Python.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"collapsed_sections":["092W9Q5vkKp-","2U9byHNhuRns"]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# Tipos de dados\n","\n","* Tipos de dados\n","* Tipos de estruturas de dados"],"metadata":{"id":"092W9Q5vkKp-"}},{"cell_type":"code","source":["nome_da_var = 1"],"metadata":{"id":"-g6qCCLKktJY","executionInfo":{"status":"ok","timestamp":1666958276692,"user_tz":180,"elapsed":630,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":134,"outputs":[]},{"cell_type":"code","source":["type(nome_da_var)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4f5Ydppjkx6x","executionInfo":{"status":"ok","timestamp":1666958277056,"user_tz":180,"elapsed":5,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"b563ab13-0f18-4baf-ff67-81976c89dbbc"},"execution_count":135,"outputs":[{"output_type":"execute_result","data":{"text/plain":["int"]},"metadata":{},"execution_count":135}]},{"cell_type":"code","source":["type(1), type (1.1), type('mozi'), type(True), type([]), type({}), type(())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"so9v8syVk0gt","executionInfo":{"status":"ok","timestamp":1666958277057,"user_tz":180,"elapsed":3,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"a9b6a91c-941a-4382-d745-9a931532abb5"},"execution_count":136,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(int, float, str, bool, list, dict, tuple)"]},"metadata":{},"execution_count":136}]},{"cell_type":"code","source":[],"metadata":{"id":"Yhg-LV5WlQwE","executionInfo":{"status":"ok","timestamp":1666958277057,"user_tz":180,"elapsed":3,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":136,"outputs":[]},{"cell_type":"markdown","source":["## Números\n","\n","* Inteiro\n","* Decimal (float)"],"metadata":{"id":"6JPJGFRFlpWr"}},{"cell_type":"code","source":["print(\"Soma:\",1+2)\n","print(\"Multiplicação:\",4*3)\n","print(\"Subtração:\",4-5)\n","print(\"Divisão:\",12/4)\n","print(\"Potência:\",5**3)\n","print(\"Resto da divisão:\",10%2)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mFVT5wkPluid","executionInfo":{"status":"ok","timestamp":1666958277057,"user_tz":180,"elapsed":2,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"2246ca80-5db3-4343-8694-e75bad4528c9"},"execution_count":137,"outputs":[{"output_type":"stream","name":"stdout","text":["Soma: 3\n","Multiplicação: 12\n","Subtração: -1\n","Divisão: 3.0\n","Potência: 125\n","Resto da divisão: 0\n"]}]},{"cell_type":"markdown","source":["##String"],"metadata":{"id":"TBgKrcijmwp5"}},{"cell_type":"code","source":["string1 = 'oi, eu sou uma string'\n","string2 = \"oi, eu sou uma string\"\n","string3 = \"\"\"\n","eu sou uma string que pode ter enter entre as linhas\n","segunda linha\n","\"\"\""],"metadata":{"id":"fFEJrx9BnfOz","executionInfo":{"status":"ok","timestamp":1666958277474,"user_tz":180,"elapsed":84,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":138,"outputs":[]},{"cell_type":"code","source":["string1"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"id":"Zikj1kHmnuZq","executionInfo":{"status":"ok","timestamp":1666958277474,"user_tz":180,"elapsed":83,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"9029f1dc-e23f-496b-dc52-73c0bf8d00a0"},"execution_count":139,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'oi, eu sou uma string'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":139}]},{"cell_type":"code","source":[],"metadata":{"id":"u8eU_zZJn3cS","executionInfo":{"status":"ok","timestamp":1666958277475,"user_tz":180,"elapsed":83,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":139,"outputs":[]},{"cell_type":"markdown","source":["* Quando printa uma string, ela sempre vai vir entre aspas, não vai vir apenas o conteúdo da string.\n","* Cada string tem posições (cada caractere sendo uma posição), começando do 0."],"metadata":{"id":"a-aZDzhBn89Q"}},{"cell_type":"code","source":["string1[7:10]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"id":"IvpyEOfxoCeZ","executionInfo":{"status":"ok","timestamp":1666958277475,"user_tz":180,"elapsed":82,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"d3b604c3-8687-4bc7-8586-96eaf694e125"},"execution_count":140,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'sou'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":140}]},{"cell_type":"markdown","source":["* O \"u\" é a 9a posição, mas colocamos até o 10 porque é um intervalo aberto (ver teoria da matemática), o que significa que não pegamos o último número. No Python, o intervalo é sempre fechado no começo e aberto no final.\n","\n","https://www.infoescola.com/matematica/intervalo/"],"metadata":{"id":"x2rwdsFjosK4"}},{"cell_type":"code","source":["string1[-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"id":"b6Xbd_zOo2zO","executionInfo":{"status":"ok","timestamp":1666958277475,"user_tz":180,"elapsed":81,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"65624a68-b3cd-423e-87f5-b7132676e674"},"execution_count":141,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'g'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":141}]},{"cell_type":"markdown","source":["* Colocando número negativo, ele começa a contar de trás pra frente. De trás pra frente, não começa do 0. A última posição é -1."],"metadata":{"id":"pp4tAecjpXCD"}},{"cell_type":"code","source":["string1[-10:-7],string1[11:14]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5RkJHahPpaHm","executionInfo":{"status":"ok","timestamp":1666958277475,"user_tz":180,"elapsed":81,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"2cabca76-a5b7-4bb3-c900-d3ba7c034ba4"},"execution_count":142,"outputs":[{"output_type":"execute_result","data":{"text/plain":["('uma', 'uma')"]},"metadata":{},"execution_count":142}]},{"cell_type":"code","source":["string2 = string2.replace('string','banana')"],"metadata":{"id":"t8GCTBgnpvpG","executionInfo":{"status":"ok","timestamp":1666958277476,"user_tz":180,"elapsed":79,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":143,"outputs":[]},{"cell_type":"code","source":["string2"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"id":"C9m6tVQeqX0P","executionInfo":{"status":"ok","timestamp":1666958277476,"user_tz":180,"elapsed":79,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"5be0c008-5a17-4ceb-baa6-a732d8155bb3"},"execution_count":144,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'oi, eu sou uma banana'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":144}]},{"cell_type":"code","source":["string2.replace(\"a\",\"e\")"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"id":"pj9GK1E4qTJJ","executionInfo":{"status":"ok","timestamp":1666958277476,"user_tz":180,"elapsed":78,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"34a469e3-0198-43bd-9200-02acc3744da1"},"execution_count":145,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'oi, eu sou ume benene'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":145}]},{"cell_type":"code","source":["import re"],"metadata":{"id":"myiKCv0eqiiw","executionInfo":{"status":"ok","timestamp":1666958277476,"user_tz":180,"elapsed":77,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":146,"outputs":[]},{"cell_type":"markdown","source":["Para usar regex, precisamos importar uma biblioteca."],"metadata":{"id":"Bub0sFLKq7_V"}},{"cell_type":"code","source":["re.search(\"enter\",string3)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0tX4TU1Wq-aR","executionInfo":{"status":"ok","timestamp":1666958277476,"user_tz":180,"elapsed":77,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"25969505-aed5-4062-9997-4e3467a0edd7"},"execution_count":147,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<re.Match object; span=(32, 37), match='enter'>"]},"metadata":{},"execution_count":147}]},{"cell_type":"code","source":["local = re.search('enter',string3).span()"],"metadata":{"id":"e2yy55o2rjCX","executionInfo":{"status":"ok","timestamp":1666958277476,"user_tz":180,"elapsed":76,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":148,"outputs":[]},{"cell_type":"code","source":["re.sub('enter', 'banana', string3)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"id":"pY8YcrcLruuz","executionInfo":{"status":"ok","timestamp":1666958277476,"user_tz":180,"elapsed":76,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"7305ab7d-965c-443e-f9fc-5649a7e900d5"},"execution_count":149,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'\\neu sou uma string que pode ter banana entre as linhas\\nsegunda linha\\n'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":149}]},{"cell_type":"code","source":["string3"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"id":"WXRCJPvatNax","executionInfo":{"status":"ok","timestamp":1666958277477,"user_tz":180,"elapsed":76,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"0d7538bb-5008-47d7-cfbe-61248586fe20"},"execution_count":150,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'\\neu sou uma string que pode ter enter entre as linhas\\nsegunda linha\\n'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":150}]},{"cell_type":"code","source":["string3 = re.sub('enter', 'banana', string3)"],"metadata":{"id":"UP6_zffjtPkf","executionInfo":{"status":"ok","timestamp":1666958277477,"user_tz":180,"elapsed":76,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":151,"outputs":[]},{"cell_type":"code","source":["string3"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"id":"cd-gRyRltSVz","executionInfo":{"status":"ok","timestamp":1666958277477,"user_tz":180,"elapsed":75,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"9e4c8267-c069-42e7-871d-f1beea689073"},"execution_count":152,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'\\neu sou uma string que pode ter banana entre as linhas\\nsegunda linha\\n'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":152}]},{"cell_type":"code","source":["string3 = re.sub('\\n', ' ', string3)"],"metadata":{"id":"f7DVVk1GtTEG","executionInfo":{"status":"ok","timestamp":1666958277477,"user_tz":180,"elapsed":75,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":153,"outputs":[]},{"cell_type":"code","source":["string3"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"id":"TlYlhv3Qte2A","executionInfo":{"status":"ok","timestamp":1666958277477,"user_tz":180,"elapsed":75,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"9a7c8fad-28b2-4e04-f870-7d4d8b74a688"},"execution_count":154,"outputs":[{"output_type":"execute_result","data":{"text/plain":["' eu sou uma string que pode ter banana entre as linhas segunda linha '"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":154}]},{"cell_type":"code","source":["string = 'essa é uma frase com espaços demais no final     '\n","string.strip()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"id":"ehn-VIHAtgYe","executionInfo":{"status":"ok","timestamp":1666958277478,"user_tz":180,"elapsed":75,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"0b8f8ab7-04b6-463e-dd9d-b10ecfc93a93"},"execution_count":155,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'essa é uma frase com espaços demais no final'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":155}]},{"cell_type":"code","source":["re.sub('\\s+ $', '', string)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"id":"9LnFgakVtp5Z","executionInfo":{"status":"ok","timestamp":1666958277743,"user_tz":180,"elapsed":340,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"b5d466a0-4354-4fed-b8e1-0d280d687f99"},"execution_count":156,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'essa é uma frase com espaços demais no final'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":156}]},{"cell_type":"markdown","source":["##Boleano\n","\n","True or false, não tem muito segredo."],"metadata":{"id":"2U9byHNhuRns"}},{"cell_type":"code","source":["3 == 4"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LvhXwuRSuT0L","executionInfo":{"status":"ok","timestamp":1666958277744,"user_tz":180,"elapsed":14,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"10471359-1128-4e2b-afa8-b0955aa51227"},"execution_count":157,"outputs":[{"output_type":"execute_result","data":{"text/plain":["False"]},"metadata":{},"execution_count":157}]},{"cell_type":"code","source":["12/3 == 4"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oL89rDLduV40","executionInfo":{"status":"ok","timestamp":1666958277744,"user_tz":180,"elapsed":13,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"ed237fa5-d5ba-42f4-a089-e602a7e763f9"},"execution_count":158,"outputs":[{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":158}]},{"cell_type":"markdown","source":["Quando é comparação, tem que ser dois símbolos de =, se for um só é atribuição"],"metadata":{"id":"6c63LkvYubHJ"}},{"cell_type":"code","source":["6>5"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"214vvsLeuznl","executionInfo":{"status":"ok","timestamp":1666958277744,"user_tz":180,"elapsed":12,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"18b23191-0657-480f-d89c-e8944ac7d853"},"execution_count":159,"outputs":[{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":159}]},{"cell_type":"code","source":["7<=8"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xDD803INu2L9","executionInfo":{"status":"ok","timestamp":1666958277744,"user_tz":180,"elapsed":12,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"4dfa8ccf-47e2-47f4-ca8e-40ad589ab271"},"execution_count":160,"outputs":[{"output_type":"execute_result","data":{"text/plain":["True"]},"metadata":{},"execution_count":160}]},{"cell_type":"code","source":["#Diferente de\n","12/3 != 4"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"nxn9U4Cdu21K","executionInfo":{"status":"ok","timestamp":1666958277745,"user_tz":180,"elapsed":12,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"6fd7e376-469e-4bd6-d622-25f9142f31f9"},"execution_count":161,"outputs":[{"output_type":"execute_result","data":{"text/plain":["False"]},"metadata":{},"execution_count":161}]},{"cell_type":"markdown","source":["Estruturas e iteradores"],"metadata":{"id":"OXBZaUwLtYCo"}},{"cell_type":"markdown","source":["##Estruturas \n","\n","* Listas [], sets {}, dicionários {c:v}, tuplas ()\n"," * Listas: autoexplicativo\n"," * Sets: conjuntos, só pega valores únicos\n"," * Dicionários: funcionam como chave e valor\n","   * {chave: valor, chave1: valor2}\n"," * Tupla: é como uma lista, mas você não consegue adicionar nem tirar nada."],"metadata":{"id":"dP2Lg5W64LXL"}},{"cell_type":"code","source":["lista = [1, 2, 3, 4, 5, 6, 7, 7, 7, 8, 9]\n","lista"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1HEWbpIyuONC","executionInfo":{"status":"ok","timestamp":1666958277745,"user_tz":180,"elapsed":12,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"4e05e5d9-7041-4da5-de87-fe0d80396406"},"execution_count":162,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[1, 2, 3, 4, 5, 6, 7, 7, 7, 8, 9]"]},"metadata":{},"execution_count":162}]},{"cell_type":"code","source":["sum(lista)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bGywPE9iqLGZ","executionInfo":{"status":"ok","timestamp":1666958277745,"user_tz":180,"elapsed":11,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"6c4a9fd6-c0ec-4023-a725-7be76b236111"},"execution_count":163,"outputs":[{"output_type":"execute_result","data":{"text/plain":["59"]},"metadata":{},"execution_count":163}]},{"cell_type":"code","source":["len(lista)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HqwuGKX9qN98","executionInfo":{"status":"ok","timestamp":1666958277745,"user_tz":180,"elapsed":11,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"a434842e-cd92-4850-900c-67779c90abe3"},"execution_count":164,"outputs":[{"output_type":"execute_result","data":{"text/plain":["11"]},"metadata":{},"execution_count":164}]},{"cell_type":"code","source":["lista[3]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"j17fVBZuuSyD","executionInfo":{"status":"ok","timestamp":1666958277745,"user_tz":180,"elapsed":11,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"385d6980-e5f0-4873-d183-b48e0593cf60"},"execution_count":165,"outputs":[{"output_type":"execute_result","data":{"text/plain":["4"]},"metadata":{},"execution_count":165}]},{"cell_type":"code","source":["lista[3:5]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eXA39AmfuahH","executionInfo":{"status":"ok","timestamp":1666958277746,"user_tz":180,"elapsed":11,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"7369eec2-3e85-4914-b50e-64b06ef5e540"},"execution_count":166,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[4, 5]"]},"metadata":{},"execution_count":166}]},{"cell_type":"code","source":["lista[3:6]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BRwFVKTxucS3","executionInfo":{"status":"ok","timestamp":1666958277746,"user_tz":180,"elapsed":11,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"e17ad45f-23bf-4122-dda9-76c4a9d827b0"},"execution_count":167,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[4, 5, 6]"]},"metadata":{},"execution_count":167}]},{"cell_type":"code","source":["lista[-1]"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7_yryhbmugWI","executionInfo":{"status":"ok","timestamp":1666958277746,"user_tz":180,"elapsed":11,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"46f4ee2a-a868-4a6e-c70b-d3c788c3e5f9"},"execution_count":168,"outputs":[{"output_type":"execute_result","data":{"text/plain":["9"]},"metadata":{},"execution_count":168}]},{"cell_type":"code","source":["#Funciona igual ao string"],"metadata":{"id":"XH0aQ8hWuhmP","executionInfo":{"status":"ok","timestamp":1666958277746,"user_tz":180,"elapsed":10,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":169,"outputs":[]},{"cell_type":"code","source":["set(lista)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"abGvPR9fujmX","executionInfo":{"status":"ok","timestamp":1666958277746,"user_tz":180,"elapsed":10,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"18ead31c-7c73-4425-c60a-0e264baddd61"},"execution_count":170,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{1, 2, 3, 4, 5, 6, 7, 8, 9}"]},"metadata":{},"execution_count":170}]},{"cell_type":"code","source":["#Os 7 repetidos sumiram, ele mostra apenas valores únicos."],"metadata":{"id":"F3L-QjSqulJP","executionInfo":{"status":"ok","timestamp":1666958277746,"user_tz":180,"elapsed":10,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":171,"outputs":[]},{"cell_type":"code","source":["conjunto = set(lista)\n","conjunto"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"K8Vn4YNPuq-n","executionInfo":{"status":"ok","timestamp":1666958277746,"user_tz":180,"elapsed":9,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"0a7fb387-bb95-4973-9cee-937e4f45aec3"},"execution_count":172,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{1, 2, 3, 4, 5, 6, 7, 8, 9}"]},"metadata":{},"execution_count":172}]},{"cell_type":"code","source":["#Operações de conjuntos: adicionar, tirar, operações matemáticas no geral.\n","conjunto.add(0)\n","conjunto\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"jiqqm8zousrv","executionInfo":{"status":"ok","timestamp":1666958277747,"user_tz":180,"elapsed":10,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"cab263d3-efdd-48cd-c4b5-d3ace254ecd4"},"execution_count":173,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{0, 1, 2, 3, 4, 5, 6, 7, 8, 9}"]},"metadata":{},"execution_count":173}]},{"cell_type":"code","source":["conjunto2 = { 5,6,10,11}\n","conjunto2"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"E4_HejVDuyEX","executionInfo":{"status":"ok","timestamp":1666958277747,"user_tz":180,"elapsed":10,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"1ec9ccf9-29dd-42b3-c209-def0fa5d5a95"},"execution_count":174,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{5, 6, 10, 11}"]},"metadata":{},"execution_count":174}]},{"cell_type":"code","source":["conjunto.union(conjunto2)\n","#União de conjunto"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rMQClTwtu_Bw","executionInfo":{"status":"ok","timestamp":1666958277747,"user_tz":180,"elapsed":9,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"9baf79f6-fe73-45ae-e415-6cca6c4e7c39"},"execution_count":175,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11}"]},"metadata":{},"execution_count":175}]},{"cell_type":"code","source":["conjunto.intersection(conjunto2)\n","#Interseção de conjuntos"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"6qepllizvCjP","executionInfo":{"status":"ok","timestamp":1666958278230,"user_tz":180,"elapsed":492,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"be9a067e-4c8a-4a5a-c390-6edf0eee50de"},"execution_count":176,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{5, 6}"]},"metadata":{},"execution_count":176}]},{"cell_type":"code","source":["conjunto.discard(2)\n","conjunto\n","#Tirar um elemento do conjunto. Ele descarta pra sempre, ele não printa diferente."],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5uXcTUqfvGTm","executionInfo":{"status":"ok","timestamp":1666958278234,"user_tz":180,"elapsed":33,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"537e33aa-c29f-4ff7-92ba-b8be555a6cf9"},"execution_count":177,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{0, 1, 3, 4, 5, 6, 7, 8, 9}"]},"metadata":{},"execution_count":177}]},{"cell_type":"code","source":["conjunto.difference(conjunto2)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bOpG5CDmv4I-","executionInfo":{"status":"ok","timestamp":1666958278235,"user_tz":180,"elapsed":33,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"390872d9-074d-4718-ac7e-10056f677c0c"},"execution_count":178,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{0, 1, 3, 4, 7, 8, 9}"]},"metadata":{},"execution_count":178}]},{"cell_type":"code","source":["tupla = tuple(conjunto)\n","tupla"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"C_HORTaiwJt1","executionInfo":{"status":"ok","timestamp":1666958278235,"user_tz":180,"elapsed":33,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"d1d50a35-f61c-4968-9ed0-4d971fad67ce"},"execution_count":179,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(0, 1, 3, 4, 5, 6, 7, 8, 9)"]},"metadata":{},"execution_count":179}]},{"cell_type":"code","source":["#Dá para pegar os elementos igual à lista e à string, mas não dá para tirar ou acrescentar elementos.\n","#Pode somar duas tuplas também:\n","(1,2,3) + (4,5,6)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"phOxP8Qdwkvv","executionInfo":{"status":"ok","timestamp":1666958278235,"user_tz":180,"elapsed":32,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"888af3f2-7851-409e-8d4b-0d063335ca2b"},"execution_count":180,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(1, 2, 3, 4, 5, 6)"]},"metadata":{},"execution_count":180}]},{"cell_type":"code","source":["len(tupla)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Mv6oKAc9qZ5M","executionInfo":{"status":"ok","timestamp":1666958278235,"user_tz":180,"elapsed":32,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"ed0f44df-df59-4221-996e-c7beb6ff1855"},"execution_count":181,"outputs":[{"output_type":"execute_result","data":{"text/plain":["9"]},"metadata":{},"execution_count":181}]},{"cell_type":"code","source":["sum(tupla)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"VL_jk1sXqdcG","executionInfo":{"status":"ok","timestamp":1666958278236,"user_tz":180,"elapsed":32,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"7eabf42b-f0ed-473f-a421-83deda557d62"},"execution_count":182,"outputs":[{"output_type":"execute_result","data":{"text/plain":["43"]},"metadata":{},"execution_count":182}]},{"cell_type":"code","source":["dicio = {'fruta':'banana','quantidade':40, 'cor':'amarelo', 'preço':4.0}\n","dicio"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CjxuCzfvxIXB","executionInfo":{"status":"ok","timestamp":1666958278236,"user_tz":180,"elapsed":32,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"1b728a73-0f77-464c-f88f-d5f458284d32"},"execution_count":183,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'fruta': 'banana', 'quantidade': 40, 'cor': 'amarelo', 'preço': 4.0}"]},"metadata":{},"execution_count":183}]},{"cell_type":"code","source":["#Fazendo uma lista de dicionários, você basicamente cria uma tabela, em que chave é a coluna e o valor, a informação naquela coluna e linha."],"metadata":{"id":"_BkWTxjxxhhM","executionInfo":{"status":"ok","timestamp":1666958278236,"user_tz":180,"elapsed":31,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":184,"outputs":[]},{"cell_type":"code","source":["#Consigo pesquisar pela chave\n","dicio['fruta']"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"id":"xZFp2p6xzADY","executionInfo":{"status":"ok","timestamp":1666958278236,"user_tz":180,"elapsed":31,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"fb43e32e-4843-44d1-f7c8-4c92e71b68c2"},"execution_count":185,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'banana'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":185}]},{"cell_type":"code","source":["#Puxar todas as chaves\n","dicio.keys()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BmUCYHgfzEMO","executionInfo":{"status":"ok","timestamp":1666958278236,"user_tz":180,"elapsed":30,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"ac0137d8-9365-4073-ef64-bfa6c9453878"},"execution_count":186,"outputs":[{"output_type":"execute_result","data":{"text/plain":["dict_keys(['fruta', 'quantidade', 'cor', 'preço'])"]},"metadata":{},"execution_count":186}]},{"cell_type":"markdown","source":[" # Iteradores\n","\n","* for\n","* while"],"metadata":{"id":"5G00uld30N6t"}},{"cell_type":"markdown","source":["###For\n","Pra todo tipo de variável que você pode fazer slicing (aquele negócio com os []), dá para fazer for"],"metadata":{"id":"RvQg0WFO4BLo"}},{"cell_type":"code","source":["string1"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":35},"id":"BJ5V_-gF0WLh","executionInfo":{"status":"ok","timestamp":1666958278236,"user_tz":180,"elapsed":30,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"51c43914-093d-4da6-a196-bdcfe68f971f"},"execution_count":187,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'oi, eu sou uma string'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":187}]},{"cell_type":"code","source":["#For numa string necessariamente vai pegar cada caractere\n","for char in string1:\n","  print(char)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qzCu8r1Q0fHC","executionInfo":{"status":"ok","timestamp":1666958278237,"user_tz":180,"elapsed":31,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"25878aaa-0cfb-4683-cf4b-875aa3ef0c66"},"execution_count":188,"outputs":[{"output_type":"stream","name":"stdout","text":["o\n","i\n",",\n"," \n","e\n","u\n"," \n","s\n","o\n","u\n"," \n","u\n","m\n","a\n"," \n","s\n","t\n","r\n","i\n","n\n","g\n"]}]},{"cell_type":"code","source":["#For numa lista vai pegar cada elemento\n","for e in lista:\n","  print(e)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"t3rdPpqo0zP2","executionInfo":{"status":"ok","timestamp":1666958278237,"user_tz":180,"elapsed":29,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"78b94f7f-4db1-4f08-daa9-871674f2f67f"},"execution_count":189,"outputs":[{"output_type":"stream","name":"stdout","text":["1\n","2\n","3\n","4\n","5\n","6\n","7\n","7\n","7\n","8\n","9\n"]}]},{"cell_type":"code","source":["for e in lista:\n","  print(e+1)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LMsidV8p1A-k","executionInfo":{"status":"ok","timestamp":1666958278237,"user_tz":180,"elapsed":27,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"c6ac2cda-fb3e-441f-ab04-9318d2815679"},"execution_count":190,"outputs":[{"output_type":"stream","name":"stdout","text":["2\n","3\n","4\n","5\n","6\n","7\n","8\n","8\n","8\n","9\n","10\n"]}]},{"cell_type":"code","source":["teste = 0\n","for e in lista:\n","  teste = teste+1\n","teste"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"_HzwCDxm1Jfz","executionInfo":{"status":"ok","timestamp":1666958278238,"user_tz":180,"elapsed":27,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"c11410eb-268a-4419-cf5a-25ae4ec85fb8"},"execution_count":191,"outputs":[{"output_type":"execute_result","data":{"text/plain":["11"]},"metadata":{},"execution_count":191}]},{"cell_type":"code","source":["len(lista)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"tJs5PnCy1cJK","executionInfo":{"status":"ok","timestamp":1666958278238,"user_tz":180,"elapsed":26,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"57e4603e-def2-453d-9802-1de93fa930cb"},"execution_count":192,"outputs":[{"output_type":"execute_result","data":{"text/plain":["11"]},"metadata":{},"execution_count":192}]},{"cell_type":"markdown","source":["###While\n","\n","Roda a coisa enquanto uma determinada condição for atendida.\n"],"metadata":{"id":"1VhHwbIB2ydz"}},{"cell_type":"code","source":["e = 0\n","while e < 6:\n","  print(e)\n","  e = e + 1"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SVvKs_tA2Mtp","executionInfo":{"status":"ok","timestamp":1666958278238,"user_tz":180,"elapsed":24,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"5f5cf003-1a2d-4e1d-9c8a-88d0a2cd534f"},"execution_count":193,"outputs":[{"output_type":"stream","name":"stdout","text":["0\n","1\n","2\n","3\n","4\n","5\n"]}]},{"cell_type":"code","source":["e"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7W_bSFnm3ODo","executionInfo":{"status":"ok","timestamp":1666958278239,"user_tz":180,"elapsed":22,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"a727b367-302a-4a4e-d57d-87b2dbc7d13a"},"execution_count":194,"outputs":[{"output_type":"execute_result","data":{"text/plain":["6"]},"metadata":{},"execution_count":194}]},{"cell_type":"markdown","source":["# Funções e Pandas"],"metadata":{"id":"YHjeV2K13p3B"}},{"cell_type":"markdown","source":["## Funções"],"metadata":{"id":"skSO86zIp3sP"}},{"cell_type":"code","source":["list_dicio = [{'fruta':'banana', 'quantidade':40, 'cor':'amarelo', 'preço':4.00},\n"," {'fruta':'uva', 'quantidade':10, 'cor':'roxo', 'preço':8.00},\n"," {'fruta':'pessego', 'quantidade':20, 'cor':'laranja', 'preço':10.00}]\n"," \n","for dicio in list_dicio:\n","  print(dicio['preço'])\n","  if dicio['preço'] > 8:\n","    print('maior do que 8')\n","  else:\n","    print('menor do que 8')\n","   "],"metadata":{"id":"mHnaUBv1g1OX","executionInfo":{"status":"ok","timestamp":1666958279016,"user_tz":180,"elapsed":27,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"dedf326a-c705-4d1f-f9ca-6dd677c31f9b"},"execution_count":195,"outputs":[{"output_type":"stream","name":"stdout","text":["4.0\n","menor do que 8\n","8.0\n","menor do que 8\n","10.0\n","maior do que 8\n"]}]},{"cell_type":"code","source":["def menor_igual_a_8(x):\n","  for dicio in x:\n","    print(dicio['preço'])\n","    if dicio['preço'] > 8:\n","      print('maior do que 8')\n","    else:\n","      print('menor do que 8')\n","\n","### Def = definir função\n","### * A função já tem que vir com alguma variável na hora que você define ela, para a função entender o que é para fazer\n","### * As palavras têm que ser unidas por underline"],"metadata":{"id":"ppoF2oUXlC78","executionInfo":{"status":"ok","timestamp":1666958279017,"user_tz":180,"elapsed":25,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":196,"outputs":[]},{"cell_type":"code","source":["menor_igual_a_8(list_dicio)\n","\n","### Na hora de usar a funçaõ, é só colocar o nome dela e, entre parêntesis, a variável que você quer."],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wkJ2nCjbnM85","executionInfo":{"status":"ok","timestamp":1666958279017,"user_tz":180,"elapsed":24,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"73f23f07-65f5-4cb2-c3d5-2038099c0532"},"execution_count":197,"outputs":[{"output_type":"stream","name":"stdout","text":["4.0\n","menor do que 8\n","8.0\n","menor do que 8\n","10.0\n","maior do que 8\n"]}]},{"cell_type":"code","source":["bolinha = [{'fruta':'banana', 'quantidade':40, 'cor':'amarelo', 'preço':6.00},\n","           {'fruta':'uva', 'quantidade':10, 'cor':'roxo', 'preço':7.00},\n","           {'fruta':'pessego', 'quantidade':20, 'cor':'laranja', 'preço':4.00}]\n","\n","menor_igual_a_8(bolinha)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"kjf4fGEpnWDl","executionInfo":{"status":"ok","timestamp":1666958279018,"user_tz":180,"elapsed":22,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"38b0f7bc-d173-41de-c574-0b666ec239e8"},"execution_count":198,"outputs":[{"output_type":"stream","name":"stdout","text":["6.0\n","menor do que 8\n","7.0\n","menor do que 8\n","4.0\n","menor do que 8\n"]}]},{"cell_type":"code","source":["def x_elevado(x):\n","  y = x**2\n","  return y\n","\n","y = x_elevado(10)"],"metadata":{"id":"emLgmkafoF2o","executionInfo":{"status":"ok","timestamp":1666958279018,"user_tz":180,"elapsed":21,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":199,"outputs":[]},{"cell_type":"code","source":["print(y)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rw0DDMfAoqhX","executionInfo":{"status":"ok","timestamp":1666958279018,"user_tz":180,"elapsed":20,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"1b2a1dfc-f958-4410-b9ab-6b2b1f10b156"},"execution_count":200,"outputs":[{"output_type":"stream","name":"stdout","text":["100\n"]}]},{"cell_type":"code","source":["### Função: \n","### Método: uma função que está dentro de uma classe de funções\n","### Classe de funções: um conjunto de funções que compartilham algumas definições e informações."],"metadata":{"id":"5X8Km01Fo1Bn","executionInfo":{"status":"ok","timestamp":1666958279018,"user_tz":180,"elapsed":18,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":201,"outputs":[]},{"cell_type":"markdown","source":["## Exercícios"],"metadata":{"id":"q2cuSbyzz_W9"}},{"cell_type":"code","source":["a = 2\n","x = 1\n","print(a*x+a**2 - a**2*x + a*x**2 - 2*x**3 + 3*a**3)\n","print((a*x) + (a**2) - ((a**2)*x) + (a*(x**2)) - (2*(x**3)) + (3*(a**3)))"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OTPAjeLk0DcV","executionInfo":{"status":"ok","timestamp":1666958279018,"user_tz":180,"elapsed":18,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"140da4f4-428a-48da-ee2b-37e8e7733cb9"},"execution_count":202,"outputs":[{"output_type":"stream","name":"stdout","text":["26\n","26\n"]}]},{"cell_type":"code","source":["nome = 'carlinhos marques'\n","for char in nome:\n","  print(char)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vbKdtXwK2W_M","executionInfo":{"status":"ok","timestamp":1666958279019,"user_tz":180,"elapsed":17,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"b773d4a0-7cc0-44d7-fc0a-0e78f3a577c3"},"execution_count":203,"outputs":[{"output_type":"stream","name":"stdout","text":["c\n","a\n","r\n","l\n","i\n","n\n","h\n","o\n","s\n"," \n","m\n","a\n","r\n","q\n","u\n","e\n","s\n"]}]},{"cell_type":"code","source":["letras = 0\n","\n","for char in nome:\n","  letras = letras+1\n","print(letras-1)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"s79IrcHb2sBz","executionInfo":{"status":"ok","timestamp":1666958279019,"user_tz":180,"elapsed":15,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"ce7fbf29-cf92-4049-dbfc-2ca9571a552c"},"execution_count":204,"outputs":[{"output_type":"stream","name":"stdout","text":["16\n"]}]},{"cell_type":"code","source":["nome=nome.replace(' ','')\n","letras = 0\n","for char in nome:\n","  letras = letras+1\n","print('Número de letras:', letras)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"lABgIwhq3RmD","executionInfo":{"status":"ok","timestamp":1666958279019,"user_tz":180,"elapsed":14,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"4886d2ba-5911-40e4-f0ed-91451b6a2632"},"execution_count":205,"outputs":[{"output_type":"stream","name":"stdout","text":["Número de letras: 16\n"]}]},{"cell_type":"markdown","source":["Exercício: criar uma função que transforma pounds em quilos e quilos em pounds"],"metadata":{"id":"dkZa3us2FzB6"}},{"cell_type":"code","source":["def x_elevado(x):\n","  y = x**2\n","  return y\n","\n","y = x_elevado(10)\n","   "],"metadata":{"id":"LuZ9-TdCGD1P","executionInfo":{"status":"ok","timestamp":1666958279019,"user_tz":180,"elapsed":13,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":206,"outputs":[]},{"cell_type":"code","source":["# kg = lb/2,205\n","# lb = 2.205*kg\n","\n","def lb_para_kg(lb):\n","  kg = lb/2.205\n","  return round(kg,1)\n","\n","lb_para_kg(141)\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"WYfr3RtpHQS2","executionInfo":{"status":"ok","timestamp":1666958279019,"user_tz":180,"elapsed":12,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"748dae46-2aa5-42e8-e94a-467a9ea3eec0"},"execution_count":207,"outputs":[{"output_type":"execute_result","data":{"text/plain":["63.9"]},"metadata":{},"execution_count":207}]},{"cell_type":"markdown","source":["Exercício: Fazer um algoritmo que, ao receber o salário atual de um funcionário, calcule o valor do novo salário reajustado de acordo com a tabela abaixo:\n","\n","![image.png](data:image/png;base64,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)"],"metadata":{"id":"8Vo3zDuqIrDe"}},{"cell_type":"code","source":["salario = 6000\n","if salario > 500:\n","  salario = salario*1.15 \n","elif 500 <= salario <= 1000:\n","  salario = salario*1.10\n","elif salario <= 1000:\n","  salario = salario*1.15\n","print(salario)"],"metadata":{"id":"4dh24rpsI731","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1666958279019,"user_tz":180,"elapsed":11,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"73ea8972-25a4-42d7-8105-b3dfdbe892f4"},"execution_count":208,"outputs":[{"output_type":"stream","name":"stdout","text":["6899.999999999999\n"]}]},{"cell_type":"code","source":["def reajuste(salario):\n","  if salario > 500:\n","    salario = salario*1.15 \n","  elif 500 <= salario <= 1000:\n","    salario = salario*1.10\n","  elif salario <= 1000:\n","    salario = salario*1.15\n","  print(\"R$\",round(salario,2))\n","  return(salario)\n","\n","salario_reajustado = reajuste(6000)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mdpn4MYWSku8","executionInfo":{"status":"ok","timestamp":1666958279020,"user_tz":180,"elapsed":10,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"65cbc32e-2ffd-4421-eb50-0cd6cb67eb9d"},"execution_count":209,"outputs":[{"output_type":"stream","name":"stdout","text":["R$ 6900.0\n"]}]},{"cell_type":"markdown","source":["# Pandas"],"metadata":{"id":"ADzoynY1p_31"}},{"cell_type":"markdown","source":["Pandas é uma biblioteca do Python que é como se fosse uma classe. Por isso sempre chamamos um método dentro dela."],"metadata":{"id":"YyAgVek80Y1A"}},{"cell_type":"code","source":["import pandas as pd"],"metadata":{"id":"E-j_yr4cqMSC","executionInfo":{"status":"ok","timestamp":1666958279020,"user_tz":180,"elapsed":9,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":210,"outputs":[]},{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"FHUvc4QSmgv2","executionInfo":{"status":"ok","timestamp":1666958281556,"user_tz":180,"elapsed":2544,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"5ba3fcb5-d2a0-4b4a-82e5-d0f77496e5dc"},"execution_count":211,"outputs":[{"output_type":"stream","name":"stdout","text":["Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"]}]},{"cell_type":"code","source":["!ls /content/drive/MyDrive/'1A_Estatística_e_python'/'LinkedIn'"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"4669NaTJmrB1","executionInfo":{"status":"ok","timestamp":1666958282136,"user_tz":180,"elapsed":584,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"0b3b0fd8-93b2-4225-c95f-32381943e340"},"execution_count":212,"outputs":[{"output_type":"stream","name":"stdout","text":["Connections.csv  df_limpo.csv  df_testeA.csv  df_testeB.csv\n"]}]},{"cell_type":"markdown","source":[],"metadata":{"id":"dhRtL5pKMQ6l"}},{"cell_type":"code","source":["df = pd.read_csv('/content/drive/MyDrive/1A_Estatística_e_python/LinkedIn/Connections.csv',skiprows=3)"],"metadata":{"id":"hb3nRAUbnkQa","executionInfo":{"status":"ok","timestamp":1666958282136,"user_tz":180,"elapsed":73,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":213,"outputs":[]},{"cell_type":"code","source":["df.head(5)"],"metadata":{"id":"Wkn7lqmDohLi","executionInfo":{"status":"ok","timestamp":1666958282137,"user_tz":180,"elapsed":73,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"colab":{"base_uri":"https://localhost:8080/","height":206},"outputId":"9737fb73-bbd2-4da1-bc81-a9c47d9633f1"},"execution_count":214,"outputs":[{"output_type":"execute_result","data":{"text/plain":["  First Name      Last Name Email Address                            Company  \\\n","0   Ana Kely  Araújo Campos           NaN  Centro Universitário Newton Paiva   \n","1     Gisele         Vieira           NaN                        TGT Consult   \n","2   Fernanda        Fazenda           NaN                        The 8Agency   \n","3    Claudia           Dias           NaN                               Fbiz   \n","4     Amanda     Sthephanie           NaN                               Fbiz   \n","\n","                                            Position Connected On  \n","0                               Gerente de Marketing  06 Sep 2022  \n","1                          Account Executive TGT/ISG  31 Aug 2022  \n","2  ISV Partner Marketing Consultancy LatAm for Go...  25 Aug 2022  \n","3                           Business Account Manager  24 Aug 2022  \n","4                        Especialista em Diversidade  23 Aug 2022  "],"text/html":["\n","  <div id=\"df-0933b919-f4cc-4401-9c47-9b0b9fe74e9a\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>First Name</th>\n","      <th>Last Name</th>\n","      <th>Email Address</th>\n","      <th>Company</th>\n","      <th>Position</th>\n","      <th>Connected On</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Ana Kely</td>\n","      <td>Araújo Campos</td>\n","      <td>NaN</td>\n","      <td>Centro Universitário Newton Paiva</td>\n","      <td>Gerente de Marketing</td>\n","      <td>06 Sep 2022</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Gisele</td>\n","      <td>Vieira</td>\n","      <td>NaN</td>\n","      <td>TGT Consult</td>\n","      <td>Account Executive TGT/ISG</td>\n","      <td>31 Aug 2022</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Fernanda</td>\n","      <td>Fazenda</td>\n","      <td>NaN</td>\n","      <td>The 8Agency</td>\n","      <td>ISV Partner Marketing Consultancy LatAm for Go...</td>\n","      <td>25 Aug 2022</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Claudia</td>\n","      <td>Dias</td>\n","      <td>NaN</td>\n","      <td>Fbiz</td>\n","      <td>Business Account Manager</td>\n","      <td>24 Aug 2022</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Amanda</td>\n","      <td>Sthephanie</td>\n","      <td>NaN</td>\n","      <td>Fbiz</td>\n","      <td>Especialista em Diversidade</td>\n","      <td>23 Aug 2022</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0933b919-f4cc-4401-9c47-9b0b9fe74e9a')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 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Visit the ' +\n","            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","            + ' to learn more about interactive tables.';\n","          element.innerHTML = '';\n","          dataTable['output_type'] = 'display_data';\n","          await google.colab.output.renderOutput(dataTable, element);\n","          const docLink = document.createElement('div');\n","          docLink.innerHTML = docLinkHtml;\n","          element.appendChild(docLink);\n","        }\n","      </script>\n","    </div>\n","  </div>\n","  "]},"metadata":{},"execution_count":214}]},{"cell_type":"code","source":["df.tail(5)"],"metadata":{"id":"b9-3DKllom2s","executionInfo":{"status":"ok","timestamp":1666958282137,"user_tz":180,"elapsed":73,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"colab":{"base_uri":"https://localhost:8080/","height":206},"outputId":"7f73782f-8bb4-4b9b-aff4-af0afa2cf2c3"},"execution_count":215,"outputs":[{"output_type":"execute_result","data":{"text/plain":["         First Name          Last Name Email Address                Company  \\\n","881          Cássio             Xavier           NaN                 YZAᴾᴿᴼ   \n","882  Paulo Tarcísio  Pinheiro da Silva           NaN  Maternidade Unimed BH   \n","883           Sonia             Campos           NaN      Projetos Digitais   \n","884            Tony             Piedra           NaN           Kuku Studios   \n","885           Tiago            Goddard           NaN            Descomplica   \n","\n","                                              Position Connected On  \n","881                             Cofundador e Professor  18 Oct 2013  \n","882                         Superintendente Hospitalar  18 Oct 2013  \n","883  Diretor de desenvolvimento de negócios de tecn...  27 Sep 2013  \n","884                          Visual Development Artist  27 Sep 2013  \n","885               Site Reliability Engineering Manager  27 Sep 2013  "],"text/html":["\n","  <div id=\"df-06e03ee6-5d1a-4898-af02-04d26d0149c5\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>First Name</th>\n","      <th>Last Name</th>\n","      <th>Email Address</th>\n","      <th>Company</th>\n","      <th>Position</th>\n","      <th>Connected On</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>881</th>\n","      <td>Cássio</td>\n","      <td>Xavier</td>\n","      <td>NaN</td>\n","      <td>YZAᴾᴿᴼ</td>\n","      <td>Cofundador e Professor</td>\n","      <td>18 Oct 2013</td>\n","    </tr>\n","    <tr>\n","      <th>882</th>\n","      <td>Paulo Tarcísio</td>\n","      <td>Pinheiro da Silva</td>\n","      <td>NaN</td>\n","      <td>Maternidade Unimed BH</td>\n","      <td>Superintendente Hospitalar</td>\n","      <td>18 Oct 2013</td>\n","    </tr>\n","    <tr>\n","      <th>883</th>\n","      <td>Sonia</td>\n","      <td>Campos</td>\n","      <td>NaN</td>\n","      <td>Projetos Digitais</td>\n","      <td>Diretor de desenvolvimento de negócios de tecn...</td>\n","      <td>27 Sep 2013</td>\n","    </tr>\n","    <tr>\n","      <th>884</th>\n","      <td>Tony</td>\n","      <td>Piedra</td>\n","      <td>NaN</td>\n","      <td>Kuku Studios</td>\n","      <td>Visual Development Artist</td>\n","      <td>27 Sep 2013</td>\n","    </tr>\n","    <tr>\n","      <th>885</th>\n","      <td>Tiago</td>\n","      <td>Goddard</td>\n","      <td>NaN</td>\n","      <td>Descomplica</td>\n","      <td>Site Reliability Engineering Manager</td>\n","      <td>27 Sep 2013</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-06e03ee6-5d1a-4898-af02-04d26d0149c5')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 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Visit the ' +\n","            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","            + ' to learn more about interactive tables.';\n","          element.innerHTML = '';\n","          dataTable['output_type'] = 'display_data';\n","          await google.colab.output.renderOutput(dataTable, element);\n","          const docLink = document.createElement('div');\n","          docLink.innerHTML = docLinkHtml;\n","          element.appendChild(docLink);\n","        }\n","      </script>\n","    </div>\n","  </div>\n","  "]},"metadata":{},"execution_count":215}]},{"cell_type":"code","source":["df.columns"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bj4ens_Bs10-","executionInfo":{"status":"ok","timestamp":1666958282137,"user_tz":180,"elapsed":71,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"eeb5a6ae-d2a7-4f09-be4a-633e804cf35d"},"execution_count":216,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['First Name', 'Last Name', 'Email Address', 'Company', 'Position',\n","       'Connected On'],\n","      dtype='object')"]},"metadata":{},"execution_count":216}]},{"cell_type":"code","source":["dicio = {}\n","dicio"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"unrxACvXs46Y","executionInfo":{"status":"ok","timestamp":1666958282137,"user_tz":180,"elapsed":69,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"ed6f9457-93fc-4a65-b558-fa58c4ab1591"},"execution_count":217,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{}"]},"metadata":{},"execution_count":217}]},{"cell_type":"code","source":["for coluna in df.columns:\n","  print(coluna)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MeIWPPWwtBEp","executionInfo":{"status":"ok","timestamp":1666958282138,"user_tz":180,"elapsed":68,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"fd398c82-ea48-4923-8465-9d0b9e080f03"},"execution_count":218,"outputs":[{"output_type":"stream","name":"stdout","text":["First Name\n","Last Name\n","Email Address\n","Company\n","Position\n","Connected On\n"]}]},{"cell_type":"code","source":["for coluna in df.columns:\n","  nova_coluna = coluna.replace(\" \", \"_\")\n","  dicio[coluna] = nova_coluna\n","\n","df.rename(columns=dicio, inplace=True)"],"metadata":{"id":"NPsNT9EGtomM","executionInfo":{"status":"ok","timestamp":1666958282138,"user_tz":180,"elapsed":66,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":219,"outputs":[]},{"cell_type":"code","source":["df"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"oQnoDCKFwC4r","executionInfo":{"status":"ok","timestamp":1666958282138,"user_tz":180,"elapsed":66,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"01b3b9ab-b5fd-4150-b682-850fff28b48f"},"execution_count":220,"outputs":[{"output_type":"execute_result","data":{"text/plain":["         First_Name          Last_Name Email_Address  \\\n","0          Ana Kely      Araújo Campos           NaN   \n","1            Gisele             Vieira           NaN   \n","2          Fernanda            Fazenda           NaN   \n","3           Claudia               Dias           NaN   \n","4            Amanda         Sthephanie           NaN   \n","..              ...                ...           ...   \n","881          Cássio             Xavier           NaN   \n","882  Paulo Tarcísio  Pinheiro da Silva           NaN   \n","883           Sonia             Campos           NaN   \n","884            Tony             Piedra           NaN   \n","885           Tiago            Goddard           NaN   \n","\n","                               Company  \\\n","0    Centro Universitário Newton Paiva   \n","1                          TGT Consult   \n","2                          The 8Agency   \n","3                                 Fbiz   \n","4                                 Fbiz   \n","..                                 ...   \n","881                             YZAᴾᴿᴼ   \n","882              Maternidade Unimed BH   \n","883                  Projetos Digitais   \n","884                       Kuku Studios   \n","885                        Descomplica   \n","\n","                                              Position Connected_On  \n","0                                 Gerente de Marketing  06 Sep 2022  \n","1                            Account Executive TGT/ISG  31 Aug 2022  \n","2    ISV Partner Marketing Consultancy LatAm for Go...  25 Aug 2022  \n","3                             Business Account Manager  24 Aug 2022  \n","4                          Especialista em Diversidade  23 Aug 2022  \n","..                                                 ...          ...  \n","881                             Cofundador e Professor  18 Oct 2013  \n","882                         Superintendente Hospitalar  18 Oct 2013  \n","883  Diretor de desenvolvimento de negócios de tecn...  27 Sep 2013  \n","884                          Visual Development Artist  27 Sep 2013  \n","885               Site Reliability Engineering Manager  27 Sep 2013  \n","\n","[886 rows x 6 columns]"],"text/html":["\n","  <div id=\"df-bf5aabda-aff8-4ba3-912c-2ce56ece7f26\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","    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<td>Fernanda</td>\n","      <td>Fazenda</td>\n","      <td>NaN</td>\n","      <td>The 8Agency</td>\n","      <td>ISV Partner Marketing Consultancy LatAm for Go...</td>\n","      <td>25 Aug 2022</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Claudia</td>\n","      <td>Dias</td>\n","      <td>NaN</td>\n","      <td>Fbiz</td>\n","      <td>Business Account Manager</td>\n","      <td>24 Aug 2022</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Amanda</td>\n","      <td>Sthephanie</td>\n","      <td>NaN</td>\n","      <td>Fbiz</td>\n","      <td>Especialista em Diversidade</td>\n","      <td>23 Aug 2022</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>881</th>\n","      <td>Cássio</td>\n","      <td>Xavier</td>\n","      <td>NaN</td>\n","      <td>YZAᴾᴿᴼ</td>\n","      <td>Cofundador e Professor</td>\n","      <td>18 Oct 2013</td>\n","    </tr>\n","    <tr>\n","      <th>882</th>\n","      <td>Paulo Tarcísio</td>\n","      <td>Pinheiro da Silva</td>\n","      <td>NaN</td>\n","      <td>Maternidade Unimed BH</td>\n","      <td>Superintendente Hospitalar</td>\n","      <td>18 Oct 2013</td>\n","    </tr>\n","    <tr>\n","      <th>883</th>\n","      <td>Sonia</td>\n","      <td>Campos</td>\n","      <td>NaN</td>\n","      <td>Projetos Digitais</td>\n","      <td>Diretor de desenvolvimento de negócios de tecn...</td>\n","      <td>27 Sep 2013</td>\n","    </tr>\n","    <tr>\n","      <th>884</th>\n","      <td>Tony</td>\n","      <td>Piedra</td>\n","      <td>NaN</td>\n","      <td>Kuku Studios</td>\n","      <td>Visual Development Artist</td>\n","      <td>27 Sep 2013</td>\n","    </tr>\n","    <tr>\n","      <th>885</th>\n","      <td>Tiago</td>\n","      <td>Goddard</td>\n","      <td>NaN</td>\n","      <td>Descomplica</td>\n","      <td>Site Reliability Engineering Manager</td>\n","      <td>27 Sep 2013</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>886 rows × 6 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-bf5aabda-aff8-4ba3-912c-2ce56ece7f26')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 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Email_Address  27 non-null     object\n"," 3   Company        875 non-null    object\n"," 4   Position       875 non-null    object\n"," 5   Connected_On   886 non-null    object\n","dtypes: object(6)\n","memory usage: 41.7+ KB\n"]}]},{"cell_type":"code","source":["df.shape"],"metadata":{"id":"_t--UJ5jqNit","executionInfo":{"status":"ok","timestamp":1666958282139,"user_tz":180,"elapsed":63,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"4e4826c8-99f8-43e4-c1d3-81c24af8f4d0"},"execution_count":223,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(886, 6)"]},"metadata":{},"execution_count":223}]},{"cell_type":"code","source":["df[ df['First_Name'].isna() == True ]\n","\n","# Toda vez no pandas que usar [] você está fazendo uma seleção/filtro"],"metadata":{"id":"3vfvGiYdqVhC","executionInfo":{"status":"ok","timestamp":1666958282139,"user_tz":180,"elapsed":61,"user":{"displayName":"Pedro 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<td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>20 Jun 2020</td>\n","    </tr>\n","    <tr>\n","      <th>629</th>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>27 Sep 2017</td>\n","    </tr>\n","    <tr>\n","      <th>804</th>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>15 Sep 2015</td>\n","    </tr>\n","    <tr>\n","      <th>835</th>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>21 Oct 2014</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-32bc259d-4148-44db-b7e9-7c3dae4c392a')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg 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()\n","\n","df.head(4)"],"metadata":{"id":"t6VGP0vSq8uO","executionInfo":{"status":"ok","timestamp":1666958282140,"user_tz":180,"elapsed":59,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"colab":{"base_uri":"https://localhost:8080/","height":175},"outputId":"68049211-309d-49c0-f04d-86c5eed34824"},"execution_count":228,"outputs":[{"output_type":"execute_result","data":{"text/plain":["  First_Name      Last_Name Email_Address                            Company  \\\n","0   Ana Kely  Araújo Campos           NaN  Centro Universitário Newton Paiva   \n","1     Gisele         Vieira           NaN                        TGT Consult   \n","2   Fernanda        Fazenda           NaN                        The 8Agency   \n","3    Claudia           Dias           NaN                               Fbiz   \n","\n","                                            Position Connected_On       data  \n","0                               Gerente de Marketing  06 Sep 2022 2022-09-06  \n","1                          Account Executive TGT/ISG  31 Aug 2022 2022-08-31  \n","2  ISV Partner Marketing Consultancy LatAm for Go...  25 Aug 2022 2022-08-25  \n","3                           Business Account Manager  24 Aug 2022 2022-08-24  "],"text/html":["\n","  <div id=\"df-9d481066-61d1-4f68-8731-53718dfc5f14\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>First_Name</th>\n","      <th>Last_Name</th>\n","      <th>Email_Address</th>\n","      <th>Company</th>\n","      <th>Position</th>\n","      <th>Connected_On</th>\n","      <th>data</th>\n","    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<td>Fbiz</td>\n","      <td>Business Account Manager</td>\n","      <td>24 Aug 2022</td>\n","      <td>2022-08-24</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-9d481066-61d1-4f68-8731-53718dfc5f14')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 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pd.DataFrame({'Nome':['Naiara','Naiara','Pedro','Pedro', 'Pedro','Panda'], 'A':[10,15,5,8,7,10], 'B':[2,4,5,3,4,0], 'C':['A','B','C','D','E','F']})\n","nos"],"metadata":{"id":"Q4SnbxS7sxTj","executionInfo":{"status":"ok","timestamp":1666958282141,"user_tz":180,"elapsed":59,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"colab":{"base_uri":"https://localhost:8080/","height":238},"outputId":"e27d2dcd-4aed-4d97-b2d4-030d9de6f2f9"},"execution_count":230,"outputs":[{"output_type":"execute_result","data":{"text/plain":["     Nome   A  B  C\n","0  Naiara  10  2  A\n","1  Naiara  15  4  B\n","2   Pedro   5  5  C\n","3   Pedro   8  3  D\n","4   Pedro   7  4  E\n","5   Panda  10  0  F"],"text/html":["\n","  <div id=\"df-357e3809-e66e-4029-a40c-953d5f26e570\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","   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<td>7</td>\n","      <td>4</td>\n","      <td>E</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>Panda</td>\n","      <td>10</td>\n","      <td>0</td>\n","      <td>F</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-357e3809-e66e-4029-a40c-953d5f26e570')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 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with 1 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Visit the ' +\n","            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","            + ' to learn more about interactive tables.';\n","          element.innerHTML = '';\n","          dataTable['output_type'] = 'display_data';\n","          await google.colab.output.renderOutput(dataTable, element);\n","          const docLink = document.createElement('div');\n","          docLink.innerHTML = docLinkHtml;\n","          element.appendChild(docLink);\n","        }\n","      </script>\n","    </div>\n","  </div>\n","  "]},"metadata":{},"execution_count":236}]},{"cell_type":"code","source":["plt.figure(figsize=(15,5))\n","plt.bar(conexoes['data'],conexoes['count'])"],"metadata":{"id":"-jhBStd-vyBn","executionInfo":{"status":"ok","timestamp":1666958283887,"user_tz":180,"elapsed":1167,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"colab":{"base_uri":"https://localhost:8080/","height":337},"outputId":"a9cb48de-c002-4be5-e4b9-2f1715bb4b82"},"execution_count":237,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<BarContainer object of 451 artists>"]},"metadata":{},"execution_count":237},{"output_type":"display_data","data":{"text/plain":["<Figure size 1080x360 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["#Documentaçção matplo https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.bar.html"],"metadata":{"id":"JKyYlDFtwAUE","executionInfo":{"status":"ok","timestamp":1666958283888,"user_tz":180,"elapsed":42,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":238,"outputs":[]},{"cell_type":"code","source":["import csv"],"metadata":{"id":"zAnJhdUhKgfF","executionInfo":{"status":"ok","timestamp":1666958283888,"user_tz":180,"elapsed":41,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":239,"outputs":[]},{"cell_type":"code","source":["csv.reader('/content/drive/MyDrive/1A_Estatística_e_python/LinkedIn/Connections.csv')"],"metadata":{"id":"2sEPMEpZKifV","executionInfo":{"status":"ok","timestamp":1666958283888,"user_tz":180,"elapsed":41,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"9db78406-487f-4555-9269-2807619f026e"},"execution_count":240,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<_csv.reader at 0x7f513e293250>"]},"metadata":{},"execution_count":240}]},{"cell_type":"code","source":["with open('/content/drive/MyDrive/1A_Estatística_e_python/LinkedIn/Connections.csv', newline='') as csvfile:\n","  spamreader = csv.reader(csvfile)\n","  for row in spamreader:\n","    print (row)"],"metadata":{"id":"hRtfgXXqKncE","executionInfo":{"status":"ok","timestamp":1666958283889,"user_tz":180,"elapsed":39,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"2fdfd8f1-5943-4881-f2a7-056961eb29ae"},"execution_count":241,"outputs":[{"output_type":"stream","name":"stdout","text":["['Notes:']\n","['When exporting your connection data, you may notice that some of the email addresses are missing. You will only see email addresses for connections who have allowed their connections to see or download their email address using this setting https://www.linkedin.com/psettings/privacy/email. You can learn more here https://www.linkedin.com/help/linkedin/answer/261']\n","[]\n","['First Name', 'Last Name', 'Email Address', 'Company', 'Position', 'Connected On']\n","['Ana Kely', 'Araújo Campos', '', 'Centro Universitário Newton Paiva', 'Gerente de Marketing', '06 Sep 2022']\n","['Gisele', 'Vieira', '', 'TGT Consult', 'Account Executive TGT/ISG', '31 Aug 2022']\n","['Fernanda', 'Fazenda', '', 'The 8Agency', 'ISV Partner Marketing Consultancy LatAm for Google Cloud.', '25 Aug 2022']\n","['Claudia', 'Dias', '', 'Fbiz', 'Business Account Manager', '24 Aug 2022']\n","['Amanda', 'Sthephanie', '', 'Fbiz', 'Especialista em Diversidade', '23 Aug 2022']\n","['Eduarda', 'Barbosa ', '', 'Fbiz', 'Analista de Recursos Humanos', '23 Aug 2022']\n","['Lara', 'Alfieri', '', 'Fbiz', 'Analista de Conteúdo e Social Media ', '23 Aug 2022']\n","['Matheus', 'Thuler 🏳️\\u200d🌈', '', 'Fbiz', 'Supervisor de Conteúdo e Redes Sociais', '19 Aug 2022']\n","['Maite', 'Schneider 🏳️\\u200d⚧️', '', 'LinkedIn', 'LinkedIn Creators', '19 Aug 2022']\n","['Henrique', 'Araújo 🏳️\\u200d⚧️', '', 'Hotmart', 'Costumer Experience Agent', '18 Aug 2022']\n","['Pedro', 'Machado', '', 'The 8Agency', 'Gerente de Projetos & Produtor digital para Google Cloud América Latina', '17 Aug 2022']\n","['Inka Ilona', 'Taagehøj', '', 'Siteimprove', 'Product Expert, Accessibility', '15 Aug 2022']\n","['Hanna', 'Andrade', '', 'Suporte Tecnologias ', 'Estagiária de comunicação', '11 Aug 2022']\n","['Dayla Suênia', 'Suênia', '', 'Ogilvy Brasil', 'Community Manager', '06 Aug 2022']\n","['Bruna ', 'Pires de Senne e Costa', '', 'Itambé', 'Assistente de marketing', '06 Aug 2022']\n","['Camille', 'Trent', 'camillehansentrent@gmail.com', 'RevGenius', 'Member', '03 Aug 2022']\n","['Luciano', 'Martins', '', 'Google', 'Developer Relations Engineer, Machine Learning', '27 Jul 2022']\n","['Vinicius', 'Dudiman', '', 'Publicis Groupe', 'Human Resources', '25 Jul 2022']\n","['Paula', 'Tavares', '', 'Leadrs', 'Gestora de Projetos, Processos e Operações', '15 Jul 2022']\n","['Nico', 'Sales 🌈', '', 'Warren Brasil', 'Senior Content Analyst', '15 Jul 2022']\n","['Raphael', 'Yves', '', 'Invisible Technologies Inc.', 'Powur Contracts - Auditor', '12 Jul 2022']\n","['Gabriela', 'Garajau', '', 'Localiza', 'Analista de Atração e Seleção de Pessoas', '08 Jul 2022']\n","['David', 'Costa Lima', '', 'Grow2b', 'CEO', '07 Jul 2022']\n","['Thais', 'Melo', '', 'Queima Diária', 'Coordenadora de Edição | Audiovisual ', '04 Jul 2022']\n","['Gustavo Henrique', 'S. De Oliveira ', '', 'Primers ', 'Técnico em Atendimento e Vendas', '26 Jun 2022']\n","['Lourenzo', 'Oliveira', '', 'Loja do Sapo', 'Estagiário de marketing', '25 Jun 2022']\n","['Valeri', 'Jaramillo Caceres', 'valeri.jaramillo@gmail.com', 'Psyalive', 'Asesora Comercial B2C ', '22 Jun 2022']\n","['Henrique', 'Gonçalves', 'contato@bzeink.com', 'Bze.ink', 'Assessor de marketing', '14 Jun 2022']\n","['Bruno', 'Feittosa 🏳️\\u200d🌈', '', 'CNBB - Conferência Nacional dos Bispos do Brasil', 'Assessor de comunicação', '12 Jun 2022']\n","['Laura', 'Dornas Radicchi', '', 'Anita Bem Criada', 'Assistente de Conteúdo', '10 Jun 2022']\n","['Nicole', 'Boh', '', 'Red Door Agency', 'Key Account Marketing Manager', '09 Jun 2022']\n","['Vitoria ', 'Vasconcelos', '', 'Adnews Oficial', 'Executiva de novos negócios', '08 Jun 2022']\n","['Bruna', 'Villar', '', 'Sólides Tecnologia', 'Estagiária de Recrutamento e Seleção', '08 Jun 2022']\n","['Rick', 'Gudkov', '', 'Pushwoosh', 'Digital Growth Manager', '07 Jun 2022']\n","['Gabriela', 'Xavier Aguiar', '', 'Teksid', 'Analista de comunicação', '03 Jun 2022']\n","['Leonardo', 'Marion', '', 'Trensurb', 'Relações-públicas', '02 Jun 2022']\n","['Tainá', 'Hessler', '', 'The 8Agency', 'Project Manager', '31 May 2022']\n","['Douglas', 'Melo', '', 'EstrelaBet', 'Head of Marketing', '30 May 2022']\n","['Marya', 'Vitória', '', 'Instituto Semear', 'Gestora de Gratuidades e pós vendas ', '30 May 2022']\n","['Matheus', 'Grossi ', '', 'Loot Studios', 'Marketing Manager', '28 May 2022']\n","['Eber', 'Catta Preta de Souza', '', 'CPE Tecnologia', 'Consultor comercial', '25 May 2022']\n","['Fatine', 'Oliveira', '', 'Pontifícia Universidade Católica de Minas Gerais', 'Professora', '25 May 2022']\n","['Pâmela', 'Guimarães-Silva', '', 'Pontifícia Universidade Católica de Minas Gerais', 'Professora no IEC', '25 May 2022']\n","['Érika', 'Moraes', '', 'UOL - Universo Online', 'Especialista de Recrutamento e Seleção', '25 May 2022']\n","['Luan', ' ícaro Garcia', '', 'PUC Minas Oficial', 'Assistente administrativo', '25 May 2022']\n","['Eduardo', 'Dantas', '', 'Falconi', 'Senior Consultant | Líder de Time - Solução: Gestão para Resultados em Diversidade & Inclusão', '25 May 2022']\n","['Júlia', 'Hipólito', '', 'eMotion Studios', 'Business Partner Trainee', '24 May 2022']\n","['Laura', 'Bernardes Nogueira', '', 'Hedgehog Digital Brasil', 'Coordenadora de Marketing de Conteúdo', '24 May 2022']\n","['Bárbara', 'Monteiro', '', 'Somos', 'Analista de planejamento pleno', '24 May 2022']\n","['Carlos', 'Paranhos', '', 'Arquivei', 'Senior Channel & Partnership Marketing | Marketing de Parceria', '18 May 2022']\n","['Marcelo', 'Teixeira de Freitas', '', 'Liqi Digital Assets', 'CFO', '17 May 2022']\n","['Thaís dos', 'Reis 🏳️\\u200d🌈', '', 'Neoway', 'Coordenadora de marketing', '17 May 2022']\n","['Roberto', 'Nicoll 🏳️\\u200d🌈', '', 'W3haus', 'Coordenador de conteúdo', '17 May 2022']\n","['Viviane', 'Araújo', '', 'Nubimetrics', 'Sales Account Executive', '13 May 2022']\n","['Maria Eduarda ', 'Ladeia ', '', 'Autônomo', 'Microempreendedora', '13 May 2022']\n","['Davi', 'Cabeça', '', 'jornalzine', 'Comunicação Institucional', '13 May 2022']\n","['Luana', 'Brando', '', 'Instituto Conhecimento Liberta', 'Social Media Analyst', '08 May 2022']\n","['Nathalia', 'Lopes', '', 'Driven Education', 'People', '07 May 2022']\n","['Ananda', 'Maltez 🏳️\\u200d🌈', '', 'Hubify - Marketing Digital Para Gerar Prosperidade', 'Estagiária de Conteúdo', '06 May 2022']\n","['Gabrielle', 'Ribeiro', '', 'Sebrae', 'Agente Local de Inovação - MA', '06 May 2022']\n","['Matheus', 'Vecchio', '', 'AMC Textil Ltda', 'Employer Branding Trainer', '06 May 2022']\n","['Judá', 'Nunes', '', 'Carambola', 'Gerente de Projetos de Diversidade, Equidade e Inclusão.', '06 May 2022']\n","['Luiza', 'Vilela', '', 'Elife', 'Analista de mídias sociais / CRM', '05 May 2022']\n","['Giuseppe', 'Giulio', '', 'Gay.it S.r.l.', 'Marketing & Sales', '03 May 2022']\n","['Rodrigo', 'Simões', '', 'Feito Comunicação e Marketing', 'Proprietário', '02 May 2022']\n","['Selena', 'Costa', '', 'Onfly', 'Tech Recruiter', '02 May 2022']\n","['', '', '', '', '', '30 Apr 2022']\n","['Alexandre', 'Farias', '', 'Redator Freelancer (MEI)', 'Redator de conteúdo', '29 Apr 2022']\n","['Samyra', 'Zaidan', '', 'Psicologia Viva (Psyalive)', 'Analista de Inbound Marketing Pleno', '29 Apr 2022']\n","['Carli', 'Vasconcelos', '', 'Accenture Brasil', 'Inside Sales Management Senior Analyst', '27 Apr 2022']\n","['Wesley', 'Sousa', '', 'Tido Design', 'Redator ', '27 Apr 2022']\n","['Keila', 'Boganika', '', 'Ideris', 'Analista de Conteúdo', '26 Apr 2022']\n","['Aline', 'Rodrigues', '', 'Ease Labs ', 'Social Media Consultant', '26 Apr 2022']\n","['Isabelle ', 'Oliveira ', '', 'Instituto Cliente Feliz', 'UX Research ', '26 Apr 2022']\n","['Marcio', 'Brant', '', 'WEPOD', 'CEO & Founder', '25 Apr 2022']\n","['João Henrique', 'Innecco', '', 'Ecx Card', 'Diretor de novos negócios e inovação', '25 Apr 2022']\n","['Mariana', 'Meyer', '', 'Meetz', 'Analista de marketing', '25 Apr 2022']\n","['João Rafael', 'Oliveira 🏳️\\u200d⚧️', '', 'Convenia', 'Customer Success - Suporte ', '25 Apr 2022']\n","['Jennifer', 'Xisto', '', 'Sólides Tecnologia', 'Analista de Sucesso do Cliente', '20 Apr 2022']\n","['Fabiana', 'Sousa', '', 'Fbiz', 'Analista de Conteúdo e Redes Sociais', '18 Apr 2022']\n","['Beatriz', 'Partington', '', 'Fbiz', 'Gerente de Conteúdo e Social Media', '18 Apr 2022']\n","['Cassio', 'Tadeu', '', 'Fbiz', 'Supervisor de conteúdo', '18 Apr 2022']\n","['Skyler', 'Reeves', '', 'Ardent Growth', 'Founder & CEO', '18 Apr 2022']\n","['Luana', 'Caccuri', '', 'Mfield', 'Executiva comercial', '14 Apr 2022']\n","['Isis', 'Santos', '', 'Corteva Agriscience', 'Assistente administrativo', '12 Apr 2022']\n","['Alana', 'Moraes', '', 'Fbiz', 'Analista de planejamento estratégico', '12 Apr 2022']\n","['Vitória', 'Kanaan Rosa', '', 'Spark | Influencer Marketing', 'Supervisora de Conteúdo & Estratégia', '12 Apr 2022']\n","['Thalita', 'Miranda', '', 'Google', 'Product Marketing Manager', '12 Apr 2022']\n","['Arthur ', 'Bugre ', '', 'Bugre: Diversidade e Inclusão', 'Palestrante e mentor de Diversidade e Inclusão', '05 Apr 2022']\n","['Leonardo', 'Assumpção', '', 'Fundação Dom Cabral', 'Analista de Diversidade ', '05 Apr 2022']\n","['Tatyanne', 'Santos', 'tatyanne_hellen@yahoo.com.br', 'XP Inc.', 'Assistente Operacional | Rico.com.vc', '31 Mar 2022']\n","['Matheus', 'Thiago', '', 'MP Publicidade', 'Analista de Marketing Digital Júnior', '28 Mar 2022']\n","['Rafaella', 'Fraga', '', 'Fbiz', 'Coordenadora de conteúdo e social media', '24 Mar 2022']\n","['Marcella', 'Ladislau 🏳️\\u200d🌈', '', 'Fbiz', 'Analista de Conteúdo e Social Media', '22 Mar 2022']\n","['Kimberley', 'Fernandes', '', 'Amazon', 'Regional Content Manager, LATAM', '22 Mar 2022']\n","['Jeferson Jarbas', 'Ferreira Rafael', '', 'Vivo (Telefônica Brasil)', 'Consultor de tecnologia', '19 Mar 2022']\n","['Paula', 'Gondim', 'paulavgondim@gmail.com', 'Google', 'Product Marketing Manager at Google Cloud', '18 Mar 2022']\n","['Fabiano', 'Alcântara', '', 'Lunna Comunicação', 'Diretor de jornalismo digital', '18 Mar 2022']\n","['Rodrigo', 'Torres 🏳️\\u200d🌈', '', 'Fbiz', 'B2B Content Supervisor for Google Cloud LATAM', '17 Mar 2022']\n","['Camila', 'Bevilacqua', '', 'Fbiz', 'Gerente de Conteúdo e Social', '17 Mar 2022']\n","['Ligia', 'Maria Santos', '', 'Fbiz', 'Assistente de RH', '16 Mar 2022']\n","['Nathalia', 'Franceschi', '', 'Fbiz', 'Content Creator', '16 Mar 2022']\n","['Victor', 'Wahrsager', '', 'Fbiz', 'Analista de conteúdo', '16 Mar 2022']\n","['Bruno', 'de Lima', '', 'Fbiz', 'Coordenador de conteúdo para Google Cloud', '16 Mar 2022']\n","['Nivia', 'Corrêa de Souza', '', 'Fbiz', 'Supervisora de conteúdo', '16 Mar 2022']\n","['Gabriela', 'Haas', '', 'Fbiz', 'Supervisora de Conteúdo e Estratégia ', '16 Mar 2022']\n","['Carol', 'Fanin', '', 'Fbiz', 'Analista de Conteúdo', '16 Mar 2022']\n","['Karla', 'Muniz', '', 'Psicologia Viva (Psyalive)', 'Implantation Engineering', '15 Mar 2022']\n","['Maria Helena ', 'da Silva Sobrinha', '', 'A-LAB Content Lovers', 'Redatora Pleno', '10 Mar 2022']\n","['Rafael', 'Dias', '', 'TECVENDASMG', 'Gerente comercial', '09 Mar 2022']\n","['Pedro', 'Lopes', '', 'Rock Content', 'Digital Marketing Specialist', '08 Mar 2022']\n","['Patricia', 'Nascimento', '', 'ZazoBrasil', 'Gerente de novos negócios', '06 Mar 2022']\n","['Guilherme', 'Guimarães Rodrigues Coelho', '', 'Siteware', 'Chief Revenue Officer - CRO', '03 Mar 2022']\n","['Amanda', 'Mendes', '', 'Surfe Digital', 'Analista de Inbound Marketing / Demand Generation', '03 Mar 2022']\n","['Maria Luiza', 'Oliveira ', '', 'Transfácil', 'Analista de Sucesso do Cliente Jr', '03 Mar 2022']\n","['Thiago', 'Duarte', '', 'Nuuvem', 'Analista de conteúdo Pleno II', '02 Mar 2022']\n","['Kaique', 'Cortes', '', 'Casa dos Craques', 'Vendedor', '01 Mar 2022']\n","['Victória', 'Moura de Senna', '', 'Listra', 'Social Media', '01 Mar 2022']\n","['Beatriz ', 'Araújo', '', 'COPASA', 'Estagiário de treinamento e desenvolvimento', '01 Mar 2022']\n","['Fernanda', 'Moranho', '', '', '', '28 Feb 2022']\n","['Belle', 'Tofani', '', 'PontoTel', 'Coordenadora de Growth', '25 Feb 2022']\n","['Karol', 'Rocha Noronha', 'noronhakarol2@gmail.com', 'WS Agência ', 'Estagiária', '24 Feb 2022']\n","['Milena', 'Breder', '', 'Husky', 'Social Media Specialist', '24 Feb 2022']\n","['Jarbas', 'Pixiolini', '', 'Conexa Saúde', 'Head de Ativação e Engajamento B2B', '24 Feb 2022']\n","['Melina\\xa0', 'López', '', 'Google', 'Product & Inclusion Marketing Manager', '23 Feb 2022']\n","['Julio', 'Santos', '', 'TRACTIAN', 'People Operations Coordinator', '22 Feb 2022']\n","['Alex', 'Vedan', '', 'TRACTIAN', 'Partner', '21 Feb 2022']\n","['Noelle', 'Silveira', '', 'GALERIA.AG', 'Gerente de negócios', '21 Feb 2022']\n","['Papo de', 'Vale', '', '', '', '21 Feb 2022']\n","['Isabella', 'Lacerda', '', 'Tribunal de Contas do Estado de Minas Gerais', 'Assistente judicial em gabinete', '16 Feb 2022']\n","['Maria Luiza ', 'Silva de Almeida ', '', 'Sólides Tecnologia', 'Gente e Cultura / R&S', '15 Feb 2022']\n","['Miia', 'Siqueira', '', 'Instituto Mano Down', 'Mobilização de Recursos | Projetos Incentivados', '13 Feb 2022']\n","['Felipe', 'Alencar  🏳\\u200d🌈 ', '', 'Banco Next', 'Business Analyst | Customer Service', '11 Feb 2022']\n","['Pedro', 'de Albergaria', '', 'Aruliden', 'Designer', '11 Feb 2022']\n","['Lucas', 'Silva', '', 'Psicologia Viva (Psyalive)', 'Analista de Customer Success', '09 Feb 2022']\n","['Rafael', 'Espinheira', '', 'Cittamobi', 'Product Owner Jr.', '07 Feb 2022']\n","['Gabriela', 'Harue', '', 'Psicologia Viva (Psyalive)', 'Analista de Business Development', '07 Feb 2022']\n","['Pâmela', 'Dias', '', 'Strema ', 'Coordenadora de marketing', '07 Feb 2022']\n","['Laís', 'Campos', '', 'Psicologia Viva (Psyalive)', 'Coordenadora de Atendimento - LATAM', '05 Feb 2022']\n","['Carolina', 'Monterisi', '', 'Fbiz', 'Content & Strategy Director', '04 Feb 2022']\n","['Gabriely', 'Nascimento', '', 'NZN', 'Analista de Pessoas & Cultura', '04 Feb 2022']\n","['Paulo Roberto', 'Matos', '', 'Freelance', 'Desenvolvedor de conteúdo web', '04 Feb 2022']\n","['Luiz', 'Brito', '', 'Digifred_', 'Analista de Desenvolvimento de Sistemas', '04 Feb 2022']\n","['Hugo', 'Hideyuki Yoshida', '', 'TRACTIAN', 'Criador de Conteúdo | Especialista em Preditiva', '03 Feb 2022']\n","['Davison', 'Reis Rodrigues', '', 'Psicologia Viva (Psyalive)', 'Customer Success Analyst', '02 Feb 2022']\n","['Tamires', 'Zinetti', '', 'TRACTIAN', 'Content Coordinator ', '31 Jan 2022']\n","['Igor', 'Marinelli', '', 'TRACTIAN', 'Founder, Co-CEO', '31 Jan 2022']\n","['Lucas Eustáquio', 'Rodrigues Queiroz', '', 'LeCupon', 'Sales Account Executive', '31 Jan 2022']\n","['Ana Paula', 'Braga Aguiar', '', 'Psicologia Viva (Psyalive)', 'Analista financeiro', '31 Jan 2022']\n","['Alejandro', 'Pacheco Seijas', '', 'Psyalive', 'Content and Engagement Specialists', '28 Jan 2022']\n","['Andresa', 'Araújo', '', 'Zenklub', 'Copywriter', '26 Jan 2022']\n","['Yasmin', 'Kayano', '', '8D Pro', 'Produtora de conteúdo', '26 Jan 2022']\n","['Thomas', 'Nader ', '', 'Mercado Livre', 'People Business Partner Supervisor ', '26 Jan 2022']\n","['Raniela', 'Dalmaso', '', 'Psicologia Viva (Psyalive)', 'Psicólogo Triador - Qualidade e Gestão em Serviços de Saúde - QGSS', '25 Jan 2022']\n","['Ana Júlia', 'Vidigal', '', 'Comissão de Formatura Escuta Ativa', 'Secretária', '22 Jan 2022']\n","['Melissa', 'Cavaca ', 'melissacsoares@gmail.com', 'CoolHow', 'Head de Conteúdo', '21 Jan 2022']\n","['Rafaela', 'N. Cruz ', '', 'Psicologia Viva (Psyalive)', 'Analista de customer success ', '20 Jan 2022']\n","['Bárbara', 'Gatti', '', 'Gympass', 'Marketing Associate', '20 Jan 2022']\n","['Gustavo', 'Henrique', '', 'Psicologia Viva (Psyalive)', 'Analista de Customer Success', '20 Jan 2022']\n","['Natasha', 'Maués B. da Costa', '', 'Escritório Modelo Dom Paulo Evaristo Arns', 'Psicólogo', '20 Jan 2022']\n","['Cindy', 'Guerson', '', 'Agência Bowie', 'Analista de conteúdo', '20 Jan 2022']\n","['Débora', 'Brumer', '', 'Conexa Saúde', 'Group Product Manager ', '18 Jan 2022']\n","['João Batista', 'Lopes', '', 'Wink', 'CFO as a Service', '17 Jan 2022']\n","['Marcela', 'Leite', '', 'Wise', 'Wise Guide', '14 Jan 2022']\n","['Fernanda', 'Ferreira', '', 'Uhuru Comunicação', 'Produtora de conteúdo', '14 Jan 2022']\n","['Maria Eduarda Souza', 'Padilha', '', 'Juros Baixos', 'Estagiária de SEO', '13 Jan 2022']\n","['Bianca', 'Degaspari', '', 'Conexa Saúde', 'Enfermeira - Processos, projetos e qualidade', '13 Jan 2022']\n","['Ricardo', 'Hideki', '', 'Rita RH', 'Head of Sales', '13 Jan 2022']\n","['Maria Júlia', 'Natsumi', 'mj.natsumi@gmail.com', 'Psicologia Viva (Psyalive)', 'Analista de Suporte e Atendimento', '12 Jan 2022']\n","['Gabs', 'Nunes 🌈', '', 'IDP Online', 'Analista de Marketing Senior', '12 Jan 2022']\n","['Henrique', 'Souza', '', 'XP Educação', 'Recursos Humanos / Departamento Pessoal', '06 Jan 2022']\n","['Mayara', 'Gonçalves', '', 'Finehra  Energia ', 'Analista de Conteúdo', '06 Jan 2022']\n","['fabio', 'almeida', '', 'secretaria estadual de educação', 'Professor na escola estadual miguel rogana', '05 Jan 2022']\n","['Paloma Ohanna', 'Souza Miranda', '', 'iMedicina - Grupo Conexa', 'Analista de Sucesso do Cliente Jr', '04 Jan 2022']\n","['Sidney', 'Possato', 'sidney.possato@gmail.com', 'Psicologia Viva (Psyalive)', 'Psicólogo clínico', '03 Jan 2022']\n","['Gislene', 'Souza', '', 'GRUPO LPJ', 'HR Business Partner', '29 Dec 2021']\n","['Audimar', 'Meireles', '', 'Psicologia Viva (Psyalive)', 'Analista de DP/RH Pleno', '28 Dec 2021']\n","['Camila Augusta', 'Damásio de Lima', '', 'Psicologia Viva (Psyalive)', 'Analista de suporte ao cliente', '28 Dec 2021']\n","['Fernanda', 'Lima ', '', 'Psicologia Viva (Psyalive)', 'Analista de comportamento digital', '28 Dec 2021']\n","['Mauricio', 'Cacique ', '', 'SNC-Lavalin', 'HR Business Partner Senior', '22 Dec 2021']\n","['Fernando', 'Osório', '', 'Raízs', 'CMO | Growth Marketing Director', '12 Dec 2021']\n","['Lilian', 'Silva', '', 'Take Blip', 'Customer Marketing - Content', '09 Dec 2021']\n","['Telma', 'Kobori', '', 'Grupo Editorial Autêntica', 'Gerente do Catálogo Infantil e Juvenil', '29 Nov 2021']\n","['Sindy', 'Macero', '', 'SAMY Alliance', 'PR Specialist', '19 Nov 2021']\n","['Carlos', 'Matos', '', 'Turilessa', 'Coordenador de Planejamento', '17 Nov 2021']\n","['Suéllen', 'Santana de Oliveira', '', 'Nossos Psicólogos', 'Psicóloga Organizacional (Parceira)', '10 Nov 2021']\n","['Luiz', 'Gonçalves', '', 'Móveis Brum', 'Designer Gráfico', '09 Nov 2021']\n","['Júlio César', 'Gomes Borges', '', 'FCJ Venture Builder', 'Diretor comercial', '09 Nov 2021']\n","['Ana Laura', 'Xavier', '', 'Psicologia Viva (Psyalive)', 'Estagiário de suporte', '08 Nov 2021']\n","['Guilherme', 'Miguel', '', 'Whirlpool Corporation', 'Conversion Rate Optmization (CRO) & WebAnalytics (WA)', '01 Nov 2021']\n","['Yanara', 'Bernardino de Almeida', '', 'Prefeitura de Congonhas', 'Psicóloga', '30 Oct 2021']\n","['Camila', 'Araujo', '', 'Psicologia Viva (Psyalive)', 'Analista de negócios júnior', '23 Oct 2021']\n","['Chris', 'Fedrizzi', '', 'Freelancer', 'Copywriter e Consultor', '21 Oct 2021']\n","['Virginia Maria', 'Ribeiro', '', 'Psicologia Viva (Psyalive)', 'Analista de Customer Success ', '20 Oct 2021']\n","['Maryna', 'Alves', '', 'DocuSign', 'Sales Development Representative', '20 Oct 2021']\n","['Raquel', 'Rouvier', '', 'Universidade FUMEC - Oficial', 'Estágio Clínico em Psicoterapia Sistêmica', '14 Oct 2021']\n","['Jairo', 'Barros', '', 'It4us Cyber Security Company', 'Tech Recruiter', '30 Sep 2021']\n","['Paula', 'Roberta', '', 'Lojas Renner S.A.', 'Assistente de vendas', '26 Sep 2021']\n","['Jonathan', 'Tavares', '', 'Psicologia Viva (Psyalive)', 'Coordenador de Comunicação e Publicidade', '25 Sep 2021']\n","['Roberta', 'Joaquim Corrêa', '', 'Psicologia Viva (Psyalive)', 'Sênior Revenue Manager  Latam', '23 Sep 2021']\n","['Jonathas', 'Benevides', '', 'Psicologia Viva (Psyalive)', 'Analista de TI N2', '23 Sep 2021']\n","['Rebeca', 'Buarque (Ela / Ella / She)', '', 'Stilingue', 'Account Executive', '21 Sep 2021']\n","['Estefanny', 'Silva Morais', '', 'Psicologia Viva (Psyalive)', 'Inside Sales Pleno', '21 Sep 2021']\n","['Bruna', 'Beatriz', '', 'Psicologia Viva (Psyalive)', 'Designer Pleno', '21 Sep 2021']\n","['Tariq', 'Choucair', '', 'Grupo de Pesquisa em Mídia e Esfera Pública', 'Pesquisador', '18 Sep 2021']\n","['Luiza', 'Aquino Palhares', '', 'Sólides Tecnologia', 'Analista de Customer Success I Sólides ', '14 Sep 2021']\n","['Érico', 'Lawson', '', 'SAMBAZON', 'Director of Financial Planning and Analysis', '12 Sep 2021']\n","['Nícolas', 'Fontes', '', 'HubSpot', 'Sales Account Executive', '12 Sep 2021']\n","['Joabes', 'Barbosa', '', 'Psicologia Viva (Psyalive)', 'Coordenador de Customer Success ', '01 Sep 2021']\n","['Guillermo', 'Cortés', '', 'Psyalive', 'Especialista Inbound Marketing Latam', '28 Aug 2021']\n","['Jorge', 'Barros', '', 'Psicologia Viva (Psyalive)', 'Especialista em SEO', '28 Aug 2021']\n","['Paula', 'Santos', '', 'Psicologia Viva (Psyalive)', 'Psicóloga da Qualidade e Gestão de Serviços de Saúde', '26 Aug 2021']\n","['Gustavo', 'Almeida', '', 'Psicologia Viva (Psyalive)', 'Software Quality Assurance', '26 Aug 2021']\n","['Artur', 'Carvalho 🏳️\\u200d🌈', '', 'Reckitt', 'Talent Acquisition', '25 Aug 2021']\n","['Rafaela', 'Nolasco', '', 'Smart NX', 'Analista Pleno de Pessoas e Cultura', '25 Aug 2021']\n","['Maria Luiza', 'Accioly', '', 'Meep', 'Analista de Customer Success', '25 Aug 2021']\n","['Adrian', 'Coronil', '', 'Psicologia Viva (Psyalive)', 'Representante de desenvolvimento de vendas', '24 Aug 2021']\n","['Karoline', 'Rodrigues', '', 'Conexa Saúde', 'UX Writer', '23 Aug 2021']\n","['Jonathan', 'Moreira', '', 'Contabilizei', 'Especialista de Marca | Senior Visual Designer | Branding', '23 Aug 2021']\n","['Jod', 'Moreira', '', 'Utopia Music', 'Data Analyst', '21 Aug 2021']\n","['Juliana', 'Diniz', '', 'Jüssi', 'Gerente de conteúdo', '20 Aug 2021']\n","['Mariana', 'C P Negreiros', '', 'Bagy', 'Copywriter', '20 Aug 2021']\n","['Ludimila', 'Gislaine', '', 'Psicologia Viva (Psyalive)', 'Inside Sales', '20 Aug 2021']\n","['Gustavo', 'Silva Maynard Garcez', 'gustavo@garcez.net.br', 'Psicologia Viva (Psyalive)', 'Desenvolvedor java', '18 Aug 2021']\n","['Jessika', 'Veiga', '', 'Psicologia Viva (Psyalive)', 'Supervisora de psicologia escolar', '11 Aug 2021']\n","['Pedro', 'Paiva', 'pedrohgpaiva@gmail.com', 'Monetizze', 'Head of Marketing, Sales and Growth', '11 Aug 2021']\n","['Ingrid', 'Magalhães', '', 'Digicade Tecnologia', 'Analista de Gente e Gestão ', '11 Aug 2021']\n","['Marina', 'Prates', '', 'Psicologia Viva (Psyalive)', 'Estagiária de Suporte ao cliente', '10 Aug 2021']\n","['Letícia', 'Alves Lins', '', 'Pontifícia Universidade Católica de Minas Gerais', 'Professor universitário', '09 Aug 2021']\n","['Carolina', 'Marques', '', 'Pontifícia Universidade Católica de Minas Gerais', 'Assistente de Comunicação Social na Assessoria de Comunicação PUC Praça da Liberdade', '08 Aug 2021']\n","['Luana', 'Silva', '', '', '', '08 Aug 2021']\n","['Luciana', 'Aníbal', '', 'Psicologia Viva (Psyalive)', 'Psicóloga clínica', '08 Aug 2021']\n","['Maíra', 'Bergo', '', 'Conexa Saúde', 'Gerente de parcerias estratégicas', '04 Aug 2021']\n","['Natalia ', 'Paula Diniz', '', 'Escola da Serra', 'Professora de Matemática ', '04 Aug 2021']\n","['Fernanda', 'Saraiva', '', 'Inter', 'Estagiária de CRM', '03 Aug 2021']\n","['Nathalia', 'Auteiro', '', 'Psicologia Viva (Psyalive)', 'Coordenadora de Suporte a Pacientes no Psicologia Viva (Psyalive)', '02 Aug 2021']\n","['Maria Clara', 'Delamora Macedo Cruz', '', 'Psicologia Viva (Psyalive)', 'Supervisora de Psicologia', '01 Aug 2021']\n","['Vinicius', 'Godoy', '', 'Appmax', 'Customer Success Sênior', '01 Aug 2021']\n","['Carlos', 'Magno', '', 'Grande Oriente de Minas Gerais', 'Estagiário Assistente administrativo', '01 Aug 2021']\n","['Ágatha', 'Iara', '', 'Psicologia Viva (Psyalive)', 'Analista BackOffice Pleno - 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Melo', '', 'Psicologia Viva (Psyalive)', 'Diretor', '19 May 2021']\n","['Newton', 'Rodrigues', '', 'Psicologia Viva (Psyalive)', 'Customer Success Analyst', '19 May 2021']\n","['Milagros', 'Vayo', '', 'Akamai Technologies', 'Account Development Lead  -  AT&T Strategic Alliance', '19 May 2021']\n","['Kerolay', 'Silva', 'kerolaylcs@gmail.com', 'Meu Acerto', 'Analista de RH', '17 May 2021']\n","['Robert', 'Soares', '', 'Psicologia Viva (Psyalive)', 'Desenvolvedor Web/Java', '17 May 2021']\n","['Michelle', 'Marighetti', '', 'Soluções eSales', 'Analista de suporte I', '12 May 2021']\n","['Maria Clara', 'Martins Ferreira', '', 'Bayer', 'Sr. Data Analyst | Tech Lead (People Analytics)', '11 May 2021']\n","['Lucas', 'Santiago', '', 'Psicologia Viva (Psyalive)', 'CTO', '10 May 2021']\n","['Sylvio', 'Leal Barbosa, MBA, PhD', '', 'Sinch', 'Head Of Marketing Latam', '10 May 2021']\n","['Márcia', ' Costa', '', 'Psicologia Viva (Psyalive)', 'HR Business Partner | Headhunter |Tech Recruiter | Talent Acquisition | Gente&Cultura | Psicóloga', '04 May 2021']\n","['Roberta', 'Stein', '', 'Inter', 'HR Bussiness Partner Intern', '03 May 2021']\n","['Louise', 'Chacon', '', 'AGORA RN', 'Estagiária de jornalismo', '03 May 2021']\n","['Bruna', 'Seiler', '', 'Conexa Saúde', 'Coordenadora Client Success ', '30 Apr 2021']\n","['Priscila', 'Goulart', '', 'Psicologia Viva (Psyalive)', 'HR Business Partner', '29 Apr 2021']\n","['Ana Karolline', 'Vieira', '', 'Psicologia Viva (Psyalive)', 'Coordenadora financeira', '28 Apr 2021']\n","['Angelique', 'Apolinário', '', 'Aliansce Sonae Shopping Centers', 'Coordenadora de marketing', '28 Apr 2021']\n","['carina', 'Lima Da Cruz', '', 'Psicologia Viva (Psyalive)', 'Psicólogo clínico', '27 Apr 2021']\n","['Julia', 'Santos', '', 'Psicologia Viva (Psyalive)', 'Coordenadora Client Success B2B LATAM', '27 Apr 2021']\n","['Maíra Rodrigues', 'Arruda', '', 'Psicologia Viva (Psyalive)', 'Key account manager', '25 Apr 2021']\n","['Leony', 'Alves', '', 'Conexa Saúde', 'Sales Account Executive', '24 Apr 2021']\n","['Leonardo', 'Pôrto', '', 'Psicologia Viva (Psyalive)', 'Head Of Sales', '24 Apr 2021']\n","['Anne Caroline', 'Garcia de Freitas', '', 'Conexa Saúde', 'Project Manager', '24 Apr 2021']\n","['Lucas', 'Guidi', '', 'Psicologia Viva (Psyalive)', 'Key Account Manager', '23 Apr 2021']\n","['Kledson', 'Araujo', '', 'Vigilantes do Sono', 'Chief Commercial Officer (CCO)', '23 Apr 2021']\n","['Gustavo', 'Tiradentes de Oliveira Mendes', '', 'Psicologia Viva (Psyalive)', 'Customer Success Pleno', '23 Apr 2021']\n","['Angelson (A.O.)', 'CAPELLI', '', 'Autônomo', 'Freelancer Profissional', '23 Apr 2021']\n","['', '', '', '', '', '23 Apr 2021']\n","['Stenyo', 'Fonseca', '', 'Loot Studios', 'Product Manager', '22 Apr 2021']\n","['Felipe', 'Haro', '', 'Psicologia Viva (Psyalive)', 'Analista de Testes/QA - Pleno', '21 Apr 2021']\n","['Barbara', 'Braga', '', 'Grupo Editorial Autêntica', 'Assistente de planejamento de eventos', '16 Apr 2021']\n","['Marianne', 'Lopes Silva', '', 'Gympass', 'Talent Acquisition Specialist', '16 Apr 2021']\n","['Thiago', 'Raydan', '', 'Demarco', 'Coordenador da Demarco Academy', '16 Apr 2021']\n","['Eloi', 'Aguiar', '', 'Psicologia Viva (Psyalive)', 'Analista de suporte ao cliente', '07 Apr 2021']\n","['Léo', 'Kaufmann 🏳️\\u200d🌈', '', 'Transformação Digital', 'Sponsorship Manager', '30 Mar 2021']\n","['Vitor', 'Isidoro', '', 'Hotmart', 'Customer Experience', '29 Mar 2021']\n","['Raphael', 'Guimarães', '', 'RadarFit', 'Coordenador de Marketing', '29 Mar 2021']\n","['Victor', 'Tadeu Miranda Lopes', '', 'Psicologia Viva (Psyalive)', 'Especialista Marketing Performance BR & LATAM', '29 Mar 2021']\n","['Douglas', 'Brandão ', '', 'Psicologia Viva (Psyalive)', 'Especialista Pleno Inbound Marketing (Team Leader)', '28 Mar 2021']\n","['Leonardo ', 'Balieiro', '', 'Hotmart', 'Global Quality Analyst at Hotmart', '26 Mar 2021']\n","['Edinei', 'Santos', '', 'Psicologia Viva (Psyalive)', 'CSO (Chief Sales Officer) and Co-Founder', '26 Mar 2021']\n","['Rodrigo', 'Bremm', '', 'eKyte', 'Gerente de sucesso do cliente', '16 Mar 2021']\n","['Lucas', 'Tafas Scalzo ', '', 'Banco Santander', 'Gerente de Transformação e Jornada  -  Experiência do cliente  - CX', '13 Mar 2021']\n","['André', 'Quintela', '', 'Maple Bear Latin America', 'CEO', '12 Mar 2021']\n","['Raquel', 'de Oliveira', '', 'Conexa Saúde', 'Gerente Ejecutiva de Marketing - BR & LATAM', '10 Mar 2021']\n","['Fabiano', 'Carrijo Justino', '', 'Psyalive - Psicologia Viva', 'CEO Psicologia Viva Brasil', '06 Mar 2021']\n","['Isabella', 'Gil Nunes', '', 'H2H Executive Search', 'Senior Managing Partner', '05 Mar 2021']\n","['Sara', 'Andrade', '', 'SevenApps', 'Tech Recruiter Leader', '05 Mar 2021']\n","['Mike', 'Faria', '', 'Mais Diversidade', 'Analista de Comunicação e Marketing Pleno', '05 Mar 2021']\n","['Maura', 'Richard', 'maurinharichard@gmail.com', 'Brasilseg', 'Especialista em Seguro Automóveis', '05 Mar 2021']\n","['Carol', 'Santos', '', 'Amo Promo', 'Assistente de RH', '01 Mar 2021']\n","['Bia', 'von Sucro', '', 'Mercado Livre', 'UX Writer', '27 Feb 2021']\n","['Ana Clara', 'Mascarenhas', '', 'UFMG', 'Monitora', '23 Feb 2021']\n","['Iris ', 'Gomes', '', 'Psicologia Viva (Psyalive)', 'Psicóloga escolar', '22 Feb 2021']\n","['Leopoldo', 'Vieira', '', 'HeroSpark', 'Head of Growth', '18 Feb 2021']\n","['Marcos', 'Carvalho', '', 'LeverPro', 'RH - Administrativo', '17 Feb 2021']\n","['Bruno', 'Damasceno', '', 'Estilo Soluções em Call Center', 'Operador de telemarketing', '16 Feb 2021']\n","['Flavia', 'Presoti', '', 'Presoti Comunicação', 'Diretora da Presoti Comunicação ', '13 Feb 2021']\n","['Marcelo', 'Nunes', '', 'Prova Fácil', 'Analista de projetos', '13 Feb 2021']\n","['Fabíola', 'Andrade', '', 'iDEXO', 'Analista de comunicação e marketing de conteúdo', '11 Feb 2021']\n","['Márcio Pina', 'Sá', '', 'assespro-SP (Associação das Empresas Brasileiras de Tecnologia da Informação - Regional São Paulo))', 'Vice-Presidente de Administração e Finanças', '05 Feb 2021']\n","['🎯Juliana ', 'Verna, MBA ', '', 'HYPCCCYCL', 'Member', '05 Feb 2021']\n","['Daniel', 'Martinelle Prince', '', 'Ernst & Young Global Consulting Services', 'Data Analyst - Automation team', '05 Feb 2021']\n","['Rodrigo', 'Arnaut', '', 'Companhia das Letras', 'Business Intelligence Executive', '05 Feb 2021']\n","['Julia', 'Silva', '', 'Alquimia da Saúde ', 'Analista de marketing', '05 Feb 2021']\n","['Victoria Francis', 'Pacheco', '', 'Psicologia Viva (Psyalive)', 'Coordenadora de vendas Pleno', '05 Feb 2021']\n","['Diego', 'Silva', '', 'Encora Inc.', 'UX Design Specialist', '04 Feb 2021']\n","['Jheison', 'Justus ✊🏽🏳️\\u200d🌈', '', 'Sascar', 'Recrutador | Tech Recruiter sênior', '03 Feb 2021']\n","['Daniel', 'Netto', '', 'CloudWalk, Inc.', 'Media Analyst', '03 Feb 2021']\n","['Mayara', 'Lucio Farche 🏳️\\u200d🌈', '', 'Pontifícia Universidade Católica de Minas Gerais', 'Professora universitária', '30 Jan 2021']\n","['LUIZ PEDRO', 'AQUINO', '', 'Psicologia Viva (Psyalive)', 'Manager Project Management Office', '30 Jan 2021']\n","['Ágatha', 'França 🏳️\\u200d🌈', '', 'Localiza', 'Performance Media & SEO Coordinator', '30 Jan 2021']\n","['Raysa', 'França', '', 'Youth4Nature', 'Regional Director for Europe & Central Asia', '29 Jan 2021']\n","['Tatiana', 'Romero', '', 'Psicologia Viva (Psyalive)', 'Gerente de Recursos Humanos', '28 Jan 2021']\n","['Vanrochris Helbert', 'Vieira', '', 'Freelancer', 'Redator', '27 Jan 2021']\n","['Gabriel', 'Speziali', '', 'Oktz', 'Coordenador de Marketing', '27 Jan 2021']\n","['Renan', 'de Lima Carvalho', '', 'Martin Brower', 'Analista de Projetos', '27 Jan 2021']\n","['Aline', 'Xavier', '', 'Elisart Drawings', 'Social Media Officer', '27 Jan 2021']\n","['Nycolas', 'Azevedo', '', 'Alice', 'Acquisition Expert B2C', '27 Jan 2021']\n","['Poliana', 'Rodrigues', '', 'Compasso Desenvolvimento Humano', 'Estagiária de Psicologia', '20 Jan 2021']\n","['Eveline', 'Xavier', '', 'AIC - Agência de Iniciativas Cidadãs', 'Coordenadora de projetos em Cultura e Educação | Especialista', '19 Jan 2021']\n","['Jênnifer', 'Rodrigues', '', 'Nenhum Destes Comunicação para o 3º Setor', 'Estagiária de redação e mídias socias', '19 Jan 2021']\n","['Lucas', 'Santiago', '', 'Take Blip', 'Partner Growth', '16 Jan 2021']\n","['Bárbara', 'Nery', '', 'FALCONI Consultores de Resultado', 'Designer', '15 Jan 2021']\n","['Marcos', 'Júnior', 'marcosjr60501@gmail.com', 'Psicologia Viva (Psyalive)', 'Estagiário de Psicologia em Qualidade e Gestão de Serviços de Sáude', '14 Jan 2021']\n","['Thiago', 'Rodrigues Lima', '', 'KPMG Czech Republic', 'Junior Graphic Designer', '12 Jan 2021']\n","['Bráulio', 'Bonoto', '', 'Conexa Saúde', 'Chief Revenue Officer (CRO)', '08 Jan 2021']\n","['Kesia', 'Oliveira', '', 'Psicologia Viva (Psyalive)', 'Key Account Manager', '08 Jan 2021']\n","['Augusto', 'Chaves Marques de Almeida', '', 'Fazenda Monjolos', 'Encarregado Agricola', '07 Jan 2021']\n","['Guilherme Augusto', 'Duque e Silva Costa', '', 'Globant', 'Senior Data Architect', '04 Jan 2021']\n","['Letícia', 'Faria Marcelino', '', 'Governo do Estado de Minas Gerais', 'Analista Social', '04 Jan 2021']\n","['Julia', 'Sousa', '', 'Grupo Editorial Autêntica', 'Revisora', '04 Jan 2021']\n","['Juliana Sydney', 'Faria', '', 'Psicologia Viva (Psyalive)', 'Coordenadora de atendimento e experiência do cliente', '04 Jan 2021']\n","['Samuel', 'Santos', '', 'InfoPrice', 'Analista de Sucesso do Cliente Sênior', '29 Dec 2020']\n","['Ricardo Magno', 'Silva', '', 'Nostrum Consultoria e Projetos', 'Programador java', '29 Dec 2020']\n","['Fernando', 'Fonseca 🏳️\\u200d🌈', '', 'EssilorLuxottica', 'Head of Digital Marketing', '28 Dec 2020']\n","['Fernanda', 'Generoso Godoy', '', 'Mind Lab - Brasil', 'Product Designer | UX/UI', '22 Dec 2020']\n","['Victória', 'Chagas', '', 'Psicologia Viva (Psyalive)', 'Customer Experience Analyst', '22 Dec 2020']\n","['Luciana', 'Armange de Oliveira (Lú)', '', 'Kurotel - Centro Contemporâneo de Saúde e Bem-Estar', 'Auxiliar', '11 Dec 2020']\n","['Letícia', 'Finamore', '', 'Escola Santo Tomás de Aquino', 'Auxiliar de comunicação e marketing', '10 Dec 2020']\n","['Fernanda', 'Ferreira Andrade', '', 'Cobli', 'Estagiária de Cultura e Experiência', '09 Dec 2020']\n","['Giovanelli', 'Portes', '', 'Cupom Verde', 'Customer Success & Experience Coordinator', '07 Dec 2020']\n","['Leonardo', 'Chalub', '', 'Universidade Federal de Minas Gerais', 'Técnico em Audiovisual', '07 Dec 2020']\n","['Jessika', 'Alves', '', 'Psicologia Viva (Psyalive)', 'Inside Sales Pleno', '06 Dec 2020']\n","['Maria', 'Bortolozi', '', 'Iguatemi Empresa de Shopping Centers', 'Coordenadora de marketing', '05 Dec 2020']\n","['João Pedro', 'Franca de Castro', '', 'Sólides Tecnologia', 'Analista de Sucesso do Cliente Jr', '05 Dec 2020']\n","['Rafael', 'Ramos', '', 'Psicologia Viva (Psyalive)', 'Desenvolvedor Front End', '05 Dec 2020']\n","['Elis', 'Amancio', '', 'HitBel', 'Head de Comunicação', '05 Dec 2020']\n","['Lucy', 'Harold', '', 'byharold', 'Diretor de marketing', '05 Dec 2020']\n","['Carol', 'Mafra', '', 'Onkos Molecular Diagnostics', 'Líder de marketing', '05 Dec 2020']\n","['Jennifer', 'Caroline', '', 'Clinica Particular', 'Psicóloga clínica', '02 Dec 2020']\n","['Breddy', 'Campos Silva', 'breddy1997@gmail.com', 'Liks Digital Marketing', 'Marketing e Designer', '28 Nov 2020']\n","['Maria Luiza', 'Moreira', '', 'Reev', 'Senior Sales Account Executive', '24 Nov 2020']\n","['Pedro', 'Marcelino', '', 'Polícia Civil do Estado do Espírito Santo', ' Assessor de Projetos e Planejamento Estratégico', '24 Nov 2020']\n","['Gustavo', 'Mendes', '', 'Psicologia Viva (Psyalive)', 'Inside Sales Pleno II', '19 Nov 2020']\n","['Paulo', 'Tavares', '', 'Ocyan', 'Analista de Comunicacao Senior', '19 Nov 2020']\n","['Dayane', 'Meireles', '', 'Psicologia Viva (Psyalive)', 'Analista de qualidade de software SR', '18 Nov 2020']\n","['Ana Luiza', 'Pio', '', 'Impact Hub Belgrade', 'Host e estagiária de marketing', '16 Nov 2020']\n","['Thaís', 'Costa', '', 'Caju Benefícios', 'Product Marketing Manager', '12 Nov 2020']\n","['Bárbara ', 'dos Santos Vieira ', '', 'Grupo Editorial Autêntica', 'Assistente administrativo', '11 Nov 2020']\n","['Marianne', 'Azevedo', '', 'Somos Hub', 'Recruiter - Industry | Mining, Oil & Gas, Energy', '06 Nov 2020']\n","['Willian', 'Porto', '', 'Score Media', 'Head de SEO', '06 Nov 2020']\n","['Paulo', 'Basílio', '', 'Localiza', 'Analista de produtos - Customer Experience ', '06 Nov 2020']\n","['Caroline', 'Pimenta', '', 'RHI Magnesita', 'Talent Acquisition ', '05 Nov 2020']\n","['Letícia', 'Honório Martins', '', 'Letícia HM', 'Estrategista de Conteúdo | Redatora', '03 Nov 2020']\n","['Dan', 'Coelho', '', 'AcelerAH!', 'Business Owner', '02 Nov 2020']\n","['Julyana', 'Dahan', '', 'Beep Saúde', 'Analista de Marketing Senior', '02 Nov 2020']\n","['Amanda', 'Pereira Santos', '', 'Descomplica Faculdade Digital', 'Professora de Branded Content: Marketing de Conteúdo', '30 Oct 2020']\n","['Ari', 'Figueiredo', '', 'Qulture.Rocks', 'Customer Onboarding Coordinator', '29 Oct 2020']\n","['Diego ', 'Ferreira ✨💻 🎙', '', 'Rede Cidadã', 'Gestão de mídia social, comunidade e employer branding no Linkedln ', '29 Oct 2020']\n","['Caio Henrique', 'Biazi 🏳️\\u200d⚧️', '', 'Hotmart', 'Desenvolvedor Salesfoce Junior', '28 Oct 2020']\n","['Luciana', 'Márcia', '', 'Niduu by Gupy', 'Analista de conteúdo', '27 Oct 2020']\n","['Elisa', 'Carvalho', '', 'Pontes da Terra', 'Coordenadora de comunicação', '27 Oct 2020']\n","['Eduardo', 'Oliveira', '', 'JOTA', 'Agile Coach', '23 Oct 2020']\n","['Iarin', 'Araujo', '', 'Psicologia Viva (Psyalive)', 'Product Designer', '22 Oct 2020']\n","['Daniel', 'Oliveira', '', 'Atlas Governance', 'Implementation Team Leader | Customer Success', '22 Oct 2020']\n","['Thereza', 'Nardelli', '', 'Freelance Illustration', 'Freelance Illustrator', '21 Oct 2020']\n","['Gabriella', 'Hauber  ', '', 'Universidade Federal de Minas Gerais', 'Pesquisadora de pós-doutorado', '21 Oct 2020']\n","['João Paulo', 'Alves', '', 'Orby', 'CEO', '21 Oct 2020']\n","['Geanne', 'Amorim', '', 'Psicologia Viva (Psyalive)', 'Analista de QA', '21 Oct 2020']\n","['Rafael', 'Tunes', '', 'Sebrae MG', 'Analista de Marketing', '20 Oct 2020']\n","['Lívia', 'Almeida', '', 'Bernoulli Educação', 'Social Media Pleno', '20 Oct 2020']\n","['Giovanna', 'Matos', '', 'Wunderman Thompson Technology Brasil', 'Content Designer', '20 Oct 2020']\n","['André', 'Breder', '', 'Sólides Tecnologia', 'Analista de Eventos Sênior', '19 Oct 2020']\n","['Willian', 'Souza', '', 'bornlogic', 'Sales Account Executive', '19 Oct 2020']\n","['Davidson', 'Ubiratan de Rezende Júnior', '', 'Psicologia Viva (Psyalive)', 'Desenvolvedor Web/Java', '17 Oct 2020']\n","['Elias', 'Rod', 'eliasrodriguesdesousa@gmail.com', 'Medição Soluções Metrológicas Integradas', 'Coordenador de Marketing', '16 Oct 2020']\n","['Lívia', 'Brito', '', 'Psicologia Viva (Psyalive)', 'Product Designer', '15 Oct 2020']\n","['Débora', 'Araújo', '', 'Impulseup', 'Analista de Inbound Marketing e Copywriter', '14 Oct 2020']\n","['Fernanda', 'Cunha', '', 'Pipefy', 'Global Customer Success Manager', '13 Oct 2020']\n","['Gabriela', 'Pina', '', 'Proto', 'Chief Marketing Officer', '12 Oct 2020']\n","['Cristiano Fernandes', 'Freitas', '', 'Investidores.vc', 'Advisor', '02 Oct 2020']\n","['Juliana', 'Dias de Paula', '', 'Agência ATAKE', 'Atendimento Publicitário', '01 Oct 2020']\n","['Rodrigo', 'Leite Castro', '', 'Cemig - Companhia Energética de Minas Gerais', 'Comunicação, ativação, marketing, eventos e patrocínio.', '27 Sep 2020']\n","['Leandro', 'Lourenço', '', 'Dentsu Aegis Network', 'Supervisor de Mídia', '25 Sep 2020']\n","['Katia', 'Resende ♾', '', 'KOMUH', 'Head de Comunidades e Influência', '24 Sep 2020']\n","['Joana', 'Couto Maciel', '', 'Stone', 'DevOps', '24 Sep 2020']\n","['Frank', 'Martins', '', 'Prefeitura Municipal de Goiânia', 'Diretor de mídias sociais', '22 Sep 2020']\n","['Marcelo', 'Malagoli', '', 'MC', 'UX & UI Specialist', '22 Sep 2020']\n","['Ana Letícia', 'Café', '', 'Stilingue', 'Coordenadora de Atendimento', '22 Sep 2020']\n","['Matheus', 'Lambertucci 🏳️\\u200d🌈', '', 'unico IDtech', 'Senior Group Product Manager', '22 Sep 2020']\n","['Raphael', 'Câmara', 'rafamoletom@hotmail.com', 'Connect2b Propaganda e Marketing LTDA', 'Senior Service Account Manager', '22 Sep 2020']\n","['Isabella', 'Furtado', '', 'eNotas', 'Marketing Supervisor', '22 Sep 2020']\n","['Leonardo', 'Vergani', '', 'McKinsey & Company', 'Junior Engagement Management', '21 Sep 2020']\n","['Janaina', 'Marangon', '', 'Sambatech', 'UX/UI Designer', '15 Sep 2020']\n","['Elaine', 'Neves', '', 'Localiza', 'Marketing Owner', '15 Sep 2020']\n","['Heloiza', 'Daou', '', 'Editora Intrínseca', 'Diretora de Marketing', '12 Sep 2020']\n","['Isabela', 'Martins', '', 'Fraternidade Espírita Irmão Glacus', 'Analista de comunicação', '11 Sep 2020']\n","['Emanuel', 'Ferreira', '', 'eSports 360', 'Redator de conteúdo', '11 Sep 2020']\n","['Gabriel', 'Rodrigues', '', 'Sempre Editora Ltda', 'Repórter', '10 Sep 2020']\n","['Bia', 'Starling', '', 'Stellantis Latam', 'Coordenadora Comunicação Casa Fiat de Cultura | Núcleo Gestor D&I | Comitê Sustentabilidade', '10 Sep 2020']\n","['Joana', 'Guimarães', '', 'Rock Content', 'Analista de edição de conteúdos', '10 Sep 2020']\n","['Carolina', 'Alzamora', '', 'Universidade Federal de Minas Gerais', 'Pesquisadora', '10 Sep 2020']\n","['Gabriela', 'Almeida', '', 'Inter', 'Estagiária de Marketing de Produto', '09 Sep 2020']\n","['Camilla', 'Fiorini', '', 'FVG Cirurgia Plástica', 'Marketing | Social Media', '09 Sep 2020']\n","['Pedro', 'Gonçalves', '', 'Leads & Ads', 'Fundador e Diretor', '09 Sep 2020']\n","['Gabriela', 'Campos', '', 'Mobills', 'Senior CRM Analyst', '09 Sep 2020']\n","['Nathalia', 'Mazzieiro', '', 'Mundiale', 'Analista de Comunicação e Cultura', '09 Sep 2020']\n","['Anna Luísa', 'Silveira', '', 'Plan B Comunicação', 'Analista de Métricas', '09 Sep 2020']\n","['Ramon', 'Guerra', '', 'netLex', 'Analista de Marketing ', '09 Sep 2020']\n","['Karla', 'Aguiar', '', 'Grupo Super Nosso', 'Analista de Comunicação Interna', '09 Sep 2020']\n","['Marcos', 'dos Anjos', '', 'Valtech', 'Redator sênior', '09 Sep 2020']\n","['Bruno', 'Assis', '', 'Prefácio Comunicação', 'Coordenador de Contas & Inovação', '09 Sep 2020']\n","['Patrícia', 'Miranda', 'psantosmiranda2@gmail.com', 'Mole Street', 'Hubspot Consultant', '08 Sep 2020']\n","['Camilla', 'Melo', '', 'CIRC - Centro de Intercâmbio e Referência Cultural', 'Social Media', '05 Sep 2020']\n","['Gustavo', 'Greco', '', 'Greco Design', 'Owner', '04 Sep 2020']\n","['Marcelo', 'Vilas Boas', '', 'Pipo Saúde', 'Analista de SEO Sênior', '04 Sep 2020']\n","['Artur', 'Leite', '', 'Rock Content', 'Analista de Marketing de Conteúdo', '03 Sep 2020']\n","['Eduarda', 'Faria', '', 'Localiza', 'Analista de Growth Hacking Sênior', '03 Sep 2020']\n","['Gabriela', 'Augusto', '', 'Transcendemos Consultoria', 'Diretora Fundadora', '03 Sep 2020']\n","['Lorena', 'Tárcia', '', 'UniBH - Centro Universitário de Belo Horizonte', 'Professora e pesquisadora', '03 Sep 2020']\n","['Eduardo', 'Abreu', '', 'Google', 'Program Manager - Diversity, Equity & Inclusion', '02 Sep 2020']\n","['Erika', 'Abreu', '', 'Arquivar Gestao de Documentos', 'Gerente de Projetos', '02 Sep 2020']\n","['Thaís', 'Leocádio', '', 'Rede Globo', 'Jornalista', '02 Sep 2020']\n","['Sandra', 'Coelho', '', 'Méliuz', 'Product Manager ', '02 Sep 2020']\n","['Paloma', 'Arantes', '', 'Jüssi', 'UX Writer', '02 Sep 2020']\n","['Juliana', 'Silviano Brandão', '', 'Unimed-BH', 'Analista de Comunicação Corporativa Sênior', '01 Sep 2020']\n","['Anny', 'Lima', '', 'Squid', 'Analista de Mídia e Performance', '01 Sep 2020']\n","['Gabriel', 'Martins', '', 'Localiza', 'Analista de CRM', '01 Sep 2020']\n","['Carolina', 'Simões', '', 'Rock Content', 'Content Strategist Specialist', '01 Sep 2020']\n","['Pedro', 'Amorim', '', 'BossaBox', 'New Business', '01 Sep 2020']\n","['Pedro', 'Amim', '', 'Lojas Renner S.A.', 'Analista de negócios de marketing', '31 Aug 2020']\n","['Rodrigo', 'Salgado', '', 'Globo', 'Produtor de reportagem', '31 Aug 2020']\n","['Thiago', 'Ribeiro✔️', '', 'Psicologia Viva (Psyalive)', 'Gerente de Inbound Marketing', '31 Aug 2020']\n","['Petra', 'Fantini', '', 'BH Press Comunicação', 'Analista de comunicação', '31 Aug 2020']\n","['Aline', 'Oliveira', '', 'CNH Industrial', 'Coordenadora de Marketing Digital', '30 Aug 2020']\n","['Ennio', 'Rodrigues', '', 'Instituto Guaicuy', 'Coordenador de Comunicação Estratégica', '30 Aug 2020']\n","['Anna Claudia', 'Pinheiro Gomes', '', 'Nexo Investimento Social', 'Analista de comunicação', '29 Aug 2020']\n","['Lucas', 'Franco', '', 'Evnts', 'Partner', '28 Aug 2020']\n","['Pedro Ivo ', 'Martins', '', 'Dito CRM', 'Sócio e Diretor', '28 Aug 2020']\n","['Marina', 'Kan Mei', '', 'Stone', 'Analista de Marketing de Conteúdo', '28 Aug 2020']\n","['Lucas', 'Almeida', '', 'Sesc em Minas Gerais', 'Assistente de produção', '28 Aug 2020']\n","['Luíza', 'Caricati', '', 'Freelancer', 'Especialista em conteúdo', '28 Aug 2020']\n","['Naju', 'Caires', '', 'Inter', 'Analista de Conteúdo Pleno', '28 Aug 2020']\n","['Giselle', 'Ferreira', '', 'Homegrown Cannabis Co.', 'SEO Content Manager', '28 Aug 2020']\n","['Elise', 'Guimaraes', '', 'Inc-Query', 'Survey Director | Technical Project Manager', '24 Aug 2020']\n","['Lívia', 'Ferreira', '', 'Nuvemshop', 'Content Strategist', '24 Aug 2020']\n","['Verônica', 'Soares da Costa', '', 'Colab PUC Minas', 'Coordenadora', '23 Aug 2020']\n","['Daniel', 'Vieira 🏳️\\u200d🌈', '', 'Sicoob Credicom', 'Analista de Comunicação e Marketing', '22 Aug 2020']\n","['Antonio', 'Tinoco', '', 'Rock Content', 'Digital Marketing Analyst', '21 Aug 2020']\n","['Isabella', 'Lanna da Fonseca', '', 'Amblard Marketing', 'Redatora SAC', '21 Aug 2020']\n","['Pedro', 'Marques', '', 'Jangada Comunicação', 'Analista de Marketing (Música)', '21 Aug 2020']\n","['Letícia', 'Orlandi', '', 'Instituto iungo', 'Gestão de conteúdo - Redes Sociais', '21 Aug 2020']\n","['Jean', 'Souza 🏳️\\u200d🌈', '', 'Arquivei', 'Analista de conteúdo', '21 Aug 2020']\n","['Marcos', 'Becho', '', 'FIEMG', 'Redator publicitário', '21 Aug 2020']\n","['Ana Cláudia', 'Inez', '', 'Toro Investimentos', 'Líder de Marketing de Conteúdo e Product Manager ', '21 Aug 2020']\n","['Pedro', 'Galvão', '', 'Sesc em Minas Gerais', 'Analista de comunicação', '21 Aug 2020']\n","['Carlos', 'Oliveira', '', 'Rock Content', 'Analista de Comunidade (com foco em SEO)', '21 Aug 2020']\n","['Gabriel', 'Nascimento Martins', '', 'Inter', 'Analista de Growth Marketing', '21 Aug 2020']\n","['Gabriela', 'Neves', '', 'One Big Media Group', 'Head de Marketing', '21 Aug 2020']\n","['Renan', 'Araújo', '', 'Qulture.Rocks Brasil', 'Content Team Leader', '21 Aug 2020']\n","['Livia', 'Feu', '', 'Sólides Tecnologia', 'Editora de conteúdo e SEO', '21 Aug 2020']\n","['Ricardo', 'Borges', '', 'Take Blip', 'Product Manager', '21 Aug 2020']\n","['Jhemima', 'Fernandes', '', 'Somos', 'Custumer Success Assistant', '21 Aug 2020']\n","['Bruno', 'Silvestrini', '', 'Hotmart', 'Senior Product Marketing Coordinator', '21 Aug 2020']\n","['Lucas', 'Castro', '', 'Groundbreaker', 'Customer Success Manager', '21 Aug 2020']\n","['Aline Carolina', 'Cruz Ferreira', '', 'Grupo Editorial Autêntica', 'Promotora de vendas', '12 Aug 2020']\n","['João', 'Bonomo', '', 'Escola do Sebrae', 'Professor', '10 Aug 2020']\n","['Leandro', 'Laureano Durães', '', 'Fundação de Desenvolvimento da Pesquisa - Fundep', 'Técnico de Suporte de TI II', '07 Aug 2020']\n","['Larissa', 'Mazzoni', '', 'Grupo Editorial Autêntica', 'Designer gráfico', '29 Jul 2020']\n","['Jose', 'Figueiredo', '', 'Nestlé', 'CRM Specialist', '29 Jul 2020']\n","['Robson', 'Almeida', '', 'Agrotools', 'Inbound Marketer ', '29 Jul 2020']\n","['Luciene', 'Cunha', '', 'Assistance Proteção Veicular', 'Coordenador financeiro', '28 Jul 2020']\n","['Anderson Rodrigo', 'Da silva', '', 'Lyon Engenharia', 'Analista de suprimentos', '28 Jul 2020']\n","['Maria Luiza', 'Gonçalves', '', 'WayCarbon', 'Analista de comunicação', '28 Jul 2020']\n","['João', 'Raia', '', 'No Clima', 'Head of Projects & Founder', '23 Jul 2020']\n","['Pedro', 'Galvão 🏳️\\u200d🌈', '', 'Tiki', 'Social Media Pleno', '14 Jul 2020']\n","['Júlia', 'Lima', '', 'PET - Programa de Educação Tutorial ', 'Aluna pesquisadora', '13 Jul 2020']\n","['Giulia', 'Staar Ghignone', '', 'Grupo Editorial Letramento', 'Comunicação e Markerting | Projetos de financiamento coletivo', '09 Jul 2020']\n","['Flávia', 'Ruas', '', 'A Macaco Indústria Criativa', 'Coordenadora de Comunicação e Marketing', '08 Jul 2020']\n","['Isac', 'Carvalho', '', 'Conexia Educação', 'Data Analyst', '08 Jul 2020']\n","['Patrícia', 'Ester', '', 'Tutor - Sistema Acadêmico', 'Redatora freelancer', '07 Jul 2020']\n","['Pollyanna', 'Sousa', '', 'Avenue Code', 'Communication & Engagement Manager', '02 Jul 2020']\n","['Luísa', 'Gomes', '', 'AMC Textil Ltda', 'Head of Ecommerce', '02 Jul 2020']\n","['Paulino', 'Sulz 🏳️\\u200d🌈', '', 'Queima Diária', 'UX Writer', '02 Jul 2020']\n","['Laura', 'Tupynambá', '', 'Universo Produção', 'Produtora Executiva e Analista de Comunicação', '02 Jul 2020']\n","['Luiza', 'de Simone', '', 'Nubank', 'Product Designer', '01 Jul 2020']\n","['Alessandra', 'Girard', '', 'PUC Minas', 'Professora', '28 Jun 2020']\n","['Henrique', 'Belumat', '', 'Hotmart', 'Product Growth Coordinator', '25 Jun 2020']\n","['Sylvia', 'Chequer', '', 'MRV', 'Gerente de Branding', '23 Jun 2020']\n","['Jéssica ', 'Saliba', '', 'Inter', 'Growth Hacker | Product Owner | Product Marketing ', '23 Jun 2020']\n","['Júlia', 'Vasconcelos Cardoso', '', 'SOKO', 'Account Executive', '22 Jun 2020']\n","['Kênia', 'Caetano', '', 'Escritório de advocacia e consultoria criminal Dr. Ronizeti', 'Estagiário jurídico', '22 Jun 2020']\n","['Iara', 'Couto', '', 'Lápis Raro', 'Redatora', '22 Jun 2020']\n","['Camila', 'Coeli', 'coelicamila@gmail.com', 'TTY', 'Assistente de projetos', '21 Jun 2020']\n","['Natalia', 'Carvalho', '', 'Play9', 'Produtora Executiva', '20 Jun 2020']\n","['', '', '', '', '', '20 Jun 2020']\n","['Emmanuelle', 'Dias', '', 'Universidade Federal de Minas Gerais', 'Doutoranda em Comunicação e Sociabilidade Contemporânea', '20 Jun 2020']\n","['Cecília', 'Lima 🏳️\\u200d⚧️', '', 'Azena', 'Marketing Designer | Social Media Manager', '20 Jun 2020']\n","['Juliana', 'Rezende ', '', 'Sophí', 'Analista de Redação', '20 Jun 2020']\n","['Lisia', 'Rosiski Weber', '', 'Ideris', 'Coordenadora de implementação', '17 Jun 2020']\n","['Daniel Reis', 'Matos', '', 'Take Blip', ' Business Development Representative', '17 Jun 2020']\n","['Thiara', 'Vaz Ribeiro', '', 'PMU', 'Arquiteta Urbanista', '17 Jun 2020']\n","['Renata', 'Pádua', '', 'GrowthHackers Workflow', 'Redatora SEO', '17 Jun 2020']\n","['Beatriz', 'Fontenelle', '', 'Rock Content', 'Content Strategist', '16 Jun 2020']\n","['Tiago', 'Dolabella e Silva', '', 'Hospital das Clínicas da Faculdade de Medicina da USP', 'Gerente de projetos', '03 Jun 2020']\n","['Laura', 'Marques', '', 'CBN', 'Repórter', '03 Jun 2020']\n","['Luiza', 'Bragança', '', 'dti digital', 'UX Writer and Chatbot Curator', '25 May 2020']\n","['Milo', 'Utsch', '', 'Take', 'Cientista de dados', '22 May 2020']\n","['Marcela', 'Melo', '', 'Qulture.Rocks Brasil', 'Rich Content Analyst', '18 May 2020']\n","['Eduardo', 'Pinto', '', 'Globo', 'Analista de marketing sênior', '15 May 2020']\n","['Dênys', 'Yuri', '', 'Ânima Educação', 'Analista Pleno de Marketing e Comunicação', '15 May 2020']\n","['Renata', 'Carneiro', '', 'NuhClass S.A.', 'Diretora de comunicação', '12 May 2020']\n","['Ludymilla', 'Borges', '', 'Grupo Editorial Autêntica', 'Coordenadora de direitos autorais ', '01 May 2020']\n","['Laura', 'Pimenta', '', 'TEMPLE', 'Analista Pleno de Comunicação Social', '19 Apr 2020']\n","['Isadora', 'Ferreira', '', 'MelhorPlano', 'Analista de Conteúdo e SEO', '17 Apr 2020']\n","['Flavia', 'Lago', '', 'Grupo Editorial Autêntica', 'Editora sênior do selo Gutenberg', '09 Apr 2020']\n","['Wagner', 'William', '', 'DOC. FILMS', 'Roteirista', '05 Apr 2020']\n","['Larissa', 'Reis', '', 'Portal BHAZ', 'Repórter', '07 Mar 2020']\n","['Amanda', 'Sanches', '', 'Estágio', 'Estagiária', '07 Mar 2020']\n","['Naiara', 'Cerqueira', '', 'Seedz', 'Engenheira de Dados I', '07 Mar 2020']\n","['Ettore', 'Medeiros, PhD 🏳️\\u200d🌈', '', 'Ettore Estratégias', 'Consultor de educação corporativa em diversidade e inclusão', '07 Jan 2020']\n","['Guilherme', 'Fagundes', '', 'Grupo Editorial Autêntica', 'Designer gráfico', '01 Jan 2020']\n","['Francisco', 'Fernandes', '', 'STgenetics', 'Social Media & Ads Analytics', '13 Dec 2019']\n","['Luiza', 'Lambert', '', 'Freelance', 'Redatora Freelancer', '04 Dec 2019']\n","['Marinara', 'Andreza', '', 'RD Station', 'Product Design Pleno', '28 Oct 2019']\n","['Bruni Emanuele', 'Fernandes', '', 'Autônomo', 'Escritore', '26 Oct 2019']\n","['Núdia', 'Fusco', '', 'Grupo Editorial Autêntica', 'Gerente de comunicação', '08 Oct 2019']\n","['Adrina', 'Poubel Lemos', '', 'Editora do Brasil', 'Advogada', '06 Sep 2019']\n","['Gustavo', 'Magalhães', '', 'UOL EdTech', 'Video Producer', '06 Sep 2019']\n","['Adriana ', 'Domingas', '', 'ASLEMG', 'Analista financeiro', '06 Sep 2019']\n","['Priscila', 'Gama', '', 'Malalai', 'Fundadora Malalai', '01 Sep 2019']\n","['Miriã', 'de Souza Bonifácio', '', 'Neo Ventures', 'Content Producer ', '05 Aug 2019']\n","['Gui', 'Filippone', '', 'Scholastic Canada', 'Publicity And Marketing Associate', '27 Jun 2019']\n","['Andresa', 'Vidal Vilchenski', '', 'Freelance', 'Editora, preparadora e revisora de textos', '09 Jun 2019']\n","['Ana Luiza', 'Teles', 'analuizajornalista@gmail.com', 'Conteúdo na Prátika ', 'PLanejamento, Gestão e Produção de Conteúdo para Redes Sociais ', '14 May 2019']\n","['Julia', 'Ester de Paula', '', 'Universidade Federal de Minas Gerais', 'Estagiária docente', '21 Apr 2019']\n","['Marcos', 'Antunes', '', 'Granvita', 'Especialista em marketing digital', '15 Apr 2019']\n","['Ana Carolina', 'Andrade', '', 'Verde AgriTech', 'Media Relations', '11 Apr 2019']\n","['Ana Karina', 'Oliveira', '', 'Universidade Federal do Espírito Santo (Oficial)', 'Professora substituta', '11 Apr 2019']\n","['Gisa', 'Carvalho', '', 'Universidade Federal do Maranhão', 'Professora Adjunta', '11 Apr 2019']\n","['Helena', 'Castro', '', 'BVP Geotecnia e Hidrotecnia', 'Assistente de engenharia', '11 Apr 2019']\n","['Ana', 'Maiolini', '', '300 Comunicação', 'Redatora Publicitária', '11 Apr 2019']\n","['Luanna', 'Luchesi', '', 'Grupo Editorial Autêntica', 'Editora assistente ', '08 Mar 2019']\n","['Mariana', 'Alencar', '', 'Matildas Comunicação', 'Sócia-fundadora', '13 Jan 2019']\n","['Sabrina', 'Inserra', '', 'Editora Blucher', 'Coordenador de marketing', '04 Dec 2018']\n","['Carol', 'Christo', '', 'Grupo Editorial Autêntica', 'Editora Assistente na Editora Nemo', '04 Dec 2018']\n","['Aline', 'Akar', '', 'Hotmart', 'Growth Hacker', '04 Dec 2018']\n","['Suzanne', 'Jurisch', '', 'LASZLO', 'Analista', '03 Aug 2018']\n","['Alice', 'de Freitas Gomes', '', 'Somos', 'Assistente de sucesso do cliente', '05 Jun 2018']\n","['Luka', 'Bathó', '', 'Paulinelli Serviços Gráficos Ltda', 'Supervisor de pré-impressão', '05 Jun 2018']\n","['Nadine', 'Alves', '', 'Inter', 'Growth Hacker | Product Owner', '17 May 2018']\n","['Samira', 'Vilela', '', 'Grupo Editorial Autêntica', 'Assistente editorial', '18 Apr 2018']\n","['Mateus', 'Lustosa', '', 'Estúdio Ventana', 'Proprietário', '18 Apr 2018']\n","['Tiago', 'Salgado', '', 'Universidade Federal de Minas Gerais', 'Professor substituto', '29 Mar 2018']\n","['Bernardo', 'Supranzetti de Moraes', '', 'PATRI', 'Relações Governamentais', '29 Mar 2018']\n","['Iasminny Thábata', 'Cruz', '', 'Pós Tecnologias Educacionais para Aprendizagem e EAD- IEC PUC MINAS', 'Professora ', '23 Mar 2018']\n","['Luiza', 'Queiroz', '', 'Freelancer', 'Consultora de Comunicação e Marketing ', '03 Mar 2018']\n","['Igor', 'Ritter Faria', '', 'Jüssi', 'Coordenador de Mídia', '03 Mar 2018']\n","['Awa', 'Maia 🏳️\\u200d🌈', '', 'dti digital', 'design lead', '03 Mar 2018']\n","['Aída', 'Stockler', '', 'Google', 'Account Manager, App Lead Specialist', '30 Jan 2018']\n","['Luciana', 'Andrade Gomes Bicalho', '', 'PUC Minas Oficial', 'Coordenadora de Publicidade e Propaganda da PUC São Gabriel', '30 Jan 2018']\n","['Carla', 'Neves', '', 'Overleap Studio', 'Redator de criação', '27 Jan 2018']\n","['Marcelo', 'de Miranda Vasconcelos e Almeida', '', 'grupo editorial Autêntica', 'Web Developer', '25 Jan 2018']\n","['Eduardo', 'Soares', '', 'Grupo Editorial Autêntica', 'Editor assistente', '25 Jan 2018']\n","['Silvia', 'Dalben Furtado', '', 'The University of Texas at Austin', 'Graduate Research And Teaching Assistant', '25 Jan 2018']\n","['Luisa', 'Araujo', '', 'idwall', 'Assistente Executiva', '25 Jan 2018']\n","['Vanessa', 'Sá', '', 'Metrum Equipamentos de Medição e Testes', 'Analista de marketing digital', '25 Jan 2018']\n","['Fernando', 'Leibovitch', '', 'FLeibovitch RH', 'Headhunter', '25 Jan 2018']\n","['Silvia', 'Tocci Masini', '', 'Bok2 e Editora Pausa', 'Editorial', '17 Jan 2018']\n","['Rafaela', 'Lamas', '', 'Grupo Editorial Autêntica', 'Editor assistente', '17 Jan 2018']\n","['Amanda', 'Jurno', '', 'Wiki Movimento Brasil', 'Gerente de produção', '17 Jan 2018']\n","['Anderson', 'Batista', '', 'Piña Estúdio ', 'Creative Head', '17 Jan 2018']\n","['Marcelo', 'Amaral', '', 'Gruporota Consulting', 'Senior Business Consultant', '17 Jan 2018']\n","['Sylvia', 'Procópio', '', 'Instituto Federal de Educação, Ciência e Tecnologia de Minas Gerais - IFMG ', 'Estagiária', '17 Jan 2018']\n","['Carolina', 'Zenatelli', '', 'Printful', 'Brazilian Portuguese SEO/Content Marketing Specialist', '18 Dec 2017']\n","['Camila', 'Bahia Braga', '', 'Batráquia Produções', 'Produtora de cinema independente', '18 Dec 2017']\n","['Pedro', 'Theodoro', '', 'Hult EF Corporate Education', 'Account Manager', '18 Dec 2017']\n","['Laiza Monique', 'Alves', '', 'Defensoria Pública do Estado de Minas Gerais', 'Estagiária de Relações Públicas ', '18 Dec 2017']\n","['Igor', 'Gontijo', '', 'Hackr Ads', 'Co-Founder e CEO (Exit em Julho de 2022)', '18 Dec 2017']\n","['Lucas', 'Amaral Nunes', '', 'Prosperidade Conteúdos', 'Estrategista de Conteúdo e SEO', '18 Dec 2017']\n","['Lucas', 'Reis Oliveira', '', 'Track.co', 'Chief Revenue Officer (CRO)', '18 Dec 2017']\n","['Juliana', 'Ribas', '', 'Localiza', 'Coordenadora de Pesquisa e Inteligência de Mercado', '18 Dec 2017']\n","['Arthur', 'Minoves', '', 'Rock Content', 'Talent Training Analyst Senior III', '18 Dec 2017']\n","['Lucas', 'Vilaverde Machado', '', 'GoCo.io, Inc.', 'Back End Developer', '18 Dec 2017']\n","['Mariana', 'Ferreira', '', 'banQi', 'UX Writer', '18 Dec 2017']\n","['Otto', 'Campana (João)', '', 'ISVOR Educação Corporativa', 'Motion Designer', '18 Dec 2017']\n","['Daniel', 'Loiola', '', 'UFMG', 'Assistente de pesquisa', '18 Dec 2017']\n","['Mariana', 'Marques Pinheiro', '', 'Raízen', 'Gestora de processos industriais', '18 Dec 2017']\n","['Mariana', 'Alves', '', 'Bone Heal', 'Coordenadora administrativa', '18 Dec 2017']\n","['Ítalo', 'Lo Re', 'italocarvalholore@gmail.com', 'ESTADÃO', 'Repórter', '18 Dec 2017']\n","['Breno', 'Alvarenga', '', 'Documentário Nonô', 'Roteirista e Diretor de Produção', '27 Sep 2017']\n","['Bruna', 'Moreira', '', 'Husky', 'Gerente de Marketing', '27 Sep 2017']\n","['', '', '', '', '', '27 Sep 2017']\n","['Giovanna', 'Ribeiro', '', 'Rock Content', 'Supervisora de Talent Network/Marketplace', '27 Sep 2017']\n","['Polyana', 'IRS', '', 'Centro Universitário Una', 'Professora assistente', '27 Sep 2017']\n","['Matheus de Sousa', 'Cardoso', '', 'Padronagem', 'Designer', '27 Sep 2017']\n","['Ana', 'Forato', '', 'Creditas', 'Product Manager - Cartão de Benefícios Creditas', '27 Sep 2017']\n","['Bia', 'Valle', '', 'Câmara Municipal de Belo Horizonte', 'Chefe de Gabinete', '27 Sep 2017']\n","['Maíra', 'Caixeta', '', 'Geraes Podcast', 'Produtora audiovisual', '27 Sep 2017']\n","['Jardel', 'Rodrim', '', 'Fagulha Criativa', 'Direção Artística', '06 Jun 2017']\n","['Alexandre', 'Bittar', '', 'Agência ATAKE', 'Sócio-Diretor de Planejamento ', '06 Jun 2017']\n","['Felipe', 'Carvalhaes', '', 'Nascimento Carvalhaes Advocacia', 'Sócio Fundador', '06 Jun 2017']\n","['Jaime', 'Pereira', '', 'CREFINANCE - Pereira & Reis Assessoria, Cobranças e Serviços Ltda.', 'Diretor Executivo', '06 Jun 2017']\n","['Mariana', 'Muchon', '', 'netLex', 'Customer Success Manager', '06 Jun 2017']\n","['Lívia Cristina', 'Lopes Chaves', '', 'Rock Content', 'Digital Marketing Processes Specialist', '29 Apr 2017']\n","['Moema', 'Vianna', '', 'Take Blip', 'Sênior Product Marketing Manager', '06 Apr 2017']\n","['Izabela', 'Guarino', '', 'Criptonomia', 'Technical Product Manager', '06 Apr 2017']\n","['Lucas', 'Chagas', '', 'Banco Itaú', 'Senior Product Motion Designer', '06 Apr 2017']\n","['Rodolfo', 'Dias', '', 'VLI Logística', 'New Business Development - Sênior', '06 Apr 2017']\n","['Caroline', 'Lima', '', 'Biogastro - Centro De Videoendoscopia Diagnostica E Terapeutica Do Aparelho Digestivo', '.', '06 Apr 2017']\n","['Brenda', 'Linhares', 'brendacl1@gmail.com', 'Insight Sales', 'Partner & Head of Marketing ', '06 Apr 2017']\n","['Natália', 'Martins', '', 'Gympass', 'Business Operations Specialist — New Ventures', '13 Mar 2017']\n","['Txai', 'Ferraz', '', 'Espaço Itaú de Cinema', 'Social Media Manager', '14 Feb 2017']\n","['Yuri Alexandre', 'dos Santos', '', 'Yuri dos Santos Advocacia', 'Advogado', '08 Feb 2017']\n","['Nathália', 'Panicali', '', 'Afya', 'Analista Sênior de SEO ', '08 Feb 2017']\n","['Fernanda', 'Lacotix', '', 'Endeavor Brasil', 'Narrative & brand strategist', '08 Feb 2017']\n","['Mauro', 'Silva', '', 'Arquivei', 'Copywriter Enterprise', '08 Feb 2017']\n","['Laís', ' Bolina - Laka', '', 'Take Blip', 'Coordenadora de Geração de Demanda', '08 Feb 2017']\n","['Marília', 'Vasconcelos', '', 'BRF', 'Estagiário', '30 Jan 2017']\n","['Gustavo', 'Souza', 'gustavohsouza@gmail.com', 'SaaSholic', 'Managing Partner', '30 Jan 2017']\n","['Babi', 'Profeta', '', 'Inter', 'Audiovisual', '20 Jan 2017']\n","['Filipe', 'da Matta Alonso', '', 'Iris', 'Senior Designer', '19 Jan 2017']\n","['Gabriela', 'Benfica', '', 'Ume', 'Product Marketing Manager', '28 Dec 2016']\n","['Maria Luiza', 'C. Corrêa', '', 'HubSpot', 'Senior Business Analyst, LatAm Sales Strategy', '24 Dec 2016']\n","['Marcelo', 'Leite', '', 'Best Content', 'Co-Owner', '22 Dec 2016']\n","['Marina', 'Magalhães', '', 'Hotmart', 'Experience Marketing Analyst', '21 Dec 2016']\n","['Bruno', 'Holanda', '', 'WS Gestão', 'Consultor associado pleno', '21 Dec 2016']\n","['Maurício', 'Baltazar', '', 'Reveal', 'Customer Success Operations', '19 Dec 2016']\n","['Luciano', 'Francia', '', 'Track.co', 'Senior Account Executive', '19 Dec 2016']\n","['Rafael', 'Kfoury Muinhos', '', 'UME', 'Gerente de produtos', '19 Dec 2016']\n","['Patricia', 'Louzada dos Anjos', '', 'Curta.RED Comunicação Digital', 'Communication and Digital Media Manager ', '19 Dec 2016']\n","['Ana Paula', 'Viana', '', 'Hurb', 'Content Strategist', '19 Dec 2016']\n","['Hugo', 'Dias', '', 'Sketch', 'Engineering Manager', '19 Dec 2016']\n","['Daniela', 'Mineiro', '', 'Rock Content', 'Product Director', '08 Nov 2016']\n","['Flavia', 'Vallory Figueiredo Abreu', '', 'Take Blip', 'Gerente de Gente & Gestão', '08 Nov 2016']\n","['Bruno', 'Alves Montiel', '', 'RD Station', 'Senior Graphic Designer', '07 Nov 2016']\n","['Rafael', 'Faria', '', 'Rock Content', 'Sales Director - Solution', '07 Nov 2016']\n","['Mérian', 'Provezano', '', 'INTER ADUANEIRA International Trade Consulting', 'Analista de Marketing', '07 Nov 2016']\n","['Sabrina', 'Sânde', '', 'Take Blip', 'Criadora de conteúdo', '07 Nov 2016']\n","['Diego', 'Pereira', '', 'NOW Kitchens', 'Assistant', '05 Nov 2016']\n","['Adriana', 'Lemos', '', 'UFMG', 'Faculdade de Ciências Econômicas - FACE', '05 Nov 2016']\n","['Vandrey', 'Trindade', '', 'Axxiom - Tecnologia e Inovação', 'Analista de Infraestrutura Sênior', '04 Nov 2016']\n","['Enise', 'Silva', '', 'Centro de Sensoriamento Remoto', 'Assistente de comunicação', '13 Oct 2016']\n","['Luíza', 'Bittencourt', '', 'Rock Content', 'Inbound Marketing Consultant - SDR', '04 Oct 2016']\n","['Glen', 'Hudson', '', 'Rock Content', 'Customer Success Manager Principal', '04 Oct 2016']\n","['Thiers', 'Ferreira', '', 'Rock Content', 'Global Manager of Expert Services', '04 Oct 2016']\n","['Caio', 'Couto', '', 'Tom Comunicação', 'Supervisor de estratégia', '04 Oct 2016']\n","['Nicole', 'Stéffane', '', 'Take Blip', 'Relações Públicas e Comunicação', '04 Oct 2016']\n","['Gustavo', 'Grossi de Salles', '', 'Humble DeFi', 'Head of DeFi', '04 Oct 2016']\n","['Nathalia', 'Alcantara', '', 'NSW Department of Education', 'Community Engagement Officer', '04 Oct 2016']\n","['Lia', 'Maia', '', 'STARK', 'Head de Marketing', '04 Oct 2016']\n","['Felipe', 'Neffa', '', 'NPBR - Neil Patel Brasil', 'Director of Sales LATAM', '04 Oct 2016']\n","['Aline', 'Basilio', '', 'Viaflow - Talentos e Tecnologia', ' People Lead | Inovação, Gente e Cultura | Employer Branding', '04 Oct 2016']\n","['Tiago', 'Alves Faria', '', 'Gupy', 'Diretor de Revenue Operations and Enablement', '04 Oct 2016']\n","['Ana Luisa', 'Macedo', '', 'Think Comunicação Inteligente', 'Atendimento', '04 Oct 2016']\n","['Marielle', 'Zumbach', '', 'Yalo', 'Content Designer | UX Writer', '26 Aug 2016']\n","['Fernanda', 'Fernandes Fontes', '', 'Sebrae Minas - Serviço de Apoio às Micro e Pequenas Empresas de Minas Gerais', 'Consultora de Marketing', '28 Jul 2016']\n","['Filipe', 'Horta', '', 'Simply Converting', 'Especialista em Mídia Paga (Austrália)', '28 Jul 2016']\n","['Cristiane', 'Gonçalves', '', 'Plumerya Óleos Essenciais', 'Copywriter', '26 Jul 2016']\n","['Elisa ', 'Renault', '', 'Arquivei', 'Analista de Branding Sênior', '14 Jul 2016']\n","['Paula', 'Malta Del Sarto', '', 'Swile Brasil', 'Head Of Account Management', '02 Jul 2016']\n","['Luiza', 'Caetano', '', 'Universidade Federal de Minas Gerais', 'Estudante de mestrado', '01 Jul 2016']\n","['João', 'Dobbin', '', 'UXCam', 'Head Of Business Operations', '26 Jun 2016']\n","['Gabriela', 'Contaldo', '', 'Uber', 'Senior Sales Account Executive', '26 Jun 2016']\n","['Tatyanne', 'Werneck', '', 'Ius Natura', 'Redatora / Writer', '26 Jun 2016']\n","['Leo', 'Magno', '', 'Agência ATAKE', 'Diretor de Negócios', '26 Jun 2016']\n","['JC', 'Martins', '', 'Netshow.me', 'Head of Sales and Business Development', '26 Jun 2016']\n","['Nina', 'Rocha', '', 'Autônomo', 'Jornalista freelancer', '26 Jun 2016']\n","['Ériko', 'Costa', '', 'KPMG Brasil', 'Gerente | Manager', '15 Jun 2016']\n","['Ana Carolina', 'Gomes', '', 'RecordTV Minas', 'Repórter Web', '15 Jun 2016']\n","['Julia', 'Brito', '', 'MRV&CO', 'Coordenadora de Marketplace MRV&Co - Operações', '15 Jun 2016']\n","['José Henrique', 'Pires Azevêdo', '', 'Herkenhoff & Prates', 'Analista sênior de Diálogo Social', '15 Jun 2016']\n","['Letícia ', 'Christo', 'leticiavdchristo@gmail.com', 'Consultório particular', 'Psicóloga Clínica', '15 Jun 2016']\n","['Lana', 'Kantor', '', 'Take Blip', 'Demand Generation Manager', '06 Jun 2016']\n","['Gabriel', 'Cota Aranda', '', 'Localiza', 'Analista Sênior de Conteúdo', '01 Jun 2016']\n","['Mariana', 'Moraes', '', 'SKEMA Business School Brasil', 'Copywriter', '31 May 2016']\n","['Maria Fernanda', 'Chicri', '', 'Rock Content', 'Chief Customer Officer', '28 May 2016']\n","['karina', 'Carvalho', '', \"Dog's Shop\", 'Analista de marketing', '24 May 2016']\n","['Arthur', 'Guedes', '', 'Google', 'Gerente de Comunidade de Canal LATAM', '23 May 2016']\n","['Dafne', 'Braga', '', 'MelhorPlano', 'Analista de SEO e Conteúdo', '22 May 2016']\n","['Diego', 'Gomes', '', 'Rock Content', 'CEO', '19 May 2016']\n","['Denise', 'Niffinegger', '', 'Take Blip', 'Analista de Produção de Conteúdo', '17 May 2016']\n","['Ana', 'Rennó', '', 'Coca-Cola FEMSA', 'Executivo de Marketing - Novas Cervejas', '17 May 2016']\n","['Maria Clara', 'Ribeiro Dias Castro', '', 'Alura Para Empresas', 'Líder de Customer Success', '17 May 2016']\n","['Sávio', 'Vilela', '', 'Gupshup', 'Business Development Manager', '16 May 2016']\n","['Julia', 'Azeredo', '', 'Harvard Business School', 'MBA Candidate', '13 May 2016']\n","['João', 'Sales', '', 'Fundação Renova', 'Coordenador de Comunicação Institucional, Conteúdo e Digital', '13 May 2016']\n","['Bruna', 'Sanchez', '', 'MediaMonks', 'Motion Designer', '13 May 2016']\n","['Cássio', 'Bambirra', '', 'One Investimentos', 'Sócio Sênior/Head da mesa de operação', '13 May 2016']\n","['Raíssa', 'Galvão 🏳️\\u200d🌈', '', 'Willz', 'Analista de conteúdo e social media sênior', '13 May 2016']\n","['Laura', 'Ribeiro', '', 'Centro de Extensão da Faculdade de Letras da UFMG', 'Professora de inglês', '27 Apr 2016']\n","['Sérgio Antônio', 'Figueiredo', '', 'Grupo Ortep', 'Head of CS', '27 Apr 2016']\n","['Melissa', 'Gomes', '', 'Melissa Gomes psicanálise ', 'Psicanalista ', '05 Apr 2016']\n","['Julie', 'Drumond', '', 'Rock Content', '• Specialist Sênior Customer Success Manager', '30 Mar 2016']\n","['Caroline', 'Reis de Ornellas', '', 'Instituto Ficar Bem', 'Proprietário da empresa', '30 Mar 2016']\n","['Fernanda', 'Gomes', '', 'Neoway', 'Analista de Gente e Gestão II - Cultura e Engajamento', '30 Mar 2016']\n","['Mateus', 'Pereira', '', 'Filadélfia Comunicação', 'Digital Planner', '30 Mar 2016']\n","['Luisa', 'Verçosa', '', 'DEER MG - Departamento de Edificações e Estradas de Rodagem de Minas Gerais', 'Estagiário', '04 Feb 2016']\n","['Diego', 'Oliveira', '', 'Toro Investimentos', 'Product Designer', '04 Feb 2016']\n","['Marcelo', 'Ferreira Duarte', '', 'Nova Futura Investimentos', 'Coordenador de marketing', '29 Jan 2016']\n","['Danielly', 'Netto M.Sc.', '', 'Frontify', 'Director Global Revenue Enablement', '27 Jan 2016']\n","['Bernardo', 'Jaber', '', 'XP Inc.', 'Head of Marketing | Xpeed', '27 Jan 2016']\n","['Thais ', 'Bittencourt', '', 'Conta Simples', 'Product Manager | Cards and Rewards', '27 Jan 2016']\n","['Daniel', 'Sampaio', 'dosampaio@gmail.com', 'Track.co', 'Sales Trainer', '27 Jan 2016']\n","['Mariana', 'Gonzaga', '', 'Localiza', 'Analista de Conteúdo Sênior', '27 Jan 2016']\n","['Anna Júlia', 'Silveira', '', 'Ohanna Pratas', 'Fundador', '27 Jan 2016']\n","['Tereza', 'Bezri Barros', '', 'Prefeitura Municipal de Catas Altas', 'Psicólogo', '26 Jan 2016']\n","['Paula', 'Lopes', '', 'OLIVER Agency', 'Social Media Manager', '20 Jan 2016']\n","['Phillipe', 'Caixeta', '', 'Amazon', 'Front-end Engineer - Amazon Photos', '19 Jan 2016']\n","['Alessandra', 'Souza', '', 'Meetime', 'Head of Customer Success', '19 Jan 2016']\n","['Pedro', 'Chaves', '', 'Nubank', 'Software Engineer', '19 Jan 2016']\n","['Diogo', 'Romero', '', '360dialog (official WhatsApp Business API Provider)', 'Enterprise Sales', '19 Jan 2016']\n","['Carol', 'Werneck', '', 'MM12', 'Coordenadora de marketing', '19 Jan 2016']\n","['Luisa', 'Moraes', '', 'Kelkoo Group', 'Product Owner - Shopping Ads', '19 Jan 2016']\n","['Fabiano E.', 'Cancela Jr.', '', 'BairesDev', 'Business Analyst', '15 Jan 2016']\n","['Fábio', 'Mazzeu', '', 'Feedgurus', 'Co-Founder', '11 Jan 2016']\n","['Carolina', 'Zanoti', '', 'Cozinha Tupis', 'Cozinheira', '11 Jan 2016']\n","['Bárbara', ' Mendes', '', 'Threat Intelligence ', 'Head of Growth I Growth Marketing Manager', '08 Jan 2016']\n","['Gabi', 'Leroy', '', 'Inter', 'Content producer | Copywriter | CRM', '07 Jan 2016']\n","['Malu', 'Valentim', '', 'Geekie', 'People Operations', '06 Jan 2016']\n","['Breno', 'Magalhães', '', 'Lojas Renner S.A.', 'Especialista em Customer Experience - Produtos financeiros', '05 Jan 2016']\n","['Érica', 'Sales', '', 'GoTo', 'Regional Partner Sales Manager', '05 Jan 2016']\n","['Érica', 'Navarro', '', 'Thoughtworks', 'Global Digital Strategist', '29 Dec 2015']\n","['Bruno', 'Muniz', '', 'Tangerino', 'Analista de Mídia e Performance', '28 Dec 2015']\n","['Diogo', 'Bedran', '', 'Rock Content', 'Global Director of Customer Success', '28 Dec 2015']\n","['Rodrigo', 'Neiva', '', 'Somos', 'Associate Product Manager', '28 Dec 2015']\n","['Diose', 'Almeida', '', 'Superside', 'Customer Success Manager', '26 Dec 2015']\n","['Clara', 'Coelho Novais', '', 'Mina Bem-Estar', 'Editora', '26 Dec 2015']\n","['Lucas', 'Valadares', '', 'Pier Seguradora', 'Engenheiro de software', '23 Dec 2015']\n","['Henrique', 'Carvalho', '', 'StartSe', 'Head of Sales', '22 Dec 2015']\n","['Marina', 'Magalhães', '', 'Nestlé', 'Global Search Expert', '21 Dec 2015']\n","['Victor', 'Marques', '', 'Mindvalley', 'Senior Software Engineer (Elixir)', '21 Dec 2015']\n","['João', 'Rabelo', '', 'Ministério Público do Trabalho', 'Estagiário de Comunicação', '21 Dec 2015']\n","['Gustavo', 'Aleixo', '', 'Cruzeiro Esporte Clube', 'Fotógrafo e Videomaker', '21 Dec 2015']\n","['João Luiz', 'dos Santos', '', 'GeekHunter', 'Content Manager - Marketing e Comunicação Digital', '21 Dec 2015']\n","['Bianca', 'Martimiano', '', 'Amapá Instalações e Armazenagem', 'Analista de marketing', '21 Dec 2015']\n","['Thiago', 'de Souza Paulo', '', 'FMK Agency', 'Creative Director', '20 Dec 2015']\n","['Évelim', 'Wroblewski', '', 'Vida Veda', 'Content Manager', '17 Dec 2015']\n","['Marcelo', 'Risoli', '', 'Typeform.com', 'Senior Frontend Engineer', '17 Dec 2015']\n","['Davidson', 'Leite', '', 'Resortecs', 'Communications & Branding Lead', '17 Dec 2015']\n","['Marcelo', 'Tavora', '', 'Minhas Plantas', 'CEO', '17 Dec 2015']\n","['Jullie', 'Utsch', '', 'Buffer', 'Product Engineer', '17 Dec 2015']\n","['Isadora', 'Brito', '', 'Niduu', 'Marketing Coordinator', '17 Dec 2015']\n","['Marcos', 'Tadeu', '', 'Musosoup', 'Curador musical', '14 Dec 2015']\n","['Luiza', 'Drubscky', '', 'UXCam', 'Growth Marketing - América Latina', '14 Dec 2015']\n","['Werik', 'Gonçalves', '', 'Gupy', 'Gerente de Product Marketing & Customer Marketing', '14 Dec 2015']\n","['Rita', 'Lisboa', '', 'UXCam', 'Director Of Operations', '14 Dec 2015']\n","['Renata', 'M. Carvalhais Santiago', '', 'will bank', 'Senior Product Manager', '14 Dec 2015']\n","['Raff', 'Catalan', '', 'BRIUS ', 'Partner', '14 Dec 2015']\n","['Clara', 'Duarte Barroso', '', 'Forwardize', 'Marketing Manager', '14 Dec 2015']\n","['Edmar', 'Ferreira', '', 'Rock Content', 'Founder', '14 Dec 2015']\n","['Marcelo', 'Andrade Torres 🏳️\\u200d🌈', '', 'Sesc em Minas Gerais', 'Analista de Comunicação Corporativa', '14 Dec 2015']\n","['Isabella', 'Deschamps', '', 'Fumsoft', 'Coordenadora de Inovação e Transformação Digital', '09 Nov 2015']\n","['Bárbara', 'Legnani (Babí)', '', 'Take Blip', 'Coordenadora de Vendas Sênior | Inside Sales | Pré-vendas | Outbound', '09 Nov 2015']\n","['Filipe', 'Mendonça', '', 'Neugelb Studios GmbH', 'Junior Creative Developer ', '09 Nov 2015']\n","['Lila Rafaela', 'Mendes', '', 'Rock Content', 'Customer Success Analyst', '09 Nov 2015']\n","['Nira', 'Goldstein', '', 'Nira Goldstein Human Development', 'Systemic Psychologist', '09 Nov 2015']\n","['Marcus', 'Vinicius', '', 'Afya', 'Head de SEO e digital properties', '09 Nov 2015']\n","['Paula', 'Frossard', '', 'Betsson Group', 'UX Researcher', '09 Nov 2015']\n","['Vitor', 'Peçanha', '', 'Rock Content', 'Co-Founder', '09 Nov 2015']\n","['Debora', 'Martini', '', 'University of Colorado Boulder', 'Graduate Research And Teaching Assistant', '09 Nov 2015']\n","['Jaqueline', 'Corradi', '', 'JivoChat', 'Content Manager', '09 Nov 2015']\n","['Leonardo', 'Lobo', '', 'Magnetis Investimentos', 'Infrastructure Engineer', '09 Nov 2015']\n","['Renato', 'Mesquita (Hank)', '', 'Rock Content', 'Marketing @ Rock Content', '09 Nov 2015']\n","['André', 'Mousinho', '', 'Tray Plataforma de E-commerce', 'Especialista em Marketing e SEO', '09 Nov 2015']\n","['Izabela', 'Linke 🏳️\\u200d🌈', '', 'Gupy', 'Comunicação externa | Marca empregadora', '12 Oct 2015']\n","['Patrick', 'Murta', '', 'Vertigo Tecnologia', 'Coordenador de Marketing Digital', '15 Sep 2015']\n","['', '', '', '', '', '15 Sep 2015']\n","['Bruno', 'Veloso Pardini', '', 'Hotmart', 'New Business Consultant', '09 Sep 2015']\n","['Ana', 'Cavalcanti', '', 'Gorillas', 'Operations Recruiter', '09 Sep 2015']\n","['Bruna', 'Martins', '', '360dialog (official WhatsApp Business API Provider)', 'Head of Global Partner Business', '02 Sep 2015']\n","['Luís', 'Cunha', '', 'Metro Jornal', 'Redator', '02 Sep 2015']\n","['Adélia', 'de Oliveira', '', 'Rede Mater Dei de Saúde', 'Supervisora de Comunicação e Marketing', '02 Sep 2015']\n","['Marina', 'Moura', '', 'Ima Têxtil', 'Advertising Specialist', '02 Sep 2015']\n","['Lizandra', 'Muniz  🏳️\\u200d🌈', '', 'RD Station', 'Coordenadora de Social & Community', '02 Sep 2015']\n","['Daniel', 'Gonçalves Carvalho', '', 'framework', 'UI/UX Designer Sênior na framework experience', '02 Sep 2015']\n","['Nanda', 'Miranda', '', 'CoolHow', 'Parceira estratégica | Netflix Brasil e facilitadora do método Rampa', '12 Jun 2015']\n","['Luiza', 'Alfenas', '', 'Studio A', 'Gerente de projetos', '12 Jun 2015']\n","['Daniella', 'Vinci', '', 'Sherwa', 'Head de Conteúdo', '12 Jun 2015']\n","['Paulo', 'Assunção', '', 'R/GA', 'Senior Visual Designer', '21 May 2015']\n","['Lívia', 'Gazzinelli Soutto Mayor', '', 'Brandly.', 'Sócia e Head de CX e Encantamento de Clientes', '21 May 2015']\n","['Bramma', 'Bremmer', '', 'Autônomo', 'Artista', '17 Apr 2015']\n","['Raquel', 'Batista', '', 'Nextin Brasil', 'Analista de comunicação', '17 Apr 2015']\n","['Patricia', 'Campos de Freitas', '', 'MelhorPlano', 'Marketing Analyst', '17 Apr 2015']\n","['Julia', 'Ennes Nogueira', '', 'Creditas', 'Sales Coordinator', '25 Feb 2015']\n","['Marina', 'Jurisch', '', 'UFMG', 'Estudante de Química e pesquisadora', '20 Feb 2015']\n","['Geane', 'Alzamora', '', 'Universidade Federal de Minas Gerais', 'Doutor', '11 Feb 2015']\n","['Aline', 'Cabral', '', 'Instituto Ayrton Senna', 'Analista de comunicação pleno', '11 Feb 2015']\n","['Augusta', 'Deluca', '', 'Pipo Saúde', 'Senior Product Manager', '09 Feb 2015']\n","['Débora', 'Veríssimo Costa', '', 'Freelance', 'Marketing Advertising Specialist', '09 Feb 2015']\n","['Glaucia', 'Faria', '', 'Universo AGV', 'Analista Financeiro', '16 Jan 2015']\n","['Ana', 'Rodarte', '', 'Nexo Investimento Social', 'Analista de comunicação', '05 Jan 2015']\n","['Fernando', 'Palacios 🏅', '', \"Storytellers Brand 'n' Fiction\", 'Fundador', '05 Jan 2015']\n","['Lucianna', 'Furtado', '', 'Associação Nacional dos Programas de Pós-Graduação em Comunicação (Compós)', 'Assistente Editorial', '01 Dec 2014']\n","['Carol', 'Moura', '', 'TV ALTEROSA', 'Repórter', '01 Dec 2014']\n","['Andreza', 'Pires', '', 'CI&T', 'Gerente de estratégia e design', '24 Oct 2014']\n","['Augusto', 'Drumond', '', 'Nestlé', 'Consumer Marketing Manager', '24 Oct 2014']\n","['Ana Flávia', 'Ferreira', '', 'Baptista Luz Advogados', 'Advogada', '21 Oct 2014']\n","['', '', '', '', '', '21 Oct 2014']\n","['Rafael', 'Bersan Câmara', '', 'Suspira', 'Sócio proprietário', '21 Oct 2014']\n","['Isabella', 'Lucas', '', 'Afya', 'Coordenadora de inbound marketing', '27 Sep 2014']\n","['Afonso', 'Sepulveda 🏳️\\u200d🌈', '', 'PS2P - Purpose to People', 'Analista de pesquisa qualitativa', '12 Sep 2014']\n","['Victor', 'Lambertucci (tucci)  📢🏳️\\u200d🌈', '', 'Profissas | Escola da Diversidade', 'CEO e cofundador', '07 Sep 2014']\n","['Guilherme', 'Dias', '', 'EMS', 'Consultor Médico - Representante Propagandista', '07 Aug 2014']\n","['Rafaella', 'Fajardo', '', 'Comgas', 'Gerente Assistente de Marketing', '06 Aug 2014']\n","['Phellippe', 'Samarone', '', 'Artplan', 'Art Director', '06 Aug 2014']\n","['Cássio', 'Vieira', '', 'Agência ATAKE', 'Líder de criação', '06 Aug 2014']\n","['Arnaldo', 'Garcia', '', 'Ambev', 'Head of Regional Marketing', '06 Aug 2014']\n","['Samuel', 'Andrade', '', '3TC ISOLAMENTO', 'Sócio-Diretor - COO', '06 Aug 2014']\n","['Leonardo', 'Ribeiro', '', 'Editora Globo', 'Repórter', '16 Jul 2014']\n","['Marcelo', 'Filizzola', '', 'The Principia', 'Marketing and Communications | Videographer / Editor', '16 Jul 2014']\n","['Tomás', 'German', '', 'WayCarbon', 'Analista de mídias sociais', '16 Jul 2014']\n","['Paulo', 'Silvestrini', '', 'Defensoria Pública do Estado de Rondônia', 'Assessor de Comunicação', '16 Jul 2014']\n","['Lloyd', 'Harder', '', 'HARDER Associates Language Solutions', 'Managing Partner', '16 Jun 2014']\n","['Antônio', 'Terra', '', 'G30 - Gestão de Marcas', 'Diretor de Planejamento', '10 Jun 2014']\n","['Jana', 'Miles', '', 'OCA', 'Partner', '06 Jun 2014']\n","['Gláucia', 'Marques Barbosa Chav', '', 'Neoenergia', 'Superintendente de Processos Transacionais', '29 May 2014']\n","['Dione', 'Chaves', '', 'AHS Residential', 'Consultoria SAP FI CO PS', '28 Apr 2014']\n","['Juliana', 'Machado', '', 'Superunion', 'Redatora Sr.', '14 Apr 2014']\n","['Juliana', 'Diniz', '', 'Account Contabilidade', 'Auxiliar de Arquivo', '06 Apr 2014']\n","['Juliana', 'Soares', '', 'Garupa App', 'Sócia operadora Garupa Vetor Norte', '06 Apr 2014']\n","['Fábio', 'Vieira', '', 'TV Globo', 'EDITOR MIDIAS AUDIOVISUAIS III', '06 Apr 2014']\n","['Thaiz', 'Maciel', '', 'Island Innovation', 'Director Of Marketing And Community Relations', '31 Mar 2014']\n","['Dimitry', 'França', '', 'NOMADS360', 'Diretor de planejamento', '31 Mar 2014']\n","['Gabriella', 'Braga', '', 'Northwestern University - Kellogg School of Management', 'MBA Candidate', '10 Mar 2014']\n","['Larissa', 'Campos', '', 'Itaú Unibanco', 'Analista Sênior - Plataforma de Vendas', '07 Mar 2014']\n","['Ana Luiza', 'Borges', '', 'Freelance', 'Brand Strategy Consultant', '27 Feb 2014']\n","['Adriana', 'Torres', '', '', '', '26 Feb 2014']\n","['Isabela', 'Guimarães', '', 'Electrolux', 'Content Planner', '26 Feb 2014']\n","['Gabriela', 'Bianchi', '', 'Seidor Centroamérica y Caribe', 'Gerente de Marketing', '16 Dec 2013']\n","['leticia abreu', 'silva', '', 'Bento Box Entertainment LLC', 'Storyboard Artist', '01 Dec 2013']\n","['Clarisse', 'Gontijo de Carvalho', '', 'Linx', 'UX Writer / Content Designer', '28 Nov 2013']\n","['Leda', 'Chaves', '', 'Freelance', 'Conteudista', '28 Nov 2013']\n","['Helena', 'Correa', '', 'Globe Electric', 'Videographer', '27 Nov 2013']\n","['Thiago', 'Fonseca', '', 'Hotmart', 'Copywriter', '27 Nov 2013']\n","['Eugenio', 'Almeida', '', 'GELLAK Industria e Comercio Ltda', 'Gestor da Unidade Alimentos Congelados ', '27 Nov 2013']\n","['Tadeu', 'Campos', '', 'WEPOD', 'Head de Vendas', '21 Nov 2013']\n","['Gabriel', 'Brito', '', 'G30 MKT &amp; COM', 'Creative Director', '20 Nov 2013']\n","['Thiago', 'Miqueri', 'miqueri@gmail.com', 'Obvia', 'Partner & Strategic Advisor', '19 Nov 2013']\n","['Débora', 'Vieira', '', 'Cinema Nacional', 'Assistente de câmera', '18 Nov 2013']\n","['Pablo', 'Garcia Arantes', '', 'Alta Rail Technology', 'Project Coordinator', '17 Nov 2013']\n","['Ana', 'Miranda', '', 'Natura', 'Global Creative Strategy Coordinator', '08 Nov 2013']\n","['Johnatan', 'Ferreira', '', 'JBS', 'International Marketing | Friboi', '07 Nov 2013']\n","['Marcos', 'Cerqueira Melo', '', 'USMatrix Telecommunications Inc', 'SMS and Partnership Manager', '21 Oct 2013']\n","['Cássio', 'Xavier', '', 'YZAᴾᴿᴼ', 'Cofundador e Professor', '18 Oct 2013']\n","['Paulo Tarcísio', 'Pinheiro da Silva', '', 'Maternidade Unimed BH', 'Superintendente Hospitalar', '18 Oct 2013']\n","['Sonia', 'Campos', '', 'Projetos Digitais', 'Diretor de desenvolvimento de negócios de tecnologia', '27 Sep 2013']\n","['Tony', 'Piedra', '', 'Kuku Studios', 'Visual Development Artist', '27 Sep 2013']\n","['Tiago', 'Goddard', '', 'Descomplica', 'Site Reliability Engineering Manager', '27 Sep 2013']\n"]}]},{"cell_type":"code","source":["df.shape"],"metadata":{"id":"ey0xgou7K5jV","executionInfo":{"status":"ok","timestamp":1666958283889,"user_tz":180,"elapsed":32,"user":{"displayName":"Pedro 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Gerente de Marketing  06 Sep 2022 2022-09-06  \n","1                            Account Executive TGT/ISG  31 Aug 2022 2022-08-31  \n","2    ISV Partner Marketing Consultancy LatAm for Go...  25 Aug 2022 2022-08-25  \n","3                             Business Account Manager  24 Aug 2022 2022-08-24  \n","4                          Especialista em Diversidade  23 Aug 2022 2022-08-23  \n","..                                                 ...          ...        ...  \n","438                                       Pesquisadora  10 Sep 2020 2020-09-10  \n","439                 Estagiária de Marketing de Produto  09 Sep 2020 2020-09-09  \n","440                           Marketing | Social Media  09 Sep 2020 2020-09-09  \n","441                                 Fundador e Diretor  09 Sep 2020 2020-09-09  \n","442                                 Senior CRM Analyst  09 Sep 2020 2020-09-09  \n","\n","[443 rows x 7 columns]"],"text/html":["\n","  <div 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2022</td>\n","      <td>2022-09-06</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Gisele</td>\n","      <td>Vieira</td>\n","      <td>NaN</td>\n","      <td>TGT Consult</td>\n","      <td>Account Executive TGT/ISG</td>\n","      <td>31 Aug 2022</td>\n","      <td>2022-08-31</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Fernanda</td>\n","      <td>Fazenda</td>\n","      <td>NaN</td>\n","      <td>The 8Agency</td>\n","      <td>ISV Partner Marketing Consultancy LatAm for Go...</td>\n","      <td>25 Aug 2022</td>\n","      <td>2022-08-25</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Claudia</td>\n","      <td>Dias</td>\n","      <td>NaN</td>\n","      <td>Fbiz</td>\n","      <td>Business Account Manager</td>\n","      <td>24 Aug 2022</td>\n","      <td>2022-08-24</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Amanda</td>\n","      <td>Sthephanie</td>\n","      <td>NaN</td>\n","      <td>Fbiz</td>\n","      <td>Especialista em Diversidade</td>\n","      <td>23 Aug 2022</td>\n","      <td>2022-08-23</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>438</th>\n","      <td>Carolina</td>\n","      <td>Alzamora</td>\n","      <td>NaN</td>\n","      <td>Universidade Federal de Minas Gerais</td>\n","      <td>Pesquisadora</td>\n","      <td>10 Sep 2020</td>\n","      <td>2020-09-10</td>\n","    </tr>\n","    <tr>\n","      <th>439</th>\n","      <td>Gabriela</td>\n","      <td>Almeida</td>\n","      <td>NaN</td>\n","      <td>Inter</td>\n","      <td>Estagiária de Marketing de Produto</td>\n","      <td>09 Sep 2020</td>\n","      <td>2020-09-09</td>\n","    </tr>\n","    <tr>\n","      <th>440</th>\n","      <td>Camilla</td>\n","      <td>Fiorini</td>\n","      <td>NaN</td>\n","      <td>FVG Cirurgia Plástica</td>\n","      <td>Marketing | Social Media</td>\n","      <td>09 Sep 2020</td>\n","      <td>2020-09-09</td>\n","    </tr>\n","    <tr>\n","      <th>441</th>\n","      <td>Pedro</td>\n","      <td>Gonçalves</td>\n","      <td>NaN</td>\n","      <td>Leads &amp; Ads</td>\n","      <td>Fundador e Diretor</td>\n","      <td>09 Sep 2020</td>\n","      <td>2020-09-09</td>\n","    </tr>\n","    <tr>\n","      <th>442</th>\n","      <td>Gabriela</td>\n","      <td>Campos</td>\n","      <td>NaN</td>\n","      <td>Mobills</td>\n","      <td>Senior CRM Analyst</td>\n","      <td>09 Sep 2020</td>\n","      <td>2020-09-09</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>443 rows × 7 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ef216e27-6af4-4e69-9819-9c8b6dbf6682')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg 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Cancela Jr.                         NaN   \n","513       Júlia                Lima                         NaN   \n","522       Luiza           de Simone                         NaN   \n","785        Raff             Catalan                         NaN   \n","\n","                                  Company  \\\n","44                      PUC Minas Oficial   \n","329                  Companhia das Letras   \n","576      Universidade Federal do Maranhão   \n","761                          Rock Content   \n","385             Grupo Editorial Autêntica   \n","..                                    ...   \n","26                               Psyalive   \n","751                             BairesDev   \n","513  PET - Programa de Educação Tutorial    \n","522                                Nubank   \n","785                                BRIUS    \n","\n","                                Position Connected_On       data  \n","44             Assistente administrativo  25 May 2022 2022-05-25  \n","329      Business Intelligence Executive  05 Feb 2021 2021-02-05  \n","576                   Professora Adjunta  11 Apr 2019 2019-04-11  \n","761  Global Director of Customer Success  28 Dec 2015 2015-12-28  \n","385            Assistente administrativo  11 Nov 2020 2020-11-11  \n","..                                   ...          ...        ...  \n","26                Asesora Comercial B2C   22 Jun 2022 2022-06-22  \n","751                     Business Analyst  15 Jan 2016 2016-01-15  \n","513                   Aluna pesquisadora  13 Jul 2020 2020-07-13  \n","522                     Product Designer  01 Jul 2020 2020-07-01  \n","785                              Partner  14 Dec 2015 2015-12-14  \n","\n","[443 rows x 7 columns]"],"text/html":["\n","  <div id=\"df-ebc600d9-2674-4b1c-b9ec-d0e1f997b5a9\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>First_Name</th>\n","      <th>Last_Name</th>\n","      <th>Email_Address</th>\n","      <th>Company</th>\n","      <th>Position</th>\n","      <th>Connected_On</th>\n","      <th>data</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>44</th>\n","      <td>Luan</td>\n","      <td>ícaro Garcia</td>\n","      <td>NaN</td>\n","      <td>PUC Minas Oficial</td>\n","      <td>Assistente administrativo</td>\n","      <td>25 May 2022</td>\n","      <td>2022-05-25</td>\n","    </tr>\n","    <tr>\n","      <th>329</th>\n","      <td>Rodrigo</td>\n","      <td>Arnaut</td>\n","      <td>NaN</td>\n","      <td>Companhia das Letras</td>\n","      <td>Business Intelligence Executive</td>\n","      <td>05 Feb 2021</td>\n","      <td>2021-02-05</td>\n","    </tr>\n","    <tr>\n","      <th>576</th>\n","      <td>Gisa</td>\n","      <td>Carvalho</td>\n","      <td>NaN</td>\n","      <td>Universidade Federal do Maranhão</td>\n","      <td>Professora Adjunta</td>\n","      <td>11 Apr 2019</td>\n","      <td>2019-04-11</td>\n","    </tr>\n","    <tr>\n","      <th>761</th>\n","      <td>Diogo</td>\n","      <td>Bedran</td>\n","      <td>NaN</td>\n","      <td>Rock Content</td>\n","      <td>Global Director of Customer Success</td>\n","      <td>28 Dec 2015</td>\n","      <td>2015-12-28</td>\n","    </tr>\n","    <tr>\n","      <th>385</th>\n","      <td>Bárbara</td>\n","      <td>dos Santos Vieira</td>\n","      <td>NaN</td>\n","      <td>Grupo Editorial Autêntica</td>\n","      <td>Assistente administrativo</td>\n","      <td>11 Nov 2020</td>\n","      <td>2020-11-11</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>26</th>\n","      <td>Valeri</td>\n","      <td>Jaramillo Caceres</td>\n","      <td>valeri.jaramillo@gmail.com</td>\n","      <td>Psyalive</td>\n","      <td>Asesora Comercial B2C</td>\n","      <td>22 Jun 2022</td>\n","      <td>2022-06-22</td>\n","    </tr>\n","    <tr>\n","      <th>751</th>\n","      <td>Fabiano E.</td>\n","      <td>Cancela Jr.</td>\n","      <td>NaN</td>\n","      <td>BairesDev</td>\n","      <td>Business Analyst</td>\n","      <td>15 Jan 2016</td>\n","      <td>2016-01-15</td>\n","    </tr>\n","    <tr>\n","      <th>513</th>\n","      <td>Júlia</td>\n","      <td>Lima</td>\n","      <td>NaN</td>\n","      <td>PET - Programa de Educação Tutorial</td>\n","      <td>Aluna pesquisadora</td>\n","      <td>13 Jul 2020</td>\n","      <td>2020-07-13</td>\n","    </tr>\n","    <tr>\n","      <th>522</th>\n","      <td>Luiza</td>\n","      <td>de Simone</td>\n","      <td>NaN</td>\n","      <td>Nubank</td>\n","      <td>Product Designer</td>\n","      <td>01 Jul 2020</td>\n","      <td>2020-07-01</td>\n","    </tr>\n","    <tr>\n","      <th>785</th>\n","      <td>Raff</td>\n","      <td>Catalan</td>\n","      <td>NaN</td>\n","      <td>BRIUS</td>\n","      <td>Partner</td>\n","      <td>14 Dec 2015</td>\n","      <td>2015-12-14</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>443 rows × 7 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ebc600d9-2674-4b1c-b9ec-d0e1f997b5a9')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      flex-wrap:wrap;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","      <script>\n","        const buttonEl =\n","          document.querySelector('#df-ebc600d9-2674-4b1c-b9ec-d0e1f997b5a9 button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 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Pinheiro","userId":"01081182185391442301"}}},"execution_count":247,"outputs":[]},{"cell_type":"code","source":["df_testeA.index"],"metadata":{"id":"igvtp5T_Nu_3","executionInfo":{"status":"ok","timestamp":1666958284563,"user_tz":180,"elapsed":58,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"4fc45e63-5b5b-4bd7-be23-f70d05431f3d"},"execution_count":248,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Int64Index([853, 291, 315, 374, 100, 603, 592, 699, 159, 442,\n","            ...\n","            199, 631, 117,  21, 290, 740, 837, 435, 458, 475],\n","           dtype='int64', length=443)"]},"metadata":{},"execution_count":248}]},{"cell_type":"code","source":["index = df_testeA.index\n","df_testeB = df.drop(axis='rows', index=index)"],"metadata":{"id":"l6uqquh4OdGW","executionInfo":{"status":"ok","timestamp":1666958284563,"user_tz":180,"elapsed":54,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":249,"outputs":[]},{"cell_type":"code","source":["df_testeB.to_csv('/content/drive/MyDrive/1A_Estatística_e_python/LinkedIn/df_testeB.csv')"],"metadata":{"id":"A5kijvvbQln7","executionInfo":{"status":"ok","timestamp":1666958284564,"user_tz":180,"elapsed":55,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":250,"outputs":[]},{"cell_type":"markdown","source":["# Criar df a partir de dicionário\n"],"metadata":{"id":"QF1aQtHiyJUo"}},{"cell_type":"code","source":["dicio = {\n","    \"Nome\":[\"Lula\",\"Alexandre Kalil\",\"Alexandre Silveira\",\"Júlia Rocha\",\"Bella Gonçalves\"],\n","    \"Suplente/Vice\":[\"Geraldo Alckmin\",\"\",\"Virgílio Guimarães\",\"\",\"\"],\n","    \"Cargo\":[\"Presidente\",\"Governador\",\"Senador\",\"Deputado federal\",\"Deputado estadual\"],\n","    \"Eleito\":[\"2º turno\",\"Não\",\"Não\",\"Não\",\"Sim\"],\n","    \"Histórico\":[\"\",\"\",\"\",\"\",\"\",]\n","}\n","\n","dicio"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"dXxSFfYgyNg5","executionInfo":{"status":"ok","timestamp":1666958284564,"user_tz":180,"elapsed":54,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"55dd7521-7f26-4cf6-efe5-1105281b6578"},"execution_count":251,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'Nome': ['Lula',\n","  'Alexandre Kalil',\n","  'Alexandre Silveira',\n","  'Júlia Rocha',\n","  'Bella Gonçalves'],\n"," 'Suplente/Vice': ['Geraldo Alckmin', '', 'Virgílio Guimarães', '', ''],\n"," 'Cargo': ['Presidente',\n","  'Governador',\n","  'Senador',\n","  'Deputado federal',\n","  'Deputado estadual'],\n"," 'Eleito': ['2º turno', 'Não', 'Não', 'Não', 'Sim'],\n"," 'Histórico': ['', '', '', '', '']}"]},"metadata":{},"execution_count":251}]},{"cell_type":"code","source":["df = pd.DataFrame(dicio)\n","df"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"220AkgJhzPgQ","executionInfo":{"status":"ok","timestamp":1666958284564,"user_tz":180,"elapsed":52,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"6bb39ff9-e1aa-426e-f8e6-73935da6d1b1"},"execution_count":252,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                 Nome       Suplente/Vice              Cargo    Eleito  \\\n","0                Lula     Geraldo Alckmin         Presidente  2º turno   \n","1     Alexandre Kalil                             Governador       Não   \n","2  Alexandre Silveira  Virgílio Guimarães            Senador       Não   \n","3         Júlia Rocha                       Deputado federal       Não   \n","4     Bella Gonçalves                      Deputado estadual       Sim   \n","\n","  Histórico  \n","0            \n","1            \n","2            \n","3            \n","4            "],"text/html":["\n","  <div id=\"df-7b3c39f5-418c-47a1-aea0-c0d9380a4915\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Nome</th>\n","      <th>Suplente/Vice</th>\n","      <th>Cargo</th>\n","      <th>Eleito</th>\n","      <th>Histórico</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Lula</td>\n","      <td>Geraldo Alckmin</td>\n","      <td>Presidente</td>\n","      <td>2º turno</td>\n","      <td></td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Alexandre Kalil</td>\n","      <td></td>\n","      <td>Governador</td>\n","      <td>Não</td>\n","      <td></td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Alexandre Silveira</td>\n","      <td>Virgílio Guimarães</td>\n","      <td>Senador</td>\n","      <td>Não</td>\n","      <td></td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Júlia Rocha</td>\n","      <td></td>\n","      <td>Deputado federal</td>\n","      <td>Não</td>\n","      <td></td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Bella Gonçalves</td>\n","      <td></td>\n","      <td>Deputado estadual</td>\n","      <td>Sim</td>\n","      <td></td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7b3c39f5-418c-47a1-aea0-c0d9380a4915')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 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Pinheiro","userId":"01081182185391442301"}}},"execution_count":253,"outputs":[]},{"cell_type":"code","source":["df[\"Ano\"]=[2022,2022,2022,2022,2022]\n","df"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"qZh9OQI4z4nu","executionInfo":{"status":"ok","timestamp":1666958284564,"user_tz":180,"elapsed":51,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"b9ddb336-7a33-4601-f0a1-f3f6aa036c27"},"execution_count":254,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                 Nome       Suplente/Vice              Cargo    Eleito  \\\n","0                Lula     Geraldo Alckmin         Presidente  2º turno   \n","1     Alexandre Kalil                             Governador       Não   \n","2  Alexandre Silveira  Virgílio Guimarães            Senador       Não   \n","3         Júlia Rocha                       Deputado federal       Não   \n","4     Bella Gonçalves                      Deputado estadual       Sim   \n","\n","  Histórico   Ano  \n","0            2022  \n","1            2022  \n","2            2022  \n","3            2022  \n","4            2022  "],"text/html":["\n","  <div id=\"df-b2027269-3c41-4031-8873-146c664ea99b\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Nome</th>\n","      <th>Suplente/Vice</th>\n","      <th>Cargo</th>\n","      <th>Eleito</th>\n","      <th>Histórico</th>\n","      <th>Ano</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Lula</td>\n","      <td>Geraldo Alckmin</td>\n","      <td>Presidente</td>\n","      <td>2º turno</td>\n","      <td></td>\n","      <td>2022</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Alexandre Kalil</td>\n","      <td></td>\n","      <td>Governador</td>\n","      <td>Não</td>\n","      <td></td>\n","      <td>2022</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Alexandre Silveira</td>\n","      <td>Virgílio Guimarães</td>\n","      <td>Senador</td>\n","      <td>Não</td>\n","      <td></td>\n","      <td>2022</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Júlia Rocha</td>\n","      <td></td>\n","      <td>Deputado federal</td>\n","      <td>Não</td>\n","      <td></td>\n","      <td>2022</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Bella Gonçalves</td>\n","      <td></td>\n","      <td>Deputado estadual</td>\n","      <td>Sim</td>\n","      <td></td>\n","      <td>2022</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button 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Pinheiro","userId":"01081182185391442301"}},"outputId":"3811f8fc-28b4-4a5c-a0b7-d77bf871c38d"},"execution_count":256,"outputs":[{"output_type":"execute_result","data":{"text/plain":["    Ano  Turno                Nome       Suplente/Vice              Cargo  \\\n","0  2022      1                Lula     Geraldo Alckmin         Presidente   \n","1  2022      1     Alexandre Kalil                             Governador   \n","2  2022      1  Alexandre Silveira  Virgílio Guimarães            Senador   \n","3  2022      1         Júlia Rocha                       Deputado federal   \n","4  2022      1     Bella Gonçalves                      Deputado estadual   \n","\n","     Eleito Histórico  \n","0  2º turno            \n","1       Não            \n","2       Não            \n","3       Não            \n","4       Sim            "],"text/html":["\n","  <div id=\"df-d59e8a7d-ebc9-4158-b3c2-8d715012f2ce\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    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Pinheiro","userId":"01081182185391442301"}}},"execution_count":257,"outputs":[]},{"cell_type":"code","source":["df.to_excel('/content/drive/MyDrive/1A_Estatística_e_python/Eleicoes.xlsx')"],"metadata":{"id":"SAb1Wg_B1bQd","executionInfo":{"status":"ok","timestamp":1666958284565,"user_tz":180,"elapsed":50,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":258,"outputs":[]},{"cell_type":"markdown","source":["# 17/10"],"metadata":{"id":"pESbHcwbx_Q1"}},{"cell_type":"code","source":["import gspread\n","from google.oauth2 import service_account"],"metadata":{"id":"vl3EORpTdDt7","executionInfo":{"status":"ok","timestamp":1666958284566,"user_tz":180,"elapsed":51,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":259,"outputs":[]},{"cell_type":"code","source":["scopes = [\"https://www.googleapis.com/auth/spreadsheets\",\n","          \"https://www.googleapis.com/auth/drive\"]\n","\n","json_file = \"/content/drive/MyDrive/1A_Estatística_e_python/credenciais.json\""],"metadata":{"id":"7bBcKJfb0CBC","executionInfo":{"status":"ok","timestamp":1666958456389,"user_tz":180,"elapsed":561,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":268,"outputs":[]},{"cell_type":"code","source":["credentials = service_account.Credentials.from_service_account_file(json_file)\n","scoped_credentials = credentials.with_scopes(scopes)\n","gc = gspread.authorize(scoped_credentials)\n","sheet = gc.open_by_key(\"1BPmCzEvVn1mPh-V57zXD2dOZ-yH2X-qlIuNwzWgCaTM\")\n","table = sheet.get_worksheet(0)"],"metadata":{"id":"xB0eCa3OcZYB","executionInfo":{"status":"ok","timestamp":1666958459506,"user_tz":180,"elapsed":478,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}}},"execution_count":269,"outputs":[]},{"cell_type":"code","source":["table.get_all_records()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"rthwVdvVdXHX","executionInfo":{"status":"ok","timestamp":1666958480136,"user_tz":180,"elapsed":520,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"0209bc45-4e46-4480-9bf2-5dc79d236257"},"execution_count":271,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[{'E-mail': 'Oi, Sumido',\n","  'Régua/Campanha': 'Acabou de chegar',\n","  'UTM Campaign': 'acabou_de_chegar',\n","  'Data do disparo': '15/09/22 (qui.)',\n","  'Dia da semana': 5,\n","  'Hora': '11:02',\n","  'Datetime': '2022-09-15 11:02',\n","  'Assunto': 'O carro que você está procurando pode estar por aqui 🚗',\n","  'Tem emoji?': 'Sim',\n","  'Pre-header': '',\n","  'Formatação': 'Imagem',\n","  'Objetivo': 'Aquecimento de base',\n","  'Segmentação': 'Leads Sem Resposta e Não Venda',\n","  'Número de leads': 15.471,\n","  'Entregas': 14.759,\n","  'Taxa de entrega': '95,398%',\n","  'Total de aberturas únicas': 1.875,\n","  'Taxa de abertura únicas': '12,704%',\n","  'Total de cliques únicas': 134,\n","  'Taxa de cliques únicas': '0,908%',\n","  'Click-to-open rate': '7,15%',\n","  'Unsubscribe': 16,\n","  'Unsubscribe rate': '0,108%',\n","  'Vendas': 1,\n","  'Leads': 6,\n","  'Taxa de conversão': '0,04%',\n","  'Sem resposta': 1,\n","  'Não venda': 4,\n","  'Super quente': 1,\n","  'Quente': 0,\n","  'Frio': 0},\n"," {'E-mail': 'Ação de referal',\n","  'Régua/Campanha': 'Ação de referral',\n","  'UTM Campaign': 'campanha_indicacao',\n","  'Data do disparo': '20/09/22 (ter.)',\n","  'Dia da semana': 3,\n","  'Hora': '15:21',\n","  'Datetime': '2022-09-20 15:21',\n","  'Assunto': 'Indique um amigo e ganhe prêmios com a Willz',\n","  'Tem emoji?': 'Não',\n","  'Pre-header': 'Cupom válido até 16/10',\n","  'Formatação': 'Imagem',\n","  'Objetivo': 'Vendas',\n","  'Segmentação': 'Todos os clientes',\n","  'Número de leads': 180,\n","  'Entregas': 177,\n","  'Taxa de entrega': '98,333%',\n","  'Total de aberturas únicas': 32,\n","  'Taxa de abertura únicas': '18,079%',\n","  'Total de cliques únicas': 2,\n","  'Taxa de cliques únicas': '1,130%',\n","  'Click-to-open rate': '6,25%',\n","  'Unsubscribe': 0,\n","  'Unsubscribe rate': '0,000%',\n","  'Vendas': 0,\n","  'Leads': 0,\n","  'Taxa de conversão': '0,00%',\n","  'Sem resposta': 0,\n","  'Não venda': 0,\n","  'Super quente': 0,\n","  'Quente': 0,\n","  'Frio': 0},\n"," {'E-mail': 'Ação de referal - Reenvio',\n","  'Régua/Campanha': 'Ação de referral',\n","  'UTM Campaign': 'campanha_indicacao',\n","  'Data do disparo': '22/09/22 (qui.)',\n","  'Dia da semana': 5,\n","  'Hora': '10:52',\n","  'Datetime': '2022-09-22 10:52',\n","  'Assunto': 'R$500 em gasolina ou um plano de revisão: você escolhe',\n","  'Tem emoji?': 'Não',\n","  'Pre-header': 'Promoção válida até 16/10 ',\n","  'Formatação': 'Imagem',\n","  'Objetivo': 'Vendas',\n","  'Segmentação': 'Clientes que não abriram o primeiro e-mail',\n","  'Número de leads': 149,\n","  'Entregas': 144,\n","  'Taxa de entrega': '96,644%',\n","  'Total de aberturas únicas': 12,\n","  'Taxa de abertura únicas': '8,333%',\n","  'Total de cliques únicas': 1,\n","  'Taxa de cliques únicas': '0,694%',\n","  'Click-to-open rate': '8,33%',\n","  'Unsubscribe': 0,\n","  'Unsubscribe rate': '0,000%',\n","  'Vendas': 0,\n","  'Leads': 0,\n","  'Taxa de conversão': '0,00%',\n","  'Sem resposta': 0,\n","  'Não venda': 0,\n","  'Super quente': 0,\n","  'Quente': 0,\n","  'Frio': 0},\n"," {'E-mail': 'Sobre a Willz',\n","  'Régua/Campanha': 'Apresentação',\n","  'UTM Campaign': 'sobre_a_willz',\n","  'Data do disparo': '26/09/22 (seg.)',\n","  'Dia da semana': 2,\n","  'Hora': '16:03',\n","  'Datetime': '2022-09-26 16:03',\n","  'Assunto': 'Olá! Nós somos a Willz 😁',\n","  'Tem emoji?': 'Sim',\n","  'Pre-header': '',\n","  'Formatação': 'Imagem',\n","  'Objetivo': 'Aquecimento de base',\n","  'Segmentação': 'Todos os não clientes',\n","  'Número de leads': 15.879,\n","  'Entregas': 15.626,\n","  'Taxa de entrega': '98,407%',\n","  'Total de aberturas únicas': 2.001,\n","  'Taxa de abertura únicas': '12,806%',\n","  'Total de cliques únicas': 77,\n","  'Taxa de cliques únicas': '0,493%',\n","  'Click-to-open rate': '3,85%',\n","  'Unsubscribe': 16,\n","  'Unsubscribe rate': '0,102%',\n","  'Vendas': 0,\n","  'Leads': 2,\n","  'Taxa de conversão': '0,01%',\n","  'Sem resposta': 0,\n","  'Não venda': 1,\n","  'Super quente': 1,\n","  'Quente': 0,\n","  'Frio': 0},\n"," {'E-mail': 'Oi, Sumido #2A',\n","  'Régua/Campanha': 'Acabou de chegar',\n","  'UTM Campaign': 'acabou_de_chegar',\n","  'Data do disparo': '28/09/22 (qua.)',\n","  'Dia da semana': 4,\n","  'Hora': '06:00',\n","  'Datetime': '2022-09-28 06:00',\n","  'Assunto': 'Veja só o que acabou de chegar na loja! 👀',\n","  'Tem emoji?': 'Sim',\n","  'Pre-header': 'O carro que você procura pode estar por aqui ',\n","  'Formatação': 'Imagem',\n","  'Objetivo': 'Aquecimento de base',\n","  'Segmentação': 'Leads Sem Resposta e Não Venda - A',\n","  'Número de leads': 8.235,\n","  'Entregas': 7.996,\n","  'Taxa de entrega': '97,098%',\n","  'Total de aberturas únicas': 910,\n","  'Taxa de abertura únicas': '11,381%',\n","  'Total de cliques únicas': 64,\n","  'Taxa de cliques únicas': '0,800%',\n","  'Click-to-open rate': '7,03%',\n","  'Unsubscribe': 7,\n","  'Unsubscribe rate': '0,088%',\n","  'Vendas': 0,\n","  'Leads': 1,\n","  'Taxa de conversão': '0,01%',\n","  'Sem resposta': 1,\n","  'Não venda': 0,\n","  'Super quente': 0,\n","  'Quente': 0,\n","  'Frio': 0},\n"," {'E-mail': 'Oi, Sumido #2B',\n","  'Régua/Campanha': 'Acabou de chegar',\n","  'UTM Campaign': 'acabou_de_chegar',\n","  'Data do disparo': '28/09/22 (qua.)',\n","  'Dia da semana': 4,\n","  'Hora': '15:00',\n","  'Datetime': '2022-09-28 15:00',\n","  'Assunto': 'Veja só o que acabou de chegar na loja! 👀',\n","  'Tem emoji?': 'Sim',\n","  'Pre-header': 'O carro que você procura pode estar por aqui ',\n","  'Formatação': 'Imagem',\n","  'Objetivo': 'Aquecimento de base',\n","  'Segmentação': 'Leads Sem Resposta e Não Venda - B',\n","  'Número de leads': 8.32,\n","  'Entregas': 8.087,\n","  'Taxa de entrega': '97,200%',\n","  'Total de aberturas únicas': 918,\n","  'Taxa de abertura únicas': '11,352%',\n","  'Total de cliques únicas': 64,\n","  'Taxa de cliques únicas': '0,791%',\n","  'Click-to-open rate': '6,97%',\n","  'Unsubscribe': 7,\n","  'Unsubscribe rate': '0,087%',\n","  'Vendas': 0,\n","  'Leads': 5,\n","  'Taxa de conversão': '0,06%',\n","  'Sem resposta': 1,\n","  'Não venda': 3,\n","  'Super quente': 1,\n","  'Quente': 0,\n","  'Frio': 0},\n"," {'E-mail': 'E-mail Trade-In',\n","  'Régua/Campanha': 'Apresentação',\n","  'UTM Campaign': 'regua_emailmkt',\n","  'Data do disparo': '03/10/22 (seg.)',\n","  'Dia da semana': 2,\n","  'Hora': '15:30',\n","  'Datetime': '2022-10-03 15:30',\n","  'Assunto': 'Seu carro vale um upgrade na Willz\\u202f',\n","  'Tem emoji?': 'Não',\n","  'Pre-header': 'Troque de carro pagando menos',\n","  'Formatação': 'Diagramação',\n","  'Objetivo': 'Aquecimento de base',\n","  'Segmentação': 'Todos os não clientes',\n","  'Número de leads': 16.127,\n","  'Entregas': 15.956,\n","  'Taxa de entrega': '98,940%',\n","  'Total de aberturas únicas': 1.856,\n","  'Taxa de abertura únicas': '11,632%',\n","  'Total de cliques únicas': 87,\n","  'Taxa de cliques únicas': '0,545%',\n","  'Click-to-open rate': '4,69%',\n","  'Unsubscribe': 21,\n","  'Unsubscribe rate': '0,132%',\n","  'Vendas': 0,\n","  'Leads': 7,\n","  'Taxa de conversão': '0,044%',\n","  'Sem resposta': 1,\n","  'Não venda': 5,\n","  'Super quente': 1,\n","  'Quente': 0,\n","  'Frio': 0},\n"," {'E-mail': 'E-mail referral - Lembrete',\n","  'Régua/Campanha': 'Ação de referral',\n","  'UTM Campaign': 'N/A',\n","  'Data do disparo': '04/10/22 (ter.)',\n","  'Dia da semana': 3,\n","  'Hora': '15:00',\n","  'Datetime': '2022-10-04 15:00',\n","  'Assunto': 'Só até 16/10: ganhe uma revisão ou um vale gasolina de R$500!',\n","  'Tem emoji?': 'Não',\n","  'Pre-header': 'Indique um amigo e ganhe prêmios',\n","  'Formatação': 'Diagramação',\n","  'Objetivo': 'Vendas',\n","  'Segmentação': 'Clientes que não abriram o primeiro e-mail',\n","  'Número de leads': 183,\n","  'Entregas': 181,\n","  'Taxa de entrega': '98,907%',\n","  'Total de aberturas únicas': 25,\n","  'Taxa de abertura únicas': '13,812%',\n","  'Total de cliques únicas': 3,\n","  'Taxa de cliques únicas': '1,657%',\n","  'Click-to-open rate': '12,00%',\n","  'Unsubscribe': 0,\n","  'Unsubscribe rate': '0,000%',\n","  'Vendas': 0,\n","  'Leads': 0,\n","  'Taxa de conversão': '0,00%',\n","  'Sem resposta': 0,\n","  'Não venda': 0,\n","  'Super quente': 0,\n","  'Quente': 0,\n","  'Frio': 0},\n"," {'E-mail': 'Acabou de chegar #3',\n","  'Régua/Campanha': 'Acabou de chegar',\n","  'UTM Campaign': 'acabou_de_chegar_221006',\n","  'Data do disparo': '06/10/22 (qui.)',\n","  'Dia da semana': 5,\n","  'Hora': '14:30',\n","  'Datetime': '2022-10-06 14:30',\n","  'Assunto': 'Tem carro novo na área 🚨',\n","  'Tem emoji?': 'Sim',\n","  'Pre-header': 'Será que o modelo dos seus sonhos está aqui?',\n","  'Formatação': 'Imagem',\n","  'Objetivo': 'Vendas',\n","  'Segmentação': 'Leads Sem resposta e Não venda',\n","  'Número de leads': 17.04,\n","  'Entregas': 16.654,\n","  'Taxa de entrega': '97,735%',\n","  'Total de aberturas únicas': 1.71,\n","  'Taxa de abertura únicas': '10,268%',\n","  'Total de cliques únicas': 117,\n","  'Taxa de cliques únicas': '0,703%',\n","  'Click-to-open rate': '6,84%',\n","  'Unsubscribe': 12,\n","  'Unsubscribe rate': '0,072%',\n","  'Vendas': 0,\n","  'Leads': 8,\n","  'Taxa de conversão': '0,05%',\n","  'Sem resposta': 0,\n","  'Não venda': 6,\n","  'Super quente': 2,\n","  'Quente': 0,\n","  'Frio': 0},\n"," {'E-mail': 'Acabou de chegar #4',\n","  'Régua/Campanha': 'Acabou de chegar',\n","  'UTM Campaign': 'acabou_de_chegar_221013',\n","  'Data do disparo': '13/10/22 (qui.)',\n","  'Dia da semana': 5,\n","  'Hora': '11:00',\n","  'Datetime': '2022-10-13 11:00',\n","  'Assunto': '\\U0001f9ca Congelamos o preço para você tirar o sonho da garagem ',\n","  'Tem emoji?': 'Sim',\n","  'Pre-header': 'Oferta por tempo limitado. Aproveite!  ',\n","  'Formatação': 'Imagem',\n","  'Objetivo': 'Vendas',\n","  'Segmentação': 'Leads Sem resposta e Não venda',\n","  'Número de leads': 16.933,\n","  'Entregas': 16.827,\n","  'Taxa de entrega': '99,374%',\n","  'Total de aberturas únicas': 1.918,\n","  'Taxa de abertura únicas': '11,398%',\n","  'Total de cliques únicas': 124,\n","  'Taxa de cliques únicas': '0,737%',\n","  'Click-to-open rate': '6,47%',\n","  'Unsubscribe': 33,\n","  'Unsubscribe rate': '0,196%',\n","  'Vendas': 0,\n","  'Leads': 4,\n","  'Taxa de conversão': '0,02%',\n","  'Sem resposta': 0,\n","  'Não venda': 4,\n","  'Super quente': 0,\n","  'Quente': 0,\n","  'Frio': 0},\n"," {'E-mail': 'E-mail Preço Sincero',\n","  'Régua/Campanha': 'Apresentação',\n","  'UTM Campaign': 'regua_emailmkt',\n","  'Data do disparo': '17/10/22 (seg.)',\n","  'Dia da semana': 2,\n","  'Hora': '15:00',\n","  'Datetime': '2022-10-17 15:00',\n","  'Assunto': 'Promoção pela metade do dobro? 🤔',\n","  'Tem emoji?': 'Sim',\n","  'Pre-header': 'Conheça o preço sincero da Willz',\n","  'Formatação': 'Diagramação',\n","  'Objetivo': 'Aquecimento de base',\n","  'Segmentação': 'Leads Sem resposta e Não venda',\n","  'Número de leads': 17.252,\n","  'Entregas': 17.164,\n","  'Taxa de entrega': '99,490%',\n","  'Total de aberturas únicas': 1.74,\n","  'Taxa de abertura únicas': '10,137%',\n","  'Total de cliques únicas': 109,\n","  'Taxa de cliques únicas': '0,635%',\n","  'Click-to-open rate': '6,26%',\n","  'Unsubscribe': 43,\n","  'Unsubscribe rate': '0,251%',\n","  'Vendas': 0,\n","  'Leads': 0,\n","  'Taxa de conversão': '0,00%',\n","  'Sem resposta': 0,\n","  'Não venda': 0,\n","  'Super quente': 0,\n","  'Quente': 0,\n","  'Frio': 0},\n"," {'E-mail': 'Referal_DU_BRA_PT_WILLZ_v3',\n","  'Régua/Campanha': 'Ação de referral',\n","  'UTM Campaign': 'referal_permanente',\n","  'Data do disparo': '18/10/22 (ter.)',\n","  'Dia da semana': 3,\n","  'Hora': '18:00',\n","  'Datetime': '2022-10-18 18:00',\n","  'Assunto': 'Indique um amigo e ganhe prêmios com a Willz',\n","  'Tem emoji?': 'Não',\n","  'Pre-header': '',\n","  'Formatação': 'Diagramação',\n","  'Objetivo': 'Vendas',\n","  'Segmentação': 'Leads Opp Ganha',\n","  'Número de leads': 219,\n","  'Entregas': 215,\n","  'Taxa de entrega': '98,174%',\n","  'Total de aberturas únicas': 78,\n","  'Taxa de abertura únicas': '36,279%',\n","  'Total de cliques únicas': 10,\n","  'Taxa de cliques únicas': '4,651%',\n","  'Click-to-open rate': '12,82%',\n","  'Unsubscribe': 9,\n","  'Unsubscribe rate': '4,186%',\n","  'Vendas': 0,\n","  'Leads': 0,\n","  'Taxa de conversão': '0,00%',\n","  'Sem resposta': 0,\n","  'Não venda': 0,\n","  'Super quente': 0,\n","  'Quente': 0,\n","  'Frio': 0},\n"," {'E-mail': 'AcabouDeChegar_RE_Brasil_PT_WILLZ_v5',\n","  'Régua/Campanha': 'Acabou de chegar',\n","  'UTM Campaign': 'acabou_de_chegar_221019',\n","  'Data do disparo': '19/10/22 (qua.)',\n","  'Dia da semana': 4,\n","  'Hora': '18:31',\n","  'Datetime': '2022-10-19 18:31',\n","  'Assunto': 'Veja só o que acabou de chegar na loja! 👀',\n","  'Tem emoji?': 'Sim',\n","  'Pre-header': '',\n","  'Formatação': 'Diagramação',\n","  'Objetivo': 'Vendas',\n","  'Segmentação': 'Leads Sem resposta e Não venda',\n","  'Número de leads': 17.188,\n","  'Entregas': 17.118,\n","  'Taxa de entrega': '99,593%',\n","  'Total de aberturas únicas': 2.958,\n","  'Taxa de abertura únicas': '17,280%',\n","  'Total de cliques únicas': 281,\n","  'Taxa de cliques únicas': '1,642%',\n","  'Click-to-open rate': '9,50%',\n","  'Unsubscribe': 37,\n","  'Unsubscribe rate': '0,216%',\n","  'Vendas': 0,\n","  'Leads': 9,\n","  'Taxa de conversão': '0,05%',\n","  'Sem resposta': 4,\n","  'Não venda': 0,\n","  'Super quente': 2,\n","  'Quente': 2,\n","  'Frio': 1},\n"," {'E-mail': 'AcabouDeChegar_RE_Brasil_PT_WILLZ_v6',\n","  'Régua/Campanha': 'Acabou de chegar',\n","  'UTM Campaign': 'acabou_de_chegar_221026',\n","  'Data do disparo': '26/10/22 (qua.)',\n","  'Dia da semana': 4,\n","  'Hora': '18:30',\n","  'Datetime': '2022-10-26 18:30',\n","  'Assunto': 'Os melhores achados do nosso catálogo 🔍',\n","  'Tem emoji?': 'Sim',\n","  'Pre-header': '',\n","  'Formatação': 'Diagramação',\n","  'Objetivo': 'Vendas',\n","  'Segmentação': 'Leads Sem resposta e Não venda',\n","  'Número de leads': 17.754,\n","  'Entregas': 17.647,\n","  'Taxa de entrega': '99,397%',\n","  'Total de aberturas únicas': 1.22,\n","  'Taxa de abertura únicas': '6,913%',\n","  'Total de cliques únicas': 101,\n","  'Taxa de cliques únicas': '0,572%',\n","  'Click-to-open rate': '8,28%',\n","  'Unsubscribe': 20,\n","  'Unsubscribe rate': '0,113%',\n","  'Vendas': 0,\n","  'Leads': 3,\n","  'Taxa de conversão': '0,02%',\n","  'Sem resposta': 0,\n","  'Não venda': 0,\n","  'Super quente': 0,\n","  'Quente': 1,\n","  'Frio': 2}]"]},"metadata":{},"execution_count":271}]},{"cell_type":"code","source":["df = pd.DataFrame(data=table.get_all_records())\n","df"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"rySU9t_Pd8Ud","executionInfo":{"status":"ok","timestamp":1666958524050,"user_tz":180,"elapsed":842,"user":{"displayName":"Pedro Pinheiro","userId":"01081182185391442301"}},"outputId":"5127e3d6-efba-4e47-c44d-cc54669a97e4"},"execution_count":272,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                                  E-mail    Régua/Campanha  \\\n","0                             Oi, Sumido  Acabou de chegar   \n","1                        Ação de referal  Ação de referral   \n","2              Ação de referal - Reenvio  Ação de referral   \n","3                          Sobre a Willz      Apresentação   \n","4                         Oi, Sumido #2A  Acabou de chegar   \n","5                         Oi, Sumido #2B  Acabou de chegar   \n","6                        E-mail Trade-In      Apresentação   \n","7             E-mail referral - Lembrete  Ação de referral   \n","8                    Acabou de chegar #3  Acabou de chegar   \n","9                    Acabou de chegar #4  Acabou de chegar   \n","10                  E-mail Preço Sincero      Apresentação   \n","11            Referal_DU_BRA_PT_WILLZ_v3  Ação de referral   \n","12  AcabouDeChegar_RE_Brasil_PT_WILLZ_v5  Acabou de chegar   \n","13  AcabouDeChegar_RE_Brasil_PT_WILLZ_v6  Acabou de chegar   \n","\n","               UTM Campaign  Data do disparo  Dia da semana   Hora  \\\n","0          acabou_de_chegar  15/09/22 (qui.)              5  11:02   \n","1        campanha_indicacao  20/09/22 (ter.)              3  15:21   \n","2        campanha_indicacao  22/09/22 (qui.)              5  10:52   \n","3             sobre_a_willz  26/09/22 (seg.)              2  16:03   \n","4          acabou_de_chegar  28/09/22 (qua.)              4  06:00   \n","5          acabou_de_chegar  28/09/22 (qua.)              4  15:00   \n","6            regua_emailmkt  03/10/22 (seg.)              2  15:30   \n","7                       N/A  04/10/22 (ter.)              3  15:00   \n","8   acabou_de_chegar_221006  06/10/22 (qui.)              5  14:30   \n","9   acabou_de_chegar_221013  13/10/22 (qui.)              5  11:00   \n","10           regua_emailmkt  17/10/22 (seg.)              2  15:00   \n","11       referal_permanente  18/10/22 (ter.)              3  18:00   \n","12  acabou_de_chegar_221019  19/10/22 (qua.)              4  18:31   \n","13  acabou_de_chegar_221026  26/10/22 (qua.)              4  18:30   \n","\n","            Datetime                                            Assunto  \\\n","0   2022-09-15 11:02  O carro que você está procurando pode estar po...   \n","1   2022-09-20 15:21       Indique um amigo e ganhe prêmios com a Willz   \n","2   2022-09-22 10:52  R$500 em gasolina ou um plano de revisão: você...   \n","3   2022-09-26 16:03                           Olá! Nós somos a Willz 😁   \n","4   2022-09-28 06:00          Veja só o que acabou de chegar na loja! 👀   \n","5   2022-09-28 15:00          Veja só o que acabou de chegar na loja! 👀   \n","6   2022-10-03 15:30                Seu carro vale um upgrade na Willz    \n","7   2022-10-04 15:00  Só até 16/10: ganhe uma revisão ou um vale gas...   \n","8   2022-10-06 14:30                           Tem carro novo na área 🚨   \n","9   2022-10-13 11:00  🧊 Congelamos o preço para você tirar o sonho d...   \n","10  2022-10-17 15:00                   Promoção pela metade do dobro? 🤔   \n","11  2022-10-18 18:00       Indique um amigo e ganhe prêmios com a Willz   \n","12  2022-10-19 18:31          Veja só o que acabou de chegar na loja! 👀   \n","13  2022-10-26 18:30            Os melhores achados do nosso catálogo 🔍   \n","\n","   Tem emoji?                                     Pre-header  ... Unsubscribe  \\\n","0         Sim                                                 ...          16   \n","1         Não                         Cupom válido até 16/10  ...           0   \n","2         Não                     Promoção válida até 16/10   ...           0   \n","3         Sim                                                 ...          16   \n","4         Sim  O carro que você procura pode estar por aqui   ...           7   \n","5         Sim  O carro que você procura pode estar por aqui   ...           7   \n","6         Não                  Troque de carro pagando menos  ...          21   \n","7         Não               Indique um amigo e ganhe prêmios  ...           0   \n","8         Sim   Será que o modelo dos seus sonhos está aqui?  ...          12   \n","9         Sim        Oferta por tempo limitado. Aproveite!    ...          33   \n","10        Sim               Conheça o preço sincero da Willz  ...          43   \n","11        Não                                                 ...           9   \n","12        Sim                                                 ...          37   \n","13        Sim                                                 ...          20   \n","\n","   Unsubscribe rate Vendas  Leads  Taxa de conversão Sem resposta  Não venda  \\\n","0            0,108%      1      6              0,04%            1          4   \n","1            0,000%      0      0              0,00%            0          0   \n","2            0,000%      0      0              0,00%            0          0   \n","3            0,102%      0      2              0,01%            0          1   \n","4            0,088%      0      1              0,01%            1          0   \n","5            0,087%      0      5              0,06%            1          3   \n","6            0,132%      0      7             0,044%            1          5   \n","7            0,000%      0      0              0,00%            0          0   \n","8            0,072%      0      8              0,05%            0          6   \n","9            0,196%      0      4              0,02%            0          4   \n","10           0,251%      0      0              0,00%            0          0   \n","11           4,186%      0      0              0,00%            0          0   \n","12           0,216%      0      9              0,05%            4          0   \n","13           0,113%      0      3              0,02%            0          0   \n","\n","   Super quente  Quente Frio  \n","0             1       0    0  \n","1             0       0    0  \n","2             0       0    0  \n","3             1       0    0  \n","4             0       0    0  \n","5             1       0    0  \n","6             1       0    0  \n","7             0       0    0  \n","8             2       0    0  \n","9             0       0    0  \n","10            0       0    0  \n","11            0       0    0  \n","12            2       2    1  \n","13            0       1    2  \n","\n","[14 rows x 31 columns]"],"text/html":["\n","  <div id=\"df-06bb6dc5-1527-443b-9dba-10719295116f\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>E-mail</th>\n","      <th>Régua/Campanha</th>\n","      <th>UTM Campaign</th>\n","      <th>Data do disparo</th>\n","      <th>Dia da semana</th>\n","      <th>Hora</th>\n","      <th>Datetime</th>\n","      <th>Assunto</th>\n","      <th>Tem emoji?</th>\n","      <th>Pre-header</th>\n","      <th>...</th>\n","      <th>Unsubscribe</th>\n","      <th>Unsubscribe rate</th>\n","      <th>Vendas</th>\n","      <th>Leads</th>\n","      <th>Taxa de conversão</th>\n","      <th>Sem resposta</th>\n","      <th>Não venda</th>\n","      <th>Super quente</th>\n","      <th>Quente</th>\n","      <th>Frio</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Oi, Sumido</td>\n","      <td>Acabou de chegar</td>\n","      <td>acabou_de_chegar</td>\n","      <td>15/09/22 (qui.)</td>\n","      <td>5</td>\n","      <td>11:02</td>\n","      <td>2022-09-15 11:02</td>\n","      <td>O carro que você está procurando pode estar po...</td>\n","      <td>Sim</td>\n","      <td></td>\n","      <td>...</td>\n","      <td>16</td>\n","      <td>0,108%</td>\n","      <td>1</td>\n","      <td>6</td>\n","      <td>0,04%</td>\n","      <td>1</td>\n","      <td>4</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Ação de referal</td>\n","      <td>Ação de referral</td>\n","      <td>campanha_indicacao</td>\n","      <td>20/09/22 (ter.)</td>\n","      <td>3</td>\n","      <td>15:21</td>\n","      <td>2022-09-20 15:21</td>\n","      <td>Indique um amigo e ganhe prêmios com a Willz</td>\n","      <td>Não</td>\n","      <td>Cupom válido até 16/10</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0,000%</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0,00%</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Ação de referal - Reenvio</td>\n","      <td>Ação de referral</td>\n","      <td>campanha_indicacao</td>\n","      <td>22/09/22 (qui.)</td>\n","      <td>5</td>\n","      <td>10:52</td>\n","      <td>2022-09-22 10:52</td>\n","      <td>R$500 em gasolina ou um plano de revisão: você...</td>\n","      <td>Não</td>\n","      <td>Promoção válida até 16/10</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0,000%</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0,00%</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Sobre a Willz</td>\n","      <td>Apresentação</td>\n","      <td>sobre_a_willz</td>\n","      <td>26/09/22 (seg.)</td>\n","      <td>2</td>\n","      <td>16:03</td>\n","      <td>2022-09-26 16:03</td>\n","      <td>Olá! Nós somos a Willz 😁</td>\n","      <td>Sim</td>\n","      <td></td>\n","      <td>...</td>\n","      <td>16</td>\n","      <td>0,102%</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>0,01%</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Oi, Sumido #2A</td>\n","      <td>Acabou de chegar</td>\n","      <td>acabou_de_chegar</td>\n","      <td>28/09/22 (qua.)</td>\n","      <td>4</td>\n","      <td>06:00</td>\n","      <td>2022-09-28 06:00</td>\n","      <td>Veja só o que acabou de chegar na loja! 👀</td>\n","      <td>Sim</td>\n","      <td>O carro que você procura pode estar por aqui</td>\n","      <td>...</td>\n","      <td>7</td>\n","      <td>0,088%</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0,01%</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>Oi, Sumido #2B</td>\n","      <td>Acabou de chegar</td>\n","      <td>acabou_de_chegar</td>\n","      <td>28/09/22 (qua.)</td>\n","      <td>4</td>\n","      <td>15:00</td>\n","      <td>2022-09-28 15:00</td>\n","      <td>Veja só o que acabou de chegar na loja! 👀</td>\n","      <td>Sim</td>\n","      <td>O carro que você procura pode estar por aqui</td>\n","      <td>...</td>\n","      <td>7</td>\n","      <td>0,087%</td>\n","      <td>0</td>\n","      <td>5</td>\n","      <td>0,06%</td>\n","      <td>1</td>\n","      <td>3</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>E-mail Trade-In</td>\n","      <td>Apresentação</td>\n","      <td>regua_emailmkt</td>\n","      <td>03/10/22 (seg.)</td>\n","      <td>2</td>\n","      <td>15:30</td>\n","      <td>2022-10-03 15:30</td>\n","      <td>Seu carro vale um upgrade na Willz</td>\n","      <td>Não</td>\n","      <td>Troque de carro pagando menos</td>\n","      <td>...</td>\n","      <td>21</td>\n","      <td>0,132%</td>\n","      <td>0</td>\n","      <td>7</td>\n","      <td>0,044%</td>\n","      <td>1</td>\n","      <td>5</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>E-mail referral - Lembrete</td>\n","      <td>Ação de referral</td>\n","      <td>N/A</td>\n","      <td>04/10/22 (ter.)</td>\n","      <td>3</td>\n","      <td>15:00</td>\n","      <td>2022-10-04 15:00</td>\n","      <td>Só até 16/10: ganhe uma revisão ou um vale gas...</td>\n","      <td>Não</td>\n","      <td>Indique um amigo e ganhe prêmios</td>\n","      <td>...</td>\n","      <td>0</td>\n","      <td>0,000%</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0,00%</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>Acabou de chegar #3</td>\n","      <td>Acabou de chegar</td>\n","      <td>acabou_de_chegar_221006</td>\n","      <td>06/10/22 (qui.)</td>\n","      <td>5</td>\n","      <td>14:30</td>\n","      <td>2022-10-06 14:30</td>\n","      <td>Tem carro novo na área 🚨</td>\n","      <td>Sim</td>\n","      <td>Será que o modelo dos seus sonhos está aqui?</td>\n","      <td>...</td>\n","      <td>12</td>\n","      <td>0,072%</td>\n","      <td>0</td>\n","      <td>8</td>\n","      <td>0,05%</td>\n","      <td>0</td>\n","      <td>6</td>\n","      <td>2</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>Acabou de chegar #4</td>\n","      <td>Acabou de chegar</td>\n","      <td>acabou_de_chegar_221013</td>\n","      <td>13/10/22 (qui.)</td>\n","      <td>5</td>\n","      <td>11:00</td>\n","      <td>2022-10-13 11:00</td>\n","      <td>🧊 Congelamos o preço para você tirar o sonho d...</td>\n","      <td>Sim</td>\n","      <td>Oferta por tempo limitado. Aproveite!</td>\n","      <td>...</td>\n","      <td>33</td>\n","      <td>0,196%</td>\n","      <td>0</td>\n","      <td>4</td>\n","      <td>0,02%</td>\n","      <td>0</td>\n","      <td>4</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>E-mail Preço Sincero</td>\n","      <td>Apresentação</td>\n","      <td>regua_emailmkt</td>\n","      <td>17/10/22 (seg.)</td>\n","      <td>2</td>\n","      <td>15:00</td>\n","      <td>2022-10-17 15:00</td>\n","      <td>Promoção pela metade do dobro? 🤔</td>\n","      <td>Sim</td>\n","      <td>Conheça o preço sincero da Willz</td>\n","      <td>...</td>\n","      <td>43</td>\n","      <td>0,251%</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0,00%</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>11</th>\n","      <td>Referal_DU_BRA_PT_WILLZ_v3</td>\n","      <td>Ação de referral</td>\n","      <td>referal_permanente</td>\n","      <td>18/10/22 (ter.)</td>\n","      <td>3</td>\n","      <td>18:00</td>\n","      <td>2022-10-18 18:00</td>\n","      <td>Indique um amigo e ganhe prêmios com a Willz</td>\n","      <td>Não</td>\n","      <td></td>\n","      <td>...</td>\n","      <td>9</td>\n","      <td>4,186%</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0,00%</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>12</th>\n","      <td>AcabouDeChegar_RE_Brasil_PT_WILLZ_v5</td>\n","      <td>Acabou de chegar</td>\n","      <td>acabou_de_chegar_221019</td>\n","      <td>19/10/22 (qua.)</td>\n","      <td>4</td>\n","      <td>18:31</td>\n","      <td>2022-10-19 18:31</td>\n","      <td>Veja só o que acabou de chegar na loja! 👀</td>\n","      <td>Sim</td>\n","      <td></td>\n","      <td>...</td>\n","      <td>37</td>\n","      <td>0,216%</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>0,05%</td>\n","      <td>4</td>\n","      <td>0</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>13</th>\n","      <td>AcabouDeChegar_RE_Brasil_PT_WILLZ_v6</td>\n","      <td>Acabou de chegar</td>\n","      <td>acabou_de_chegar_221026</td>\n","      <td>26/10/22 (qua.)</td>\n","      <td>4</td>\n","      <td>18:30</td>\n","      <td>2022-10-26 18:30</td>\n","      <td>Os melhores achados do nosso catálogo 🔍</td>\n","      <td>Sim</td>\n","      <td></td>\n","      <td>...</td>\n","      <td>20</td>\n","      <td>0,113%</td>\n","      <td>0</td>\n","      <td>3</td>\n","      <td>0,02%</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>2</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>14 rows × 31 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-06bb6dc5-1527-443b-9dba-10719295116f')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n","  </svg>\n","      </button>\n","      \n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      flex-wrap:wrap;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","      <script>\n","        const buttonEl =\n","          document.querySelector('#df-06bb6dc5-1527-443b-9dba-10719295116f button.colab-df-convert');\n","        buttonEl.style.display =\n","          google.colab.kernel.accessAllowed ? 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