mas exibe seus resultados em uma tabela de conting\u00eancia que mostra todas as combina\u00e7\u00f5es poss\u00edveis de Esta\u00e7\u00f5es de In\u00edcio e Fim, mesmo que algumas delas n\u00e3o correspondam a nenhuma viagem. Lembre-se de que o primeiro argumento de uma declara\u00e7\u00e3o <code>pivot<\/code> especifica os r\u00f3tulos das colunas da tabela pivot; o segundo argumento rotula as linhas.<\/p>\n<p style=\"text-align: justify\">H\u00e1 uma esta\u00e7\u00e3o de trem, bem como uma esta\u00e7\u00e3o do Bay Area Rapid Transit (BART), perto de Beale na Market, explicando o alto n\u00famero de viagens que come\u00e7am e terminam l\u00e1.<\/p>\n<pre><code><span style=\"color: black\">commute.pivot('Start Station', 'End Station')<\/span><\/code><\/pre>\n<div>\n<table style=\"font-family: monospace;border-collapse: collapse;width: auto;margin-left: 1em\" border=\"1\">\n<thead>\n<tr style=\"background-color: #f0f0f0;border-bottom: 2px solid #ddd\">\n<th style=\"text-align: left;padding: 4px 8px\">End Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">2nd at Folsom<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">2nd at South Park<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">2nd at Townsend<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">5th at Howard<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Adobe on Almaden<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Arena Green \/ SAP Center<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Beale at Market<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Broadway St at Battery St<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">California Ave Caltrain Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Castro Street and El Camino Real<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Civic Center BART (7th at Market)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Clay at Battery<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Commercial at Montgomery<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Cowper at University<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Davis at Jackson<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Embarcadero at Bryant<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Embarcadero at Folsom<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Embarcadero at Sansome<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Embarcadero at Vallejo<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Evelyn Park and Ride<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Franklin at Maple<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Golden Gate at Polk<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Grant Avenue at Columbus Avenue<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Harry Bridges Plaza (Ferry Building)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Howard at 2nd<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Japantown<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">MLK Library<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Market at 10th<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Market at 4th<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Market at Sansome<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Mechanics Plaza (Market at Battery)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Mezes Park<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Mountain View Caltrain Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Mountain View City Hall<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Palo Alto Caltrain Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Park at Olive<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Paseo de San Antonio<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Post at Kearny<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Powell Street BART<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Powell at Post (Union Square)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Redwood City Caltrain Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Redwood City Medical Center<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Redwood City Public Library<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Rengstorff Avenue \/ California Street<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Ryland Park<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">SJSU &#8211; San Salvador at 9th<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">SJSU 4th at San Carlos<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Antonio Caltrain Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Antonio Shopping Center<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Francisco Caltrain (Townsend at 4th)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Francisco Caltrain 2 (330 Townsend)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Francisco City Hall<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Jose City Hall<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Jose Civic Center<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Jose Diridon Caltrain Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Mateo County Center<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Pedro Square<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Salvador at 1st<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Santa Clara County Civic Center<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Santa Clara at Almaden<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">South Van Ness at Market<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Spear at Folsom<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">St James Park<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Stanford in Redwood City<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Steuart at Market<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Temporary Transbay Terminal (Howard at Beale)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Townsend at 7th<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">University and Emerson<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Washington at Kearny<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Yerba Buena Center of the Arts (3rd @ Howard)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">54<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">190<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">554<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">107<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">40<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">21<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">44<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">78<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">54<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">9<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">77<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">32<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">41<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">14<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">11<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">30<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">416<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">53<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">169<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">114<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">302<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">33<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">60<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">121<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">88<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">694<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">445<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">21<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">38<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">57<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">39<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">237<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">342<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">17<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">31<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at South Park<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">295<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">164<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">71<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">180<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">208<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">85<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">112<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">87<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">160<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">56<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">178<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">83<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">116<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">57<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">73<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">574<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">500<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">139<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">199<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">1633<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">119<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">299<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">84<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">113<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">559<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">480<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">48<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">66<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">152<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">374<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">429<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">143<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">63<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">209<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Townsend<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">437<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">151<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">185<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">92<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">608<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">350<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">80<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">329<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">168<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">386<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">361<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">658<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">506<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">254<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">27<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">315<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2607<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">295<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">110<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">225<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">845<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">177<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">120<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">100<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">141<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">905<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">299<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">14<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">72<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">508<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2349<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">784<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">417<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">57<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">166<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">5th at Howard<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">113<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">177<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">148<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">83<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">59<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">130<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">203<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">76<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">129<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">30<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">57<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">49<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">166<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">54<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">85<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">78<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">371<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">478<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">303<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">158<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">168<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">90<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">93<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">183<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">169<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">690<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">1859<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">48<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">116<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">102<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">182<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">750<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">200<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">43<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">267<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Adobe on Almaden<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">11<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">4<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">17<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">25<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">16<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">19<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">23<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">265<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">20<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">4<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">5<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">10<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">14<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Arena Green \/ SAP Center<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">64<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">16<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">5<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">21<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">24<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">3<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">6<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">20<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">56<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">12<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">38<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">259<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">13<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Beale at Market<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">127<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">79<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">183<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">59<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">59<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">661<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">201<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">75<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">101<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">247<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">178<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">38<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">590<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">165<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">54<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">435<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">57<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">72<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">286<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">236<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">163<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">26<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">49<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">227<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">179<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">640<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">269<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">25<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">243<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">128<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">16<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">167<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">35<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">64<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">45<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Broadway St at Battery St<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">67<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">89<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">279<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">119<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">1022<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">110<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">62<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">283<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">226<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">191<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">198<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">79<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">231<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">35<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">5<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">70<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">168<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">49<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">32<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">97<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">341<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">214<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">169<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">71<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">218<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">685<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">438<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">18<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">106<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">344<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">748<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">50<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">79<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">47<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">California Ave Caltrain Station<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">38<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">1<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">29<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">1<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">192<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">40<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">6<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">17<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">10<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">57<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Castro Street and El Camino Real<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">30<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">14<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">931<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">34<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">4<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">12<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">Tamb\u00e9m podemos usar <code>pivot<\/code> para encontrar o menor tempo de viagem entre as esta\u00e7\u00f5es inicial e final. Aqui <code>pivot<\/code> recebeu <code>Duration<\/code> como o argumento opcional de <code>values<\/code> e <code>min<\/code> como a fun\u00e7\u00e3o a ser executada nos valores em cada c\u00e9lula.<\/p>\n<pre><code><span style=\"color: black\">commute.pivot('Start Station', 'End Station', 'Duration', min)<\/span><\/code><\/pre>\n<div>\n<table style=\"font-family: monospace;border-collapse: collapse;width: auto;margin-left: 1em\" border=\"1\">\n<thead>\n<tr style=\"background-color: #f0f0f0;border-bottom: 2px solid #ddd\">\n<th style=\"text-align: left;padding: 4px 8px\">End Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">2nd at Folsom<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">2nd at South Park<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">2nd at Townsend<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">5th at Howard<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Adobe on Almaden<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Arena Green \/ SAP Center<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Beale at Market<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Broadway St at Battery St<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">California Ave Caltrain Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Castro Street and El Camino Real<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Civic Center BART (7th at Market)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Clay at Battery<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Commercial at Montgomery<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Cowper at University<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Davis at Jackson<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Embarcadero at Bryant<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Embarcadero at Folsom<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Embarcadero at Sansome<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Embarcadero at Vallejo<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Evelyn Park and Ride<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Franklin at Maple<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Golden Gate at Polk<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Grant Avenue at Columbus Avenue<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Harry Bridges Plaza (Ferry Building)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Howard at 2nd<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Japantown<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">MLK Library<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Market at 10th<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Market at 4th<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Market at Sansome<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Mechanics Plaza (Market at Battery)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Mezes Park<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Mountain View Caltrain Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Mountain View City Hall<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Palo Alto Caltrain Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Park at Olive<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Paseo de San Antonio<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Post at Kearny<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Powell Street BART<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Powell at Post (Union Square)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Redwood City Caltrain Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Redwood City Medical Center<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Redwood City Public Library<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Rengstorff Avenue \/ California Street<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Ryland Park<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">SJSU &#8211; San Salvador at 9th<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">SJSU 4th at San Carlos<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Antonio Caltrain Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Antonio Shopping Center<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Francisco Caltrain (Townsend at 4th)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Francisco Caltrain 2 (330 Townsend)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Francisco City Hall<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Jose City Hall<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Jose Civic Center<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Jose Diridon Caltrain Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Mateo County Center<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Pedro Square<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">San Salvador at 1st<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Santa Clara County Civic Center<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Santa Clara at Almaden<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">South Van Ness at Market<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Spear at Folsom<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">St James Park<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Stanford in Redwood City<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Steuart at Market<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Temporary Transbay Terminal (Howard at Beale)<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Townsend at 7th<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">University and Emerson<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Washington at Kearny<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">Yerba Buena Center of the Arts (3rd @ Howard)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">61<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">97<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">164<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">268<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">271<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">407<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">483<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">329<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">306<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">494<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">239<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">262<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">687<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">599<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">639<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">416<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">282<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">80<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">506<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">237<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">167<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">250<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">208<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">264<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">290<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">300<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">303<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">584<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">590<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">208<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">318<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">149<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">448<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">429<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">165<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at South Park<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">61<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">60<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">77<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">86<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">78<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">345<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">290<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">188<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">171<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">357<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">104<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">81<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">490<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">341<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">369<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">278<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">122<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">60<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">416<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">142<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">61<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">68<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">60<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">237<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">106<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">63<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">66<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">458<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">399<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">63<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">79<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">61<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">78<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">270<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">96<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Townsend<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">137<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">67<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">60<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">423<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">311<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">469<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">546<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">520<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">474<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">436<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">145<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">232<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">509<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">494<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">773<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">549<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">325<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">221<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">667<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">367<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">265<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">395<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">319<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">455<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">398<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">125<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">133<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">742<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">777<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">241<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">291<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">249<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">259<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">610<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">284<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">5th at Howard<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">215<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">300<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">384<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">68<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">357<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">530<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">179<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">412<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">364<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">543<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">419<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">359<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">695<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">609<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">235<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">474<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">453<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">145<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">269<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">161<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">250<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">306<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">234<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">89<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">202<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">256<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">221<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">347<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">375<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">402<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">455<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">265<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">357<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">553<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">109<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Adobe on Almaden<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">84<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">275<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">701<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">387<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">229<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">441<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">452<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">318<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">309<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">146<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">182<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">207<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">358<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">876<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">101<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">369<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Arena Green \/ SAP Center<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">305<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">62<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">526<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">546<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">403<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">288<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">875<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">685<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">440<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">420<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">153<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">166<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">624<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">759<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">116<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">301<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Beale at Market<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">219<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">343<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">417<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">387<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">60<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">155<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">343<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">122<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">153<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">115<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">216<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">170<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">303<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">198<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">437<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">235<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">149<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">204<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">535<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">203<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">88<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">72<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">191<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">316<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">191<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">499<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">395<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">526<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">575<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">173<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">87<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">94<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">619<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">222<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">264<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Broadway St at Battery St<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">351<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">424<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">499<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">555<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">195<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">62<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">520<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">90<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">129<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">70<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">340<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">284<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">128<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">101<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">961<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">148<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">168<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">357<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">652<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">351<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">218<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">221<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">255<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">376<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">316<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">611<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">599<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">799<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">738<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">336<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">169<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">291<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">885<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">134<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">411<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">California Ave Caltrain Station<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">82<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">1645<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">628<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">1771<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">484<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">131<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">1077<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">870<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">911<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">531<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Castro Street and El Camino Real<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">74<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">499<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">201<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">108<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">654<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">953<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">696<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">Algu\u00e9m fez uma viagem muito r\u00e1pida (271 segundos, ou cerca de 4,5 minutos) de Beale em Market at\u00e9 a 2nd em Folsom, a cerca de cinco quarteir\u00f5es de dist\u00e2ncia. N\u00e3o h\u00e1 viagens de bicicleta entre as esta\u00e7\u00f5es da 2nd Avenue e Adobe em Almaden, porque esta \u00faltima fica em uma cidade diferente.<\/p>\n<h2 id=\"desenhando-mapas\">Desenhando Mapas<\/h2>\n<p style=\"text-align: justify\">A tabela <code>stations<\/code> cont\u00e9m informa\u00e7\u00f5es geogr\u00e1ficas sobre cada esta\u00e7\u00e3o de bicicleta, incluindo latitude, longitude e um &#8220;ponto de refer\u00eancia&#8221; que \u00e9 o nome da cidade onde a esta\u00e7\u00e3o est\u00e1 localizada.<\/p>\n<pre><code><span style=\"color: black\">stations = Table.read_table(path_data + 'station.csv')\r\nstations<\/span><\/code><\/pre>\n<table style=\"font-family: monospace;border-collapse: collapse;width: auto;margin-left: 1em\" border=\"1\">\n<thead>\n<tr style=\"background-color: #f0f0f0;border-bottom: 2px solid #ddd\">\n<th style=\"text-align: left;padding: 4px 8px\">station_id<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">name<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">lat<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">long<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">dockcount<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">landmark<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">installation<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose Diridon Caltrain Station<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.3297<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-121.902<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">27<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/6\/2013<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">3<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose Civic Center<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.3307<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-121.889<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">15<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/5\/2013<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">4<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Santa Clara at Almaden<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.334<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-121.895<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">11<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/6\/2013<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">5<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Adobe on Almaden<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.3314<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-121.893<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">19<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/5\/2013<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">6<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Pedro Square<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.3367<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-121.894<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">15<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/7\/2013<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Paseo de San Antonio<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.3338<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-121.887<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">15<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/7\/2013<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Salvador at 1st<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.3302<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-121.886<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">15<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/5\/2013<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">9<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Japantown<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.3487<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-121.895<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">15<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/5\/2013<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">10<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose City Hall<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.3374<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-121.887<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">15<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/6\/2013<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">11<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">MLK Library<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.3359<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-121.886<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">19<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/6\/2013<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">Podemos desenhar um mapa de onde as esta\u00e7\u00f5es est\u00e3o localizadas, usando <code>Marker.map_table<\/code>. A fun\u00e7\u00e3o opera em uma tabela, cujas colunas s\u00e3o (em ordem) latitude, longitude e um identificador opcional para cada ponto.<\/p>\n<pre><code><span style=\"color: black\">Marker.map_table(stations.select('lat', 'long', 'name').relabel('name', 'labels'))<\/span><\/code><\/pre>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-569\" src=\"https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-3.png\" alt=\"\" width=\"766\" height=\"457\" srcset=\"https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-3.png 766w, https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-3-300x179.png 300w, https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-3-536x320.png 536w\" sizes=\"(max-width: 766px) 100vw, 766px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">O mapa \u00e9 criado usando o <a href=\"http:\/\/www.openstreetmap.org\/#map=5\/51.500\/-0.100\">OpenStreetMap<\/a>, que \u00e9 um sistema de mapeamento on-line aberto que voc\u00ea pode usar da mesma forma que usaria o Google Maps ou qualquer outro mapa online. Aumente o zoom em S\u00e3o Francisco para ver como as esta\u00e7\u00f5es est\u00e3o distribu\u00eddas. Clique em um marcador para ver qual esta\u00e7\u00e3o \u00e9.<\/p>\n<p style=\"text-align: justify\">Voc\u00ea tamb\u00e9m pode representar pontos em um mapa por meio de c\u00edrculos coloridos. Aqui est\u00e1 um mapa das esta\u00e7\u00f5es de bicicletas de S\u00e3o Francisco.<\/p>\n<pre><code><span style=\"color: black\">sf = stations.where('landmark', are.equal_to('San Francisco'))\r\nsf_map_data = sf.select('lat', 'long', 'name').relabel('name', 'labels')\r\nCircle.map_table(sf_map_data, color='green')<\/span><\/code><\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-570\" src=\"https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-4.png\" alt=\"\" width=\"761\" height=\"449\" srcset=\"https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-4.png 761w, https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-4-300x177.png 300w, https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-4-542x320.png 542w\" sizes=\"(max-width: 761px) 100vw, 761px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2 id=\"mapas-mais-informativos-uma-aplica-o-de-join-\">Mapas mais informativos: uma aplica\u00e7\u00e3o de <code>join<\/code><\/h2>\n<p style=\"text-align: justify\">As esta\u00e7\u00f5es de bicicletas est\u00e3o localizadas em cinco cidades diferentes da Bay Area. Para distinguir os pontos usando uma cor diferente para cada cidade, vamos come\u00e7ar usando grupo para identificar todas as cidades e atribuir uma cor a cada uma delas.<\/p>\n<pre><code><span style=\"color: black\">cities = stations.group('landmark').relabeled('landmark', 'city')\r\ncities<\/span><\/code><\/pre>\n<table style=\"font-family: monospace;border-collapse: collapse;width: auto;margin-left: 1em\" border=\"1\">\n<thead>\n<tr style=\"background-color: #f0f0f0;border-bottom: 2px solid #ddd\">\n<th style=\"text-align: left;padding: 4px 8px\">city<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">count<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Mountain View<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Palo Alto<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">5<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Redwood City<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">35<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">16<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<pre><code><span style=\"color: black\">colors = cities.with_column('color', make_array('blue', 'red', 'green', 'orange', 'purple'))\r\ncolors<\/span><\/code><\/pre>\n<table style=\"font-family: monospace;border-collapse: collapse;width: auto;margin-left: 1em\" border=\"1\">\n<thead>\n<tr style=\"background-color: #f0f0f0;border-bottom: 2px solid #ddd\">\n<th style=\"text-align: left;padding: 4px 8px\">city<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">count<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">color<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Mountain View<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">blue<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Palo Alto<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">5<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">red<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Redwood City<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">green<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">35<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">orange<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">16<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">purple<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>Agora podemos unir <code>stations<\/code> e <code>colors<\/code> por <code>landmark<\/code>, e ent\u00e3o selecionar as colunas que precisamos para desenhar um mapa.<\/p>\n<pre><code><span style=\"color: black\">joined = stations.join('landmark', colors, 'city')\r\ncolored = joined.select('lat', 'long', 'name', 'color').relabel('name', 'labels')\r\nMarker.map_table(colored)<\/span><\/code><\/pre>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-571\" src=\"https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-5.png\" alt=\"\" width=\"761\" height=\"452\" srcset=\"https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-5.png 761w, https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-5-300x178.png 300w, https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-5-539x320.png 539w\" sizes=\"(max-width: 761px) 100vw, 761px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>Agora os marcadores t\u00eam cinco cores diferentes para as cinco cidades diferentes.<\/p>\n<p>Para ver de onde vem a maioria dos alugu\u00e9is de bicicletas, vamos identificar as esta\u00e7\u00f5es de partida:<\/p>\n<pre><code><span style=\"color: black\">starts = commute.group('Start Station').sort('count', descending=True)\r\nstarts<\/span><\/code><\/pre>\n<table style=\"font-family: monospace;border-collapse: collapse;width: auto;margin-left: 1em\" border=\"1\">\n<thead>\n<tr style=\"background-color: #f0f0f0;border-bottom: 2px solid #ddd\">\n<th style=\"text-align: left;padding: 4px 8px\">Start Station<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">count<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco Caltrain (Townsend at 4th)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">25858<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco Caltrain 2 (330 Townsend)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">21523<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Harry Bridges Plaza (Ferry Building)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">15543<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Temporary Transbay Terminal (Howard at Beale)<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">14298<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Townsend<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">13674<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Townsend at 7th<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">13579<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Steuart at Market<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">13215<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Embarcadero at Sansome<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">12842<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Market at 10th<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">11523<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Market at Sansome<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">11023<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p>Podemos incluir os dados geogr\u00e1ficos necess\u00e1rios para mapear essas esta\u00e7\u00f5es, primeiro juntando <code>starts<\/code> com <code>stations<\/code>:<\/p>\n<pre><code><span style=\"color: black\">station_starts = stations.join('name', starts, 'Start Station')\r\nstation_starts<\/span><\/code><\/pre>\n<table style=\"font-family: monospace;border-collapse: collapse;width: auto;margin-left: 1em\" border=\"1\">\n<thead>\n<tr style=\"background-color: #f0f0f0;border-bottom: 2px solid #ddd\">\n<th style=\"text-align: left;padding: 4px 8px\">name<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">station_id<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">lat<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">long<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">dockcount<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">landmark<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">installation<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">count<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">62<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.7853<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-122.396<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">19<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/22\/2013<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7841<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at South Park<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">64<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.7823<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-122.393<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">15<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/22\/2013<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">9274<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Townsend<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">61<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.7805<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-122.39<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">27<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/22\/2013<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">13674<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">5th at Howard<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">57<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.7818<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-122.405<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">15<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/21\/2013<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7394<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Adobe on Almaden<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">5<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.3314<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-121.893<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">19<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/5\/2013<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">522<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Arena Green \/ SAP Center<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">14<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.3327<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-121.9<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">19<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Jose<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/5\/2013<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">590<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Beale at Market<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">56<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.7923<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-122.397<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">19<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/20\/2013<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8135<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Broadway St at Battery St<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">82<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.7985<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-122.401<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">15<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">San Francisco<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">1\/22\/2014<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">7460<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">California Ave Caltrain Station<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">36<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.4291<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-122.143<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">15<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Palo Alto<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">8\/14\/2013<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">300<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Castro Street and El Camino Real<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">32<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.386<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-122.084<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">11<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">Mountain View<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">12\/31\/2013<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">1137<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">Agora extra\u00edmos apenas os dados necess\u00e1rios para desenhar nosso mapa, adicionando uma cor e uma \u00e1rea a cada esta\u00e7\u00e3o. A \u00e1rea \u00e9 0,3 vezes a contagem do n\u00famero de alugu\u00e9is come\u00e7ando em cada esta\u00e7\u00e3o, onde a constante 0,3 foi escolhida para que os c\u00edrculos apareceria em uma escala apropriada no mapa.<\/p>\n<pre><code><span style=\"color: black\">starts_map_data = station_starts.select('lat', 'long', 'name').with_columns(\r\n    'colors', 'blue',\r\n    'areas', station_starts.column('count') * 0.3\r\n)\r\nstarts_map_data.show(3)\r\nCircle.map_table(starts_map_data.relabel('name', 'labels'))<\/span><\/code><\/pre>\n<table style=\"font-family: monospace;border-collapse: collapse;width: auto;margin-left: 1em\" border=\"1\">\n<thead>\n<tr style=\"background-color: #f0f0f0;border-bottom: 2px solid #ddd\">\n<th style=\"text-align: left;padding: 4px 8px\">lat<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">long<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">name<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">colors<\/th>\n<th style=\"text-align: left;padding: 4px 8px\">areas<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.7853<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-122.396<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Folsom<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">blue<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2352.3<\/td>\n<\/tr>\n<tr style=\"background-color: #f8f8f8\">\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.7823<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-122.393<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at South Park<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">blue<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2782.2<\/td>\n<\/tr>\n<tr>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">37.7805<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">-122.39<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">2nd at Townsend<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">blue<\/td>\n<td style=\"padding: 4px 8px;border: 1px solid #ddd\">4102.2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-572\" src=\"https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-6.png\" alt=\"\" width=\"758\" height=\"449\" srcset=\"https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-6.png 758w, https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-6-300x178.png 300w, https:\/\/literaciadigital.ufms.br\/files\/2025\/07\/8-5-6-540x320.png 540w\" sizes=\"(max-width: 758px) 100vw, 758px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>Essa enorme bolha em S\u00e3o Francisco mostra que a parte leste da cidade \u00e9 a capital incompar\u00e1vel do aluguel de bicicletas na Bay Area.<\/p>\n<p><!--###########################################################################################################################################################--><\/p>\n<table width=\"100%\">\n<tbody>\n<tr>\n<td align=\"left\"><a class=\"next-page-link\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/8-0\/8-4\/\">\u2190 Cap\u00edtulo 8.4 &#8211; Unindo Tabelas por Colunas<\/a><\/td>\n<td align=\"right\"><a class=\"next-page-link\" href=\"https:\/\/literaciadigital.ufms.br\/data8\/9-0\/\">Cap\u00edtulo 9 &#8211; Aleatoriedade \u2192<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><!--###########################################################################################################################################################--><\/p>\n<\/div>\n<\/div>\n<div style=\"clear: both;height: 1px;margin-top: -1px\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u00cdndice 1. O que \u00e9 Ci\u00eancia de Dados? 1.1. Introdu\u00e7\u00e3o 1.1.1. Ferramentas Computacionais 1.1.2. T\u00e9cnicas Estat\u00edsticas 1.2. Por que Ci\u00eancia de Dados? 1.3. Tra\u00e7ando os Cl\u00e1ssicos 1.3.1. Personagens Liter\u00e1rios 1.3.2. Outro Tipo de Personagem 2. Causalidade e Experimentos 2.1. John Snow e a Bomba da Broad Street 2.2. O &#8220;Grande Experimento&#8221; de Snow 2.3. Estabelecendo [&hellip;]<\/p>\n","protected":false},"author":21894,"featured_media":0,"parent":484,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/full-width.php","meta":{"footnotes":""},"coauthors":[14],"class_list":["post-562","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/literaciadigital.ufms.br\/en\/wp-json\/wp\/v2\/pages\/562","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/literaciadigital.ufms.br\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/literaciadigital.ufms.br\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/literaciadigital.ufms.br\/en\/wp-json\/wp\/v2\/users\/21894"}],"replies":[{"embeddable":true,"href":"https:\/\/literaciadigital.ufms.br\/en\/wp-json\/wp\/v2\/comments?post=562"}],"version-history":[{"count":9,"href":"https:\/\/literaciadigital.ufms.br\/en\/wp-json\/wp\/v2\/pages\/562\/revisions"}],"predecessor-version":[{"id":981,"href":"https:\/\/literaciadigital.ufms.br\/en\/wp-json\/wp\/v2\/pages\/562\/revisions\/981"}],"up":[{"embeddable":true,"href":"https:\/\/literaciadigital.ufms.br\/en\/wp-json\/wp\/v2\/pages\/484"}],"wp:attachment":[{"href":"https:\/\/literaciadigital.ufms.br\/en\/wp-json\/wp\/v2\/media?parent=562"}],"wp:term":[{"taxonomy":"author","embeddable":true,"href":"https:\/\/literaciadigital.ufms.br\/en\/wp-json\/wp\/v2\/coauthors?post=562"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}