Skip to content

Instantly share code, notes, and snippets.

@nportinari

nportinari/dados-anatel-jul.ipynb

Created September 11, 2018 22:54
Show Gist options
  • Save nportinari/d96462a699572f18ac06be55ea596cf2 to your computer and use it in GitHub Desktop.
Save nportinari/d96462a699572f18ac06be55ea596cf2 to your computer and use it in GitHub Desktop.
Download ZIP
Dados Anatel (jul).ipynb
Display the source blob
Display the rendered blob
Raw
dados-anatel-jul.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Dados Anatel (jul).ipynb",
"version": "0.3.2",
"provenance": [],
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"[View in Colaboratory](https://colab.research.google.com/gist/nportinari/d96462a699572f18ac06be55ea596cf2/dados-anatel-jul.ipynb)"
]
},
{
"metadata": {
"id": "6UlaXNYdqjja",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Com base nos dados abertos da Anatel, é possível construir uma série histórica das telecomunicações no Brasil desde 2007.\n",
"\n",
"Os dados estão separados por tipo de acesso (telefonia móvel, banda larga, televisão), por empresa, por tecnologia e por município."
]
},
{
"metadata": {
"id": "D0ywN4skqjjb",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"import pandas as pd\n",
"import seaborn as sb\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import io\n",
"\n",
"get_ipython().run_line_magic('matplotlib', 'inline')\n",
"low_memory = False\n",
"\n",
"pd.options.display.max_columns = 80\n",
"pd.options.display.max_rows = 90"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "3_n51850rZW2",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"!pip install -U -q PyDrive \n",
"\n",
"from pydrive.auth import GoogleAuth\n",
"from pydrive.drive import GoogleDrive\n",
"from google.colab import auth\n",
"from oauth2client.client import GoogleCredentials\n",
"\n",
"auth.authenticate_user()\n",
"gauth = GoogleAuth()\n",
"gauth.credentials = GoogleCredentials.get_application_default()\n",
"drive = GoogleDrive(gauth)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "SGN76DBJqjjh",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"<h2> Acessos de banda larga por grupo (2007-2018) </h2>"
]
},
{
"metadata": {
"id": "3vezxSNoqjjh",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"# SCM são serviços multimídia (acesso à internet), via fibra, xDSL, Spread Spectrum etc.\n",
"# Todos esses dados estão no sistema de dados abertos da Anatel: https://cloud.anatel.gov.br/index.php/s/TpaFAwSw7RPfBa8?path=%2F\n",
"\n",
"file_2007_2010 = drive.CreateFile({'id':'10u9LcqcWQR39Pbd2YaPKSleBpzg2Xwuh'})\n",
"file_2007_2010.GetContentFile('file_2007_2010') \n",
"file_2011_2012 = drive.CreateFile({'id':'1p0fc7adPudrRs9m5FH_kzDaMzwksKciZ'})\n",
"file_2011_2012.GetContentFile('file_2011_2012') \n",
"file_2013_2014 = drive.CreateFile({'id':'1s2Vd1_YzkWWoUg4CM8TWzB0pHD5LVKgw'})\n",
"file_2013_2014.GetContentFile('file_2013_2014') \n",
"file_2015_2018 = drive.CreateFile({'id':'1Mc5HQcBep4doYKTaPPUo_SbbqUZvw8zr'})\n",
"file_2015_2018.GetContentFile('file_2015_2018') "
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "vEjpaVrvqjjl",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"empresa_2007_2010 = pd.read_csv('file_2007_2010', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"empresa_2011_2012 = pd.read_csv('file_2011_2012', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"empresa_2013_2014 = pd.read_csv('file_2013_2014', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"empresa_2015_2018 = pd.read_csv('file_2015_2018', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"\n",
"# As linhas abaixo substituem os valores nulos por 0.\n",
"\n",
"empresa_2007_2010.fillna(value=0, inplace = True)\n",
"empresa_2011_2012.fillna(value=0, inplace = True)\n",
"empresa_2013_2014.fillna(value=0, inplace = True)\n",
"empresa_2015_2018.fillna(value=0, inplace = True)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "ONBmZjYLqjjp",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"# Funciona, com essas tabelas, o método \"merge\", já que os grupos (ex.: Oi, Claro) aparecem apenas uma vez em cada tabela\n",
"\n",
"empresas = pd.merge(empresa_2007_2010, empresa_2011_2012, how ='outer')\n",
"empresas = pd.merge(empresas, empresa_2013_2014, how ='outer')\n",
"empresas = pd.merge(empresas, empresa_2015_2018, how ='outer')"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "aqlZsVnOqjjt",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 326
},
"outputId": "5fc23e68-ff27-41f8-ef0e-b8730a8633f9"
},
"cell_type": "code",
"source": [
"pd.options.display.max_columns = 300\n",
"empresas.sort_values(by='2007-03', ascending=False).head(5)"
],
"execution_count": 71,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Autorizada</th>\n",
" <th>2007-03</th>\n",
" <th>2007-06</th>\n",
" <th>2007-09</th>\n",
" <th>2007-12</th>\n",
" <th>2008-03</th>\n",
" <th>2008-06</th>\n",
" <th>2008-09</th>\n",
" <th>2008-12</th>\n",
" <th>2009-03</th>\n",
" <th>2009-06</th>\n",
" <th>2009-09</th>\n",
" <th>2009-12</th>\n",
" <th>2010-03</th>\n",
" <th>2010-06</th>\n",
" <th>2010-09</th>\n",
" <th>2010-12</th>\n",
" <th>2011-01</th>\n",
" <th>2011-02</th>\n",
" <th>2011-03</th>\n",
" <th>2011-04</th>\n",
" <th>2011-05</th>\n",
" <th>2011-06</th>\n",
" <th>2011-07</th>\n",
" <th>2011-08</th>\n",
" <th>2011-09</th>\n",
" <th>2011-10</th>\n",
" <th>2011-11</th>\n",
" <th>2011-12</th>\n",
" <th>2012-01</th>\n",
" <th>2012-02</th>\n",
" <th>2012-03</th>\n",
" <th>2012-04</th>\n",
" <th>2012-05</th>\n",
" <th>2012-06</th>\n",
" <th>2012-07</th>\n",
" <th>2012-08</th>\n",
" <th>2012-09</th>\n",
" <th>2012-10</th>\n",
" <th>2012-11</th>\n",
" <th>2012-12</th>\n",
" <th>2013-01</th>\n",
" <th>2013-02</th>\n",
" <th>2013-03</th>\n",
" <th>2013-04</th>\n",
" <th>2013-05</th>\n",
" <th>2013-06</th>\n",
" <th>2013-07</th>\n",
" <th>2013-08</th>\n",
" <th>2013-09</th>\n",
" <th>2013-10</th>\n",
" <th>2013-11</th>\n",
" <th>2013-12</th>\n",
" <th>2014-01</th>\n",
" <th>2014-02</th>\n",
" <th>2014-03</th>\n",
" <th>2014-04</th>\n",
" <th>2014-05</th>\n",
" <th>2014-06</th>\n",
" <th>2014-07</th>\n",
" <th>2014-08</th>\n",
" <th>2014-09</th>\n",
" <th>2014-10</th>\n",
" <th>2014-11</th>\n",
" <th>2014-12</th>\n",
" <th>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>TELEFÔNICA BRASIL S.A.</td>\n",
" <td>1978764.0</td>\n",
" <td>1884609.0</td>\n",
" <td>2031780.0</td>\n",
" <td>2151862.0</td>\n",
" <td>2253690.0</td>\n",
" <td>2304915.0</td>\n",
" <td>2497340.0</td>\n",
" <td>2612872.0</td>\n",
" <td>2638199.0</td>\n",
" <td>2950455.0</td>\n",
" <td>2825770.0</td>\n",
" <td>2878951.0</td>\n",
" <td>3037833.0</td>\n",
" <td>3205317.0</td>\n",
" <td>3360141.0</td>\n",
" <td>3517407.0</td>\n",
" <td>3319114.0</td>\n",
" <td>3339523.0</td>\n",
" <td>3384770.0</td>\n",
" <td>3409036.0</td>\n",
" <td>3467181.0</td>\n",
" <td>3482076.0</td>\n",
" <td>3497551.0</td>\n",
" <td>3528739.0</td>\n",
" <td>3557912.0</td>\n",
" <td>3586541.0</td>\n",
" <td>3611809.0</td>\n",
" <td>3634565.0</td>\n",
" <td>3677519.0</td>\n",
" <td>3687140.0</td>\n",
" <td>3703808.0</td>\n",
" <td>3707901.0</td>\n",
" <td>3738840.0</td>\n",
" <td>3702995.0</td>\n",
" <td>3749246.0</td>\n",
" <td>3766988.0</td>\n",
" <td>3779622.0</td>\n",
" <td>3787737.0</td>\n",
" <td>3775406.0</td>\n",
" <td>3768845.0</td>\n",
" <td>3772486.0</td>\n",
" <td>3778484.0</td>\n",
" <td>3795984.0</td>\n",
" <td>3834399.0</td>\n",
" <td>3869803.0</td>\n",
" <td>3899005.0</td>\n",
" <td>3921149.0</td>\n",
" <td>3923081.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4291417.0</td>\n",
" <td>4306036.0</td>\n",
" <td>4310693.0</td>\n",
" <td>4319918.0</td>\n",
" <td>4332454.0</td>\n",
" <td>4209654.0</td>\n",
" <td>4363685.0</td>\n",
" <td>4368767.0</td>\n",
" <td>4377869.0</td>\n",
" <td>4342636.0</td>\n",
" <td>4286202.0</td>\n",
" <td>4222531.0</td>\n",
" <td>4131966.0</td>\n",
" <td>4101414.0</td>\n",
" <td>4087064.0</td>\n",
" <td>4089854.0</td>\n",
" <td>4087029.0</td>\n",
" <td>4096883.0</td>\n",
" <td>4098938.0</td>\n",
" <td>4097230.0</td>\n",
" <td>4099611.0</td>\n",
" <td>4095855.0</td>\n",
" <td>4099512.0</td>\n",
" <td>4104697.0</td>\n",
" <td>4097583.0</td>\n",
" <td>4090813.0</td>\n",
" <td>4084263.0</td>\n",
" <td>4086902.0</td>\n",
" <td>4112417.0</td>\n",
" <td>7415672.0</td>\n",
" <td>7413566.0</td>\n",
" <td>7427272.0</td>\n",
" <td>7448719.0</td>\n",
" <td>7464782.0</td>\n",
" <td>7484644.0</td>\n",
" <td>7502190.0</td>\n",
" <td>7486371.0</td>\n",
" <td>7476913.0</td>\n",
" <td>7448532.0</td>\n",
" <td>7458305.0</td>\n",
" <td>7490952.0</td>\n",
" <td>7528231.0</td>\n",
" <td>7556297.0</td>\n",
" <td>7579358.0</td>\n",
" <td>7591067.0</td>\n",
" <td>7610757.0</td>\n",
" <td>7609660.0</td>\n",
" <td>7601005.0</td>\n",
" <td>7598828.0</td>\n",
" <td>7584949.0</td>\n",
" <td>7592076.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>BRASIL TELECOM S.A.</td>\n",
" <td>1430460.0</td>\n",
" <td>1513475.0</td>\n",
" <td>1619003.0</td>\n",
" <td>1724271.0</td>\n",
" <td>1821477.0</td>\n",
" <td>1889552.0</td>\n",
" <td>1936702.0</td>\n",
" <td>1975856.0</td>\n",
" <td>2022397.0</td>\n",
" <td>2057538.0</td>\n",
" <td>2082801.0</td>\n",
" <td>2138222.0</td>\n",
" <td>2197381.0</td>\n",
" <td>2346961.0</td>\n",
" <td>2232344.0</td>\n",
" <td>2080852.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>TELEMAR NORTE LESTE S.A.</td>\n",
" <td>1424979.0</td>\n",
" <td>1505835.0</td>\n",
" <td>1639438.0</td>\n",
" <td>1773690.0</td>\n",
" <td>1940299.0</td>\n",
" <td>2063185.0</td>\n",
" <td>2190072.0</td>\n",
" <td>2297030.0</td>\n",
" <td>2400702.0</td>\n",
" <td>2483063.0</td>\n",
" <td>2554016.0</td>\n",
" <td>2605317.0</td>\n",
" <td>2660130.0</td>\n",
" <td>2699396.0</td>\n",
" <td>2741622.0</td>\n",
" <td>2788630.0</td>\n",
" <td>2816121.0</td>\n",
" <td>2865517.0</td>\n",
" <td>2909141.0</td>\n",
" <td>2945223.0</td>\n",
" <td>2983665.0</td>\n",
" <td>3012235.0</td>\n",
" <td>3056576.0</td>\n",
" <td>3089955.0</td>\n",
" <td>3114099.0</td>\n",
" <td>3144664.0</td>\n",
" <td>3187797.0</td>\n",
" <td>3226959.0</td>\n",
" <td>3270133.0</td>\n",
" <td>3312068.0</td>\n",
" <td>3382555.0</td>\n",
" <td>3430435.0</td>\n",
" <td>3478575.0</td>\n",
" <td>3514406.0</td>\n",
" <td>3571681.0</td>\n",
" <td>3622380.0</td>\n",
" <td>3659660.0</td>\n",
" <td>3696978.0</td>\n",
" <td>3771241.0</td>\n",
" <td>3802657.0</td>\n",
" <td>3842279.0</td>\n",
" <td>3872794.0</td>\n",
" <td>3893504.0</td>\n",
" <td>3957230.0</td>\n",
" <td>3976104.0</td>\n",
" <td>3988024.0</td>\n",
" <td>4007714.0</td>\n",
" <td>4023897.0</td>\n",
" <td>4038571.0</td>\n",
" <td>4045844.0</td>\n",
" <td>4046894.0</td>\n",
" <td>4005015.0</td>\n",
" <td>4001627.0</td>\n",
" <td>4003114.0</td>\n",
" <td>4010638.0</td>\n",
" <td>4005614.0</td>\n",
" <td>4009270.0</td>\n",
" <td>4001752.0</td>\n",
" <td>3978675.0</td>\n",
" <td>3985882.0</td>\n",
" <td>3989525.0</td>\n",
" <td>3996923.0</td>\n",
" <td>4003518.0</td>\n",
" <td>3992208.0</td>\n",
" <td>3986895.0</td>\n",
" <td>3974178.0</td>\n",
" <td>3958555.0</td>\n",
" <td>3941506.0</td>\n",
" <td>3932905.0</td>\n",
" <td>3912418.0</td>\n",
" <td>3911733.0</td>\n",
" <td>3905204.0</td>\n",
" <td>3894431.0</td>\n",
" <td>3893076.0</td>\n",
" <td>3891764.0</td>\n",
" <td>3881491.0</td>\n",
" <td>3882549.0</td>\n",
" <td>3880197.0</td>\n",
" <td>3870317.0</td>\n",
" <td>3867376.0</td>\n",
" <td>3870126.0</td>\n",
" <td>3870787.0</td>\n",
" <td>3879821.0</td>\n",
" <td>3868725.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>NET SAO PAULO LTDA</td>\n",
" <td>311312.0</td>\n",
" <td>351593.0</td>\n",
" <td>399113.0</td>\n",
" <td>437574.0</td>\n",
" <td>474572.0</td>\n",
" <td>519363.0</td>\n",
" <td>579325.0</td>\n",
" <td>610467.0</td>\n",
" <td>645168.0</td>\n",
" <td>677935.0</td>\n",
" <td>728726.0</td>\n",
" <td>752000.0</td>\n",
" <td>775917.0</td>\n",
" <td>804177.0</td>\n",
" <td>861969.0</td>\n",
" <td>907130.0</td>\n",
" <td>920253.0</td>\n",
" <td>933462.0</td>\n",
" <td>948893.0</td>\n",
" <td>960279.0</td>\n",
" <td>974755.0</td>\n",
" <td>993796.0</td>\n",
" <td>1017771.0</td>\n",
" <td>1041192.0</td>\n",
" <td>1061177.0</td>\n",
" <td>1077055.0</td>\n",
" <td>1091522.0</td>\n",
" <td>1106450.0</td>\n",
" <td>1123909.0</td>\n",
" <td>1140436.0</td>\n",
" <td>1160836.0</td>\n",
" <td>1178458.0</td>\n",
" <td>1202084.0</td>\n",
" <td>1220419.0</td>\n",
" <td>1241831.0</td>\n",
" <td>1265507.0</td>\n",
" <td>1282831.0</td>\n",
" <td>1301662.0</td>\n",
" <td>1317808.0</td>\n",
" <td>1326890.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>NET+PHONE TELECOMUNICAÇÕES LTDA</td>\n",
" <td>203885.0</td>\n",
" <td>217233.0</td>\n",
" <td>225767.0</td>\n",
" <td>231420.0</td>\n",
" <td>237360.0</td>\n",
" <td>243190.0</td>\n",
" <td>266488.0</td>\n",
" <td>272873.0</td>\n",
" <td>275480.0</td>\n",
" <td>278005.0</td>\n",
" <td>280559.0</td>\n",
" <td>254157.0</td>\n",
" <td>226046.0</td>\n",
" <td>196821.0</td>\n",
" <td>168808.0</td>\n",
" <td>140621.0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Autorizada 2007-03 2007-06 2007-09 \\\n",
"0 TELEFÔNICA BRASIL S.A. 1978764.0 1884609.0 2031780.0 \n",
"2 BRASIL TELECOM S.A. 1430460.0 1513475.0 1619003.0 \n",
"1 TELEMAR NORTE LESTE S.A. 1424979.0 1505835.0 1639438.0 \n",
"5 NET SAO PAULO LTDA 311312.0 351593.0 399113.0 \n",
"11 NET+PHONE TELECOMUNICAÇÕES LTDA 203885.0 217233.0 225767.0 \n",
"\n",
" 2007-12 2008-03 2008-06 2008-09 2008-12 2009-03 \\\n",
"0 2151862.0 2253690.0 2304915.0 2497340.0 2612872.0 2638199.0 \n",
"2 1724271.0 1821477.0 1889552.0 1936702.0 1975856.0 2022397.0 \n",
"1 1773690.0 1940299.0 2063185.0 2190072.0 2297030.0 2400702.0 \n",
"5 437574.0 474572.0 519363.0 579325.0 610467.0 645168.0 \n",
"11 231420.0 237360.0 243190.0 266488.0 272873.0 275480.0 \n",
"\n",
" 2009-06 2009-09 2009-12 2010-03 2010-06 2010-09 \\\n",
"0 2950455.0 2825770.0 2878951.0 3037833.0 3205317.0 3360141.0 \n",
"2 2057538.0 2082801.0 2138222.0 2197381.0 2346961.0 2232344.0 \n",
"1 2483063.0 2554016.0 2605317.0 2660130.0 2699396.0 2741622.0 \n",
"5 677935.0 728726.0 752000.0 775917.0 804177.0 861969.0 \n",
"11 278005.0 280559.0 254157.0 226046.0 196821.0 168808.0 \n",
"\n",
" 2010-12 2011-01 2011-02 2011-03 2011-04 2011-05 \\\n",
"0 3517407.0 3319114.0 3339523.0 3384770.0 3409036.0 3467181.0 \n",
"2 2080852.0 NaN NaN NaN NaN NaN \n",
"1 2788630.0 2816121.0 2865517.0 2909141.0 2945223.0 2983665.0 \n",
"5 907130.0 920253.0 933462.0 948893.0 960279.0 974755.0 \n",
"11 140621.0 NaN NaN NaN NaN NaN \n",
"\n",
" 2011-06 2011-07 2011-08 2011-09 2011-10 2011-11 \\\n",
"0 3482076.0 3497551.0 3528739.0 3557912.0 3586541.0 3611809.0 \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"1 3012235.0 3056576.0 3089955.0 3114099.0 3144664.0 3187797.0 \n",
"5 993796.0 1017771.0 1041192.0 1061177.0 1077055.0 1091522.0 \n",
"11 NaN NaN NaN NaN NaN NaN \n",
"\n",
" 2011-12 2012-01 2012-02 2012-03 2012-04 2012-05 \\\n",
"0 3634565.0 3677519.0 3687140.0 3703808.0 3707901.0 3738840.0 \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"1 3226959.0 3270133.0 3312068.0 3382555.0 3430435.0 3478575.0 \n",
"5 1106450.0 1123909.0 1140436.0 1160836.0 1178458.0 1202084.0 \n",
"11 NaN NaN NaN NaN NaN NaN \n",
"\n",
" 2012-06 2012-07 2012-08 2012-09 2012-10 2012-11 \\\n",
"0 3702995.0 3749246.0 3766988.0 3779622.0 3787737.0 3775406.0 \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"1 3514406.0 3571681.0 3622380.0 3659660.0 3696978.0 3771241.0 \n",
"5 1220419.0 1241831.0 1265507.0 1282831.0 1301662.0 1317808.0 \n",
"11 NaN NaN NaN NaN NaN NaN \n",
"\n",
" 2012-12 2013-01 2013-02 2013-03 2013-04 2013-05 \\\n",
"0 3768845.0 3772486.0 3778484.0 3795984.0 3834399.0 3869803.0 \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"1 3802657.0 3842279.0 3872794.0 3893504.0 3957230.0 3976104.0 \n",
"5 1326890.0 NaN NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN NaN NaN \n",
"\n",
" 2013-06 2013-07 2013-08 2013-09 2013-10 2013-11 \\\n",
"0 3899005.0 3921149.0 3923081.0 0.0 0.0 4291417.0 \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"1 3988024.0 4007714.0 4023897.0 4038571.0 4045844.0 4046894.0 \n",
"5 NaN NaN NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN NaN NaN \n",
"\n",
" 2013-12 2014-01 2014-02 2014-03 2014-04 2014-05 \\\n",
"0 4306036.0 4310693.0 4319918.0 4332454.0 4209654.0 4363685.0 \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"1 4005015.0 4001627.0 4003114.0 4010638.0 4005614.0 4009270.0 \n",
"5 NaN NaN NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN NaN NaN \n",
"\n",
" 2014-06 2014-07 2014-08 2014-09 2014-10 2014-11 \\\n",
"0 4368767.0 4377869.0 4342636.0 4286202.0 4222531.0 4131966.0 \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"1 4001752.0 3978675.0 3985882.0 3989525.0 3996923.0 4003518.0 \n",
"5 NaN NaN NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN NaN NaN \n",
"\n",
" 2014-12 2015-01 2015-02 2015-03 2015-04 2015-05 \\\n",
"0 4101414.0 4087064.0 4089854.0 4087029.0 4096883.0 4098938.0 \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"1 3992208.0 3986895.0 3974178.0 3958555.0 3941506.0 3932905.0 \n",
"5 NaN NaN NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN NaN NaN \n",
"\n",
" 2015-06 2015-07 2015-08 2015-09 2015-10 2015-11 \\\n",
"0 4097230.0 4099611.0 4095855.0 4099512.0 4104697.0 4097583.0 \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"1 3912418.0 3911733.0 3905204.0 3894431.0 3893076.0 3891764.0 \n",
"5 NaN NaN NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN NaN NaN \n",
"\n",
" 2015-12 2016-01 2016-02 2016-03 2016-04 2016-05 \\\n",
"0 4090813.0 4084263.0 4086902.0 4112417.0 7415672.0 7413566.0 \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"1 3881491.0 3882549.0 3880197.0 3870317.0 3867376.0 3870126.0 \n",
"5 NaN NaN NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN NaN NaN \n",
"\n",
" 2016-06 2016-07 2016-08 2016-09 2016-10 2016-11 \\\n",
"0 7427272.0 7448719.0 7464782.0 7484644.0 7502190.0 7486371.0 \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"1 3870787.0 3879821.0 3868725.0 0.0 0.0 0.0 \n",
"5 NaN NaN NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN NaN NaN \n",
"\n",
" 2016-12 2017-01 2017-02 2017-03 2017-04 2017-05 \\\n",
"0 7476913.0 7448532.0 7458305.0 7490952.0 7528231.0 7556297.0 \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"1 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"5 NaN NaN NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN NaN NaN \n",
"\n",
" 2017-06 2017-07 2017-08 2017-09 2017-10 2017-11 \\\n",
"0 7579358.0 7591067.0 7610757.0 7609660.0 7601005.0 7598828.0 \n",
"2 NaN NaN NaN NaN NaN NaN \n",
"1 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"5 NaN NaN NaN NaN NaN NaN \n",
"11 NaN NaN NaN NaN NaN NaN \n",
"\n",
" 2017-12 2018-01 \n",
"0 7584949.0 7592076.0 \n",
"2 NaN NaN \n",
"1 0.0 0.0 \n",
"5 NaN NaN \n",
"11 NaN NaN "
]
},
"metadata": {
"tags": []
},
"execution_count": 71
}
]
},
{
"metadata": {
"id": "BaVe_X0Oqjj9",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"A Oi, que tinha 45% dos acessos de banda larga, tem só 22% hoje. A Telefônica também perdeu mercado, de 34% para 26%. Claro cresceu de 9% para 31%; as pequenas, de 9% para 16%."
]
},
{
"metadata": {
"id": "7QFBXQKGqjkb",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"<h2> Importando dados por município </h2>"
]
},
{
"metadata": {
"id": "GgoHoZIWzuwH",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"file2_2007_2010 = drive.CreateFile({'id':'1S00QRspNOHr996NzKa9t_bQ2TMJgG6cp'})\n",
"file2_2007_2010.GetContentFile('file2_2007_2010') \n",
"file2_2011_2012 = drive.CreateFile({'id':'1mfHkuRVsQHAdkQCZHZzJ0ds1mzNBUSGP'})\n",
"file2_2011_2012.GetContentFile('file2_2011_2012') \n",
"file2_2013_2014 = drive.CreateFile({'id':'1WtBy0DwZ12cgEoADtcLdT6N9K68i1Kxf'})\n",
"file2_2013_2014.GetContentFile('file2_2013_2014') \n",
"file2_2015_2018 = drive.CreateFile({'id':'1r6flKqXMg5dbXCFJzL7wac9t6IAcgb-Z'})\n",
"file2_2015_2018.GetContentFile('file2_2015_2018') \n",
"\n",
"file_populacao = drive.CreateFile({'id':'1ctJ_wv2vPBBZmGDBBuHmpJ64p3KBpAsb'})\n",
"file_populacao.GetContentFile('populacao_2010.csv')\n",
"file_idh = drive.CreateFile({'id':'10RI0gRNVkP0NxJ6K18fO4XPPJ3GnXsjC'})\n",
"file_idh.GetContentFile('idh.csv')\n",
"\n",
"municipio_2007_2010 = pd.read_csv('file2_2007_2010', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"municipio_2011_2012 = pd.read_csv('file2_2011_2012', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"municipio_2013_2014 = pd.read_csv('file2_2013_2014', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"municipio_2015_2018 = pd.read_csv('file2_2015_2018', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"\n",
"pop_municipio = pd.read_csv('populacao_2010.csv', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"idh_municipio = pd.read_csv('idh.csv', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"\n",
"pop_municipio.replace(np.nan, '', inplace=True)\n",
"pop_municipio['Município'] = pop_municipio['Município'].map(lambda x: x.strip())\n",
"idh_municipio.replace(np.nan, '', inplace=True)\n",
"idh_municipio['Município'] = idh_municipio['Município'].map(lambda x: x.strip())\n",
"\n",
"municipio_2007_2010.fillna(value=0, inplace = True)\n",
"municipio_2011_2012.fillna(value=0, inplace = True)\n",
"municipio_2013_2014.fillna(value=0, inplace = True)\n",
"municipio_2015_2018.fillna(value=0, inplace = True)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "cZ8uhObxqjkg",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"acessos_municipio = pd.merge(municipio_2007_2010, municipio_2011_2012, how='outer')\n",
"acessos_municipio = pd.merge(acessos_municipio, municipio_2013_2014, how='outer')\n",
"acessos_municipio = pd.merge(acessos_municipio, municipio_2015_2018, how='outer')"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "tAsDAkx3qjkk",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 2899
},
"outputId": "eafe9898-c612-4134-ff02-b3230df8cd7e"
},
"cell_type": "code",
"source": [
"idh_municipio['Município'] = idh_municipio['Município'] + '*' + idh_municipio['UF']\n",
"idh_municipio.drop('UF', axis = 1)\n",
"pop_municipio['Município'] = pop_municipio['Município'] + '*' + pop_municipio['UF']\n",
"pop_municipio.drop('UF', axis = 1)"
],
"execution_count": 9,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Município</th>\n",
" <th>População</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Alta Floresta D'Oeste*RO</td>\n",
" <td>24392</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Ariquemes*RO</td>\n",
" <td>90353</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Cabixi*RO</td>\n",
" <td>6313</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Cacoal*RO</td>\n",
" <td>78574</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Cerejeiras*RO</td>\n",
" <td>17029</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Colorado do Oeste*RO</td>\n",
" <td>18591</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Corumbiara*RO</td>\n",
" <td>8783</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Costa Marques*RO</td>\n",
" <td>13678</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Espigão D'Oeste*RO</td>\n",
" <td>28729</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Guajará-Mirim*RO</td>\n",
" <td>41656</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Jaru*RO</td>\n",
" <td>52005</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Ji-Paraná*RO</td>\n",
" <td>116610</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Machadinho D'Oeste*RO</td>\n",
" <td>31135</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Nova Brasilândia D'Oeste*RO</td>\n",
" <td>19874</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Ouro Preto do Oeste*RO</td>\n",
" <td>37928</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Pimenta Bueno*RO</td>\n",
" <td>33822</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Porto Velho*RO</td>\n",
" <td>428527</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Presidente Médici*RO</td>\n",
" <td>22319</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Rio Crespo*RO</td>\n",
" <td>3316</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Rolim de Moura*RO</td>\n",
" <td>50648</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Santa Luzia D'Oeste*RO</td>\n",
" <td>8886</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Vilhena*RO</td>\n",
" <td>76202</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>São Miguel do Guaporé*RO</td>\n",
" <td>21828</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Nova Mamoré*RO</td>\n",
" <td>22546</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Alvorada D'Oeste*RO</td>\n",
" <td>16853</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Alto Alegre dos Parecis*RO</td>\n",
" <td>12816</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Alto Paraíso*RO</td>\n",
" <td>17135</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Buritis*RO</td>\n",
" <td>32383</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Novo Horizonte do Oeste*RO</td>\n",
" <td>10240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Cacaulândia*RO</td>\n",
" <td>5736</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Campo Novo de Rondônia*RO</td>\n",
" <td>12665</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Candeias do Jamari*RO</td>\n",
" <td>19779</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Castanheiras*RO</td>\n",
" <td>3575</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Chupinguaia*RO</td>\n",
" <td>8301</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Cujubim*RO</td>\n",
" <td>15854</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Governador Jorge Teixeira*RO</td>\n",
" <td>10512</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Itapuã do Oeste*RO</td>\n",
" <td>8566</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Ministro Andreazza*RO</td>\n",
" <td>10352</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>Mirante da Serra*RO</td>\n",
" <td>11878</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>Monte Negro*RO</td>\n",
" <td>14091</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>Nova União*RO</td>\n",
" <td>7493</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>Parecis*RO</td>\n",
" <td>4810</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>Pimenteiras do Oeste*RO</td>\n",
" <td>2315</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>Primavera de Rondônia*RO</td>\n",
" <td>3524</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>São Felipe D'Oeste*RO</td>\n",
" <td>6018</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5520</th>\n",
" <td>Santa Fé de Goiás*GO</td>\n",
" <td>4762</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5521</th>\n",
" <td>Santa Helena de Goiás*GO</td>\n",
" <td>36469</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5522</th>\n",
" <td>Santa Isabel*GO</td>\n",
" <td>3686</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5523</th>\n",
" <td>Santa Rita do Araguaia*GO</td>\n",
" <td>6924</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5524</th>\n",
" <td>Santa Rita do Novo Destino*GO</td>\n",
" <td>3173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5525</th>\n",
" <td>Santa Rosa de Goiás*GO</td>\n",
" <td>2909</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5526</th>\n",
" <td>Santa Tereza de Goiás*GO</td>\n",
" <td>3995</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5527</th>\n",
" <td>Santa Terezinha de Goiás*GO</td>\n",
" <td>10302</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5528</th>\n",
" <td>Santo Antônio da Barra*GO</td>\n",
" <td>4423</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5529</th>\n",
" <td>Santo Antônio de Goiás*GO</td>\n",
" <td>4703</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5530</th>\n",
" <td>Santo Antônio do Descoberto*GO</td>\n",
" <td>63248</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5531</th>\n",
" <td>São Domingos*GO</td>\n",
" <td>11272</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5532</th>\n",
" <td>São Francisco de Goiás*GO</td>\n",
" <td>6120</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5533</th>\n",
" <td>São João d'Aliança*GO</td>\n",
" <td>10257</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5534</th>\n",
" <td>São João da Paraúna*GO</td>\n",
" <td>1689</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5535</th>\n",
" <td>São Luís de Montes Belos*GO</td>\n",
" <td>30034</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5536</th>\n",
" <td>São Luiz do Norte*GO</td>\n",
" <td>4617</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5537</th>\n",
" <td>São Miguel do Araguaia*GO</td>\n",
" <td>22283</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5538</th>\n",
" <td>São Miguel do Passa Quatro*GO</td>\n",
" <td>3757</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5539</th>\n",
" <td>São Patrício*GO</td>\n",
" <td>1991</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5540</th>\n",
" <td>São Simão*GO</td>\n",
" <td>17088</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5541</th>\n",
" <td>Senador Canedo*GO</td>\n",
" <td>84443</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5542</th>\n",
" <td>Serranópolis*GO</td>\n",
" <td>7481</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5543</th>\n",
" <td>Silvânia*GO</td>\n",
" <td>19089</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5544</th>\n",
" <td>Simolândia*GO</td>\n",
" <td>6514</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5545</th>\n",
" <td>Sítio d'Abadia*GO</td>\n",
" <td>2825</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5546</th>\n",
" <td>Taquaral de Goiás*GO</td>\n",
" <td>3541</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5547</th>\n",
" <td>Teresina de Goiás*GO</td>\n",
" <td>3016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5548</th>\n",
" <td>Terezópolis de Goiás*GO</td>\n",
" <td>6561</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5549</th>\n",
" <td>Três Ranchos*GO</td>\n",
" <td>2819</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5550</th>\n",
" <td>Trindade*GO</td>\n",
" <td>104488</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5551</th>\n",
" <td>Trombas*GO</td>\n",
" <td>3452</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5552</th>\n",
" <td>Turvânia*GO</td>\n",
" <td>4839</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5553</th>\n",
" <td>Turvelândia*GO</td>\n",
" <td>4399</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5554</th>\n",
" <td>Uirapuru*GO</td>\n",
" <td>2933</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5555</th>\n",
" <td>Uruaçu*GO</td>\n",
" <td>36929</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5556</th>\n",
" <td>Uruana*GO</td>\n",
" <td>13826</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5557</th>\n",
" <td>Urutaí*GO</td>\n",
" <td>3074</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5558</th>\n",
" <td>Valparaíso de Goiás*GO</td>\n",
" <td>132982</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5559</th>\n",
" <td>Varjão*GO</td>\n",
" <td>3659</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5560</th>\n",
" <td>Vianópolis*GO</td>\n",
" <td>12548</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5561</th>\n",
" <td>Vicentinópolis*GO</td>\n",
" <td>7371</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5562</th>\n",
" <td>Vila Boa*GO</td>\n",
" <td>4735</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5563</th>\n",
" <td>Vila Propício*GO</td>\n",
" <td>5145</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5564</th>\n",
" <td>Brasília*DF</td>\n",
" <td>2570160</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5565 rows × 2 columns</p>\n",
"</div>"
],
"text/plain": [
" Município População\n",
"0 Alta Floresta D'Oeste*RO 24392\n",
"1 Ariquemes*RO 90353\n",
"2 Cabixi*RO 6313\n",
"3 Cacoal*RO 78574\n",
"4 Cerejeiras*RO 17029\n",
"5 Colorado do Oeste*RO 18591\n",
"6 Corumbiara*RO 8783\n",
"7 Costa Marques*RO 13678\n",
"8 Espigão D'Oeste*RO 28729\n",
"9 Guajará-Mirim*RO 41656\n",
"10 Jaru*RO 52005\n",
"11 Ji-Paraná*RO 116610\n",
"12 Machadinho D'Oeste*RO 31135\n",
"13 Nova Brasilândia D'Oeste*RO 19874\n",
"14 Ouro Preto do Oeste*RO 37928\n",
"15 Pimenta Bueno*RO 33822\n",
"16 Porto Velho*RO 428527\n",
"17 Presidente Médici*RO 22319\n",
"18 Rio Crespo*RO 3316\n",
"19 Rolim de Moura*RO 50648\n",
"20 Santa Luzia D'Oeste*RO 8886\n",
"21 Vilhena*RO 76202\n",
"22 São Miguel do Guaporé*RO 21828\n",
"23 Nova Mamoré*RO 22546\n",
"24 Alvorada D'Oeste*RO 16853\n",
"25 Alto Alegre dos Parecis*RO 12816\n",
"26 Alto Paraíso*RO 17135\n",
"27 Buritis*RO 32383\n",
"28 Novo Horizonte do Oeste*RO 10240\n",
"29 Cacaulândia*RO 5736\n",
"30 Campo Novo de Rondônia*RO 12665\n",
"31 Candeias do Jamari*RO 19779\n",
"32 Castanheiras*RO 3575\n",
"33 Chupinguaia*RO 8301\n",
"34 Cujubim*RO 15854\n",
"35 Governador Jorge Teixeira*RO 10512\n",
"36 Itapuã do Oeste*RO 8566\n",
"37 Ministro Andreazza*RO 10352\n",
"38 Mirante da Serra*RO 11878\n",
"39 Monte Negro*RO 14091\n",
"40 Nova União*RO 7493\n",
"41 Parecis*RO 4810\n",
"42 Pimenteiras do Oeste*RO 2315\n",
"43 Primavera de Rondônia*RO 3524\n",
"44 São Felipe D'Oeste*RO 6018\n",
"... ... ...\n",
"5520 Santa Fé de Goiás*GO 4762\n",
"5521 Santa Helena de Goiás*GO 36469\n",
"5522 Santa Isabel*GO 3686\n",
"5523 Santa Rita do Araguaia*GO 6924\n",
"5524 Santa Rita do Novo Destino*GO 3173\n",
"5525 Santa Rosa de Goiás*GO 2909\n",
"5526 Santa Tereza de Goiás*GO 3995\n",
"5527 Santa Terezinha de Goiás*GO 10302\n",
"5528 Santo Antônio da Barra*GO 4423\n",
"5529 Santo Antônio de Goiás*GO 4703\n",
"5530 Santo Antônio do Descoberto*GO 63248\n",
"5531 São Domingos*GO 11272\n",
"5532 São Francisco de Goiás*GO 6120\n",
"5533 São João d'Aliança*GO 10257\n",
"5534 São João da Paraúna*GO 1689\n",
"5535 São Luís de Montes Belos*GO 30034\n",
"5536 São Luiz do Norte*GO 4617\n",
"5537 São Miguel do Araguaia*GO 22283\n",
"5538 São Miguel do Passa Quatro*GO 3757\n",
"5539 São Patrício*GO 1991\n",
"5540 São Simão*GO 17088\n",
"5541 Senador Canedo*GO 84443\n",
"5542 Serranópolis*GO 7481\n",
"5543 Silvânia*GO 19089\n",
"5544 Simolândia*GO 6514\n",
"5545 Sítio d'Abadia*GO 2825\n",
"5546 Taquaral de Goiás*GO 3541\n",
"5547 Teresina de Goiás*GO 3016\n",
"5548 Terezópolis de Goiás*GO 6561\n",
"5549 Três Ranchos*GO 2819\n",
"5550 Trindade*GO 104488\n",
"5551 Trombas*GO 3452\n",
"5552 Turvânia*GO 4839\n",
"5553 Turvelândia*GO 4399\n",
"5554 Uirapuru*GO 2933\n",
"5555 Uruaçu*GO 36929\n",
"5556 Uruana*GO 13826\n",
"5557 Urutaí*GO 3074\n",
"5558 Valparaíso de Goiás*GO 132982\n",
"5559 Varjão*GO 3659\n",
"5560 Vianópolis*GO 12548\n",
"5561 Vicentinópolis*GO 7371\n",
"5562 Vila Boa*GO 4735\n",
"5563 Vila Propício*GO 5145\n",
"5564 Brasília*DF 2570160\n",
"\n",
"[5565 rows x 2 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 9
}
]
},
{
"metadata": {
"id": "Nm0kddYOqjkq",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"idhdic = idh_municipio.set_index('Município')['IDH'].to_dict()\n",
"popdic = pop_municipio.set_index('Município')['População'].to_dict()\n",
"\n",
"# Cria um dicionário com o IDH e população de cada município, útil para cruzar depois"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "ELW5WVDaqjkv",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 427
},
"outputId": "a5734045-7341-495b-8491-9c06a683cff3"
},
"cell_type": "code",
"source": [
"acessos_municipio['Município'] = acessos_municipio['Município'].astype(str) + '*' + acessos_municipio['UF'].astype(str)\n",
"acessos_municipio = acessos_municipio.drop(['UF'], axis = 1)\n",
"acessos_municipio['IDH'] = acessos_municipio['Município'].map(idhdic)\n",
"acessos_municipio['População'] = acessos_municipio['Município'].map(popdic)\n",
"acessos_municipio['Município'], acessos_municipio['UF'] = acessos_municipio['Município'].str.split('*', 1).str\n",
"\n",
"acessos_municipio.groupby('UF').sum().sort_values(by=['2018-05'], ascending=False).head(10).round(4)"
],
"execution_count": 11,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>2007-03</th>\n",
" <th>2007-06</th>\n",
" <th>2007-09</th>\n",
" <th>2007-12</th>\n",
" <th>2008-03</th>\n",
" <th>2008-06</th>\n",
" <th>2008-09</th>\n",
" <th>2008-12</th>\n",
" <th>2009-03</th>\n",
" <th>2009-06</th>\n",
" <th>2009-09</th>\n",
" <th>2009-12</th>\n",
" <th>2010-03</th>\n",
" <th>2010-06</th>\n",
" <th>2010-09</th>\n",
" <th>2010-12</th>\n",
" <th>2011-01</th>\n",
" <th>2011-02</th>\n",
" <th>2011-03</th>\n",
" <th>2011-04</th>\n",
" <th>2011-05</th>\n",
" <th>2011-06</th>\n",
" <th>2011-07</th>\n",
" <th>2011-08</th>\n",
" <th>2011-09</th>\n",
" <th>2011-10</th>\n",
" <th>2011-11</th>\n",
" <th>2011-12</th>\n",
" <th>2012-01</th>\n",
" <th>2012-02</th>\n",
" <th>2012-03</th>\n",
" <th>2012-04</th>\n",
" <th>2012-05</th>\n",
" <th>2012-06</th>\n",
" <th>2012-07</th>\n",
" <th>2012-08</th>\n",
" <th>2012-09</th>\n",
" <th>2012-10</th>\n",
" <th>2012-11</th>\n",
" <th>2012-12</th>\n",
" <th>2013-01</th>\n",
" <th>2013-02</th>\n",
" <th>2013-03</th>\n",
" <th>2013-04</th>\n",
" <th>2013-05</th>\n",
" <th>2013-06</th>\n",
" <th>2013-07</th>\n",
" <th>2013-08</th>\n",
" <th>2013-09</th>\n",
" <th>2013-10</th>\n",
" <th>2013-11</th>\n",
" <th>2013-12</th>\n",
" <th>2014-01</th>\n",
" <th>2014-02</th>\n",
" <th>2014-03</th>\n",
" <th>2014-04</th>\n",
" <th>2014-05</th>\n",
" <th>2014-06</th>\n",
" <th>2014-07</th>\n",
" <th>2014-08</th>\n",
" <th>2014-09</th>\n",
" <th>2014-10</th>\n",
" <th>2014-11</th>\n",
" <th>2014-12</th>\n",
" <th>Cod Município</th>\n",
" <th>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" <th>2018-02</th>\n",
" <th>2018-03</th>\n",
" <th>2018-04</th>\n",
" <th>2018-05</th>\n",
" <th>IDH</th>\n",
" <th>População</th>\n",
" </tr>\n",
" <tr>\n",
" <th>UF</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>SP</th>\n",
" <td>2756750.0</td>\n",
" <td>2723111.0</td>\n",
" <td>3053836.0</td>\n",
" <td>3441022.0</td>\n",
" <td>3644351.0</td>\n",
" <td>3777337.0</td>\n",
" <td>4133006.0</td>\n",
" <td>4376056.0</td>\n",
" <td>4484155.0</td>\n",
" <td>4949115.0</td>\n",
" <td>4944883.0</td>\n",
" <td>5087995.0</td>\n",
" <td>5282595.0</td>\n",
" <td>5642825.0</td>\n",
" <td>6009581.0</td>\n",
" <td>6310034.0</td>\n",
" <td>5855028.0</td>\n",
" <td>5930209.0</td>\n",
" <td>6060984.0</td>\n",
" <td>6124821.0</td>\n",
" <td>6230714.0</td>\n",
" <td>6281736.0</td>\n",
" <td>6499769.0</td>\n",
" <td>6603634.0</td>\n",
" <td>6695666.0</td>\n",
" <td>6784620.0</td>\n",
" <td>6855578.0</td>\n",
" <td>6923317.0</td>\n",
" <td>7023185.0</td>\n",
" <td>7073406.0</td>\n",
" <td>7175730.0</td>\n",
" <td>7238535.0</td>\n",
" <td>7344769.0</td>\n",
" <td>7352877.0</td>\n",
" <td>7458367.0</td>\n",
" <td>7503579.0</td>\n",
" <td>7565062.0</td>\n",
" <td>7605327.0</td>\n",
" <td>7678858.0</td>\n",
" <td>7669663.0</td>\n",
" <td>7755489.0</td>\n",
" <td>7810842.0</td>\n",
" <td>7887741.0</td>\n",
" <td>7973118.0</td>\n",
" <td>8051741.0</td>\n",
" <td>8128864.0</td>\n",
" <td>8190579.0</td>\n",
" <td>8263717.0</td>\n",
" <td>8309422.0</td>\n",
" <td>8420088.0</td>\n",
" <td>8498160.0</td>\n",
" <td>8527635.0</td>\n",
" <td>8576454.0</td>\n",
" <td>8630457.0</td>\n",
" <td>8680422.0</td>\n",
" <td>8745207.0</td>\n",
" <td>8800967.0</td>\n",
" <td>8860009.0</td>\n",
" <td>8912886.0</td>\n",
" <td>8902334.0</td>\n",
" <td>8936015.0</td>\n",
" <td>8934847.0</td>\n",
" <td>8901781.0</td>\n",
" <td>8894056.0</td>\n",
" <td>1.041052e+11</td>\n",
" <td>8914991.0</td>\n",
" <td>8962694.0</td>\n",
" <td>9037004.0</td>\n",
" <td>9071061.0</td>\n",
" <td>9115903.0</td>\n",
" <td>9130998.0</td>\n",
" <td>9173649.0</td>\n",
" <td>9221519.0</td>\n",
" <td>9237265.0</td>\n",
" <td>9272130.0</td>\n",
" <td>9274383.0</td>\n",
" <td>9292271.0</td>\n",
" <td>9303251.0</td>\n",
" <td>9336121.0</td>\n",
" <td>9395436.0</td>\n",
" <td>9428466.0</td>\n",
" <td>9449079.0</td>\n",
" <td>9451061.0</td>\n",
" <td>9518280.0</td>\n",
" <td>9552847.0</td>\n",
" <td>9591311.0</td>\n",
" <td>9616963.0</td>\n",
" <td>9629170.0</td>\n",
" <td>9588920.0</td>\n",
" <td>9570429.0</td>\n",
" <td>9612188.0</td>\n",
" <td>9660577.0</td>\n",
" <td>9695357.0</td>\n",
" <td>9710932.0</td>\n",
" <td>9768104.0</td>\n",
" <td>9832574.0</td>\n",
" <td>9825802.0</td>\n",
" <td>9884908.0</td>\n",
" <td>9924878.0</td>\n",
" <td>9941792.0</td>\n",
" <td>9929053.0</td>\n",
" <td>10075042.0</td>\n",
" <td>10131162.0</td>\n",
" <td>10222428.0</td>\n",
" <td>10260231.0</td>\n",
" <td>10279136.0</td>\n",
" <td>470.220</td>\n",
" <td>41130665.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RJ</th>\n",
" <td>667226.0</td>\n",
" <td>707908.0</td>\n",
" <td>779862.0</td>\n",
" <td>862463.0</td>\n",
" <td>951880.0</td>\n",
" <td>1019780.0</td>\n",
" <td>1105708.0</td>\n",
" <td>1164260.0</td>\n",
" <td>1213227.0</td>\n",
" <td>1261674.0</td>\n",
" <td>1313774.0</td>\n",
" <td>1343055.0</td>\n",
" <td>1382234.0</td>\n",
" <td>1437786.0</td>\n",
" <td>1516131.0</td>\n",
" <td>1555441.0</td>\n",
" <td>1573040.0</td>\n",
" <td>1606338.0</td>\n",
" <td>1634707.0</td>\n",
" <td>1661808.0</td>\n",
" <td>1691958.0</td>\n",
" <td>1723089.0</td>\n",
" <td>1754336.0</td>\n",
" <td>1775452.0</td>\n",
" <td>1795729.0</td>\n",
" <td>1818246.0</td>\n",
" <td>1839832.0</td>\n",
" <td>1850789.0</td>\n",
" <td>1876254.0</td>\n",
" <td>1894414.0</td>\n",
" <td>1930480.0</td>\n",
" <td>1966639.0</td>\n",
" <td>1993627.0</td>\n",
" <td>2028028.0</td>\n",
" <td>2074689.0</td>\n",
" <td>2108715.0</td>\n",
" <td>2154554.0</td>\n",
" <td>2183212.0</td>\n",
" <td>2226878.0</td>\n",
" <td>2241850.0</td>\n",
" <td>2274770.0</td>\n",
" <td>2300148.0</td>\n",
" <td>2328876.0</td>\n",
" <td>2350031.0</td>\n",
" <td>2373735.0</td>\n",
" <td>2394122.0</td>\n",
" <td>2417514.0</td>\n",
" <td>2459815.0</td>\n",
" <td>2478327.0</td>\n",
" <td>2503915.0</td>\n",
" <td>2523912.0</td>\n",
" <td>2518143.0</td>\n",
" <td>2539424.0</td>\n",
" <td>2557201.0</td>\n",
" <td>2576430.0</td>\n",
" <td>2594651.0</td>\n",
" <td>2600872.0</td>\n",
" <td>2617162.0</td>\n",
" <td>2627249.0</td>\n",
" <td>2633861.0</td>\n",
" <td>2660784.0</td>\n",
" <td>2675941.0</td>\n",
" <td>2681123.0</td>\n",
" <td>2687816.0</td>\n",
" <td>2.353882e+10</td>\n",
" <td>2707376.0</td>\n",
" <td>2738030.0</td>\n",
" <td>2760020.0</td>\n",
" <td>2769280.0</td>\n",
" <td>2797175.0</td>\n",
" <td>2802802.0</td>\n",
" <td>2824666.0</td>\n",
" <td>2830408.0</td>\n",
" <td>2853586.0</td>\n",
" <td>2867212.0</td>\n",
" <td>2876859.0</td>\n",
" <td>2888759.0</td>\n",
" <td>2895054.0</td>\n",
" <td>2905219.0</td>\n",
" <td>2932953.0</td>\n",
" <td>2951187.0</td>\n",
" <td>2963487.0</td>\n",
" <td>2972886.0</td>\n",
" <td>2987903.0</td>\n",
" <td>3010192.0</td>\n",
" <td>3011178.0</td>\n",
" <td>3021896.0</td>\n",
" <td>3026058.0</td>\n",
" <td>3017359.0</td>\n",
" <td>3037751.0</td>\n",
" <td>3044184.0</td>\n",
" <td>3068835.0</td>\n",
" <td>3052582.0</td>\n",
" <td>3078625.0</td>\n",
" <td>3107334.0</td>\n",
" <td>3113223.0</td>\n",
" <td>3089808.0</td>\n",
" <td>3094778.0</td>\n",
" <td>3111583.0</td>\n",
" <td>3104858.0</td>\n",
" <td>3158743.0</td>\n",
" <td>3217589.0</td>\n",
" <td>3207952.0</td>\n",
" <td>3241638.0</td>\n",
" <td>3242692.0</td>\n",
" <td>3261889.0</td>\n",
" <td>65.220</td>\n",
" <td>15989929.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MG</th>\n",
" <td>380582.0</td>\n",
" <td>412249.0</td>\n",
" <td>622637.0</td>\n",
" <td>682691.0</td>\n",
" <td>758626.0</td>\n",
" <td>830382.0</td>\n",
" <td>918993.0</td>\n",
" <td>968467.0</td>\n",
" <td>1026263.0</td>\n",
" <td>1015783.0</td>\n",
" <td>1068833.0</td>\n",
" <td>1151707.0</td>\n",
" <td>1179306.0</td>\n",
" <td>1262086.0</td>\n",
" <td>1299363.0</td>\n",
" <td>1344653.0</td>\n",
" <td>1417473.0</td>\n",
" <td>1419246.0</td>\n",
" <td>1451647.0</td>\n",
" <td>1468723.0</td>\n",
" <td>1482384.0</td>\n",
" <td>1484769.0</td>\n",
" <td>1505797.0</td>\n",
" <td>1519975.0</td>\n",
" <td>1532843.0</td>\n",
" <td>1552598.0</td>\n",
" <td>1573995.0</td>\n",
" <td>1603463.0</td>\n",
" <td>1627637.0</td>\n",
" <td>1650654.0</td>\n",
" <td>1676067.0</td>\n",
" <td>1704891.0</td>\n",
" <td>1731321.0</td>\n",
" <td>1746521.0</td>\n",
" <td>1743926.0</td>\n",
" <td>1773144.0</td>\n",
" <td>1813807.0</td>\n",
" <td>1829257.0</td>\n",
" <td>1852423.0</td>\n",
" <td>1871884.0</td>\n",
" <td>1891053.0</td>\n",
" <td>1911429.0</td>\n",
" <td>1963750.0</td>\n",
" <td>1974866.0</td>\n",
" <td>1990275.0</td>\n",
" <td>2016245.0</td>\n",
" <td>2034196.0</td>\n",
" <td>2024135.0</td>\n",
" <td>2036176.0</td>\n",
" <td>2083148.0</td>\n",
" <td>2077514.0</td>\n",
" <td>2063802.0</td>\n",
" <td>2097869.0</td>\n",
" <td>2115757.0</td>\n",
" <td>2150385.0</td>\n",
" <td>2142795.0</td>\n",
" <td>2158186.0</td>\n",
" <td>2166532.0</td>\n",
" <td>2195494.0</td>\n",
" <td>2180347.0</td>\n",
" <td>2215254.0</td>\n",
" <td>2230991.0</td>\n",
" <td>2256772.0</td>\n",
" <td>2258116.0</td>\n",
" <td>8.881329e+10</td>\n",
" <td>2290895.0</td>\n",
" <td>2297249.0</td>\n",
" <td>2271249.0</td>\n",
" <td>2309198.0</td>\n",
" <td>2344684.0</td>\n",
" <td>2332845.0</td>\n",
" <td>2361764.0</td>\n",
" <td>2375190.0</td>\n",
" <td>2406187.0</td>\n",
" <td>2386098.0</td>\n",
" <td>2404054.0</td>\n",
" <td>2408474.0</td>\n",
" <td>2408259.0</td>\n",
" <td>2449801.0</td>\n",
" <td>2462401.0</td>\n",
" <td>2472234.0</td>\n",
" <td>2508540.0</td>\n",
" <td>2518303.0</td>\n",
" <td>2567985.0</td>\n",
" <td>2566417.0</td>\n",
" <td>2581416.0</td>\n",
" <td>2601653.0</td>\n",
" <td>2608192.0</td>\n",
" <td>2622302.0</td>\n",
" <td>2632353.0</td>\n",
" <td>2623568.0</td>\n",
" <td>2660073.0</td>\n",
" <td>2678296.0</td>\n",
" <td>2722010.0</td>\n",
" <td>2747192.0</td>\n",
" <td>2750296.0</td>\n",
" <td>2798227.0</td>\n",
" <td>2807473.0</td>\n",
" <td>2826887.0</td>\n",
" <td>2848553.0</td>\n",
" <td>2896783.0</td>\n",
" <td>2933896.0</td>\n",
" <td>2945057.0</td>\n",
" <td>3023408.0</td>\n",
" <td>3087491.0</td>\n",
" <td>3077994.0</td>\n",
" <td>567.697</td>\n",
" <td>19576170.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PR</th>\n",
" <td>420343.0</td>\n",
" <td>468113.0</td>\n",
" <td>515009.0</td>\n",
" <td>556546.0</td>\n",
" <td>600424.0</td>\n",
" <td>634919.0</td>\n",
" <td>690061.0</td>\n",
" <td>721225.0</td>\n",
" <td>756892.0</td>\n",
" <td>883729.0</td>\n",
" <td>933281.0</td>\n",
" <td>1010639.0</td>\n",
" <td>1015189.0</td>\n",
" <td>1087186.0</td>\n",
" <td>1085711.0</td>\n",
" <td>1101758.0</td>\n",
" <td>1090905.0</td>\n",
" <td>1106080.0</td>\n",
" <td>1128088.0</td>\n",
" <td>1138321.0</td>\n",
" <td>1146499.0</td>\n",
" <td>1153462.0</td>\n",
" <td>1162742.0</td>\n",
" <td>1171605.0</td>\n",
" <td>1177409.0</td>\n",
" <td>1179983.0</td>\n",
" <td>1193667.0</td>\n",
" <td>1201910.0</td>\n",
" <td>1213751.0</td>\n",
" <td>1223386.0</td>\n",
" <td>1247351.0</td>\n",
" <td>1263413.0</td>\n",
" <td>1280906.0</td>\n",
" <td>1296710.0</td>\n",
" <td>1279639.0</td>\n",
" <td>1297069.0</td>\n",
" <td>1377389.0</td>\n",
" <td>1388145.0</td>\n",
" <td>1390230.0</td>\n",
" <td>1415840.0</td>\n",
" <td>1426410.0</td>\n",
" <td>1443044.0</td>\n",
" <td>1462034.0</td>\n",
" <td>1476837.0</td>\n",
" <td>1488032.0</td>\n",
" <td>1495192.0</td>\n",
" <td>1509709.0</td>\n",
" <td>1530210.0</td>\n",
" <td>1526891.0</td>\n",
" <td>1554176.0</td>\n",
" <td>1565778.0</td>\n",
" <td>1559819.0</td>\n",
" <td>1571965.0</td>\n",
" <td>1588909.0</td>\n",
" <td>1601112.0</td>\n",
" <td>1617226.0</td>\n",
" <td>1628325.0</td>\n",
" <td>1641284.0</td>\n",
" <td>1648961.0</td>\n",
" <td>1663746.0</td>\n",
" <td>1678195.0</td>\n",
" <td>1695217.0</td>\n",
" <td>1713226.0</td>\n",
" <td>1701656.0</td>\n",
" <td>6.728204e+10</td>\n",
" <td>1713359.0</td>\n",
" <td>1725118.0</td>\n",
" <td>1734704.0</td>\n",
" <td>1751114.0</td>\n",
" <td>1760517.0</td>\n",
" <td>1769524.0</td>\n",
" <td>1779463.0</td>\n",
" <td>1785030.0</td>\n",
" <td>1793008.0</td>\n",
" <td>1796664.0</td>\n",
" <td>1791080.0</td>\n",
" <td>1778969.0</td>\n",
" <td>1789124.0</td>\n",
" <td>1800140.0</td>\n",
" <td>1802864.0</td>\n",
" <td>1806875.0</td>\n",
" <td>1805889.0</td>\n",
" <td>1821917.0</td>\n",
" <td>1830838.0</td>\n",
" <td>1844345.0</td>\n",
" <td>1846206.0</td>\n",
" <td>1837287.0</td>\n",
" <td>1841922.0</td>\n",
" <td>1843682.0</td>\n",
" <td>1857839.0</td>\n",
" <td>1869815.0</td>\n",
" <td>1899330.0</td>\n",
" <td>1901059.0</td>\n",
" <td>1894949.0</td>\n",
" <td>1906454.0</td>\n",
" <td>1936973.0</td>\n",
" <td>1955144.0</td>\n",
" <td>1969956.0</td>\n",
" <td>1999095.0</td>\n",
" <td>2034918.0</td>\n",
" <td>2062537.0</td>\n",
" <td>2095590.0</td>\n",
" <td>2110850.0</td>\n",
" <td>2138451.0</td>\n",
" <td>2165415.0</td>\n",
" <td>2180456.0</td>\n",
" <td>277.903</td>\n",
" <td>10444526.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RS</th>\n",
" <td>505071.0</td>\n",
" <td>531150.0</td>\n",
" <td>570111.0</td>\n",
" <td>610125.0</td>\n",
" <td>644517.0</td>\n",
" <td>671496.0</td>\n",
" <td>705246.0</td>\n",
" <td>722404.0</td>\n",
" <td>737943.0</td>\n",
" <td>759949.0</td>\n",
" <td>793125.0</td>\n",
" <td>810387.0</td>\n",
" <td>790205.0</td>\n",
" <td>890289.0</td>\n",
" <td>929358.0</td>\n",
" <td>986888.0</td>\n",
" <td>932263.0</td>\n",
" <td>947682.0</td>\n",
" <td>962273.0</td>\n",
" <td>977659.0</td>\n",
" <td>992903.0</td>\n",
" <td>1000826.0</td>\n",
" <td>1020019.0</td>\n",
" <td>1034094.0</td>\n",
" <td>1031231.0</td>\n",
" <td>1038859.0</td>\n",
" <td>1055141.0</td>\n",
" <td>1078254.0</td>\n",
" <td>1084718.0</td>\n",
" <td>1090402.0</td>\n",
" <td>1104924.0</td>\n",
" <td>1139403.0</td>\n",
" <td>1153960.0</td>\n",
" <td>1167602.0</td>\n",
" <td>1188760.0</td>\n",
" <td>1192834.0</td>\n",
" <td>1228734.0</td>\n",
" <td>1236689.0</td>\n",
" <td>1248232.0</td>\n",
" <td>1227832.0</td>\n",
" <td>1261221.0</td>\n",
" <td>1272667.0</td>\n",
" <td>1284441.0</td>\n",
" <td>1292716.0</td>\n",
" <td>1305745.0</td>\n",
" <td>1320767.0</td>\n",
" <td>1333912.0</td>\n",
" <td>1350055.0</td>\n",
" <td>1360997.0</td>\n",
" <td>1375289.0</td>\n",
" <td>1380303.0</td>\n",
" <td>1379868.0</td>\n",
" <td>1385790.0</td>\n",
" <td>1415821.0</td>\n",
" <td>1432696.0</td>\n",
" <td>1426282.0</td>\n",
" <td>1442826.0</td>\n",
" <td>1448469.0</td>\n",
" <td>1448116.0</td>\n",
" <td>1437205.0</td>\n",
" <td>1467275.0</td>\n",
" <td>1473766.0</td>\n",
" <td>1483127.0</td>\n",
" <td>1484015.0</td>\n",
" <td>7.076037e+10</td>\n",
" <td>1494427.0</td>\n",
" <td>1535472.0</td>\n",
" <td>1548293.0</td>\n",
" <td>1544083.0</td>\n",
" <td>1560877.0</td>\n",
" <td>1564928.0</td>\n",
" <td>1570987.0</td>\n",
" <td>1585771.0</td>\n",
" <td>1644250.0</td>\n",
" <td>1646831.0</td>\n",
" <td>1566655.0</td>\n",
" <td>1583397.0</td>\n",
" <td>1546880.0</td>\n",
" <td>1551604.0</td>\n",
" <td>1562265.0</td>\n",
" <td>1564831.0</td>\n",
" <td>1582232.0</td>\n",
" <td>1592417.0</td>\n",
" <td>1604193.0</td>\n",
" <td>1629014.0</td>\n",
" <td>1629007.0</td>\n",
" <td>1655588.0</td>\n",
" <td>1656232.0</td>\n",
" <td>1678436.0</td>\n",
" <td>1684183.0</td>\n",
" <td>1678358.0</td>\n",
" <td>1732068.0</td>\n",
" <td>1741543.0</td>\n",
" <td>1727841.0</td>\n",
" <td>1804461.0</td>\n",
" <td>1805379.0</td>\n",
" <td>1791101.0</td>\n",
" <td>1796334.0</td>\n",
" <td>1829150.0</td>\n",
" <td>1825431.0</td>\n",
" <td>1809028.0</td>\n",
" <td>1876724.0</td>\n",
" <td>1883314.0</td>\n",
" <td>1903544.0</td>\n",
" <td>1910291.0</td>\n",
" <td>1898129.0</td>\n",
" <td>353.176</td>\n",
" <td>10673313.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SC</th>\n",
" <td>287528.0</td>\n",
" <td>306886.0</td>\n",
" <td>335763.0</td>\n",
" <td>364126.0</td>\n",
" <td>395870.0</td>\n",
" <td>423104.0</td>\n",
" <td>452584.0</td>\n",
" <td>473489.0</td>\n",
" <td>498169.0</td>\n",
" <td>522389.0</td>\n",
" <td>551800.0</td>\n",
" <td>569212.0</td>\n",
" <td>563489.0</td>\n",
" <td>632082.0</td>\n",
" <td>636321.0</td>\n",
" <td>631846.0</td>\n",
" <td>611536.0</td>\n",
" <td>619309.0</td>\n",
" <td>626111.0</td>\n",
" <td>632440.0</td>\n",
" <td>640866.0</td>\n",
" <td>643946.0</td>\n",
" <td>652512.0</td>\n",
" <td>662906.0</td>\n",
" <td>664959.0</td>\n",
" <td>669633.0</td>\n",
" <td>677557.0</td>\n",
" <td>686717.0</td>\n",
" <td>695736.0</td>\n",
" <td>697395.0</td>\n",
" <td>699395.0</td>\n",
" <td>716807.0</td>\n",
" <td>724288.0</td>\n",
" <td>734328.0</td>\n",
" <td>741647.0</td>\n",
" <td>757397.0</td>\n",
" <td>781381.0</td>\n",
" <td>788981.0</td>\n",
" <td>801206.0</td>\n",
" <td>794213.0</td>\n",
" <td>815233.0</td>\n",
" <td>824790.0</td>\n",
" <td>835707.0</td>\n",
" <td>843163.0</td>\n",
" <td>856130.0</td>\n",
" <td>862676.0</td>\n",
" <td>868253.0</td>\n",
" <td>878212.0</td>\n",
" <td>881734.0</td>\n",
" <td>893384.0</td>\n",
" <td>896499.0</td>\n",
" <td>896155.0</td>\n",
" <td>900836.0</td>\n",
" <td>909293.0</td>\n",
" <td>916956.0</td>\n",
" <td>926461.0</td>\n",
" <td>935127.0</td>\n",
" <td>934664.0</td>\n",
" <td>941472.0</td>\n",
" <td>952398.0</td>\n",
" <td>971990.0</td>\n",
" <td>964671.0</td>\n",
" <td>975233.0</td>\n",
" <td>987571.0</td>\n",
" <td>4.772379e+10</td>\n",
" <td>1002229.0</td>\n",
" <td>1032586.0</td>\n",
" <td>1033985.0</td>\n",
" <td>1044558.0</td>\n",
" <td>1048779.0</td>\n",
" <td>1060278.0</td>\n",
" <td>1070789.0</td>\n",
" <td>1079180.0</td>\n",
" <td>1087687.0</td>\n",
" <td>1086794.0</td>\n",
" <td>1084913.0</td>\n",
" <td>1099155.0</td>\n",
" <td>1085998.0</td>\n",
" <td>1102641.0</td>\n",
" <td>1113577.0</td>\n",
" <td>1124355.0</td>\n",
" <td>1131501.0</td>\n",
" <td>1127325.0</td>\n",
" <td>1144981.0</td>\n",
" <td>1167019.0</td>\n",
" <td>1172835.0</td>\n",
" <td>1178795.0</td>\n",
" <td>1183275.0</td>\n",
" <td>1203102.0</td>\n",
" <td>1184263.0</td>\n",
" <td>1193234.0</td>\n",
" <td>1242939.0</td>\n",
" <td>1246888.0</td>\n",
" <td>1250685.0</td>\n",
" <td>1260548.0</td>\n",
" <td>1277556.0</td>\n",
" <td>1302671.0</td>\n",
" <td>1308537.0</td>\n",
" <td>1321829.0</td>\n",
" <td>1348962.0</td>\n",
" <td>1347571.0</td>\n",
" <td>1410220.0</td>\n",
" <td>1433120.0</td>\n",
" <td>1428763.0</td>\n",
" <td>1454601.0</td>\n",
" <td>1452921.0</td>\n",
" <td>213.615</td>\n",
" <td>6229057.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GO</th>\n",
" <td>158369.0</td>\n",
" <td>168926.0</td>\n",
" <td>190681.0</td>\n",
" <td>206607.0</td>\n",
" <td>223092.0</td>\n",
" <td>237061.0</td>\n",
" <td>246665.0</td>\n",
" <td>252091.0</td>\n",
" <td>260141.0</td>\n",
" <td>320522.0</td>\n",
" <td>327442.0</td>\n",
" <td>333964.0</td>\n",
" <td>375475.0</td>\n",
" <td>406817.0</td>\n",
" <td>407968.0</td>\n",
" <td>402615.0</td>\n",
" <td>404392.0</td>\n",
" <td>412708.0</td>\n",
" <td>422694.0</td>\n",
" <td>431229.0</td>\n",
" <td>429628.0</td>\n",
" <td>433072.0</td>\n",
" <td>439540.0</td>\n",
" <td>444477.0</td>\n",
" <td>446694.0</td>\n",
" <td>446496.0</td>\n",
" <td>453459.0</td>\n",
" <td>458957.0</td>\n",
" <td>468747.0</td>\n",
" <td>470933.0</td>\n",
" <td>479661.0</td>\n",
" <td>493015.0</td>\n",
" <td>498197.0</td>\n",
" <td>503902.0</td>\n",
" <td>511857.0</td>\n",
" <td>512260.0</td>\n",
" <td>537906.0</td>\n",
" <td>544914.0</td>\n",
" <td>556717.0</td>\n",
" <td>560138.0</td>\n",
" <td>569554.0</td>\n",
" <td>579711.0</td>\n",
" <td>591245.0</td>\n",
" <td>595309.0</td>\n",
" <td>604191.0</td>\n",
" <td>607888.0</td>\n",
" <td>614261.0</td>\n",
" <td>625502.0</td>\n",
" <td>630250.0</td>\n",
" <td>629485.0</td>\n",
" <td>635814.0</td>\n",
" <td>630718.0</td>\n",
" <td>638063.0</td>\n",
" <td>654388.0</td>\n",
" <td>662602.0</td>\n",
" <td>669374.0</td>\n",
" <td>669219.0</td>\n",
" <td>678476.0</td>\n",
" <td>683355.0</td>\n",
" <td>685144.0</td>\n",
" <td>692970.0</td>\n",
" <td>704159.0</td>\n",
" <td>715508.0</td>\n",
" <td>715594.0</td>\n",
" <td>3.776432e+10</td>\n",
" <td>723934.0</td>\n",
" <td>730559.0</td>\n",
" <td>740439.0</td>\n",
" <td>749329.0</td>\n",
" <td>758439.0</td>\n",
" <td>766925.0</td>\n",
" <td>773800.0</td>\n",
" <td>769427.0</td>\n",
" <td>778299.0</td>\n",
" <td>782054.0</td>\n",
" <td>784618.0</td>\n",
" <td>785053.0</td>\n",
" <td>784442.0</td>\n",
" <td>786068.0</td>\n",
" <td>791911.0</td>\n",
" <td>797308.0</td>\n",
" <td>811047.0</td>\n",
" <td>808854.0</td>\n",
" <td>823828.0</td>\n",
" <td>831099.0</td>\n",
" <td>835215.0</td>\n",
" <td>836205.0</td>\n",
" <td>847388.0</td>\n",
" <td>850153.0</td>\n",
" <td>857399.0</td>\n",
" <td>862283.0</td>\n",
" <td>875111.0</td>\n",
" <td>877951.0</td>\n",
" <td>886711.0</td>\n",
" <td>896949.0</td>\n",
" <td>909840.0</td>\n",
" <td>916833.0</td>\n",
" <td>920897.0</td>\n",
" <td>922224.0</td>\n",
" <td>930445.0</td>\n",
" <td>945726.0</td>\n",
" <td>962460.0</td>\n",
" <td>960829.0</td>\n",
" <td>975556.0</td>\n",
" <td>976123.0</td>\n",
" <td>974967.0</td>\n",
" <td>169.664</td>\n",
" <td>5999171.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BA</th>\n",
" <td>178499.0</td>\n",
" <td>186940.0</td>\n",
" <td>201321.0</td>\n",
" <td>227806.0</td>\n",
" <td>245662.0</td>\n",
" <td>261905.0</td>\n",
" <td>281105.0</td>\n",
" <td>297824.0</td>\n",
" <td>311271.0</td>\n",
" <td>321697.0</td>\n",
" <td>333010.0</td>\n",
" <td>341104.0</td>\n",
" <td>347556.0</td>\n",
" <td>365179.0</td>\n",
" <td>381848.0</td>\n",
" <td>398693.0</td>\n",
" <td>394649.0</td>\n",
" <td>403983.0</td>\n",
" <td>410456.0</td>\n",
" <td>422312.0</td>\n",
" <td>432566.0</td>\n",
" <td>439954.0</td>\n",
" <td>453802.0</td>\n",
" <td>462680.0</td>\n",
" <td>469050.0</td>\n",
" <td>476089.0</td>\n",
" <td>482791.0</td>\n",
" <td>495463.0</td>\n",
" <td>507373.0</td>\n",
" <td>513132.0</td>\n",
" <td>526092.0</td>\n",
" <td>545747.0</td>\n",
" <td>556810.0</td>\n",
" <td>568938.0</td>\n",
" <td>581106.0</td>\n",
" <td>591428.0</td>\n",
" <td>616488.0</td>\n",
" <td>622081.0</td>\n",
" <td>631244.0</td>\n",
" <td>634796.0</td>\n",
" <td>646277.0</td>\n",
" <td>659627.0</td>\n",
" <td>668385.0</td>\n",
" <td>684258.0</td>\n",
" <td>685230.0</td>\n",
" <td>686941.0</td>\n",
" <td>695354.0</td>\n",
" <td>702207.0</td>\n",
" <td>702824.0</td>\n",
" <td>707399.0</td>\n",
" <td>712562.0</td>\n",
" <td>709339.0</td>\n",
" <td>714688.0</td>\n",
" <td>721139.0</td>\n",
" <td>728044.0</td>\n",
" <td>734772.0</td>\n",
" <td>739195.0</td>\n",
" <td>739920.0</td>\n",
" <td>741944.0</td>\n",
" <td>748574.0</td>\n",
" <td>755336.0</td>\n",
" <td>762446.0</td>\n",
" <td>769161.0</td>\n",
" <td>770125.0</td>\n",
" <td>3.208525e+10</td>\n",
" <td>770922.0</td>\n",
" <td>776873.0</td>\n",
" <td>779676.0</td>\n",
" <td>780431.0</td>\n",
" <td>782792.0</td>\n",
" <td>783061.0</td>\n",
" <td>788039.0</td>\n",
" <td>789128.0</td>\n",
" <td>793838.0</td>\n",
" <td>803407.0</td>\n",
" <td>795143.0</td>\n",
" <td>789455.0</td>\n",
" <td>793306.0</td>\n",
" <td>795517.0</td>\n",
" <td>798098.0</td>\n",
" <td>798824.0</td>\n",
" <td>804268.0</td>\n",
" <td>810884.0</td>\n",
" <td>812801.0</td>\n",
" <td>820429.0</td>\n",
" <td>813955.0</td>\n",
" <td>818831.0</td>\n",
" <td>817855.0</td>\n",
" <td>819858.0</td>\n",
" <td>828649.0</td>\n",
" <td>825652.0</td>\n",
" <td>827341.0</td>\n",
" <td>827466.0</td>\n",
" <td>829107.0</td>\n",
" <td>839888.0</td>\n",
" <td>845597.0</td>\n",
" <td>857169.0</td>\n",
" <td>861263.0</td>\n",
" <td>867996.0</td>\n",
" <td>881948.0</td>\n",
" <td>894374.0</td>\n",
" <td>910959.0</td>\n",
" <td>918470.0</td>\n",
" <td>931522.0</td>\n",
" <td>951346.0</td>\n",
" <td>950873.0</td>\n",
" <td>246.982</td>\n",
" <td>13974525.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CE</th>\n",
" <td>100180.0</td>\n",
" <td>108261.0</td>\n",
" <td>120576.0</td>\n",
" <td>131159.0</td>\n",
" <td>140670.0</td>\n",
" <td>141171.0</td>\n",
" <td>148062.0</td>\n",
" <td>154380.0</td>\n",
" <td>155942.0</td>\n",
" <td>169401.0</td>\n",
" <td>187727.0</td>\n",
" <td>193868.0</td>\n",
" <td>195629.0</td>\n",
" <td>214164.0</td>\n",
" <td>254218.0</td>\n",
" <td>267964.0</td>\n",
" <td>270582.0</td>\n",
" <td>279553.0</td>\n",
" <td>282095.0</td>\n",
" <td>288070.0</td>\n",
" <td>294067.0</td>\n",
" <td>291031.0</td>\n",
" <td>299734.0</td>\n",
" <td>302432.0</td>\n",
" <td>305451.0</td>\n",
" <td>310927.0</td>\n",
" <td>316553.0</td>\n",
" <td>321289.0</td>\n",
" <td>327519.0</td>\n",
" <td>329039.0</td>\n",
" <td>336722.0</td>\n",
" <td>346462.0</td>\n",
" <td>350679.0</td>\n",
" <td>356389.0</td>\n",
" <td>374215.0</td>\n",
" <td>377403.0</td>\n",
" <td>390690.0</td>\n",
" <td>395332.0</td>\n",
" <td>397616.0</td>\n",
" <td>404339.0</td>\n",
" <td>405025.0</td>\n",
" <td>413301.0</td>\n",
" <td>419534.0</td>\n",
" <td>427360.0</td>\n",
" <td>430858.0</td>\n",
" <td>429771.0</td>\n",
" <td>442103.0</td>\n",
" <td>447613.0</td>\n",
" <td>454849.0</td>\n",
" <td>459524.0</td>\n",
" <td>466550.0</td>\n",
" <td>461404.0</td>\n",
" <td>468063.0</td>\n",
" <td>474774.0</td>\n",
" <td>479579.0</td>\n",
" <td>487018.0</td>\n",
" <td>490366.0</td>\n",
" <td>487950.0</td>\n",
" <td>498875.0</td>\n",
" <td>507128.0</td>\n",
" <td>522195.0</td>\n",
" <td>536635.0</td>\n",
" <td>549046.0</td>\n",
" <td>557294.0</td>\n",
" <td>1.564003e+10</td>\n",
" <td>577746.0</td>\n",
" <td>588541.0</td>\n",
" <td>584068.0</td>\n",
" <td>582926.0</td>\n",
" <td>592079.0</td>\n",
" <td>593073.0</td>\n",
" <td>595681.0</td>\n",
" <td>594029.0</td>\n",
" <td>603011.0</td>\n",
" <td>594424.0</td>\n",
" <td>595474.0</td>\n",
" <td>582170.0</td>\n",
" <td>595985.0</td>\n",
" <td>587513.0</td>\n",
" <td>597732.0</td>\n",
" <td>591965.0</td>\n",
" <td>593335.0</td>\n",
" <td>595155.0</td>\n",
" <td>604172.0</td>\n",
" <td>604152.0</td>\n",
" <td>596986.0</td>\n",
" <td>600035.0</td>\n",
" <td>601960.0</td>\n",
" <td>590600.0</td>\n",
" <td>603670.0</td>\n",
" <td>604924.0</td>\n",
" <td>615704.0</td>\n",
" <td>630807.0</td>\n",
" <td>663453.0</td>\n",
" <td>676938.0</td>\n",
" <td>692422.0</td>\n",
" <td>694075.0</td>\n",
" <td>697712.0</td>\n",
" <td>702601.0</td>\n",
" <td>716812.0</td>\n",
" <td>739635.0</td>\n",
" <td>745980.0</td>\n",
" <td>746131.0</td>\n",
" <td>746372.0</td>\n",
" <td>754098.0</td>\n",
" <td>765641.0</td>\n",
" <td>113.460</td>\n",
" <td>8404031.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DF</th>\n",
" <td>229356.0</td>\n",
" <td>248054.0</td>\n",
" <td>268245.0</td>\n",
" <td>281826.0</td>\n",
" <td>293069.0</td>\n",
" <td>300749.0</td>\n",
" <td>309840.0</td>\n",
" <td>307640.0</td>\n",
" <td>311254.0</td>\n",
" <td>312031.0</td>\n",
" <td>312725.0</td>\n",
" <td>309550.0</td>\n",
" <td>380980.0</td>\n",
" <td>396028.0</td>\n",
" <td>391009.0</td>\n",
" <td>375543.0</td>\n",
" <td>380873.0</td>\n",
" <td>385814.0</td>\n",
" <td>390385.0</td>\n",
" <td>394643.0</td>\n",
" <td>396420.0</td>\n",
" <td>398934.0</td>\n",
" <td>405233.0</td>\n",
" <td>409780.0</td>\n",
" <td>414236.0</td>\n",
" <td>416562.0</td>\n",
" <td>421300.0</td>\n",
" <td>423183.0</td>\n",
" <td>423100.0</td>\n",
" <td>431487.0</td>\n",
" <td>437754.0</td>\n",
" <td>439978.0</td>\n",
" <td>444924.0</td>\n",
" <td>449740.0</td>\n",
" <td>455685.0</td>\n",
" <td>456999.0</td>\n",
" <td>474888.0</td>\n",
" <td>478559.0</td>\n",
" <td>485375.0</td>\n",
" <td>485865.0</td>\n",
" <td>489103.0</td>\n",
" <td>497067.0</td>\n",
" <td>502895.0</td>\n",
" <td>506448.0</td>\n",
" <td>512332.0</td>\n",
" <td>515788.0</td>\n",
" <td>521201.0</td>\n",
" <td>528548.0</td>\n",
" <td>533510.0</td>\n",
" <td>537522.0</td>\n",
" <td>541398.0</td>\n",
" <td>541459.0</td>\n",
" <td>545996.0</td>\n",
" <td>554198.0</td>\n",
" <td>558492.0</td>\n",
" <td>565310.0</td>\n",
" <td>568436.0</td>\n",
" <td>573141.0</td>\n",
" <td>576812.0</td>\n",
" <td>582249.0</td>\n",
" <td>588275.0</td>\n",
" <td>594198.0</td>\n",
" <td>596125.0</td>\n",
" <td>598054.0</td>\n",
" <td>2.724256e+09</td>\n",
" <td>600870.0</td>\n",
" <td>606753.0</td>\n",
" <td>610288.0</td>\n",
" <td>618308.0</td>\n",
" <td>619602.0</td>\n",
" <td>623135.0</td>\n",
" <td>626503.0</td>\n",
" <td>632223.0</td>\n",
" <td>637459.0</td>\n",
" <td>636724.0</td>\n",
" <td>635166.0</td>\n",
" <td>632185.0</td>\n",
" <td>633437.0</td>\n",
" <td>638798.0</td>\n",
" <td>642577.0</td>\n",
" <td>645893.0</td>\n",
" <td>646315.0</td>\n",
" <td>651200.0</td>\n",
" <td>653395.0</td>\n",
" <td>657172.0</td>\n",
" <td>658668.0</td>\n",
" <td>659956.0</td>\n",
" <td>652380.0</td>\n",
" <td>652449.0</td>\n",
" <td>671186.0</td>\n",
" <td>674511.0</td>\n",
" <td>680152.0</td>\n",
" <td>681258.0</td>\n",
" <td>685390.0</td>\n",
" <td>689400.0</td>\n",
" <td>694673.0</td>\n",
" <td>696172.0</td>\n",
" <td>699925.0</td>\n",
" <td>701294.0</td>\n",
" <td>704903.0</td>\n",
" <td>706475.0</td>\n",
" <td>711319.0</td>\n",
" <td>714983.0</td>\n",
" <td>718484.0</td>\n",
" <td>718510.0</td>\n",
" <td>721994.0</td>\n",
" <td>0.824</td>\n",
" <td>2570160.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 2007-03 2007-06 2007-09 2007-12 2008-03 2008-06 \\\n",
"UF \n",
"SP 2756750.0 2723111.0 3053836.0 3441022.0 3644351.0 3777337.0 \n",
"RJ 667226.0 707908.0 779862.0 862463.0 951880.0 1019780.0 \n",
"MG 380582.0 412249.0 622637.0 682691.0 758626.0 830382.0 \n",
"PR 420343.0 468113.0 515009.0 556546.0 600424.0 634919.0 \n",
"RS 505071.0 531150.0 570111.0 610125.0 644517.0 671496.0 \n",
"SC 287528.0 306886.0 335763.0 364126.0 395870.0 423104.0 \n",
"GO 158369.0 168926.0 190681.0 206607.0 223092.0 237061.0 \n",
"BA 178499.0 186940.0 201321.0 227806.0 245662.0 261905.0 \n",
"CE 100180.0 108261.0 120576.0 131159.0 140670.0 141171.0 \n",
"DF 229356.0 248054.0 268245.0 281826.0 293069.0 300749.0 \n",
"\n",
" 2008-09 2008-12 2009-03 2009-06 2009-09 2009-12 \\\n",
"UF \n",
"SP 4133006.0 4376056.0 4484155.0 4949115.0 4944883.0 5087995.0 \n",
"RJ 1105708.0 1164260.0 1213227.0 1261674.0 1313774.0 1343055.0 \n",
"MG 918993.0 968467.0 1026263.0 1015783.0 1068833.0 1151707.0 \n",
"PR 690061.0 721225.0 756892.0 883729.0 933281.0 1010639.0 \n",
"RS 705246.0 722404.0 737943.0 759949.0 793125.0 810387.0 \n",
"SC 452584.0 473489.0 498169.0 522389.0 551800.0 569212.0 \n",
"GO 246665.0 252091.0 260141.0 320522.0 327442.0 333964.0 \n",
"BA 281105.0 297824.0 311271.0 321697.0 333010.0 341104.0 \n",
"CE 148062.0 154380.0 155942.0 169401.0 187727.0 193868.0 \n",
"DF 309840.0 307640.0 311254.0 312031.0 312725.0 309550.0 \n",
"\n",
" 2010-03 2010-06 2010-09 2010-12 2011-01 2011-02 \\\n",
"UF \n",
"SP 5282595.0 5642825.0 6009581.0 6310034.0 5855028.0 5930209.0 \n",
"RJ 1382234.0 1437786.0 1516131.0 1555441.0 1573040.0 1606338.0 \n",
"MG 1179306.0 1262086.0 1299363.0 1344653.0 1417473.0 1419246.0 \n",
"PR 1015189.0 1087186.0 1085711.0 1101758.0 1090905.0 1106080.0 \n",
"RS 790205.0 890289.0 929358.0 986888.0 932263.0 947682.0 \n",
"SC 563489.0 632082.0 636321.0 631846.0 611536.0 619309.0 \n",
"GO 375475.0 406817.0 407968.0 402615.0 404392.0 412708.0 \n",
"BA 347556.0 365179.0 381848.0 398693.0 394649.0 403983.0 \n",
"CE 195629.0 214164.0 254218.0 267964.0 270582.0 279553.0 \n",
"DF 380980.0 396028.0 391009.0 375543.0 380873.0 385814.0 \n",
"\n",
" 2011-03 2011-04 2011-05 2011-06 2011-07 2011-08 \\\n",
"UF \n",
"SP 6060984.0 6124821.0 6230714.0 6281736.0 6499769.0 6603634.0 \n",
"RJ 1634707.0 1661808.0 1691958.0 1723089.0 1754336.0 1775452.0 \n",
"MG 1451647.0 1468723.0 1482384.0 1484769.0 1505797.0 1519975.0 \n",
"PR 1128088.0 1138321.0 1146499.0 1153462.0 1162742.0 1171605.0 \n",
"RS 962273.0 977659.0 992903.0 1000826.0 1020019.0 1034094.0 \n",
"SC 626111.0 632440.0 640866.0 643946.0 652512.0 662906.0 \n",
"GO 422694.0 431229.0 429628.0 433072.0 439540.0 444477.0 \n",
"BA 410456.0 422312.0 432566.0 439954.0 453802.0 462680.0 \n",
"CE 282095.0 288070.0 294067.0 291031.0 299734.0 302432.0 \n",
"DF 390385.0 394643.0 396420.0 398934.0 405233.0 409780.0 \n",
"\n",
" 2011-09 2011-10 2011-11 2011-12 2012-01 2012-02 \\\n",
"UF \n",
"SP 6695666.0 6784620.0 6855578.0 6923317.0 7023185.0 7073406.0 \n",
"RJ 1795729.0 1818246.0 1839832.0 1850789.0 1876254.0 1894414.0 \n",
"MG 1532843.0 1552598.0 1573995.0 1603463.0 1627637.0 1650654.0 \n",
"PR 1177409.0 1179983.0 1193667.0 1201910.0 1213751.0 1223386.0 \n",
"RS 1031231.0 1038859.0 1055141.0 1078254.0 1084718.0 1090402.0 \n",
"SC 664959.0 669633.0 677557.0 686717.0 695736.0 697395.0 \n",
"GO 446694.0 446496.0 453459.0 458957.0 468747.0 470933.0 \n",
"BA 469050.0 476089.0 482791.0 495463.0 507373.0 513132.0 \n",
"CE 305451.0 310927.0 316553.0 321289.0 327519.0 329039.0 \n",
"DF 414236.0 416562.0 421300.0 423183.0 423100.0 431487.0 \n",
"\n",
" 2012-03 2012-04 2012-05 2012-06 2012-07 2012-08 \\\n",
"UF \n",
"SP 7175730.0 7238535.0 7344769.0 7352877.0 7458367.0 7503579.0 \n",
"RJ 1930480.0 1966639.0 1993627.0 2028028.0 2074689.0 2108715.0 \n",
"MG 1676067.0 1704891.0 1731321.0 1746521.0 1743926.0 1773144.0 \n",
"PR 1247351.0 1263413.0 1280906.0 1296710.0 1279639.0 1297069.0 \n",
"RS 1104924.0 1139403.0 1153960.0 1167602.0 1188760.0 1192834.0 \n",
"SC 699395.0 716807.0 724288.0 734328.0 741647.0 757397.0 \n",
"GO 479661.0 493015.0 498197.0 503902.0 511857.0 512260.0 \n",
"BA 526092.0 545747.0 556810.0 568938.0 581106.0 591428.0 \n",
"CE 336722.0 346462.0 350679.0 356389.0 374215.0 377403.0 \n",
"DF 437754.0 439978.0 444924.0 449740.0 455685.0 456999.0 \n",
"\n",
" 2012-09 2012-10 2012-11 2012-12 2013-01 2013-02 \\\n",
"UF \n",
"SP 7565062.0 7605327.0 7678858.0 7669663.0 7755489.0 7810842.0 \n",
"RJ 2154554.0 2183212.0 2226878.0 2241850.0 2274770.0 2300148.0 \n",
"MG 1813807.0 1829257.0 1852423.0 1871884.0 1891053.0 1911429.0 \n",
"PR 1377389.0 1388145.0 1390230.0 1415840.0 1426410.0 1443044.0 \n",
"RS 1228734.0 1236689.0 1248232.0 1227832.0 1261221.0 1272667.0 \n",
"SC 781381.0 788981.0 801206.0 794213.0 815233.0 824790.0 \n",
"GO 537906.0 544914.0 556717.0 560138.0 569554.0 579711.0 \n",
"BA 616488.0 622081.0 631244.0 634796.0 646277.0 659627.0 \n",
"CE 390690.0 395332.0 397616.0 404339.0 405025.0 413301.0 \n",
"DF 474888.0 478559.0 485375.0 485865.0 489103.0 497067.0 \n",
"\n",
" 2013-03 2013-04 2013-05 2013-06 2013-07 2013-08 \\\n",
"UF \n",
"SP 7887741.0 7973118.0 8051741.0 8128864.0 8190579.0 8263717.0 \n",
"RJ 2328876.0 2350031.0 2373735.0 2394122.0 2417514.0 2459815.0 \n",
"MG 1963750.0 1974866.0 1990275.0 2016245.0 2034196.0 2024135.0 \n",
"PR 1462034.0 1476837.0 1488032.0 1495192.0 1509709.0 1530210.0 \n",
"RS 1284441.0 1292716.0 1305745.0 1320767.0 1333912.0 1350055.0 \n",
"SC 835707.0 843163.0 856130.0 862676.0 868253.0 878212.0 \n",
"GO 591245.0 595309.0 604191.0 607888.0 614261.0 625502.0 \n",
"BA 668385.0 684258.0 685230.0 686941.0 695354.0 702207.0 \n",
"CE 419534.0 427360.0 430858.0 429771.0 442103.0 447613.0 \n",
"DF 502895.0 506448.0 512332.0 515788.0 521201.0 528548.0 \n",
"\n",
" 2013-09 2013-10 2013-11 2013-12 2014-01 2014-02 \\\n",
"UF \n",
"SP 8309422.0 8420088.0 8498160.0 8527635.0 8576454.0 8630457.0 \n",
"RJ 2478327.0 2503915.0 2523912.0 2518143.0 2539424.0 2557201.0 \n",
"MG 2036176.0 2083148.0 2077514.0 2063802.0 2097869.0 2115757.0 \n",
"PR 1526891.0 1554176.0 1565778.0 1559819.0 1571965.0 1588909.0 \n",
"RS 1360997.0 1375289.0 1380303.0 1379868.0 1385790.0 1415821.0 \n",
"SC 881734.0 893384.0 896499.0 896155.0 900836.0 909293.0 \n",
"GO 630250.0 629485.0 635814.0 630718.0 638063.0 654388.0 \n",
"BA 702824.0 707399.0 712562.0 709339.0 714688.0 721139.0 \n",
"CE 454849.0 459524.0 466550.0 461404.0 468063.0 474774.0 \n",
"DF 533510.0 537522.0 541398.0 541459.0 545996.0 554198.0 \n",
"\n",
" 2014-03 2014-04 2014-05 2014-06 2014-07 2014-08 \\\n",
"UF \n",
"SP 8680422.0 8745207.0 8800967.0 8860009.0 8912886.0 8902334.0 \n",
"RJ 2576430.0 2594651.0 2600872.0 2617162.0 2627249.0 2633861.0 \n",
"MG 2150385.0 2142795.0 2158186.0 2166532.0 2195494.0 2180347.0 \n",
"PR 1601112.0 1617226.0 1628325.0 1641284.0 1648961.0 1663746.0 \n",
"RS 1432696.0 1426282.0 1442826.0 1448469.0 1448116.0 1437205.0 \n",
"SC 916956.0 926461.0 935127.0 934664.0 941472.0 952398.0 \n",
"GO 662602.0 669374.0 669219.0 678476.0 683355.0 685144.0 \n",
"BA 728044.0 734772.0 739195.0 739920.0 741944.0 748574.0 \n",
"CE 479579.0 487018.0 490366.0 487950.0 498875.0 507128.0 \n",
"DF 558492.0 565310.0 568436.0 573141.0 576812.0 582249.0 \n",
"\n",
" 2014-09 2014-10 2014-11 2014-12 Cod Município 2015-01 \\\n",
"UF \n",
"SP 8936015.0 8934847.0 8901781.0 8894056.0 1.041052e+11 8914991.0 \n",
"RJ 2660784.0 2675941.0 2681123.0 2687816.0 2.353882e+10 2707376.0 \n",
"MG 2215254.0 2230991.0 2256772.0 2258116.0 8.881329e+10 2290895.0 \n",
"PR 1678195.0 1695217.0 1713226.0 1701656.0 6.728204e+10 1713359.0 \n",
"RS 1467275.0 1473766.0 1483127.0 1484015.0 7.076037e+10 1494427.0 \n",
"SC 971990.0 964671.0 975233.0 987571.0 4.772379e+10 1002229.0 \n",
"GO 692970.0 704159.0 715508.0 715594.0 3.776432e+10 723934.0 \n",
"BA 755336.0 762446.0 769161.0 770125.0 3.208525e+10 770922.0 \n",
"CE 522195.0 536635.0 549046.0 557294.0 1.564003e+10 577746.0 \n",
"DF 588275.0 594198.0 596125.0 598054.0 2.724256e+09 600870.0 \n",
"\n",
" 2015-02 2015-03 2015-04 2015-05 2015-06 2015-07 \\\n",
"UF \n",
"SP 8962694.0 9037004.0 9071061.0 9115903.0 9130998.0 9173649.0 \n",
"RJ 2738030.0 2760020.0 2769280.0 2797175.0 2802802.0 2824666.0 \n",
"MG 2297249.0 2271249.0 2309198.0 2344684.0 2332845.0 2361764.0 \n",
"PR 1725118.0 1734704.0 1751114.0 1760517.0 1769524.0 1779463.0 \n",
"RS 1535472.0 1548293.0 1544083.0 1560877.0 1564928.0 1570987.0 \n",
"SC 1032586.0 1033985.0 1044558.0 1048779.0 1060278.0 1070789.0 \n",
"GO 730559.0 740439.0 749329.0 758439.0 766925.0 773800.0 \n",
"BA 776873.0 779676.0 780431.0 782792.0 783061.0 788039.0 \n",
"CE 588541.0 584068.0 582926.0 592079.0 593073.0 595681.0 \n",
"DF 606753.0 610288.0 618308.0 619602.0 623135.0 626503.0 \n",
"\n",
" 2015-08 2015-09 2015-10 2015-11 2015-12 2016-01 \\\n",
"UF \n",
"SP 9221519.0 9237265.0 9272130.0 9274383.0 9292271.0 9303251.0 \n",
"RJ 2830408.0 2853586.0 2867212.0 2876859.0 2888759.0 2895054.0 \n",
"MG 2375190.0 2406187.0 2386098.0 2404054.0 2408474.0 2408259.0 \n",
"PR 1785030.0 1793008.0 1796664.0 1791080.0 1778969.0 1789124.0 \n",
"RS 1585771.0 1644250.0 1646831.0 1566655.0 1583397.0 1546880.0 \n",
"SC 1079180.0 1087687.0 1086794.0 1084913.0 1099155.0 1085998.0 \n",
"GO 769427.0 778299.0 782054.0 784618.0 785053.0 784442.0 \n",
"BA 789128.0 793838.0 803407.0 795143.0 789455.0 793306.0 \n",
"CE 594029.0 603011.0 594424.0 595474.0 582170.0 595985.0 \n",
"DF 632223.0 637459.0 636724.0 635166.0 632185.0 633437.0 \n",
"\n",
" 2016-02 2016-03 2016-04 2016-05 2016-06 2016-07 \\\n",
"UF \n",
"SP 9336121.0 9395436.0 9428466.0 9449079.0 9451061.0 9518280.0 \n",
"RJ 2905219.0 2932953.0 2951187.0 2963487.0 2972886.0 2987903.0 \n",
"MG 2449801.0 2462401.0 2472234.0 2508540.0 2518303.0 2567985.0 \n",
"PR 1800140.0 1802864.0 1806875.0 1805889.0 1821917.0 1830838.0 \n",
"RS 1551604.0 1562265.0 1564831.0 1582232.0 1592417.0 1604193.0 \n",
"SC 1102641.0 1113577.0 1124355.0 1131501.0 1127325.0 1144981.0 \n",
"GO 786068.0 791911.0 797308.0 811047.0 808854.0 823828.0 \n",
"BA 795517.0 798098.0 798824.0 804268.0 810884.0 812801.0 \n",
"CE 587513.0 597732.0 591965.0 593335.0 595155.0 604172.0 \n",
"DF 638798.0 642577.0 645893.0 646315.0 651200.0 653395.0 \n",
"\n",
" 2016-08 2016-09 2016-10 2016-11 2016-12 2017-01 \\\n",
"UF \n",
"SP 9552847.0 9591311.0 9616963.0 9629170.0 9588920.0 9570429.0 \n",
"RJ 3010192.0 3011178.0 3021896.0 3026058.0 3017359.0 3037751.0 \n",
"MG 2566417.0 2581416.0 2601653.0 2608192.0 2622302.0 2632353.0 \n",
"PR 1844345.0 1846206.0 1837287.0 1841922.0 1843682.0 1857839.0 \n",
"RS 1629014.0 1629007.0 1655588.0 1656232.0 1678436.0 1684183.0 \n",
"SC 1167019.0 1172835.0 1178795.0 1183275.0 1203102.0 1184263.0 \n",
"GO 831099.0 835215.0 836205.0 847388.0 850153.0 857399.0 \n",
"BA 820429.0 813955.0 818831.0 817855.0 819858.0 828649.0 \n",
"CE 604152.0 596986.0 600035.0 601960.0 590600.0 603670.0 \n",
"DF 657172.0 658668.0 659956.0 652380.0 652449.0 671186.0 \n",
"\n",
" 2017-02 2017-03 2017-04 2017-05 2017-06 2017-07 \\\n",
"UF \n",
"SP 9612188.0 9660577.0 9695357.0 9710932.0 9768104.0 9832574.0 \n",
"RJ 3044184.0 3068835.0 3052582.0 3078625.0 3107334.0 3113223.0 \n",
"MG 2623568.0 2660073.0 2678296.0 2722010.0 2747192.0 2750296.0 \n",
"PR 1869815.0 1899330.0 1901059.0 1894949.0 1906454.0 1936973.0 \n",
"RS 1678358.0 1732068.0 1741543.0 1727841.0 1804461.0 1805379.0 \n",
"SC 1193234.0 1242939.0 1246888.0 1250685.0 1260548.0 1277556.0 \n",
"GO 862283.0 875111.0 877951.0 886711.0 896949.0 909840.0 \n",
"BA 825652.0 827341.0 827466.0 829107.0 839888.0 845597.0 \n",
"CE 604924.0 615704.0 630807.0 663453.0 676938.0 692422.0 \n",
"DF 674511.0 680152.0 681258.0 685390.0 689400.0 694673.0 \n",
"\n",
" 2017-08 2017-09 2017-10 2017-11 2017-12 2018-01 \\\n",
"UF \n",
"SP 9825802.0 9884908.0 9924878.0 9941792.0 9929053.0 10075042.0 \n",
"RJ 3089808.0 3094778.0 3111583.0 3104858.0 3158743.0 3217589.0 \n",
"MG 2798227.0 2807473.0 2826887.0 2848553.0 2896783.0 2933896.0 \n",
"PR 1955144.0 1969956.0 1999095.0 2034918.0 2062537.0 2095590.0 \n",
"RS 1791101.0 1796334.0 1829150.0 1825431.0 1809028.0 1876724.0 \n",
"SC 1302671.0 1308537.0 1321829.0 1348962.0 1347571.0 1410220.0 \n",
"GO 916833.0 920897.0 922224.0 930445.0 945726.0 962460.0 \n",
"BA 857169.0 861263.0 867996.0 881948.0 894374.0 910959.0 \n",
"CE 694075.0 697712.0 702601.0 716812.0 739635.0 745980.0 \n",
"DF 696172.0 699925.0 701294.0 704903.0 706475.0 711319.0 \n",
"\n",
" 2018-02 2018-03 2018-04 2018-05 IDH População \n",
"UF \n",
"SP 10131162.0 10222428.0 10260231.0 10279136.0 470.220 41130665.0 \n",
"RJ 3207952.0 3241638.0 3242692.0 3261889.0 65.220 15989929.0 \n",
"MG 2945057.0 3023408.0 3087491.0 3077994.0 567.697 19576170.0 \n",
"PR 2110850.0 2138451.0 2165415.0 2180456.0 277.903 10444526.0 \n",
"RS 1883314.0 1903544.0 1910291.0 1898129.0 353.176 10673313.0 \n",
"SC 1433120.0 1428763.0 1454601.0 1452921.0 213.615 6229057.0 \n",
"GO 960829.0 975556.0 976123.0 974967.0 169.664 5999171.0 \n",
"BA 918470.0 931522.0 951346.0 950873.0 246.982 13974525.0 \n",
"CE 746131.0 746372.0 754098.0 765641.0 113.460 8404031.0 \n",
"DF 714983.0 718484.0 718510.0 721994.0 0.824 2570160.0 "
]
},
"metadata": {
"tags": []
},
"execution_count": 11
}
]
},
{
"metadata": {
"id": "c_Hrupn0qjk1",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 427
},
"outputId": "4e796c34-7594-4aea-91cc-1b98772f2fbe"
},
"cell_type": "code",
"source": [
"acessos_municipio['Var'] = (acessos_municipio['2018-05'] - acessos_municipio['2007-03'])\n",
"acessos_municipio.groupby('UF').sum().sort_values(by=['2018-05'], ascending=False).head(10).round(4)\n",
"# acessos_municipio.to_csv('acesso_municipio_total.csv')"
],
"execution_count": 12,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>2007-03</th>\n",
" <th>2007-06</th>\n",
" <th>2007-09</th>\n",
" <th>2007-12</th>\n",
" <th>2008-03</th>\n",
" <th>2008-06</th>\n",
" <th>2008-09</th>\n",
" <th>2008-12</th>\n",
" <th>2009-03</th>\n",
" <th>2009-06</th>\n",
" <th>2009-09</th>\n",
" <th>2009-12</th>\n",
" <th>2010-03</th>\n",
" <th>2010-06</th>\n",
" <th>2010-09</th>\n",
" <th>2010-12</th>\n",
" <th>2011-01</th>\n",
" <th>2011-02</th>\n",
" <th>2011-03</th>\n",
" <th>2011-04</th>\n",
" <th>2011-05</th>\n",
" <th>2011-06</th>\n",
" <th>2011-07</th>\n",
" <th>2011-08</th>\n",
" <th>2011-09</th>\n",
" <th>2011-10</th>\n",
" <th>2011-11</th>\n",
" <th>2011-12</th>\n",
" <th>2012-01</th>\n",
" <th>2012-02</th>\n",
" <th>2012-03</th>\n",
" <th>2012-04</th>\n",
" <th>2012-05</th>\n",
" <th>2012-06</th>\n",
" <th>2012-07</th>\n",
" <th>2012-08</th>\n",
" <th>2012-09</th>\n",
" <th>2012-10</th>\n",
" <th>2012-11</th>\n",
" <th>2012-12</th>\n",
" <th>2013-01</th>\n",
" <th>2013-02</th>\n",
" <th>2013-03</th>\n",
" <th>2013-04</th>\n",
" <th>2013-05</th>\n",
" <th>2013-06</th>\n",
" <th>2013-07</th>\n",
" <th>2013-08</th>\n",
" <th>2013-09</th>\n",
" <th>2013-10</th>\n",
" <th>2013-11</th>\n",
" <th>2013-12</th>\n",
" <th>2014-01</th>\n",
" <th>2014-02</th>\n",
" <th>2014-03</th>\n",
" <th>2014-04</th>\n",
" <th>2014-05</th>\n",
" <th>2014-06</th>\n",
" <th>2014-07</th>\n",
" <th>2014-08</th>\n",
" <th>2014-09</th>\n",
" <th>2014-10</th>\n",
" <th>2014-11</th>\n",
" <th>2014-12</th>\n",
" <th>Cod Município</th>\n",
" <th>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" <th>2018-02</th>\n",
" <th>2018-03</th>\n",
" <th>2018-04</th>\n",
" <th>2018-05</th>\n",
" <th>IDH</th>\n",
" <th>População</th>\n",
" <th>Var</th>\n",
" </tr>\n",
" <tr>\n",
" <th>UF</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>SP</th>\n",
" <td>2756750.0</td>\n",
" <td>2723111.0</td>\n",
" <td>3053836.0</td>\n",
" <td>3441022.0</td>\n",
" <td>3644351.0</td>\n",
" <td>3777337.0</td>\n",
" <td>4133006.0</td>\n",
" <td>4376056.0</td>\n",
" <td>4484155.0</td>\n",
" <td>4949115.0</td>\n",
" <td>4944883.0</td>\n",
" <td>5087995.0</td>\n",
" <td>5282595.0</td>\n",
" <td>5642825.0</td>\n",
" <td>6009581.0</td>\n",
" <td>6310034.0</td>\n",
" <td>5855028.0</td>\n",
" <td>5930209.0</td>\n",
" <td>6060984.0</td>\n",
" <td>6124821.0</td>\n",
" <td>6230714.0</td>\n",
" <td>6281736.0</td>\n",
" <td>6499769.0</td>\n",
" <td>6603634.0</td>\n",
" <td>6695666.0</td>\n",
" <td>6784620.0</td>\n",
" <td>6855578.0</td>\n",
" <td>6923317.0</td>\n",
" <td>7023185.0</td>\n",
" <td>7073406.0</td>\n",
" <td>7175730.0</td>\n",
" <td>7238535.0</td>\n",
" <td>7344769.0</td>\n",
" <td>7352877.0</td>\n",
" <td>7458367.0</td>\n",
" <td>7503579.0</td>\n",
" <td>7565062.0</td>\n",
" <td>7605327.0</td>\n",
" <td>7678858.0</td>\n",
" <td>7669663.0</td>\n",
" <td>7755489.0</td>\n",
" <td>7810842.0</td>\n",
" <td>7887741.0</td>\n",
" <td>7973118.0</td>\n",
" <td>8051741.0</td>\n",
" <td>8128864.0</td>\n",
" <td>8190579.0</td>\n",
" <td>8263717.0</td>\n",
" <td>8309422.0</td>\n",
" <td>8420088.0</td>\n",
" <td>8498160.0</td>\n",
" <td>8527635.0</td>\n",
" <td>8576454.0</td>\n",
" <td>8630457.0</td>\n",
" <td>8680422.0</td>\n",
" <td>8745207.0</td>\n",
" <td>8800967.0</td>\n",
" <td>8860009.0</td>\n",
" <td>8912886.0</td>\n",
" <td>8902334.0</td>\n",
" <td>8936015.0</td>\n",
" <td>8934847.0</td>\n",
" <td>8901781.0</td>\n",
" <td>8894056.0</td>\n",
" <td>1.041052e+11</td>\n",
" <td>8914991.0</td>\n",
" <td>8962694.0</td>\n",
" <td>9037004.0</td>\n",
" <td>9071061.0</td>\n",
" <td>9115903.0</td>\n",
" <td>9130998.0</td>\n",
" <td>9173649.0</td>\n",
" <td>9221519.0</td>\n",
" <td>9237265.0</td>\n",
" <td>9272130.0</td>\n",
" <td>9274383.0</td>\n",
" <td>9292271.0</td>\n",
" <td>9303251.0</td>\n",
" <td>9336121.0</td>\n",
" <td>9395436.0</td>\n",
" <td>9428466.0</td>\n",
" <td>9449079.0</td>\n",
" <td>9451061.0</td>\n",
" <td>9518280.0</td>\n",
" <td>9552847.0</td>\n",
" <td>9591311.0</td>\n",
" <td>9616963.0</td>\n",
" <td>9629170.0</td>\n",
" <td>9588920.0</td>\n",
" <td>9570429.0</td>\n",
" <td>9612188.0</td>\n",
" <td>9660577.0</td>\n",
" <td>9695357.0</td>\n",
" <td>9710932.0</td>\n",
" <td>9768104.0</td>\n",
" <td>9832574.0</td>\n",
" <td>9825802.0</td>\n",
" <td>9884908.0</td>\n",
" <td>9924878.0</td>\n",
" <td>9941792.0</td>\n",
" <td>9929053.0</td>\n",
" <td>10075042.0</td>\n",
" <td>10131162.0</td>\n",
" <td>10222428.0</td>\n",
" <td>10260231.0</td>\n",
" <td>10279136.0</td>\n",
" <td>470.220</td>\n",
" <td>41130665.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RJ</th>\n",
" <td>667226.0</td>\n",
" <td>707908.0</td>\n",
" <td>779862.0</td>\n",
" <td>862463.0</td>\n",
" <td>951880.0</td>\n",
" <td>1019780.0</td>\n",
" <td>1105708.0</td>\n",
" <td>1164260.0</td>\n",
" <td>1213227.0</td>\n",
" <td>1261674.0</td>\n",
" <td>1313774.0</td>\n",
" <td>1343055.0</td>\n",
" <td>1382234.0</td>\n",
" <td>1437786.0</td>\n",
" <td>1516131.0</td>\n",
" <td>1555441.0</td>\n",
" <td>1573040.0</td>\n",
" <td>1606338.0</td>\n",
" <td>1634707.0</td>\n",
" <td>1661808.0</td>\n",
" <td>1691958.0</td>\n",
" <td>1723089.0</td>\n",
" <td>1754336.0</td>\n",
" <td>1775452.0</td>\n",
" <td>1795729.0</td>\n",
" <td>1818246.0</td>\n",
" <td>1839832.0</td>\n",
" <td>1850789.0</td>\n",
" <td>1876254.0</td>\n",
" <td>1894414.0</td>\n",
" <td>1930480.0</td>\n",
" <td>1966639.0</td>\n",
" <td>1993627.0</td>\n",
" <td>2028028.0</td>\n",
" <td>2074689.0</td>\n",
" <td>2108715.0</td>\n",
" <td>2154554.0</td>\n",
" <td>2183212.0</td>\n",
" <td>2226878.0</td>\n",
" <td>2241850.0</td>\n",
" <td>2274770.0</td>\n",
" <td>2300148.0</td>\n",
" <td>2328876.0</td>\n",
" <td>2350031.0</td>\n",
" <td>2373735.0</td>\n",
" <td>2394122.0</td>\n",
" <td>2417514.0</td>\n",
" <td>2459815.0</td>\n",
" <td>2478327.0</td>\n",
" <td>2503915.0</td>\n",
" <td>2523912.0</td>\n",
" <td>2518143.0</td>\n",
" <td>2539424.0</td>\n",
" <td>2557201.0</td>\n",
" <td>2576430.0</td>\n",
" <td>2594651.0</td>\n",
" <td>2600872.0</td>\n",
" <td>2617162.0</td>\n",
" <td>2627249.0</td>\n",
" <td>2633861.0</td>\n",
" <td>2660784.0</td>\n",
" <td>2675941.0</td>\n",
" <td>2681123.0</td>\n",
" <td>2687816.0</td>\n",
" <td>2.353882e+10</td>\n",
" <td>2707376.0</td>\n",
" <td>2738030.0</td>\n",
" <td>2760020.0</td>\n",
" <td>2769280.0</td>\n",
" <td>2797175.0</td>\n",
" <td>2802802.0</td>\n",
" <td>2824666.0</td>\n",
" <td>2830408.0</td>\n",
" <td>2853586.0</td>\n",
" <td>2867212.0</td>\n",
" <td>2876859.0</td>\n",
" <td>2888759.0</td>\n",
" <td>2895054.0</td>\n",
" <td>2905219.0</td>\n",
" <td>2932953.0</td>\n",
" <td>2951187.0</td>\n",
" <td>2963487.0</td>\n",
" <td>2972886.0</td>\n",
" <td>2987903.0</td>\n",
" <td>3010192.0</td>\n",
" <td>3011178.0</td>\n",
" <td>3021896.0</td>\n",
" <td>3026058.0</td>\n",
" <td>3017359.0</td>\n",
" <td>3037751.0</td>\n",
" <td>3044184.0</td>\n",
" <td>3068835.0</td>\n",
" <td>3052582.0</td>\n",
" <td>3078625.0</td>\n",
" <td>3107334.0</td>\n",
" <td>3113223.0</td>\n",
" <td>3089808.0</td>\n",
" <td>3094778.0</td>\n",
" <td>3111583.0</td>\n",
" <td>3104858.0</td>\n",
" <td>3158743.0</td>\n",
" <td>3217589.0</td>\n",
" <td>3207952.0</td>\n",
" <td>3241638.0</td>\n",
" <td>3242692.0</td>\n",
" <td>3261889.0</td>\n",
" <td>65.220</td>\n",
" <td>15989929.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MG</th>\n",
" <td>380582.0</td>\n",
" <td>412249.0</td>\n",
" <td>622637.0</td>\n",
" <td>682691.0</td>\n",
" <td>758626.0</td>\n",
" <td>830382.0</td>\n",
" <td>918993.0</td>\n",
" <td>968467.0</td>\n",
" <td>1026263.0</td>\n",
" <td>1015783.0</td>\n",
" <td>1068833.0</td>\n",
" <td>1151707.0</td>\n",
" <td>1179306.0</td>\n",
" <td>1262086.0</td>\n",
" <td>1299363.0</td>\n",
" <td>1344653.0</td>\n",
" <td>1417473.0</td>\n",
" <td>1419246.0</td>\n",
" <td>1451647.0</td>\n",
" <td>1468723.0</td>\n",
" <td>1482384.0</td>\n",
" <td>1484769.0</td>\n",
" <td>1505797.0</td>\n",
" <td>1519975.0</td>\n",
" <td>1532843.0</td>\n",
" <td>1552598.0</td>\n",
" <td>1573995.0</td>\n",
" <td>1603463.0</td>\n",
" <td>1627637.0</td>\n",
" <td>1650654.0</td>\n",
" <td>1676067.0</td>\n",
" <td>1704891.0</td>\n",
" <td>1731321.0</td>\n",
" <td>1746521.0</td>\n",
" <td>1743926.0</td>\n",
" <td>1773144.0</td>\n",
" <td>1813807.0</td>\n",
" <td>1829257.0</td>\n",
" <td>1852423.0</td>\n",
" <td>1871884.0</td>\n",
" <td>1891053.0</td>\n",
" <td>1911429.0</td>\n",
" <td>1963750.0</td>\n",
" <td>1974866.0</td>\n",
" <td>1990275.0</td>\n",
" <td>2016245.0</td>\n",
" <td>2034196.0</td>\n",
" <td>2024135.0</td>\n",
" <td>2036176.0</td>\n",
" <td>2083148.0</td>\n",
" <td>2077514.0</td>\n",
" <td>2063802.0</td>\n",
" <td>2097869.0</td>\n",
" <td>2115757.0</td>\n",
" <td>2150385.0</td>\n",
" <td>2142795.0</td>\n",
" <td>2158186.0</td>\n",
" <td>2166532.0</td>\n",
" <td>2195494.0</td>\n",
" <td>2180347.0</td>\n",
" <td>2215254.0</td>\n",
" <td>2230991.0</td>\n",
" <td>2256772.0</td>\n",
" <td>2258116.0</td>\n",
" <td>8.881329e+10</td>\n",
" <td>2290895.0</td>\n",
" <td>2297249.0</td>\n",
" <td>2271249.0</td>\n",
" <td>2309198.0</td>\n",
" <td>2344684.0</td>\n",
" <td>2332845.0</td>\n",
" <td>2361764.0</td>\n",
" <td>2375190.0</td>\n",
" <td>2406187.0</td>\n",
" <td>2386098.0</td>\n",
" <td>2404054.0</td>\n",
" <td>2408474.0</td>\n",
" <td>2408259.0</td>\n",
" <td>2449801.0</td>\n",
" <td>2462401.0</td>\n",
" <td>2472234.0</td>\n",
" <td>2508540.0</td>\n",
" <td>2518303.0</td>\n",
" <td>2567985.0</td>\n",
" <td>2566417.0</td>\n",
" <td>2581416.0</td>\n",
" <td>2601653.0</td>\n",
" <td>2608192.0</td>\n",
" <td>2622302.0</td>\n",
" <td>2632353.0</td>\n",
" <td>2623568.0</td>\n",
" <td>2660073.0</td>\n",
" <td>2678296.0</td>\n",
" <td>2722010.0</td>\n",
" <td>2747192.0</td>\n",
" <td>2750296.0</td>\n",
" <td>2798227.0</td>\n",
" <td>2807473.0</td>\n",
" <td>2826887.0</td>\n",
" <td>2848553.0</td>\n",
" <td>2896783.0</td>\n",
" <td>2933896.0</td>\n",
" <td>2945057.0</td>\n",
" <td>3023408.0</td>\n",
" <td>3087491.0</td>\n",
" <td>3077994.0</td>\n",
" <td>567.697</td>\n",
" <td>19576170.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PR</th>\n",
" <td>420343.0</td>\n",
" <td>468113.0</td>\n",
" <td>515009.0</td>\n",
" <td>556546.0</td>\n",
" <td>600424.0</td>\n",
" <td>634919.0</td>\n",
" <td>690061.0</td>\n",
" <td>721225.0</td>\n",
" <td>756892.0</td>\n",
" <td>883729.0</td>\n",
" <td>933281.0</td>\n",
" <td>1010639.0</td>\n",
" <td>1015189.0</td>\n",
" <td>1087186.0</td>\n",
" <td>1085711.0</td>\n",
" <td>1101758.0</td>\n",
" <td>1090905.0</td>\n",
" <td>1106080.0</td>\n",
" <td>1128088.0</td>\n",
" <td>1138321.0</td>\n",
" <td>1146499.0</td>\n",
" <td>1153462.0</td>\n",
" <td>1162742.0</td>\n",
" <td>1171605.0</td>\n",
" <td>1177409.0</td>\n",
" <td>1179983.0</td>\n",
" <td>1193667.0</td>\n",
" <td>1201910.0</td>\n",
" <td>1213751.0</td>\n",
" <td>1223386.0</td>\n",
" <td>1247351.0</td>\n",
" <td>1263413.0</td>\n",
" <td>1280906.0</td>\n",
" <td>1296710.0</td>\n",
" <td>1279639.0</td>\n",
" <td>1297069.0</td>\n",
" <td>1377389.0</td>\n",
" <td>1388145.0</td>\n",
" <td>1390230.0</td>\n",
" <td>1415840.0</td>\n",
" <td>1426410.0</td>\n",
" <td>1443044.0</td>\n",
" <td>1462034.0</td>\n",
" <td>1476837.0</td>\n",
" <td>1488032.0</td>\n",
" <td>1495192.0</td>\n",
" <td>1509709.0</td>\n",
" <td>1530210.0</td>\n",
" <td>1526891.0</td>\n",
" <td>1554176.0</td>\n",
" <td>1565778.0</td>\n",
" <td>1559819.0</td>\n",
" <td>1571965.0</td>\n",
" <td>1588909.0</td>\n",
" <td>1601112.0</td>\n",
" <td>1617226.0</td>\n",
" <td>1628325.0</td>\n",
" <td>1641284.0</td>\n",
" <td>1648961.0</td>\n",
" <td>1663746.0</td>\n",
" <td>1678195.0</td>\n",
" <td>1695217.0</td>\n",
" <td>1713226.0</td>\n",
" <td>1701656.0</td>\n",
" <td>6.728204e+10</td>\n",
" <td>1713359.0</td>\n",
" <td>1725118.0</td>\n",
" <td>1734704.0</td>\n",
" <td>1751114.0</td>\n",
" <td>1760517.0</td>\n",
" <td>1769524.0</td>\n",
" <td>1779463.0</td>\n",
" <td>1785030.0</td>\n",
" <td>1793008.0</td>\n",
" <td>1796664.0</td>\n",
" <td>1791080.0</td>\n",
" <td>1778969.0</td>\n",
" <td>1789124.0</td>\n",
" <td>1800140.0</td>\n",
" <td>1802864.0</td>\n",
" <td>1806875.0</td>\n",
" <td>1805889.0</td>\n",
" <td>1821917.0</td>\n",
" <td>1830838.0</td>\n",
" <td>1844345.0</td>\n",
" <td>1846206.0</td>\n",
" <td>1837287.0</td>\n",
" <td>1841922.0</td>\n",
" <td>1843682.0</td>\n",
" <td>1857839.0</td>\n",
" <td>1869815.0</td>\n",
" <td>1899330.0</td>\n",
" <td>1901059.0</td>\n",
" <td>1894949.0</td>\n",
" <td>1906454.0</td>\n",
" <td>1936973.0</td>\n",
" <td>1955144.0</td>\n",
" <td>1969956.0</td>\n",
" <td>1999095.0</td>\n",
" <td>2034918.0</td>\n",
" <td>2062537.0</td>\n",
" <td>2095590.0</td>\n",
" <td>2110850.0</td>\n",
" <td>2138451.0</td>\n",
" <td>2165415.0</td>\n",
" <td>2180456.0</td>\n",
" <td>277.903</td>\n",
" <td>10444526.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RS</th>\n",
" <td>505071.0</td>\n",
" <td>531150.0</td>\n",
" <td>570111.0</td>\n",
" <td>610125.0</td>\n",
" <td>644517.0</td>\n",
" <td>671496.0</td>\n",
" <td>705246.0</td>\n",
" <td>722404.0</td>\n",
" <td>737943.0</td>\n",
" <td>759949.0</td>\n",
" <td>793125.0</td>\n",
" <td>810387.0</td>\n",
" <td>790205.0</td>\n",
" <td>890289.0</td>\n",
" <td>929358.0</td>\n",
" <td>986888.0</td>\n",
" <td>932263.0</td>\n",
" <td>947682.0</td>\n",
" <td>962273.0</td>\n",
" <td>977659.0</td>\n",
" <td>992903.0</td>\n",
" <td>1000826.0</td>\n",
" <td>1020019.0</td>\n",
" <td>1034094.0</td>\n",
" <td>1031231.0</td>\n",
" <td>1038859.0</td>\n",
" <td>1055141.0</td>\n",
" <td>1078254.0</td>\n",
" <td>1084718.0</td>\n",
" <td>1090402.0</td>\n",
" <td>1104924.0</td>\n",
" <td>1139403.0</td>\n",
" <td>1153960.0</td>\n",
" <td>1167602.0</td>\n",
" <td>1188760.0</td>\n",
" <td>1192834.0</td>\n",
" <td>1228734.0</td>\n",
" <td>1236689.0</td>\n",
" <td>1248232.0</td>\n",
" <td>1227832.0</td>\n",
" <td>1261221.0</td>\n",
" <td>1272667.0</td>\n",
" <td>1284441.0</td>\n",
" <td>1292716.0</td>\n",
" <td>1305745.0</td>\n",
" <td>1320767.0</td>\n",
" <td>1333912.0</td>\n",
" <td>1350055.0</td>\n",
" <td>1360997.0</td>\n",
" <td>1375289.0</td>\n",
" <td>1380303.0</td>\n",
" <td>1379868.0</td>\n",
" <td>1385790.0</td>\n",
" <td>1415821.0</td>\n",
" <td>1432696.0</td>\n",
" <td>1426282.0</td>\n",
" <td>1442826.0</td>\n",
" <td>1448469.0</td>\n",
" <td>1448116.0</td>\n",
" <td>1437205.0</td>\n",
" <td>1467275.0</td>\n",
" <td>1473766.0</td>\n",
" <td>1483127.0</td>\n",
" <td>1484015.0</td>\n",
" <td>7.076037e+10</td>\n",
" <td>1494427.0</td>\n",
" <td>1535472.0</td>\n",
" <td>1548293.0</td>\n",
" <td>1544083.0</td>\n",
" <td>1560877.0</td>\n",
" <td>1564928.0</td>\n",
" <td>1570987.0</td>\n",
" <td>1585771.0</td>\n",
" <td>1644250.0</td>\n",
" <td>1646831.0</td>\n",
" <td>1566655.0</td>\n",
" <td>1583397.0</td>\n",
" <td>1546880.0</td>\n",
" <td>1551604.0</td>\n",
" <td>1562265.0</td>\n",
" <td>1564831.0</td>\n",
" <td>1582232.0</td>\n",
" <td>1592417.0</td>\n",
" <td>1604193.0</td>\n",
" <td>1629014.0</td>\n",
" <td>1629007.0</td>\n",
" <td>1655588.0</td>\n",
" <td>1656232.0</td>\n",
" <td>1678436.0</td>\n",
" <td>1684183.0</td>\n",
" <td>1678358.0</td>\n",
" <td>1732068.0</td>\n",
" <td>1741543.0</td>\n",
" <td>1727841.0</td>\n",
" <td>1804461.0</td>\n",
" <td>1805379.0</td>\n",
" <td>1791101.0</td>\n",
" <td>1796334.0</td>\n",
" <td>1829150.0</td>\n",
" <td>1825431.0</td>\n",
" <td>1809028.0</td>\n",
" <td>1876724.0</td>\n",
" <td>1883314.0</td>\n",
" <td>1903544.0</td>\n",
" <td>1910291.0</td>\n",
" <td>1898129.0</td>\n",
" <td>353.176</td>\n",
" <td>10673313.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SC</th>\n",
" <td>287528.0</td>\n",
" <td>306886.0</td>\n",
" <td>335763.0</td>\n",
" <td>364126.0</td>\n",
" <td>395870.0</td>\n",
" <td>423104.0</td>\n",
" <td>452584.0</td>\n",
" <td>473489.0</td>\n",
" <td>498169.0</td>\n",
" <td>522389.0</td>\n",
" <td>551800.0</td>\n",
" <td>569212.0</td>\n",
" <td>563489.0</td>\n",
" <td>632082.0</td>\n",
" <td>636321.0</td>\n",
" <td>631846.0</td>\n",
" <td>611536.0</td>\n",
" <td>619309.0</td>\n",
" <td>626111.0</td>\n",
" <td>632440.0</td>\n",
" <td>640866.0</td>\n",
" <td>643946.0</td>\n",
" <td>652512.0</td>\n",
" <td>662906.0</td>\n",
" <td>664959.0</td>\n",
" <td>669633.0</td>\n",
" <td>677557.0</td>\n",
" <td>686717.0</td>\n",
" <td>695736.0</td>\n",
" <td>697395.0</td>\n",
" <td>699395.0</td>\n",
" <td>716807.0</td>\n",
" <td>724288.0</td>\n",
" <td>734328.0</td>\n",
" <td>741647.0</td>\n",
" <td>757397.0</td>\n",
" <td>781381.0</td>\n",
" <td>788981.0</td>\n",
" <td>801206.0</td>\n",
" <td>794213.0</td>\n",
" <td>815233.0</td>\n",
" <td>824790.0</td>\n",
" <td>835707.0</td>\n",
" <td>843163.0</td>\n",
" <td>856130.0</td>\n",
" <td>862676.0</td>\n",
" <td>868253.0</td>\n",
" <td>878212.0</td>\n",
" <td>881734.0</td>\n",
" <td>893384.0</td>\n",
" <td>896499.0</td>\n",
" <td>896155.0</td>\n",
" <td>900836.0</td>\n",
" <td>909293.0</td>\n",
" <td>916956.0</td>\n",
" <td>926461.0</td>\n",
" <td>935127.0</td>\n",
" <td>934664.0</td>\n",
" <td>941472.0</td>\n",
" <td>952398.0</td>\n",
" <td>971990.0</td>\n",
" <td>964671.0</td>\n",
" <td>975233.0</td>\n",
" <td>987571.0</td>\n",
" <td>4.772379e+10</td>\n",
" <td>1002229.0</td>\n",
" <td>1032586.0</td>\n",
" <td>1033985.0</td>\n",
" <td>1044558.0</td>\n",
" <td>1048779.0</td>\n",
" <td>1060278.0</td>\n",
" <td>1070789.0</td>\n",
" <td>1079180.0</td>\n",
" <td>1087687.0</td>\n",
" <td>1086794.0</td>\n",
" <td>1084913.0</td>\n",
" <td>1099155.0</td>\n",
" <td>1085998.0</td>\n",
" <td>1102641.0</td>\n",
" <td>1113577.0</td>\n",
" <td>1124355.0</td>\n",
" <td>1131501.0</td>\n",
" <td>1127325.0</td>\n",
" <td>1144981.0</td>\n",
" <td>1167019.0</td>\n",
" <td>1172835.0</td>\n",
" <td>1178795.0</td>\n",
" <td>1183275.0</td>\n",
" <td>1203102.0</td>\n",
" <td>1184263.0</td>\n",
" <td>1193234.0</td>\n",
" <td>1242939.0</td>\n",
" <td>1246888.0</td>\n",
" <td>1250685.0</td>\n",
" <td>1260548.0</td>\n",
" <td>1277556.0</td>\n",
" <td>1302671.0</td>\n",
" <td>1308537.0</td>\n",
" <td>1321829.0</td>\n",
" <td>1348962.0</td>\n",
" <td>1347571.0</td>\n",
" <td>1410220.0</td>\n",
" <td>1433120.0</td>\n",
" <td>1428763.0</td>\n",
" <td>1454601.0</td>\n",
" <td>1452921.0</td>\n",
" <td>213.615</td>\n",
" <td>6229057.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GO</th>\n",
" <td>158369.0</td>\n",
" <td>168926.0</td>\n",
" <td>190681.0</td>\n",
" <td>206607.0</td>\n",
" <td>223092.0</td>\n",
" <td>237061.0</td>\n",
" <td>246665.0</td>\n",
" <td>252091.0</td>\n",
" <td>260141.0</td>\n",
" <td>320522.0</td>\n",
" <td>327442.0</td>\n",
" <td>333964.0</td>\n",
" <td>375475.0</td>\n",
" <td>406817.0</td>\n",
" <td>407968.0</td>\n",
" <td>402615.0</td>\n",
" <td>404392.0</td>\n",
" <td>412708.0</td>\n",
" <td>422694.0</td>\n",
" <td>431229.0</td>\n",
" <td>429628.0</td>\n",
" <td>433072.0</td>\n",
" <td>439540.0</td>\n",
" <td>444477.0</td>\n",
" <td>446694.0</td>\n",
" <td>446496.0</td>\n",
" <td>453459.0</td>\n",
" <td>458957.0</td>\n",
" <td>468747.0</td>\n",
" <td>470933.0</td>\n",
" <td>479661.0</td>\n",
" <td>493015.0</td>\n",
" <td>498197.0</td>\n",
" <td>503902.0</td>\n",
" <td>511857.0</td>\n",
" <td>512260.0</td>\n",
" <td>537906.0</td>\n",
" <td>544914.0</td>\n",
" <td>556717.0</td>\n",
" <td>560138.0</td>\n",
" <td>569554.0</td>\n",
" <td>579711.0</td>\n",
" <td>591245.0</td>\n",
" <td>595309.0</td>\n",
" <td>604191.0</td>\n",
" <td>607888.0</td>\n",
" <td>614261.0</td>\n",
" <td>625502.0</td>\n",
" <td>630250.0</td>\n",
" <td>629485.0</td>\n",
" <td>635814.0</td>\n",
" <td>630718.0</td>\n",
" <td>638063.0</td>\n",
" <td>654388.0</td>\n",
" <td>662602.0</td>\n",
" <td>669374.0</td>\n",
" <td>669219.0</td>\n",
" <td>678476.0</td>\n",
" <td>683355.0</td>\n",
" <td>685144.0</td>\n",
" <td>692970.0</td>\n",
" <td>704159.0</td>\n",
" <td>715508.0</td>\n",
" <td>715594.0</td>\n",
" <td>3.776432e+10</td>\n",
" <td>723934.0</td>\n",
" <td>730559.0</td>\n",
" <td>740439.0</td>\n",
" <td>749329.0</td>\n",
" <td>758439.0</td>\n",
" <td>766925.0</td>\n",
" <td>773800.0</td>\n",
" <td>769427.0</td>\n",
" <td>778299.0</td>\n",
" <td>782054.0</td>\n",
" <td>784618.0</td>\n",
" <td>785053.0</td>\n",
" <td>784442.0</td>\n",
" <td>786068.0</td>\n",
" <td>791911.0</td>\n",
" <td>797308.0</td>\n",
" <td>811047.0</td>\n",
" <td>808854.0</td>\n",
" <td>823828.0</td>\n",
" <td>831099.0</td>\n",
" <td>835215.0</td>\n",
" <td>836205.0</td>\n",
" <td>847388.0</td>\n",
" <td>850153.0</td>\n",
" <td>857399.0</td>\n",
" <td>862283.0</td>\n",
" <td>875111.0</td>\n",
" <td>877951.0</td>\n",
" <td>886711.0</td>\n",
" <td>896949.0</td>\n",
" <td>909840.0</td>\n",
" <td>916833.0</td>\n",
" <td>920897.0</td>\n",
" <td>922224.0</td>\n",
" <td>930445.0</td>\n",
" <td>945726.0</td>\n",
" <td>962460.0</td>\n",
" <td>960829.0</td>\n",
" <td>975556.0</td>\n",
" <td>976123.0</td>\n",
" <td>974967.0</td>\n",
" <td>169.664</td>\n",
" <td>5999171.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BA</th>\n",
" <td>178499.0</td>\n",
" <td>186940.0</td>\n",
" <td>201321.0</td>\n",
" <td>227806.0</td>\n",
" <td>245662.0</td>\n",
" <td>261905.0</td>\n",
" <td>281105.0</td>\n",
" <td>297824.0</td>\n",
" <td>311271.0</td>\n",
" <td>321697.0</td>\n",
" <td>333010.0</td>\n",
" <td>341104.0</td>\n",
" <td>347556.0</td>\n",
" <td>365179.0</td>\n",
" <td>381848.0</td>\n",
" <td>398693.0</td>\n",
" <td>394649.0</td>\n",
" <td>403983.0</td>\n",
" <td>410456.0</td>\n",
" <td>422312.0</td>\n",
" <td>432566.0</td>\n",
" <td>439954.0</td>\n",
" <td>453802.0</td>\n",
" <td>462680.0</td>\n",
" <td>469050.0</td>\n",
" <td>476089.0</td>\n",
" <td>482791.0</td>\n",
" <td>495463.0</td>\n",
" <td>507373.0</td>\n",
" <td>513132.0</td>\n",
" <td>526092.0</td>\n",
" <td>545747.0</td>\n",
" <td>556810.0</td>\n",
" <td>568938.0</td>\n",
" <td>581106.0</td>\n",
" <td>591428.0</td>\n",
" <td>616488.0</td>\n",
" <td>622081.0</td>\n",
" <td>631244.0</td>\n",
" <td>634796.0</td>\n",
" <td>646277.0</td>\n",
" <td>659627.0</td>\n",
" <td>668385.0</td>\n",
" <td>684258.0</td>\n",
" <td>685230.0</td>\n",
" <td>686941.0</td>\n",
" <td>695354.0</td>\n",
" <td>702207.0</td>\n",
" <td>702824.0</td>\n",
" <td>707399.0</td>\n",
" <td>712562.0</td>\n",
" <td>709339.0</td>\n",
" <td>714688.0</td>\n",
" <td>721139.0</td>\n",
" <td>728044.0</td>\n",
" <td>734772.0</td>\n",
" <td>739195.0</td>\n",
" <td>739920.0</td>\n",
" <td>741944.0</td>\n",
" <td>748574.0</td>\n",
" <td>755336.0</td>\n",
" <td>762446.0</td>\n",
" <td>769161.0</td>\n",
" <td>770125.0</td>\n",
" <td>3.208525e+10</td>\n",
" <td>770922.0</td>\n",
" <td>776873.0</td>\n",
" <td>779676.0</td>\n",
" <td>780431.0</td>\n",
" <td>782792.0</td>\n",
" <td>783061.0</td>\n",
" <td>788039.0</td>\n",
" <td>789128.0</td>\n",
" <td>793838.0</td>\n",
" <td>803407.0</td>\n",
" <td>795143.0</td>\n",
" <td>789455.0</td>\n",
" <td>793306.0</td>\n",
" <td>795517.0</td>\n",
" <td>798098.0</td>\n",
" <td>798824.0</td>\n",
" <td>804268.0</td>\n",
" <td>810884.0</td>\n",
" <td>812801.0</td>\n",
" <td>820429.0</td>\n",
" <td>813955.0</td>\n",
" <td>818831.0</td>\n",
" <td>817855.0</td>\n",
" <td>819858.0</td>\n",
" <td>828649.0</td>\n",
" <td>825652.0</td>\n",
" <td>827341.0</td>\n",
" <td>827466.0</td>\n",
" <td>829107.0</td>\n",
" <td>839888.0</td>\n",
" <td>845597.0</td>\n",
" <td>857169.0</td>\n",
" <td>861263.0</td>\n",
" <td>867996.0</td>\n",
" <td>881948.0</td>\n",
" <td>894374.0</td>\n",
" <td>910959.0</td>\n",
" <td>918470.0</td>\n",
" <td>931522.0</td>\n",
" <td>951346.0</td>\n",
" <td>950873.0</td>\n",
" <td>246.982</td>\n",
" <td>13974525.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CE</th>\n",
" <td>100180.0</td>\n",
" <td>108261.0</td>\n",
" <td>120576.0</td>\n",
" <td>131159.0</td>\n",
" <td>140670.0</td>\n",
" <td>141171.0</td>\n",
" <td>148062.0</td>\n",
" <td>154380.0</td>\n",
" <td>155942.0</td>\n",
" <td>169401.0</td>\n",
" <td>187727.0</td>\n",
" <td>193868.0</td>\n",
" <td>195629.0</td>\n",
" <td>214164.0</td>\n",
" <td>254218.0</td>\n",
" <td>267964.0</td>\n",
" <td>270582.0</td>\n",
" <td>279553.0</td>\n",
" <td>282095.0</td>\n",
" <td>288070.0</td>\n",
" <td>294067.0</td>\n",
" <td>291031.0</td>\n",
" <td>299734.0</td>\n",
" <td>302432.0</td>\n",
" <td>305451.0</td>\n",
" <td>310927.0</td>\n",
" <td>316553.0</td>\n",
" <td>321289.0</td>\n",
" <td>327519.0</td>\n",
" <td>329039.0</td>\n",
" <td>336722.0</td>\n",
" <td>346462.0</td>\n",
" <td>350679.0</td>\n",
" <td>356389.0</td>\n",
" <td>374215.0</td>\n",
" <td>377403.0</td>\n",
" <td>390690.0</td>\n",
" <td>395332.0</td>\n",
" <td>397616.0</td>\n",
" <td>404339.0</td>\n",
" <td>405025.0</td>\n",
" <td>413301.0</td>\n",
" <td>419534.0</td>\n",
" <td>427360.0</td>\n",
" <td>430858.0</td>\n",
" <td>429771.0</td>\n",
" <td>442103.0</td>\n",
" <td>447613.0</td>\n",
" <td>454849.0</td>\n",
" <td>459524.0</td>\n",
" <td>466550.0</td>\n",
" <td>461404.0</td>\n",
" <td>468063.0</td>\n",
" <td>474774.0</td>\n",
" <td>479579.0</td>\n",
" <td>487018.0</td>\n",
" <td>490366.0</td>\n",
" <td>487950.0</td>\n",
" <td>498875.0</td>\n",
" <td>507128.0</td>\n",
" <td>522195.0</td>\n",
" <td>536635.0</td>\n",
" <td>549046.0</td>\n",
" <td>557294.0</td>\n",
" <td>1.564003e+10</td>\n",
" <td>577746.0</td>\n",
" <td>588541.0</td>\n",
" <td>584068.0</td>\n",
" <td>582926.0</td>\n",
" <td>592079.0</td>\n",
" <td>593073.0</td>\n",
" <td>595681.0</td>\n",
" <td>594029.0</td>\n",
" <td>603011.0</td>\n",
" <td>594424.0</td>\n",
" <td>595474.0</td>\n",
" <td>582170.0</td>\n",
" <td>595985.0</td>\n",
" <td>587513.0</td>\n",
" <td>597732.0</td>\n",
" <td>591965.0</td>\n",
" <td>593335.0</td>\n",
" <td>595155.0</td>\n",
" <td>604172.0</td>\n",
" <td>604152.0</td>\n",
" <td>596986.0</td>\n",
" <td>600035.0</td>\n",
" <td>601960.0</td>\n",
" <td>590600.0</td>\n",
" <td>603670.0</td>\n",
" <td>604924.0</td>\n",
" <td>615704.0</td>\n",
" <td>630807.0</td>\n",
" <td>663453.0</td>\n",
" <td>676938.0</td>\n",
" <td>692422.0</td>\n",
" <td>694075.0</td>\n",
" <td>697712.0</td>\n",
" <td>702601.0</td>\n",
" <td>716812.0</td>\n",
" <td>739635.0</td>\n",
" <td>745980.0</td>\n",
" <td>746131.0</td>\n",
" <td>746372.0</td>\n",
" <td>754098.0</td>\n",
" <td>765641.0</td>\n",
" <td>113.460</td>\n",
" <td>8404031.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DF</th>\n",
" <td>229356.0</td>\n",
" <td>248054.0</td>\n",
" <td>268245.0</td>\n",
" <td>281826.0</td>\n",
" <td>293069.0</td>\n",
" <td>300749.0</td>\n",
" <td>309840.0</td>\n",
" <td>307640.0</td>\n",
" <td>311254.0</td>\n",
" <td>312031.0</td>\n",
" <td>312725.0</td>\n",
" <td>309550.0</td>\n",
" <td>380980.0</td>\n",
" <td>396028.0</td>\n",
" <td>391009.0</td>\n",
" <td>375543.0</td>\n",
" <td>380873.0</td>\n",
" <td>385814.0</td>\n",
" <td>390385.0</td>\n",
" <td>394643.0</td>\n",
" <td>396420.0</td>\n",
" <td>398934.0</td>\n",
" <td>405233.0</td>\n",
" <td>409780.0</td>\n",
" <td>414236.0</td>\n",
" <td>416562.0</td>\n",
" <td>421300.0</td>\n",
" <td>423183.0</td>\n",
" <td>423100.0</td>\n",
" <td>431487.0</td>\n",
" <td>437754.0</td>\n",
" <td>439978.0</td>\n",
" <td>444924.0</td>\n",
" <td>449740.0</td>\n",
" <td>455685.0</td>\n",
" <td>456999.0</td>\n",
" <td>474888.0</td>\n",
" <td>478559.0</td>\n",
" <td>485375.0</td>\n",
" <td>485865.0</td>\n",
" <td>489103.0</td>\n",
" <td>497067.0</td>\n",
" <td>502895.0</td>\n",
" <td>506448.0</td>\n",
" <td>512332.0</td>\n",
" <td>515788.0</td>\n",
" <td>521201.0</td>\n",
" <td>528548.0</td>\n",
" <td>533510.0</td>\n",
" <td>537522.0</td>\n",
" <td>541398.0</td>\n",
" <td>541459.0</td>\n",
" <td>545996.0</td>\n",
" <td>554198.0</td>\n",
" <td>558492.0</td>\n",
" <td>565310.0</td>\n",
" <td>568436.0</td>\n",
" <td>573141.0</td>\n",
" <td>576812.0</td>\n",
" <td>582249.0</td>\n",
" <td>588275.0</td>\n",
" <td>594198.0</td>\n",
" <td>596125.0</td>\n",
" <td>598054.0</td>\n",
" <td>2.724256e+09</td>\n",
" <td>600870.0</td>\n",
" <td>606753.0</td>\n",
" <td>610288.0</td>\n",
" <td>618308.0</td>\n",
" <td>619602.0</td>\n",
" <td>623135.0</td>\n",
" <td>626503.0</td>\n",
" <td>632223.0</td>\n",
" <td>637459.0</td>\n",
" <td>636724.0</td>\n",
" <td>635166.0</td>\n",
" <td>632185.0</td>\n",
" <td>633437.0</td>\n",
" <td>638798.0</td>\n",
" <td>642577.0</td>\n",
" <td>645893.0</td>\n",
" <td>646315.0</td>\n",
" <td>651200.0</td>\n",
" <td>653395.0</td>\n",
" <td>657172.0</td>\n",
" <td>658668.0</td>\n",
" <td>659956.0</td>\n",
" <td>652380.0</td>\n",
" <td>652449.0</td>\n",
" <td>671186.0</td>\n",
" <td>674511.0</td>\n",
" <td>680152.0</td>\n",
" <td>681258.0</td>\n",
" <td>685390.0</td>\n",
" <td>689400.0</td>\n",
" <td>694673.0</td>\n",
" <td>696172.0</td>\n",
" <td>699925.0</td>\n",
" <td>701294.0</td>\n",
" <td>704903.0</td>\n",
" <td>706475.0</td>\n",
" <td>711319.0</td>\n",
" <td>714983.0</td>\n",
" <td>718484.0</td>\n",
" <td>718510.0</td>\n",
" <td>721994.0</td>\n",
" <td>0.824</td>\n",
" <td>2570160.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 2007-03 2007-06 2007-09 2007-12 2008-03 2008-06 \\\n",
"UF \n",
"SP 2756750.0 2723111.0 3053836.0 3441022.0 3644351.0 3777337.0 \n",
"RJ 667226.0 707908.0 779862.0 862463.0 951880.0 1019780.0 \n",
"MG 380582.0 412249.0 622637.0 682691.0 758626.0 830382.0 \n",
"PR 420343.0 468113.0 515009.0 556546.0 600424.0 634919.0 \n",
"RS 505071.0 531150.0 570111.0 610125.0 644517.0 671496.0 \n",
"SC 287528.0 306886.0 335763.0 364126.0 395870.0 423104.0 \n",
"GO 158369.0 168926.0 190681.0 206607.0 223092.0 237061.0 \n",
"BA 178499.0 186940.0 201321.0 227806.0 245662.0 261905.0 \n",
"CE 100180.0 108261.0 120576.0 131159.0 140670.0 141171.0 \n",
"DF 229356.0 248054.0 268245.0 281826.0 293069.0 300749.0 \n",
"\n",
" 2008-09 2008-12 2009-03 2009-06 2009-09 2009-12 \\\n",
"UF \n",
"SP 4133006.0 4376056.0 4484155.0 4949115.0 4944883.0 5087995.0 \n",
"RJ 1105708.0 1164260.0 1213227.0 1261674.0 1313774.0 1343055.0 \n",
"MG 918993.0 968467.0 1026263.0 1015783.0 1068833.0 1151707.0 \n",
"PR 690061.0 721225.0 756892.0 883729.0 933281.0 1010639.0 \n",
"RS 705246.0 722404.0 737943.0 759949.0 793125.0 810387.0 \n",
"SC 452584.0 473489.0 498169.0 522389.0 551800.0 569212.0 \n",
"GO 246665.0 252091.0 260141.0 320522.0 327442.0 333964.0 \n",
"BA 281105.0 297824.0 311271.0 321697.0 333010.0 341104.0 \n",
"CE 148062.0 154380.0 155942.0 169401.0 187727.0 193868.0 \n",
"DF 309840.0 307640.0 311254.0 312031.0 312725.0 309550.0 \n",
"\n",
" 2010-03 2010-06 2010-09 2010-12 2011-01 2011-02 \\\n",
"UF \n",
"SP 5282595.0 5642825.0 6009581.0 6310034.0 5855028.0 5930209.0 \n",
"RJ 1382234.0 1437786.0 1516131.0 1555441.0 1573040.0 1606338.0 \n",
"MG 1179306.0 1262086.0 1299363.0 1344653.0 1417473.0 1419246.0 \n",
"PR 1015189.0 1087186.0 1085711.0 1101758.0 1090905.0 1106080.0 \n",
"RS 790205.0 890289.0 929358.0 986888.0 932263.0 947682.0 \n",
"SC 563489.0 632082.0 636321.0 631846.0 611536.0 619309.0 \n",
"GO 375475.0 406817.0 407968.0 402615.0 404392.0 412708.0 \n",
"BA 347556.0 365179.0 381848.0 398693.0 394649.0 403983.0 \n",
"CE 195629.0 214164.0 254218.0 267964.0 270582.0 279553.0 \n",
"DF 380980.0 396028.0 391009.0 375543.0 380873.0 385814.0 \n",
"\n",
" 2011-03 2011-04 2011-05 2011-06 2011-07 2011-08 \\\n",
"UF \n",
"SP 6060984.0 6124821.0 6230714.0 6281736.0 6499769.0 6603634.0 \n",
"RJ 1634707.0 1661808.0 1691958.0 1723089.0 1754336.0 1775452.0 \n",
"MG 1451647.0 1468723.0 1482384.0 1484769.0 1505797.0 1519975.0 \n",
"PR 1128088.0 1138321.0 1146499.0 1153462.0 1162742.0 1171605.0 \n",
"RS 962273.0 977659.0 992903.0 1000826.0 1020019.0 1034094.0 \n",
"SC 626111.0 632440.0 640866.0 643946.0 652512.0 662906.0 \n",
"GO 422694.0 431229.0 429628.0 433072.0 439540.0 444477.0 \n",
"BA 410456.0 422312.0 432566.0 439954.0 453802.0 462680.0 \n",
"CE 282095.0 288070.0 294067.0 291031.0 299734.0 302432.0 \n",
"DF 390385.0 394643.0 396420.0 398934.0 405233.0 409780.0 \n",
"\n",
" 2011-09 2011-10 2011-11 2011-12 2012-01 2012-02 \\\n",
"UF \n",
"SP 6695666.0 6784620.0 6855578.0 6923317.0 7023185.0 7073406.0 \n",
"RJ 1795729.0 1818246.0 1839832.0 1850789.0 1876254.0 1894414.0 \n",
"MG 1532843.0 1552598.0 1573995.0 1603463.0 1627637.0 1650654.0 \n",
"PR 1177409.0 1179983.0 1193667.0 1201910.0 1213751.0 1223386.0 \n",
"RS 1031231.0 1038859.0 1055141.0 1078254.0 1084718.0 1090402.0 \n",
"SC 664959.0 669633.0 677557.0 686717.0 695736.0 697395.0 \n",
"GO 446694.0 446496.0 453459.0 458957.0 468747.0 470933.0 \n",
"BA 469050.0 476089.0 482791.0 495463.0 507373.0 513132.0 \n",
"CE 305451.0 310927.0 316553.0 321289.0 327519.0 329039.0 \n",
"DF 414236.0 416562.0 421300.0 423183.0 423100.0 431487.0 \n",
"\n",
" 2012-03 2012-04 2012-05 2012-06 2012-07 2012-08 \\\n",
"UF \n",
"SP 7175730.0 7238535.0 7344769.0 7352877.0 7458367.0 7503579.0 \n",
"RJ 1930480.0 1966639.0 1993627.0 2028028.0 2074689.0 2108715.0 \n",
"MG 1676067.0 1704891.0 1731321.0 1746521.0 1743926.0 1773144.0 \n",
"PR 1247351.0 1263413.0 1280906.0 1296710.0 1279639.0 1297069.0 \n",
"RS 1104924.0 1139403.0 1153960.0 1167602.0 1188760.0 1192834.0 \n",
"SC 699395.0 716807.0 724288.0 734328.0 741647.0 757397.0 \n",
"GO 479661.0 493015.0 498197.0 503902.0 511857.0 512260.0 \n",
"BA 526092.0 545747.0 556810.0 568938.0 581106.0 591428.0 \n",
"CE 336722.0 346462.0 350679.0 356389.0 374215.0 377403.0 \n",
"DF 437754.0 439978.0 444924.0 449740.0 455685.0 456999.0 \n",
"\n",
" 2012-09 2012-10 2012-11 2012-12 2013-01 2013-02 \\\n",
"UF \n",
"SP 7565062.0 7605327.0 7678858.0 7669663.0 7755489.0 7810842.0 \n",
"RJ 2154554.0 2183212.0 2226878.0 2241850.0 2274770.0 2300148.0 \n",
"MG 1813807.0 1829257.0 1852423.0 1871884.0 1891053.0 1911429.0 \n",
"PR 1377389.0 1388145.0 1390230.0 1415840.0 1426410.0 1443044.0 \n",
"RS 1228734.0 1236689.0 1248232.0 1227832.0 1261221.0 1272667.0 \n",
"SC 781381.0 788981.0 801206.0 794213.0 815233.0 824790.0 \n",
"GO 537906.0 544914.0 556717.0 560138.0 569554.0 579711.0 \n",
"BA 616488.0 622081.0 631244.0 634796.0 646277.0 659627.0 \n",
"CE 390690.0 395332.0 397616.0 404339.0 405025.0 413301.0 \n",
"DF 474888.0 478559.0 485375.0 485865.0 489103.0 497067.0 \n",
"\n",
" 2013-03 2013-04 2013-05 2013-06 2013-07 2013-08 \\\n",
"UF \n",
"SP 7887741.0 7973118.0 8051741.0 8128864.0 8190579.0 8263717.0 \n",
"RJ 2328876.0 2350031.0 2373735.0 2394122.0 2417514.0 2459815.0 \n",
"MG 1963750.0 1974866.0 1990275.0 2016245.0 2034196.0 2024135.0 \n",
"PR 1462034.0 1476837.0 1488032.0 1495192.0 1509709.0 1530210.0 \n",
"RS 1284441.0 1292716.0 1305745.0 1320767.0 1333912.0 1350055.0 \n",
"SC 835707.0 843163.0 856130.0 862676.0 868253.0 878212.0 \n",
"GO 591245.0 595309.0 604191.0 607888.0 614261.0 625502.0 \n",
"BA 668385.0 684258.0 685230.0 686941.0 695354.0 702207.0 \n",
"CE 419534.0 427360.0 430858.0 429771.0 442103.0 447613.0 \n",
"DF 502895.0 506448.0 512332.0 515788.0 521201.0 528548.0 \n",
"\n",
" 2013-09 2013-10 2013-11 2013-12 2014-01 2014-02 \\\n",
"UF \n",
"SP 8309422.0 8420088.0 8498160.0 8527635.0 8576454.0 8630457.0 \n",
"RJ 2478327.0 2503915.0 2523912.0 2518143.0 2539424.0 2557201.0 \n",
"MG 2036176.0 2083148.0 2077514.0 2063802.0 2097869.0 2115757.0 \n",
"PR 1526891.0 1554176.0 1565778.0 1559819.0 1571965.0 1588909.0 \n",
"RS 1360997.0 1375289.0 1380303.0 1379868.0 1385790.0 1415821.0 \n",
"SC 881734.0 893384.0 896499.0 896155.0 900836.0 909293.0 \n",
"GO 630250.0 629485.0 635814.0 630718.0 638063.0 654388.0 \n",
"BA 702824.0 707399.0 712562.0 709339.0 714688.0 721139.0 \n",
"CE 454849.0 459524.0 466550.0 461404.0 468063.0 474774.0 \n",
"DF 533510.0 537522.0 541398.0 541459.0 545996.0 554198.0 \n",
"\n",
" 2014-03 2014-04 2014-05 2014-06 2014-07 2014-08 \\\n",
"UF \n",
"SP 8680422.0 8745207.0 8800967.0 8860009.0 8912886.0 8902334.0 \n",
"RJ 2576430.0 2594651.0 2600872.0 2617162.0 2627249.0 2633861.0 \n",
"MG 2150385.0 2142795.0 2158186.0 2166532.0 2195494.0 2180347.0 \n",
"PR 1601112.0 1617226.0 1628325.0 1641284.0 1648961.0 1663746.0 \n",
"RS 1432696.0 1426282.0 1442826.0 1448469.0 1448116.0 1437205.0 \n",
"SC 916956.0 926461.0 935127.0 934664.0 941472.0 952398.0 \n",
"GO 662602.0 669374.0 669219.0 678476.0 683355.0 685144.0 \n",
"BA 728044.0 734772.0 739195.0 739920.0 741944.0 748574.0 \n",
"CE 479579.0 487018.0 490366.0 487950.0 498875.0 507128.0 \n",
"DF 558492.0 565310.0 568436.0 573141.0 576812.0 582249.0 \n",
"\n",
" 2014-09 2014-10 2014-11 2014-12 Cod Município 2015-01 \\\n",
"UF \n",
"SP 8936015.0 8934847.0 8901781.0 8894056.0 1.041052e+11 8914991.0 \n",
"RJ 2660784.0 2675941.0 2681123.0 2687816.0 2.353882e+10 2707376.0 \n",
"MG 2215254.0 2230991.0 2256772.0 2258116.0 8.881329e+10 2290895.0 \n",
"PR 1678195.0 1695217.0 1713226.0 1701656.0 6.728204e+10 1713359.0 \n",
"RS 1467275.0 1473766.0 1483127.0 1484015.0 7.076037e+10 1494427.0 \n",
"SC 971990.0 964671.0 975233.0 987571.0 4.772379e+10 1002229.0 \n",
"GO 692970.0 704159.0 715508.0 715594.0 3.776432e+10 723934.0 \n",
"BA 755336.0 762446.0 769161.0 770125.0 3.208525e+10 770922.0 \n",
"CE 522195.0 536635.0 549046.0 557294.0 1.564003e+10 577746.0 \n",
"DF 588275.0 594198.0 596125.0 598054.0 2.724256e+09 600870.0 \n",
"\n",
" 2015-02 2015-03 2015-04 2015-05 2015-06 2015-07 \\\n",
"UF \n",
"SP 8962694.0 9037004.0 9071061.0 9115903.0 9130998.0 9173649.0 \n",
"RJ 2738030.0 2760020.0 2769280.0 2797175.0 2802802.0 2824666.0 \n",
"MG 2297249.0 2271249.0 2309198.0 2344684.0 2332845.0 2361764.0 \n",
"PR 1725118.0 1734704.0 1751114.0 1760517.0 1769524.0 1779463.0 \n",
"RS 1535472.0 1548293.0 1544083.0 1560877.0 1564928.0 1570987.0 \n",
"SC 1032586.0 1033985.0 1044558.0 1048779.0 1060278.0 1070789.0 \n",
"GO 730559.0 740439.0 749329.0 758439.0 766925.0 773800.0 \n",
"BA 776873.0 779676.0 780431.0 782792.0 783061.0 788039.0 \n",
"CE 588541.0 584068.0 582926.0 592079.0 593073.0 595681.0 \n",
"DF 606753.0 610288.0 618308.0 619602.0 623135.0 626503.0 \n",
"\n",
" 2015-08 2015-09 2015-10 2015-11 2015-12 2016-01 \\\n",
"UF \n",
"SP 9221519.0 9237265.0 9272130.0 9274383.0 9292271.0 9303251.0 \n",
"RJ 2830408.0 2853586.0 2867212.0 2876859.0 2888759.0 2895054.0 \n",
"MG 2375190.0 2406187.0 2386098.0 2404054.0 2408474.0 2408259.0 \n",
"PR 1785030.0 1793008.0 1796664.0 1791080.0 1778969.0 1789124.0 \n",
"RS 1585771.0 1644250.0 1646831.0 1566655.0 1583397.0 1546880.0 \n",
"SC 1079180.0 1087687.0 1086794.0 1084913.0 1099155.0 1085998.0 \n",
"GO 769427.0 778299.0 782054.0 784618.0 785053.0 784442.0 \n",
"BA 789128.0 793838.0 803407.0 795143.0 789455.0 793306.0 \n",
"CE 594029.0 603011.0 594424.0 595474.0 582170.0 595985.0 \n",
"DF 632223.0 637459.0 636724.0 635166.0 632185.0 633437.0 \n",
"\n",
" 2016-02 2016-03 2016-04 2016-05 2016-06 2016-07 \\\n",
"UF \n",
"SP 9336121.0 9395436.0 9428466.0 9449079.0 9451061.0 9518280.0 \n",
"RJ 2905219.0 2932953.0 2951187.0 2963487.0 2972886.0 2987903.0 \n",
"MG 2449801.0 2462401.0 2472234.0 2508540.0 2518303.0 2567985.0 \n",
"PR 1800140.0 1802864.0 1806875.0 1805889.0 1821917.0 1830838.0 \n",
"RS 1551604.0 1562265.0 1564831.0 1582232.0 1592417.0 1604193.0 \n",
"SC 1102641.0 1113577.0 1124355.0 1131501.0 1127325.0 1144981.0 \n",
"GO 786068.0 791911.0 797308.0 811047.0 808854.0 823828.0 \n",
"BA 795517.0 798098.0 798824.0 804268.0 810884.0 812801.0 \n",
"CE 587513.0 597732.0 591965.0 593335.0 595155.0 604172.0 \n",
"DF 638798.0 642577.0 645893.0 646315.0 651200.0 653395.0 \n",
"\n",
" 2016-08 2016-09 2016-10 2016-11 2016-12 2017-01 \\\n",
"UF \n",
"SP 9552847.0 9591311.0 9616963.0 9629170.0 9588920.0 9570429.0 \n",
"RJ 3010192.0 3011178.0 3021896.0 3026058.0 3017359.0 3037751.0 \n",
"MG 2566417.0 2581416.0 2601653.0 2608192.0 2622302.0 2632353.0 \n",
"PR 1844345.0 1846206.0 1837287.0 1841922.0 1843682.0 1857839.0 \n",
"RS 1629014.0 1629007.0 1655588.0 1656232.0 1678436.0 1684183.0 \n",
"SC 1167019.0 1172835.0 1178795.0 1183275.0 1203102.0 1184263.0 \n",
"GO 831099.0 835215.0 836205.0 847388.0 850153.0 857399.0 \n",
"BA 820429.0 813955.0 818831.0 817855.0 819858.0 828649.0 \n",
"CE 604152.0 596986.0 600035.0 601960.0 590600.0 603670.0 \n",
"DF 657172.0 658668.0 659956.0 652380.0 652449.0 671186.0 \n",
"\n",
" 2017-02 2017-03 2017-04 2017-05 2017-06 2017-07 \\\n",
"UF \n",
"SP 9612188.0 9660577.0 9695357.0 9710932.0 9768104.0 9832574.0 \n",
"RJ 3044184.0 3068835.0 3052582.0 3078625.0 3107334.0 3113223.0 \n",
"MG 2623568.0 2660073.0 2678296.0 2722010.0 2747192.0 2750296.0 \n",
"PR 1869815.0 1899330.0 1901059.0 1894949.0 1906454.0 1936973.0 \n",
"RS 1678358.0 1732068.0 1741543.0 1727841.0 1804461.0 1805379.0 \n",
"SC 1193234.0 1242939.0 1246888.0 1250685.0 1260548.0 1277556.0 \n",
"GO 862283.0 875111.0 877951.0 886711.0 896949.0 909840.0 \n",
"BA 825652.0 827341.0 827466.0 829107.0 839888.0 845597.0 \n",
"CE 604924.0 615704.0 630807.0 663453.0 676938.0 692422.0 \n",
"DF 674511.0 680152.0 681258.0 685390.0 689400.0 694673.0 \n",
"\n",
" 2017-08 2017-09 2017-10 2017-11 2017-12 2018-01 \\\n",
"UF \n",
"SP 9825802.0 9884908.0 9924878.0 9941792.0 9929053.0 10075042.0 \n",
"RJ 3089808.0 3094778.0 3111583.0 3104858.0 3158743.0 3217589.0 \n",
"MG 2798227.0 2807473.0 2826887.0 2848553.0 2896783.0 2933896.0 \n",
"PR 1955144.0 1969956.0 1999095.0 2034918.0 2062537.0 2095590.0 \n",
"RS 1791101.0 1796334.0 1829150.0 1825431.0 1809028.0 1876724.0 \n",
"SC 1302671.0 1308537.0 1321829.0 1348962.0 1347571.0 1410220.0 \n",
"GO 916833.0 920897.0 922224.0 930445.0 945726.0 962460.0 \n",
"BA 857169.0 861263.0 867996.0 881948.0 894374.0 910959.0 \n",
"CE 694075.0 697712.0 702601.0 716812.0 739635.0 745980.0 \n",
"DF 696172.0 699925.0 701294.0 704903.0 706475.0 711319.0 \n",
"\n",
" 2018-02 2018-03 2018-04 2018-05 IDH População Var \n",
"UF \n",
"SP 10131162.0 10222428.0 10260231.0 10279136.0 470.220 41130665.0 0.0 \n",
"RJ 3207952.0 3241638.0 3242692.0 3261889.0 65.220 15989929.0 0.0 \n",
"MG 2945057.0 3023408.0 3087491.0 3077994.0 567.697 19576170.0 0.0 \n",
"PR 2110850.0 2138451.0 2165415.0 2180456.0 277.903 10444526.0 0.0 \n",
"RS 1883314.0 1903544.0 1910291.0 1898129.0 353.176 10673313.0 0.0 \n",
"SC 1433120.0 1428763.0 1454601.0 1452921.0 213.615 6229057.0 0.0 \n",
"GO 960829.0 975556.0 976123.0 974967.0 169.664 5999171.0 0.0 \n",
"BA 918470.0 931522.0 951346.0 950873.0 246.982 13974525.0 0.0 \n",
"CE 746131.0 746372.0 754098.0 765641.0 113.460 8404031.0 0.0 \n",
"DF 714983.0 718484.0 718510.0 721994.0 0.824 2570160.0 0.0 "
]
},
"metadata": {
"tags": []
},
"execution_count": 12
}
]
},
{
"metadata": {
"id": "RuS6iiQiqjlF",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Qual a proporção de acessos para cada 10 mil habitantes por cidade, em qual Estado ela é menor?"
]
},
{
"metadata": {
"id": "eHawY6CEqjlH",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"media_municipio = acessos_municipio"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "l5Q5Q6d3qjlL",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"cols = ('2007-03\t2007-06\t2007-09\t2007-12\t2008-03\t2008-06\t2008-09\t2008-12\t2009-03\t2009-06\t2009-09\t2009-12\t2010-03\t2010-06\t2010-09\t2010-12\t2011-01\t2011-02\t2011-03\t2011-04\t2011-05\t2011-06\t2011-07\t2011-08\t2011-09\t2011-10\t2011-11\t2011-12\t2012-01\t2012-02\t2012-03\t2012-04\t2012-05\t2012-06\t2012-07\t2012-08\t2012-09\t2012-10\t2012-11\t2012-12\t2013-01\t2013-02\t2013-03\t2013-04\t2013-05\t2013-06\t2013-07\t2013-08\t2013-09\t2013-10\t2013-11\t2013-12\t2014-01\t2014-02\t2014-03\t2014-04\t2014-05\t2014-06\t2014-07\t2014-08\t2014-09\t2014-10\t2014-11\t2014-12\t2015-01\t2015-02\t2015-03\t2015-04\t2015-05\t2015-06\t2015-07\t2015-08\t2015-09\t2015-10\t2015-11\t2015-12\t2016-01\t2016-02\t2016-03\t2016-04\t2016-05\t2016-06\t2016-07\t2016-08\t2016-09\t2016-10\t2016-11\t2016-12\t2017-01\t2017-02\t2017-03\t2017-04\t2017-05\t2017-06\t2017-07\t2017-08\t2017-09\t2017-10\t2017-11\t2017-12\t2018-05').split('\\t')\n",
"\n",
"for x in cols:\n",
" media_municipio[x] = media_municipio[x].astype(float) / media_municipio['População'].astype(float)\n",
" media_municipio[x].multiply(10000)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "WjDxnv7TqjlQ",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 427
},
"outputId": "124d013b-8277-47bc-9d54-2c5ef89e97c4"
},
"cell_type": "code",
"source": [
"media_municipio['Var'] = (media_municipio['2018-05'] - media_municipio['2007-03'])\n",
"media_municipio = media_municipio.set_index(['Var'])\n",
"media_municipio = media_municipio.reset_index()\n",
"media_municipio.groupby('UF').sum().sort_values(by=['2018-05'], ascending=False).head(10).round(4)"
],
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Var</th>\n",
" <th>2007-03</th>\n",
" <th>2007-06</th>\n",
" <th>2007-09</th>\n",
" <th>2007-12</th>\n",
" <th>2008-03</th>\n",
" <th>2008-06</th>\n",
" <th>2008-09</th>\n",
" <th>2008-12</th>\n",
" <th>2009-03</th>\n",
" <th>2009-06</th>\n",
" <th>2009-09</th>\n",
" <th>2009-12</th>\n",
" <th>2010-03</th>\n",
" <th>2010-06</th>\n",
" <th>2010-09</th>\n",
" <th>2010-12</th>\n",
" <th>2011-01</th>\n",
" <th>2011-02</th>\n",
" <th>2011-03</th>\n",
" <th>2011-04</th>\n",
" <th>2011-05</th>\n",
" <th>2011-06</th>\n",
" <th>2011-07</th>\n",
" <th>2011-08</th>\n",
" <th>2011-09</th>\n",
" <th>2011-10</th>\n",
" <th>2011-11</th>\n",
" <th>2011-12</th>\n",
" <th>2012-01</th>\n",
" <th>2012-02</th>\n",
" <th>2012-03</th>\n",
" <th>2012-04</th>\n",
" <th>2012-05</th>\n",
" <th>2012-06</th>\n",
" <th>2012-07</th>\n",
" <th>2012-08</th>\n",
" <th>2012-09</th>\n",
" <th>2012-10</th>\n",
" <th>2012-11</th>\n",
" <th>2012-12</th>\n",
" <th>2013-01</th>\n",
" <th>2013-02</th>\n",
" <th>2013-03</th>\n",
" <th>2013-04</th>\n",
" <th>2013-05</th>\n",
" <th>2013-06</th>\n",
" <th>2013-07</th>\n",
" <th>2013-08</th>\n",
" <th>2013-09</th>\n",
" <th>2013-10</th>\n",
" <th>2013-11</th>\n",
" <th>2013-12</th>\n",
" <th>2014-01</th>\n",
" <th>2014-02</th>\n",
" <th>2014-03</th>\n",
" <th>2014-04</th>\n",
" <th>2014-05</th>\n",
" <th>2014-06</th>\n",
" <th>2014-07</th>\n",
" <th>2014-08</th>\n",
" <th>2014-09</th>\n",
" <th>2014-10</th>\n",
" <th>2014-11</th>\n",
" <th>2014-12</th>\n",
" <th>Cod Município</th>\n",
" <th>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" <th>2018-02</th>\n",
" <th>2018-03</th>\n",
" <th>2018-04</th>\n",
" <th>2018-05</th>\n",
" <th>IDH</th>\n",
" <th>População</th>\n",
" </tr>\n",
" <tr>\n",
" <th>UF</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>AC</th>\n",
" <td>0.0</td>\n",
" <td>0.0758</td>\n",
" <td>0.0941</td>\n",
" <td>0.1091</td>\n",
" <td>0.1213</td>\n",
" <td>0.1331</td>\n",
" <td>0.1459</td>\n",
" <td>0.1532</td>\n",
" <td>0.1638</td>\n",
" <td>0.1769</td>\n",
" <td>0.1875</td>\n",
" <td>0.1945</td>\n",
" <td>0.2066</td>\n",
" <td>0.2345</td>\n",
" <td>0.2634</td>\n",
" <td>0.2704</td>\n",
" <td>0.2614</td>\n",
" <td>0.2689</td>\n",
" <td>0.2747</td>\n",
" <td>0.2901</td>\n",
" <td>0.2968</td>\n",
" <td>0.3023</td>\n",
" <td>0.3076</td>\n",
" <td>0.3195</td>\n",
" <td>0.3236</td>\n",
" <td>0.3295</td>\n",
" <td>0.3286</td>\n",
" <td>0.3340</td>\n",
" <td>0.3386</td>\n",
" <td>0.3418</td>\n",
" <td>0.3457</td>\n",
" <td>0.3562</td>\n",
" <td>0.3618</td>\n",
" <td>0.3668</td>\n",
" <td>0.3730</td>\n",
" <td>0.3840</td>\n",
" <td>0.3875</td>\n",
" <td>0.3901</td>\n",
" <td>0.3945</td>\n",
" <td>0.4091</td>\n",
" <td>0.4235</td>\n",
" <td>0.4312</td>\n",
" <td>0.4441</td>\n",
" <td>0.4523</td>\n",
" <td>0.4609</td>\n",
" <td>0.4684</td>\n",
" <td>0.4722</td>\n",
" <td>0.4764</td>\n",
" <td>0.4800</td>\n",
" <td>0.4831</td>\n",
" <td>0.4949</td>\n",
" <td>0.5009</td>\n",
" <td>0.4882</td>\n",
" <td>0.5159</td>\n",
" <td>0.5264</td>\n",
" <td>0.5292</td>\n",
" <td>0.5345</td>\n",
" <td>0.5419</td>\n",
" <td>0.5748</td>\n",
" <td>0.5733</td>\n",
" <td>0.5737</td>\n",
" <td>0.5814</td>\n",
" <td>0.5982</td>\n",
" <td>0.6054</td>\n",
" <td>0.6081</td>\n",
" <td>5.857690e+08</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>61753.0</td>\n",
" <td>62775.0</td>\n",
" <td>63647.0</td>\n",
" <td>63882.0</td>\n",
" <td>0.0</td>\n",
" <td>12.894</td>\n",
" <td>733559.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AL</th>\n",
" <td>0.0</td>\n",
" <td>0.1100</td>\n",
" <td>0.1572</td>\n",
" <td>0.1179</td>\n",
" <td>0.2819</td>\n",
" <td>0.5191</td>\n",
" <td>0.3333</td>\n",
" <td>0.5426</td>\n",
" <td>0.5555</td>\n",
" <td>0.5630</td>\n",
" <td>0.5739</td>\n",
" <td>0.6220</td>\n",
" <td>0.6515</td>\n",
" <td>0.6844</td>\n",
" <td>0.7117</td>\n",
" <td>0.9165</td>\n",
" <td>1.0969</td>\n",
" <td>0.4356</td>\n",
" <td>0.4693</td>\n",
" <td>0.4920</td>\n",
" <td>0.5106</td>\n",
" <td>0.5361</td>\n",
" <td>0.5584</td>\n",
" <td>0.6029</td>\n",
" <td>0.6058</td>\n",
" <td>0.6125</td>\n",
" <td>0.6621</td>\n",
" <td>0.6898</td>\n",
" <td>0.6945</td>\n",
" <td>0.7148</td>\n",
" <td>0.7000</td>\n",
" <td>0.7418</td>\n",
" <td>0.7547</td>\n",
" <td>0.7876</td>\n",
" <td>0.8171</td>\n",
" <td>0.8429</td>\n",
" <td>0.8733</td>\n",
" <td>0.8980</td>\n",
" <td>0.9143</td>\n",
" <td>0.9213</td>\n",
" <td>0.9160</td>\n",
" <td>0.9592</td>\n",
" <td>0.9786</td>\n",
" <td>1.0090</td>\n",
" <td>1.0851</td>\n",
" <td>1.0895</td>\n",
" <td>1.0926</td>\n",
" <td>1.1335</td>\n",
" <td>1.1274</td>\n",
" <td>1.1520</td>\n",
" <td>1.1829</td>\n",
" <td>1.1750</td>\n",
" <td>1.1439</td>\n",
" <td>1.1415</td>\n",
" <td>1.1254</td>\n",
" <td>1.1221</td>\n",
" <td>1.1448</td>\n",
" <td>1.1313</td>\n",
" <td>1.1261</td>\n",
" <td>1.1252</td>\n",
" <td>1.1403</td>\n",
" <td>1.1693</td>\n",
" <td>1.1536</td>\n",
" <td>1.2106</td>\n",
" <td>1.2373</td>\n",
" <td>6.202068e+09</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>161012.0</td>\n",
" <td>162471.0</td>\n",
" <td>163198.0</td>\n",
" <td>165750.0</td>\n",
" <td>0.0</td>\n",
" <td>55.329</td>\n",
" <td>3120494.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TO</th>\n",
" <td>0.0</td>\n",
" <td>0.6267</td>\n",
" <td>0.6934</td>\n",
" <td>0.7459</td>\n",
" <td>0.8373</td>\n",
" <td>0.9082</td>\n",
" <td>0.9741</td>\n",
" <td>1.0870</td>\n",
" <td>1.1500</td>\n",
" <td>1.2410</td>\n",
" <td>1.2801</td>\n",
" <td>1.3587</td>\n",
" <td>1.4398</td>\n",
" <td>1.7407</td>\n",
" <td>2.0342</td>\n",
" <td>2.0530</td>\n",
" <td>1.9896</td>\n",
" <td>1.9172</td>\n",
" <td>1.9538</td>\n",
" <td>2.0217</td>\n",
" <td>2.0879</td>\n",
" <td>2.1102</td>\n",
" <td>2.1393</td>\n",
" <td>2.1433</td>\n",
" <td>2.1679</td>\n",
" <td>2.2290</td>\n",
" <td>2.1834</td>\n",
" <td>2.2318</td>\n",
" <td>2.2655</td>\n",
" <td>2.2999</td>\n",
" <td>2.3333</td>\n",
" <td>2.4151</td>\n",
" <td>2.5535</td>\n",
" <td>2.6243</td>\n",
" <td>2.6997</td>\n",
" <td>2.7186</td>\n",
" <td>2.8419</td>\n",
" <td>2.9095</td>\n",
" <td>2.9556</td>\n",
" <td>3.0643</td>\n",
" <td>3.1943</td>\n",
" <td>3.2348</td>\n",
" <td>3.3020</td>\n",
" <td>3.4347</td>\n",
" <td>3.4974</td>\n",
" <td>3.5520</td>\n",
" <td>3.5917</td>\n",
" <td>3.6024</td>\n",
" <td>3.6397</td>\n",
" <td>3.6476</td>\n",
" <td>3.6440</td>\n",
" <td>3.6641</td>\n",
" <td>3.6322</td>\n",
" <td>3.6244</td>\n",
" <td>3.6447</td>\n",
" <td>3.7079</td>\n",
" <td>3.7349</td>\n",
" <td>3.7843</td>\n",
" <td>3.8149</td>\n",
" <td>3.8115</td>\n",
" <td>3.8286</td>\n",
" <td>3.8566</td>\n",
" <td>3.9159</td>\n",
" <td>3.9132</td>\n",
" <td>3.9364</td>\n",
" <td>3.807326e+09</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>113479.0</td>\n",
" <td>114854.0</td>\n",
" <td>116490.0</td>\n",
" <td>119260.0</td>\n",
" <td>0.0</td>\n",
" <td>88.950</td>\n",
" <td>1383445.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SP</th>\n",
" <td>0.0</td>\n",
" <td>10.5841</td>\n",
" <td>11.1674</td>\n",
" <td>14.4146</td>\n",
" <td>15.8465</td>\n",
" <td>17.4654</td>\n",
" <td>17.8000</td>\n",
" <td>19.7324</td>\n",
" <td>22.0038</td>\n",
" <td>22.5347</td>\n",
" <td>25.0601</td>\n",
" <td>25.6293</td>\n",
" <td>26.9696</td>\n",
" <td>29.4021</td>\n",
" <td>33.1640</td>\n",
" <td>37.4934</td>\n",
" <td>41.8885</td>\n",
" <td>39.1474</td>\n",
" <td>40.2835</td>\n",
" <td>42.3384</td>\n",
" <td>42.5445</td>\n",
" <td>43.5345</td>\n",
" <td>44.2659</td>\n",
" <td>45.4933</td>\n",
" <td>46.6111</td>\n",
" <td>47.7536</td>\n",
" <td>49.0321</td>\n",
" <td>49.9381</td>\n",
" <td>50.8322</td>\n",
" <td>51.9576</td>\n",
" <td>52.2637</td>\n",
" <td>53.2557</td>\n",
" <td>53.7680</td>\n",
" <td>54.9485</td>\n",
" <td>55.2225</td>\n",
" <td>56.2624</td>\n",
" <td>56.6938</td>\n",
" <td>57.3139</td>\n",
" <td>57.7674</td>\n",
" <td>58.4437</td>\n",
" <td>58.4721</td>\n",
" <td>59.3583</td>\n",
" <td>59.9822</td>\n",
" <td>60.6802</td>\n",
" <td>61.6750</td>\n",
" <td>62.4639</td>\n",
" <td>63.2231</td>\n",
" <td>63.9174</td>\n",
" <td>64.3999</td>\n",
" <td>64.4808</td>\n",
" <td>65.8333</td>\n",
" <td>66.3242</td>\n",
" <td>66.7707</td>\n",
" <td>67.2468</td>\n",
" <td>67.3328</td>\n",
" <td>68.2270</td>\n",
" <td>68.5773</td>\n",
" <td>69.1195</td>\n",
" <td>70.1340</td>\n",
" <td>70.1558</td>\n",
" <td>68.7573</td>\n",
" <td>69.5432</td>\n",
" <td>68.8914</td>\n",
" <td>72.0787</td>\n",
" <td>72.0635</td>\n",
" <td>1.041052e+11</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>10075042.0</td>\n",
" <td>10131162.0</td>\n",
" <td>10222428.0</td>\n",
" <td>10260231.0</td>\n",
" <td>0.0</td>\n",
" <td>470.220</td>\n",
" <td>41130665.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SE</th>\n",
" <td>0.0</td>\n",
" <td>0.1739</td>\n",
" <td>0.1844</td>\n",
" <td>0.1909</td>\n",
" <td>0.2537</td>\n",
" <td>0.2959</td>\n",
" <td>0.2651</td>\n",
" <td>0.3107</td>\n",
" <td>0.3295</td>\n",
" <td>0.2900</td>\n",
" <td>0.3013</td>\n",
" <td>0.3937</td>\n",
" <td>0.4480</td>\n",
" <td>0.4658</td>\n",
" <td>0.5060</td>\n",
" <td>0.5534</td>\n",
" <td>0.5908</td>\n",
" <td>0.5824</td>\n",
" <td>0.6158</td>\n",
" <td>0.6434</td>\n",
" <td>0.6808</td>\n",
" <td>0.7310</td>\n",
" <td>0.7541</td>\n",
" <td>0.8212</td>\n",
" <td>0.8496</td>\n",
" <td>0.9220</td>\n",
" <td>0.9373</td>\n",
" <td>0.8708</td>\n",
" <td>0.8925</td>\n",
" <td>0.9085</td>\n",
" <td>0.9386</td>\n",
" <td>0.9810</td>\n",
" <td>1.0113</td>\n",
" <td>1.1247</td>\n",
" <td>1.1286</td>\n",
" <td>1.1775</td>\n",
" <td>1.2036</td>\n",
" <td>1.2597</td>\n",
" <td>1.2777</td>\n",
" <td>1.3082</td>\n",
" <td>1.3389</td>\n",
" <td>1.3520</td>\n",
" <td>1.3790</td>\n",
" <td>1.4339</td>\n",
" <td>1.5195</td>\n",
" <td>1.5396</td>\n",
" <td>1.4746</td>\n",
" <td>1.5768</td>\n",
" <td>1.6260</td>\n",
" <td>1.6383</td>\n",
" <td>1.6563</td>\n",
" <td>1.7070</td>\n",
" <td>1.6463</td>\n",
" <td>1.6699</td>\n",
" <td>1.7031</td>\n",
" <td>1.7575</td>\n",
" <td>1.7681</td>\n",
" <td>1.7652</td>\n",
" <td>1.6196</td>\n",
" <td>1.6601</td>\n",
" <td>1.6036</td>\n",
" <td>1.7095</td>\n",
" <td>1.7602</td>\n",
" <td>1.7806</td>\n",
" <td>1.7772</td>\n",
" <td>6.322109e+09</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>190382.0</td>\n",
" <td>187639.0</td>\n",
" <td>190742.0</td>\n",
" <td>196287.0</td>\n",
" <td>0.0</td>\n",
" <td>44.209</td>\n",
" <td>2068017.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SC</th>\n",
" <td>0.0</td>\n",
" <td>4.8274</td>\n",
" <td>5.1404</td>\n",
" <td>5.5923</td>\n",
" <td>6.1610</td>\n",
" <td>6.7279</td>\n",
" <td>7.3368</td>\n",
" <td>7.9283</td>\n",
" <td>8.4655</td>\n",
" <td>9.1017</td>\n",
" <td>9.7317</td>\n",
" <td>10.8781</td>\n",
" <td>11.8826</td>\n",
" <td>12.3735</td>\n",
" <td>14.0944</td>\n",
" <td>14.0755</td>\n",
" <td>13.8897</td>\n",
" <td>13.2501</td>\n",
" <td>13.4403</td>\n",
" <td>13.4891</td>\n",
" <td>13.6814</td>\n",
" <td>14.1239</td>\n",
" <td>13.7726</td>\n",
" <td>13.9608</td>\n",
" <td>14.2105</td>\n",
" <td>14.1817</td>\n",
" <td>14.4106</td>\n",
" <td>14.4529</td>\n",
" <td>14.6593</td>\n",
" <td>15.3392</td>\n",
" <td>14.8486</td>\n",
" <td>14.7950</td>\n",
" <td>15.2960</td>\n",
" <td>15.2490</td>\n",
" <td>15.5592</td>\n",
" <td>15.8303</td>\n",
" <td>15.9874</td>\n",
" <td>16.3214</td>\n",
" <td>16.4951</td>\n",
" <td>17.1567</td>\n",
" <td>17.0598</td>\n",
" <td>17.8357</td>\n",
" <td>18.3395</td>\n",
" <td>18.5675</td>\n",
" <td>18.7132</td>\n",
" <td>19.1243</td>\n",
" <td>19.0714</td>\n",
" <td>19.0920</td>\n",
" <td>19.3634</td>\n",
" <td>19.2550</td>\n",
" <td>19.6901</td>\n",
" <td>19.3938</td>\n",
" <td>19.1837</td>\n",
" <td>19.1841</td>\n",
" <td>19.5085</td>\n",
" <td>19.5865</td>\n",
" <td>19.9163</td>\n",
" <td>20.0053</td>\n",
" <td>20.2367</td>\n",
" <td>20.4079</td>\n",
" <td>20.2595</td>\n",
" <td>21.0213</td>\n",
" <td>20.6108</td>\n",
" <td>20.7988</td>\n",
" <td>21.3863</td>\n",
" <td>4.772379e+10</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1410220.0</td>\n",
" <td>1433120.0</td>\n",
" <td>1428763.0</td>\n",
" <td>1454601.0</td>\n",
" <td>0.0</td>\n",
" <td>213.615</td>\n",
" <td>6229057.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RS</th>\n",
" <td>0.0</td>\n",
" <td>5.4069</td>\n",
" <td>5.6627</td>\n",
" <td>6.0650</td>\n",
" <td>6.6152</td>\n",
" <td>7.1813</td>\n",
" <td>7.6581</td>\n",
" <td>8.2755</td>\n",
" <td>8.7561</td>\n",
" <td>9.0899</td>\n",
" <td>9.6572</td>\n",
" <td>10.4950</td>\n",
" <td>11.1284</td>\n",
" <td>11.7444</td>\n",
" <td>15.0029</td>\n",
" <td>15.6392</td>\n",
" <td>16.5213</td>\n",
" <td>14.4653</td>\n",
" <td>14.6846</td>\n",
" <td>14.8018</td>\n",
" <td>15.3529</td>\n",
" <td>15.7137</td>\n",
" <td>16.4237</td>\n",
" <td>16.3025</td>\n",
" <td>16.5364</td>\n",
" <td>16.2433</td>\n",
" <td>16.3868</td>\n",
" <td>17.2737</td>\n",
" <td>18.0139</td>\n",
" <td>17.6183</td>\n",
" <td>17.4792</td>\n",
" <td>17.4558</td>\n",
" <td>18.8771</td>\n",
" <td>19.1961</td>\n",
" <td>19.4604</td>\n",
" <td>20.3653</td>\n",
" <td>20.5658</td>\n",
" <td>20.9556</td>\n",
" <td>21.1500</td>\n",
" <td>21.5933</td>\n",
" <td>21.0734</td>\n",
" <td>21.7768</td>\n",
" <td>22.4560</td>\n",
" <td>22.5214</td>\n",
" <td>22.6272</td>\n",
" <td>22.9868</td>\n",
" <td>23.5294</td>\n",
" <td>23.9473</td>\n",
" <td>24.4476</td>\n",
" <td>24.8477</td>\n",
" <td>25.6732</td>\n",
" <td>25.6647</td>\n",
" <td>25.6352</td>\n",
" <td>25.9926</td>\n",
" <td>30.5668</td>\n",
" <td>27.0384</td>\n",
" <td>25.7049</td>\n",
" <td>26.5403</td>\n",
" <td>26.4298</td>\n",
" <td>25.8599</td>\n",
" <td>25.2412</td>\n",
" <td>26.8349</td>\n",
" <td>27.0830</td>\n",
" <td>27.1080</td>\n",
" <td>27.4618</td>\n",
" <td>7.076037e+10</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1876724.0</td>\n",
" <td>1883314.0</td>\n",
" <td>1903544.0</td>\n",
" <td>1910291.0</td>\n",
" <td>0.0</td>\n",
" <td>353.176</td>\n",
" <td>10673313.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RR</th>\n",
" <td>0.0</td>\n",
" <td>0.0107</td>\n",
" <td>0.0130</td>\n",
" <td>0.0123</td>\n",
" <td>0.0128</td>\n",
" <td>0.0138</td>\n",
" <td>0.0145</td>\n",
" <td>0.0152</td>\n",
" <td>0.0133</td>\n",
" <td>0.0142</td>\n",
" <td>0.0161</td>\n",
" <td>0.0182</td>\n",
" <td>0.0232</td>\n",
" <td>0.0245</td>\n",
" <td>0.0271</td>\n",
" <td>0.0269</td>\n",
" <td>0.0395</td>\n",
" <td>0.0402</td>\n",
" <td>0.0458</td>\n",
" <td>0.0468</td>\n",
" <td>0.0465</td>\n",
" <td>0.0484</td>\n",
" <td>0.0472</td>\n",
" <td>0.0525</td>\n",
" <td>0.0561</td>\n",
" <td>0.0595</td>\n",
" <td>0.0694</td>\n",
" <td>0.0775</td>\n",
" <td>0.0801</td>\n",
" <td>0.0848</td>\n",
" <td>0.1034</td>\n",
" <td>0.1123</td>\n",
" <td>0.1171</td>\n",
" <td>0.1270</td>\n",
" <td>0.1308</td>\n",
" <td>0.1321</td>\n",
" <td>0.1347</td>\n",
" <td>0.1373</td>\n",
" <td>0.1426</td>\n",
" <td>0.1475</td>\n",
" <td>0.1533</td>\n",
" <td>0.1576</td>\n",
" <td>0.1624</td>\n",
" <td>0.1684</td>\n",
" <td>0.1757</td>\n",
" <td>0.1800</td>\n",
" <td>0.1942</td>\n",
" <td>0.2128</td>\n",
" <td>0.2157</td>\n",
" <td>0.2183</td>\n",
" <td>0.2219</td>\n",
" <td>0.2269</td>\n",
" <td>0.2290</td>\n",
" <td>0.2352</td>\n",
" <td>0.2350</td>\n",
" <td>0.2402</td>\n",
" <td>0.2422</td>\n",
" <td>0.2438</td>\n",
" <td>0.2509</td>\n",
" <td>0.2506</td>\n",
" <td>0.2568</td>\n",
" <td>0.2620</td>\n",
" <td>0.2690</td>\n",
" <td>0.2779</td>\n",
" <td>0.2816</td>\n",
" <td>4.676809e+08</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>38065.0</td>\n",
" <td>37746.0</td>\n",
" <td>37247.0</td>\n",
" <td>37293.0</td>\n",
" <td>0.0</td>\n",
" <td>9.153</td>\n",
" <td>450479.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RO</th>\n",
" <td>0.0</td>\n",
" <td>0.4509</td>\n",
" <td>0.4816</td>\n",
" <td>0.5084</td>\n",
" <td>0.5771</td>\n",
" <td>0.6171</td>\n",
" <td>0.6183</td>\n",
" <td>0.6938</td>\n",
" <td>0.7455</td>\n",
" <td>0.7615</td>\n",
" <td>0.7898</td>\n",
" <td>0.8646</td>\n",
" <td>0.9171</td>\n",
" <td>0.9793</td>\n",
" <td>1.0631</td>\n",
" <td>1.0673</td>\n",
" <td>1.0146</td>\n",
" <td>0.9916</td>\n",
" <td>1.0033</td>\n",
" <td>1.0303</td>\n",
" <td>1.0409</td>\n",
" <td>1.0551</td>\n",
" <td>1.0629</td>\n",
" <td>1.0715</td>\n",
" <td>1.0876</td>\n",
" <td>1.0934</td>\n",
" <td>1.0992</td>\n",
" <td>1.1106</td>\n",
" <td>1.1371</td>\n",
" <td>1.1436</td>\n",
" <td>1.1613</td>\n",
" <td>1.1788</td>\n",
" <td>1.1997</td>\n",
" <td>1.2128</td>\n",
" <td>1.2228</td>\n",
" <td>1.2357</td>\n",
" <td>1.2489</td>\n",
" <td>1.2560</td>\n",
" <td>1.2736</td>\n",
" <td>1.3328</td>\n",
" <td>1.3695</td>\n",
" <td>1.3874</td>\n",
" <td>1.4031</td>\n",
" <td>1.4337</td>\n",
" <td>1.4277</td>\n",
" <td>1.4971</td>\n",
" <td>1.4859</td>\n",
" <td>1.5190</td>\n",
" <td>1.5270</td>\n",
" <td>1.5369</td>\n",
" <td>1.5496</td>\n",
" <td>1.5496</td>\n",
" <td>1.5276</td>\n",
" <td>1.5538</td>\n",
" <td>1.5726</td>\n",
" <td>1.5912</td>\n",
" <td>1.6063</td>\n",
" <td>1.6538</td>\n",
" <td>1.6727</td>\n",
" <td>1.7053</td>\n",
" <td>1.7050</td>\n",
" <td>1.7842</td>\n",
" <td>1.8001</td>\n",
" <td>1.8193</td>\n",
" <td>1.8673</td>\n",
" <td>1.736505e+09</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>158678.0</td>\n",
" <td>162628.0</td>\n",
" <td>168039.0</td>\n",
" <td>159453.0</td>\n",
" <td>0.0</td>\n",
" <td>33.490</td>\n",
" <td>1562409.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RN</th>\n",
" <td>0.0</td>\n",
" <td>0.2928</td>\n",
" <td>0.2991</td>\n",
" <td>0.3064</td>\n",
" <td>0.3539</td>\n",
" <td>0.4553</td>\n",
" <td>0.5326</td>\n",
" <td>0.5399</td>\n",
" <td>0.5772</td>\n",
" <td>0.5435</td>\n",
" <td>0.8640</td>\n",
" <td>0.5224</td>\n",
" <td>0.5600</td>\n",
" <td>0.6338</td>\n",
" <td>0.6826</td>\n",
" <td>1.0404</td>\n",
" <td>1.1552</td>\n",
" <td>1.0064</td>\n",
" <td>1.1581</td>\n",
" <td>1.1692</td>\n",
" <td>1.2517</td>\n",
" <td>1.3151</td>\n",
" <td>1.3376</td>\n",
" <td>1.4310</td>\n",
" <td>1.4631</td>\n",
" <td>1.4880</td>\n",
" <td>1.7414</td>\n",
" <td>1.8424</td>\n",
" <td>1.7501</td>\n",
" <td>1.8864</td>\n",
" <td>1.8015</td>\n",
" <td>1.8974</td>\n",
" <td>1.8714</td>\n",
" <td>2.0210</td>\n",
" <td>2.0681</td>\n",
" <td>2.0648</td>\n",
" <td>2.1614</td>\n",
" <td>2.1802</td>\n",
" <td>2.1814</td>\n",
" <td>2.2450</td>\n",
" <td>2.2190</td>\n",
" <td>2.3037</td>\n",
" <td>2.4069</td>\n",
" <td>2.4449</td>\n",
" <td>2.5909</td>\n",
" <td>2.5095</td>\n",
" <td>2.5374</td>\n",
" <td>2.6904</td>\n",
" <td>2.7424</td>\n",
" <td>2.9174</td>\n",
" <td>3.0462</td>\n",
" <td>3.0822</td>\n",
" <td>2.8869</td>\n",
" <td>2.6769</td>\n",
" <td>2.9777</td>\n",
" <td>3.0453</td>\n",
" <td>3.6148</td>\n",
" <td>3.0529</td>\n",
" <td>3.1310</td>\n",
" <td>3.0214</td>\n",
" <td>3.0282</td>\n",
" <td>3.1564</td>\n",
" <td>3.2551</td>\n",
" <td>3.3557</td>\n",
" <td>3.1666</td>\n",
" <td>1.184060e+10</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>347489.0</td>\n",
" <td>350827.0</td>\n",
" <td>351732.0</td>\n",
" <td>348525.0</td>\n",
" <td>0.0</td>\n",
" <td>100.220</td>\n",
" <td>3163732.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Var 2007-03 2007-06 2007-09 2007-12 2008-03 2008-06 2008-09 \\\n",
"UF \n",
"AC 0.0 0.0758 0.0941 0.1091 0.1213 0.1331 0.1459 0.1532 \n",
"AL 0.0 0.1100 0.1572 0.1179 0.2819 0.5191 0.3333 0.5426 \n",
"TO 0.0 0.6267 0.6934 0.7459 0.8373 0.9082 0.9741 1.0870 \n",
"SP 0.0 10.5841 11.1674 14.4146 15.8465 17.4654 17.8000 19.7324 \n",
"SE 0.0 0.1739 0.1844 0.1909 0.2537 0.2959 0.2651 0.3107 \n",
"SC 0.0 4.8274 5.1404 5.5923 6.1610 6.7279 7.3368 7.9283 \n",
"RS 0.0 5.4069 5.6627 6.0650 6.6152 7.1813 7.6581 8.2755 \n",
"RR 0.0 0.0107 0.0130 0.0123 0.0128 0.0138 0.0145 0.0152 \n",
"RO 0.0 0.4509 0.4816 0.5084 0.5771 0.6171 0.6183 0.6938 \n",
"RN 0.0 0.2928 0.2991 0.3064 0.3539 0.4553 0.5326 0.5399 \n",
"\n",
" 2008-12 2009-03 2009-06 2009-09 2009-12 2010-03 2010-06 2010-09 \\\n",
"UF \n",
"AC 0.1638 0.1769 0.1875 0.1945 0.2066 0.2345 0.2634 0.2704 \n",
"AL 0.5555 0.5630 0.5739 0.6220 0.6515 0.6844 0.7117 0.9165 \n",
"TO 1.1500 1.2410 1.2801 1.3587 1.4398 1.7407 2.0342 2.0530 \n",
"SP 22.0038 22.5347 25.0601 25.6293 26.9696 29.4021 33.1640 37.4934 \n",
"SE 0.3295 0.2900 0.3013 0.3937 0.4480 0.4658 0.5060 0.5534 \n",
"SC 8.4655 9.1017 9.7317 10.8781 11.8826 12.3735 14.0944 14.0755 \n",
"RS 8.7561 9.0899 9.6572 10.4950 11.1284 11.7444 15.0029 15.6392 \n",
"RR 0.0133 0.0142 0.0161 0.0182 0.0232 0.0245 0.0271 0.0269 \n",
"RO 0.7455 0.7615 0.7898 0.8646 0.9171 0.9793 1.0631 1.0673 \n",
"RN 0.5772 0.5435 0.8640 0.5224 0.5600 0.6338 0.6826 1.0404 \n",
"\n",
" 2010-12 2011-01 2011-02 2011-03 2011-04 2011-05 2011-06 2011-07 \\\n",
"UF \n",
"AC 0.2614 0.2689 0.2747 0.2901 0.2968 0.3023 0.3076 0.3195 \n",
"AL 1.0969 0.4356 0.4693 0.4920 0.5106 0.5361 0.5584 0.6029 \n",
"TO 1.9896 1.9172 1.9538 2.0217 2.0879 2.1102 2.1393 2.1433 \n",
"SP 41.8885 39.1474 40.2835 42.3384 42.5445 43.5345 44.2659 45.4933 \n",
"SE 0.5908 0.5824 0.6158 0.6434 0.6808 0.7310 0.7541 0.8212 \n",
"SC 13.8897 13.2501 13.4403 13.4891 13.6814 14.1239 13.7726 13.9608 \n",
"RS 16.5213 14.4653 14.6846 14.8018 15.3529 15.7137 16.4237 16.3025 \n",
"RR 0.0395 0.0402 0.0458 0.0468 0.0465 0.0484 0.0472 0.0525 \n",
"RO 1.0146 0.9916 1.0033 1.0303 1.0409 1.0551 1.0629 1.0715 \n",
"RN 1.1552 1.0064 1.1581 1.1692 1.2517 1.3151 1.3376 1.4310 \n",
"\n",
" 2011-08 2011-09 2011-10 2011-11 2011-12 2012-01 2012-02 2012-03 \\\n",
"UF \n",
"AC 0.3236 0.3295 0.3286 0.3340 0.3386 0.3418 0.3457 0.3562 \n",
"AL 0.6058 0.6125 0.6621 0.6898 0.6945 0.7148 0.7000 0.7418 \n",
"TO 2.1679 2.2290 2.1834 2.2318 2.2655 2.2999 2.3333 2.4151 \n",
"SP 46.6111 47.7536 49.0321 49.9381 50.8322 51.9576 52.2637 53.2557 \n",
"SE 0.8496 0.9220 0.9373 0.8708 0.8925 0.9085 0.9386 0.9810 \n",
"SC 14.2105 14.1817 14.4106 14.4529 14.6593 15.3392 14.8486 14.7950 \n",
"RS 16.5364 16.2433 16.3868 17.2737 18.0139 17.6183 17.4792 17.4558 \n",
"RR 0.0561 0.0595 0.0694 0.0775 0.0801 0.0848 0.1034 0.1123 \n",
"RO 1.0876 1.0934 1.0992 1.1106 1.1371 1.1436 1.1613 1.1788 \n",
"RN 1.4631 1.4880 1.7414 1.8424 1.7501 1.8864 1.8015 1.8974 \n",
"\n",
" 2012-04 2012-05 2012-06 2012-07 2012-08 2012-09 2012-10 2012-11 \\\n",
"UF \n",
"AC 0.3618 0.3668 0.3730 0.3840 0.3875 0.3901 0.3945 0.4091 \n",
"AL 0.7547 0.7876 0.8171 0.8429 0.8733 0.8980 0.9143 0.9213 \n",
"TO 2.5535 2.6243 2.6997 2.7186 2.8419 2.9095 2.9556 3.0643 \n",
"SP 53.7680 54.9485 55.2225 56.2624 56.6938 57.3139 57.7674 58.4437 \n",
"SE 1.0113 1.1247 1.1286 1.1775 1.2036 1.2597 1.2777 1.3082 \n",
"SC 15.2960 15.2490 15.5592 15.8303 15.9874 16.3214 16.4951 17.1567 \n",
"RS 18.8771 19.1961 19.4604 20.3653 20.5658 20.9556 21.1500 21.5933 \n",
"RR 0.1171 0.1270 0.1308 0.1321 0.1347 0.1373 0.1426 0.1475 \n",
"RO 1.1997 1.2128 1.2228 1.2357 1.2489 1.2560 1.2736 1.3328 \n",
"RN 1.8714 2.0210 2.0681 2.0648 2.1614 2.1802 2.1814 2.2450 \n",
"\n",
" 2012-12 2013-01 2013-02 2013-03 2013-04 2013-05 2013-06 2013-07 \\\n",
"UF \n",
"AC 0.4235 0.4312 0.4441 0.4523 0.4609 0.4684 0.4722 0.4764 \n",
"AL 0.9160 0.9592 0.9786 1.0090 1.0851 1.0895 1.0926 1.1335 \n",
"TO 3.1943 3.2348 3.3020 3.4347 3.4974 3.5520 3.5917 3.6024 \n",
"SP 58.4721 59.3583 59.9822 60.6802 61.6750 62.4639 63.2231 63.9174 \n",
"SE 1.3389 1.3520 1.3790 1.4339 1.5195 1.5396 1.4746 1.5768 \n",
"SC 17.0598 17.8357 18.3395 18.5675 18.7132 19.1243 19.0714 19.0920 \n",
"RS 21.0734 21.7768 22.4560 22.5214 22.6272 22.9868 23.5294 23.9473 \n",
"RR 0.1533 0.1576 0.1624 0.1684 0.1757 0.1800 0.1942 0.2128 \n",
"RO 1.3695 1.3874 1.4031 1.4337 1.4277 1.4971 1.4859 1.5190 \n",
"RN 2.2190 2.3037 2.4069 2.4449 2.5909 2.5095 2.5374 2.6904 \n",
"\n",
" 2013-08 2013-09 2013-10 2013-11 2013-12 2014-01 2014-02 2014-03 \\\n",
"UF \n",
"AC 0.4800 0.4831 0.4949 0.5009 0.4882 0.5159 0.5264 0.5292 \n",
"AL 1.1274 1.1520 1.1829 1.1750 1.1439 1.1415 1.1254 1.1221 \n",
"TO 3.6397 3.6476 3.6440 3.6641 3.6322 3.6244 3.6447 3.7079 \n",
"SP 64.3999 64.4808 65.8333 66.3242 66.7707 67.2468 67.3328 68.2270 \n",
"SE 1.6260 1.6383 1.6563 1.7070 1.6463 1.6699 1.7031 1.7575 \n",
"SC 19.3634 19.2550 19.6901 19.3938 19.1837 19.1841 19.5085 19.5865 \n",
"RS 24.4476 24.8477 25.6732 25.6647 25.6352 25.9926 30.5668 27.0384 \n",
"RR 0.2157 0.2183 0.2219 0.2269 0.2290 0.2352 0.2350 0.2402 \n",
"RO 1.5270 1.5369 1.5496 1.5496 1.5276 1.5538 1.5726 1.5912 \n",
"RN 2.7424 2.9174 3.0462 3.0822 2.8869 2.6769 2.9777 3.0453 \n",
"\n",
" 2014-04 2014-05 2014-06 2014-07 2014-08 2014-09 2014-10 2014-11 \\\n",
"UF \n",
"AC 0.5345 0.5419 0.5748 0.5733 0.5737 0.5814 0.5982 0.6054 \n",
"AL 1.1448 1.1313 1.1261 1.1252 1.1403 1.1693 1.1536 1.2106 \n",
"TO 3.7349 3.7843 3.8149 3.8115 3.8286 3.8566 3.9159 3.9132 \n",
"SP 68.5773 69.1195 70.1340 70.1558 68.7573 69.5432 68.8914 72.0787 \n",
"SE 1.7681 1.7652 1.6196 1.6601 1.6036 1.7095 1.7602 1.7806 \n",
"SC 19.9163 20.0053 20.2367 20.4079 20.2595 21.0213 20.6108 20.7988 \n",
"RS 25.7049 26.5403 26.4298 25.8599 25.2412 26.8349 27.0830 27.1080 \n",
"RR 0.2422 0.2438 0.2509 0.2506 0.2568 0.2620 0.2690 0.2779 \n",
"RO 1.6063 1.6538 1.6727 1.7053 1.7050 1.7842 1.8001 1.8193 \n",
"RN 3.6148 3.0529 3.1310 3.0214 3.0282 3.1564 3.2551 3.3557 \n",
"\n",
" 2014-12 Cod Município 2015-01 2015-02 2015-03 2015-04 2015-05 \\\n",
"UF \n",
"AC 0.6081 5.857690e+08 0.0 0.0 0.0 0.0 0.0 \n",
"AL 1.2373 6.202068e+09 0.0 0.0 0.0 0.0 0.0 \n",
"TO 3.9364 3.807326e+09 0.0 0.0 0.0 0.0 0.0 \n",
"SP 72.0635 1.041052e+11 0.0 0.0 0.0 0.0 0.0 \n",
"SE 1.7772 6.322109e+09 0.0 0.0 0.0 0.0 0.0 \n",
"SC 21.3863 4.772379e+10 0.0 0.0 0.0 0.0 0.0 \n",
"RS 27.4618 7.076037e+10 0.0 0.0 0.0 0.0 0.0 \n",
"RR 0.2816 4.676809e+08 0.0 0.0 0.0 0.0 0.0 \n",
"RO 1.8673 1.736505e+09 0.0 0.0 0.0 0.0 0.0 \n",
"RN 3.1666 1.184060e+10 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2015-06 2015-07 2015-08 2015-09 2015-10 2015-11 2015-12 2016-01 \\\n",
"UF \n",
"AC 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"AL 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"TO 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"SP 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"SE 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"SC 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"RS 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"RR 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"RO 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"RN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2016-02 2016-03 2016-04 2016-05 2016-06 2016-07 2016-08 2016-09 \\\n",
"UF \n",
"AC 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"AL 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"TO 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"SP 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"SE 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"SC 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"RS 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"RR 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"RO 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"RN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2016-10 2016-11 2016-12 2017-01 2017-02 2017-03 2017-04 2017-05 \\\n",
"UF \n",
"AC 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"AL 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"TO 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"SP 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"SE 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"SC 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"RS 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"RR 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"RO 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"RN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2017-06 2017-07 2017-08 2017-09 2017-10 2017-11 2017-12 2018-01 \\\n",
"UF \n",
"AC 0.0 0.0 0.0 0.0 0.0 0.0 0.0 61753.0 \n",
"AL 0.0 0.0 0.0 0.0 0.0 0.0 0.0 161012.0 \n",
"TO 0.0 0.0 0.0 0.0 0.0 0.0 0.0 113479.0 \n",
"SP 0.0 0.0 0.0 0.0 0.0 0.0 0.0 10075042.0 \n",
"SE 0.0 0.0 0.0 0.0 0.0 0.0 0.0 190382.0 \n",
"SC 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1410220.0 \n",
"RS 0.0 0.0 0.0 0.0 0.0 0.0 0.0 1876724.0 \n",
"RR 0.0 0.0 0.0 0.0 0.0 0.0 0.0 38065.0 \n",
"RO 0.0 0.0 0.0 0.0 0.0 0.0 0.0 158678.0 \n",
"RN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 347489.0 \n",
"\n",
" 2018-02 2018-03 2018-04 2018-05 IDH População \n",
"UF \n",
"AC 62775.0 63647.0 63882.0 0.0 12.894 733559.0 \n",
"AL 162471.0 163198.0 165750.0 0.0 55.329 3120494.0 \n",
"TO 114854.0 116490.0 119260.0 0.0 88.950 1383445.0 \n",
"SP 10131162.0 10222428.0 10260231.0 0.0 470.220 41130665.0 \n",
"SE 187639.0 190742.0 196287.0 0.0 44.209 2068017.0 \n",
"SC 1433120.0 1428763.0 1454601.0 0.0 213.615 6229057.0 \n",
"RS 1883314.0 1903544.0 1910291.0 0.0 353.176 10673313.0 \n",
"RR 37746.0 37247.0 37293.0 0.0 9.153 450479.0 \n",
"RO 162628.0 168039.0 159453.0 0.0 33.490 1562409.0 \n",
"RN 350827.0 351732.0 348525.0 0.0 100.220 3163732.0 "
]
},
"metadata": {
"tags": []
},
"execution_count": 15
}
]
},
{
"metadata": {
"id": "EPKqBpYVqjlX",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"#media_municipio.to_csv('media_municipios.csv')"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "F_c-oOgkqjlb",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"<h2> Radiografia dos anos de crise </h2>"
]
},
{
"metadata": {
"id": "-LnQ0dx0qjle",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Vamos nos deleitar com os dados dos anos de crise (do país e da Oi)."
]
},
{
"metadata": {
"id": "KZbzMddgqjlg",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"file3_2015_2018 = drive.CreateFile({'id':'1r6flKqXMg5dbXCFJzL7wac9t6IAcgb-Z'})\n",
"file3_2015_2018.GetContentFile('file3_2015_2018') \n",
"\n",
"SCM_2015_2018 = pd.read_csv('file3_2015_2018', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"SCM_2015_2018.fillna(value=0, inplace = True)\n",
"SCM_2015_2018.rename(columns={'Cod Município':'Cod_IBGE'}, inplace=True)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "w7oU_eWmqjlk",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 478
},
"outputId": "ea09b23a-0265-491f-d323-328fca8dc346"
},
"cell_type": "code",
"source": [
"SCM_2015_2018.groupby('Grupo').sum().sort_values(by=['2018-05'], ascending=False).head(10)"
],
"execution_count": 18,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Cod_IBGE</th>\n",
" <th>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" <th>2018-02</th>\n",
" <th>2018-03</th>\n",
" <th>2018-04</th>\n",
" <th>2018-05</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Grupo</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>TELECOM AMERICAS</th>\n",
" <td>68661011857</td>\n",
" <td>7591422</td>\n",
" <td>7653404</td>\n",
" <td>7731364</td>\n",
" <td>7784957</td>\n",
" <td>7837763</td>\n",
" <td>7876131</td>\n",
" <td>7930651</td>\n",
" <td>7985113</td>\n",
" <td>8024778</td>\n",
" <td>8068488</td>\n",
" <td>8092518</td>\n",
" <td>8110283</td>\n",
" <td>8147699</td>\n",
" <td>8158288</td>\n",
" <td>8198292</td>\n",
" <td>8283152</td>\n",
" <td>8310135</td>\n",
" <td>8399612</td>\n",
" <td>8441749</td>\n",
" <td>8476468</td>\n",
" <td>8505558</td>\n",
" <td>8530848</td>\n",
" <td>8547348</td>\n",
" <td>8512956</td>\n",
" <td>8528998</td>\n",
" <td>8545483</td>\n",
" <td>8577280</td>\n",
" <td>8580309</td>\n",
" <td>8585618</td>\n",
" <td>8600888</td>\n",
" <td>8642978</td>\n",
" <td>8711912</td>\n",
" <td>8763821</td>\n",
" <td>8818985</td>\n",
" <td>8868550</td>\n",
" <td>8894453</td>\n",
" <td>8953835</td>\n",
" <td>9005485</td>\n",
" <td>9065268</td>\n",
" <td>9110328</td>\n",
" <td>9149669</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TELEFÔNICA</th>\n",
" <td>29791192507</td>\n",
" <td>4087064</td>\n",
" <td>4089854</td>\n",
" <td>4087029</td>\n",
" <td>4096883</td>\n",
" <td>4098938</td>\n",
" <td>4097230</td>\n",
" <td>4099611</td>\n",
" <td>4095855</td>\n",
" <td>4099512</td>\n",
" <td>4104697</td>\n",
" <td>4097583</td>\n",
" <td>4090813</td>\n",
" <td>4084263</td>\n",
" <td>4086902</td>\n",
" <td>4112417</td>\n",
" <td>7415672</td>\n",
" <td>7413566</td>\n",
" <td>7427272</td>\n",
" <td>7448719</td>\n",
" <td>7464782</td>\n",
" <td>7484644</td>\n",
" <td>7502190</td>\n",
" <td>7486371</td>\n",
" <td>7476913</td>\n",
" <td>7448532</td>\n",
" <td>7458305</td>\n",
" <td>7490952</td>\n",
" <td>7528231</td>\n",
" <td>7556297</td>\n",
" <td>7579358</td>\n",
" <td>7591067</td>\n",
" <td>7610757</td>\n",
" <td>7609660</td>\n",
" <td>7601005</td>\n",
" <td>7598828</td>\n",
" <td>7584949</td>\n",
" <td>7592076</td>\n",
" <td>7611399</td>\n",
" <td>7663011</td>\n",
" <td>7680773</td>\n",
" <td>7689059</td>\n",
" </tr>\n",
" <tr>\n",
" <th>OI</th>\n",
" <td>194314286163</td>\n",
" <td>6543473</td>\n",
" <td>6525510</td>\n",
" <td>6488478</td>\n",
" <td>6459504</td>\n",
" <td>6466954</td>\n",
" <td>6446214</td>\n",
" <td>6449048</td>\n",
" <td>6436810</td>\n",
" <td>6425803</td>\n",
" <td>6397714</td>\n",
" <td>6384066</td>\n",
" <td>6372332</td>\n",
" <td>6375144</td>\n",
" <td>6372380</td>\n",
" <td>6362893</td>\n",
" <td>6365491</td>\n",
" <td>6371400</td>\n",
" <td>6388653</td>\n",
" <td>6400943</td>\n",
" <td>6396934</td>\n",
" <td>6400625</td>\n",
" <td>6413506</td>\n",
" <td>6415932</td>\n",
" <td>6412839</td>\n",
" <td>6420116</td>\n",
" <td>6429832</td>\n",
" <td>6416887</td>\n",
" <td>6425464</td>\n",
" <td>6415983</td>\n",
" <td>6425322</td>\n",
" <td>6431502</td>\n",
" <td>6386326</td>\n",
" <td>6374138</td>\n",
" <td>6346608</td>\n",
" <td>6327202</td>\n",
" <td>6304014</td>\n",
" <td>6282053</td>\n",
" <td>6253295</td>\n",
" <td>6226017</td>\n",
" <td>6211703</td>\n",
" <td>6203033</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Outras</th>\n",
" <td>251460361788</td>\n",
" <td>1983845</td>\n",
" <td>2032540</td>\n",
" <td>2060508</td>\n",
" <td>2109662</td>\n",
" <td>2162214</td>\n",
" <td>2177857</td>\n",
" <td>2201070</td>\n",
" <td>2246736</td>\n",
" <td>2354507</td>\n",
" <td>2361491</td>\n",
" <td>2266323</td>\n",
" <td>2345446</td>\n",
" <td>2281741</td>\n",
" <td>2354711</td>\n",
" <td>2434924</td>\n",
" <td>2456735</td>\n",
" <td>2549689</td>\n",
" <td>2597522</td>\n",
" <td>2673258</td>\n",
" <td>2772358</td>\n",
" <td>2798291</td>\n",
" <td>2834365</td>\n",
" <td>2881196</td>\n",
" <td>2935396</td>\n",
" <td>3006168</td>\n",
" <td>3062982</td>\n",
" <td>3310250</td>\n",
" <td>3342976</td>\n",
" <td>3476241</td>\n",
" <td>3674132</td>\n",
" <td>3793537</td>\n",
" <td>3814864</td>\n",
" <td>3899290</td>\n",
" <td>4080390</td>\n",
" <td>4181297</td>\n",
" <td>4401699</td>\n",
" <td>4848185</td>\n",
" <td>4934588</td>\n",
" <td>5140368</td>\n",
" <td>5286538</td>\n",
" <td>5311023</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALGAR (CTBC TELECOM)</th>\n",
" <td>9312927758</td>\n",
" <td>416910</td>\n",
" <td>419315</td>\n",
" <td>423407</td>\n",
" <td>427623</td>\n",
" <td>431662</td>\n",
" <td>435735</td>\n",
" <td>440412</td>\n",
" <td>444034</td>\n",
" <td>445972</td>\n",
" <td>448310</td>\n",
" <td>450237</td>\n",
" <td>453111</td>\n",
" <td>455710</td>\n",
" <td>461712</td>\n",
" <td>467474</td>\n",
" <td>470412</td>\n",
" <td>472157</td>\n",
" <td>474852</td>\n",
" <td>483315</td>\n",
" <td>488994</td>\n",
" <td>490307</td>\n",
" <td>495973</td>\n",
" <td>492244</td>\n",
" <td>495709</td>\n",
" <td>498849</td>\n",
" <td>502101</td>\n",
" <td>507795</td>\n",
" <td>512345</td>\n",
" <td>517063</td>\n",
" <td>522534</td>\n",
" <td>527573</td>\n",
" <td>531470</td>\n",
" <td>531464</td>\n",
" <td>533731</td>\n",
" <td>538468</td>\n",
" <td>542872</td>\n",
" <td>546604</td>\n",
" <td>550214</td>\n",
" <td>554428</td>\n",
" <td>557588</td>\n",
" <td>559087</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TELECOM ITALIA</th>\n",
" <td>1024276747</td>\n",
" <td>156193</td>\n",
" <td>163728</td>\n",
" <td>171337</td>\n",
" <td>177458</td>\n",
" <td>185930</td>\n",
" <td>186960</td>\n",
" <td>194560</td>\n",
" <td>206265</td>\n",
" <td>220371</td>\n",
" <td>232933</td>\n",
" <td>242267</td>\n",
" <td>252323</td>\n",
" <td>260454</td>\n",
" <td>270240</td>\n",
" <td>276277</td>\n",
" <td>285619</td>\n",
" <td>298306</td>\n",
" <td>303962</td>\n",
" <td>312787</td>\n",
" <td>319504</td>\n",
" <td>317070</td>\n",
" <td>315862</td>\n",
" <td>322444</td>\n",
" <td>325595</td>\n",
" <td>331703</td>\n",
" <td>335514</td>\n",
" <td>341995</td>\n",
" <td>345222</td>\n",
" <td>355441</td>\n",
" <td>366970</td>\n",
" <td>378446</td>\n",
" <td>388340</td>\n",
" <td>395179</td>\n",
" <td>403298</td>\n",
" <td>410727</td>\n",
" <td>411464</td>\n",
" <td>417686</td>\n",
" <td>422639</td>\n",
" <td>430416</td>\n",
" <td>434280</td>\n",
" <td>436807</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SKY/AT&amp;T</th>\n",
" <td>913533672</td>\n",
" <td>119272</td>\n",
" <td>132874</td>\n",
" <td>153190</td>\n",
" <td>169879</td>\n",
" <td>182529</td>\n",
" <td>193135</td>\n",
" <td>204285</td>\n",
" <td>216259</td>\n",
" <td>233682</td>\n",
" <td>244226</td>\n",
" <td>256411</td>\n",
" <td>264053</td>\n",
" <td>274274</td>\n",
" <td>279191</td>\n",
" <td>282986</td>\n",
" <td>291187</td>\n",
" <td>299480</td>\n",
" <td>305474</td>\n",
" <td>308505</td>\n",
" <td>305910</td>\n",
" <td>306705</td>\n",
" <td>308074</td>\n",
" <td>311235</td>\n",
" <td>310150</td>\n",
" <td>312266</td>\n",
" <td>314084</td>\n",
" <td>330993</td>\n",
" <td>342684</td>\n",
" <td>348753</td>\n",
" <td>358278</td>\n",
" <td>367200</td>\n",
" <td>365688</td>\n",
" <td>365126</td>\n",
" <td>361840</td>\n",
" <td>365963</td>\n",
" <td>365012</td>\n",
" <td>364570</td>\n",
" <td>359248</td>\n",
" <td>358933</td>\n",
" <td>359393</td>\n",
" <td>357738</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PREFEITURA DE LONDRINA/COPEL</th>\n",
" <td>10395881780</td>\n",
" <td>142499</td>\n",
" <td>146044</td>\n",
" <td>147803</td>\n",
" <td>149496</td>\n",
" <td>151964</td>\n",
" <td>153025</td>\n",
" <td>154876</td>\n",
" <td>153464</td>\n",
" <td>154839</td>\n",
" <td>156168</td>\n",
" <td>157417</td>\n",
" <td>158423</td>\n",
" <td>159553</td>\n",
" <td>160481</td>\n",
" <td>159094</td>\n",
" <td>160534</td>\n",
" <td>162035</td>\n",
" <td>163322</td>\n",
" <td>164924</td>\n",
" <td>166196</td>\n",
" <td>166961</td>\n",
" <td>167555</td>\n",
" <td>167642</td>\n",
" <td>167857</td>\n",
" <td>167817</td>\n",
" <td>167812</td>\n",
" <td>168165</td>\n",
" <td>168144</td>\n",
" <td>168225</td>\n",
" <td>170806</td>\n",
" <td>174610</td>\n",
" <td>182184</td>\n",
" <td>190995</td>\n",
" <td>201381</td>\n",
" <td>213569</td>\n",
" <td>225444</td>\n",
" <td>235121</td>\n",
" <td>246250</td>\n",
" <td>261041</td>\n",
" <td>275484</td>\n",
" <td>288412</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CABO</th>\n",
" <td>48147598</td>\n",
" <td>79392</td>\n",
" <td>77330</td>\n",
" <td>82658</td>\n",
" <td>81688</td>\n",
" <td>81006</td>\n",
" <td>81295</td>\n",
" <td>82472</td>\n",
" <td>83545</td>\n",
" <td>84300</td>\n",
" <td>85144</td>\n",
" <td>85231</td>\n",
" <td>86359</td>\n",
" <td>87031</td>\n",
" <td>86527</td>\n",
" <td>88964</td>\n",
" <td>89517</td>\n",
" <td>90732</td>\n",
" <td>91968</td>\n",
" <td>94271</td>\n",
" <td>94677</td>\n",
" <td>96588</td>\n",
" <td>97545</td>\n",
" <td>97940</td>\n",
" <td>98777</td>\n",
" <td>99778</td>\n",
" <td>100671</td>\n",
" <td>101617</td>\n",
" <td>102210</td>\n",
" <td>105213</td>\n",
" <td>105639</td>\n",
" <td>106362</td>\n",
" <td>107592</td>\n",
" <td>108994</td>\n",
" <td>110043</td>\n",
" <td>110230</td>\n",
" <td>110462</td>\n",
" <td>111431</td>\n",
" <td>111662</td>\n",
" <td>112100</td>\n",
" <td>112230</td>\n",
" <td>112506</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BT</th>\n",
" <td>55256989106</td>\n",
" <td>40476</td>\n",
" <td>33795</td>\n",
" <td>33533</td>\n",
" <td>33029</td>\n",
" <td>33354</td>\n",
" <td>32559</td>\n",
" <td>33337</td>\n",
" <td>32584</td>\n",
" <td>33251</td>\n",
" <td>33455</td>\n",
" <td>33423</td>\n",
" <td>33217</td>\n",
" <td>33217</td>\n",
" <td>33313</td>\n",
" <td>33405</td>\n",
" <td>33371</td>\n",
" <td>33419</td>\n",
" <td>32622</td>\n",
" <td>32801</td>\n",
" <td>37122</td>\n",
" <td>32850</td>\n",
" <td>32615</td>\n",
" <td>32559</td>\n",
" <td>27002</td>\n",
" <td>25328</td>\n",
" <td>23292</td>\n",
" <td>23196</td>\n",
" <td>23196</td>\n",
" <td>22605</td>\n",
" <td>23560</td>\n",
" <td>23560</td>\n",
" <td>23491</td>\n",
" <td>23446</td>\n",
" <td>23403</td>\n",
" <td>22804</td>\n",
" <td>22444</td>\n",
" <td>22807</td>\n",
" <td>20680</td>\n",
" <td>21072</td>\n",
" <td>22941</td>\n",
" <td>22474</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Cod_IBGE 2015-01 2015-02 2015-03 \\\n",
"Grupo \n",
"TELECOM AMERICAS 68661011857 7591422 7653404 7731364 \n",
"TELEFÔNICA 29791192507 4087064 4089854 4087029 \n",
"OI 194314286163 6543473 6525510 6488478 \n",
"Outras 251460361788 1983845 2032540 2060508 \n",
"ALGAR (CTBC TELECOM) 9312927758 416910 419315 423407 \n",
"TELECOM ITALIA 1024276747 156193 163728 171337 \n",
"SKY/AT&T 913533672 119272 132874 153190 \n",
"PREFEITURA DE LONDRINA/COPEL 10395881780 142499 146044 147803 \n",
"CABO 48147598 79392 77330 82658 \n",
"BT 55256989106 40476 33795 33533 \n",
"\n",
" 2015-04 2015-05 2015-06 2015-07 2015-08 \\\n",
"Grupo \n",
"TELECOM AMERICAS 7784957 7837763 7876131 7930651 7985113 \n",
"TELEFÔNICA 4096883 4098938 4097230 4099611 4095855 \n",
"OI 6459504 6466954 6446214 6449048 6436810 \n",
"Outras 2109662 2162214 2177857 2201070 2246736 \n",
"ALGAR (CTBC TELECOM) 427623 431662 435735 440412 444034 \n",
"TELECOM ITALIA 177458 185930 186960 194560 206265 \n",
"SKY/AT&T 169879 182529 193135 204285 216259 \n",
"PREFEITURA DE LONDRINA/COPEL 149496 151964 153025 154876 153464 \n",
"CABO 81688 81006 81295 82472 83545 \n",
"BT 33029 33354 32559 33337 32584 \n",
"\n",
" 2015-09 2015-10 2015-11 2015-12 2016-01 \\\n",
"Grupo \n",
"TELECOM AMERICAS 8024778 8068488 8092518 8110283 8147699 \n",
"TELEFÔNICA 4099512 4104697 4097583 4090813 4084263 \n",
"OI 6425803 6397714 6384066 6372332 6375144 \n",
"Outras 2354507 2361491 2266323 2345446 2281741 \n",
"ALGAR (CTBC TELECOM) 445972 448310 450237 453111 455710 \n",
"TELECOM ITALIA 220371 232933 242267 252323 260454 \n",
"SKY/AT&T 233682 244226 256411 264053 274274 \n",
"PREFEITURA DE LONDRINA/COPEL 154839 156168 157417 158423 159553 \n",
"CABO 84300 85144 85231 86359 87031 \n",
"BT 33251 33455 33423 33217 33217 \n",
"\n",
" 2016-02 2016-03 2016-04 2016-05 2016-06 \\\n",
"Grupo \n",
"TELECOM AMERICAS 8158288 8198292 8283152 8310135 8399612 \n",
"TELEFÔNICA 4086902 4112417 7415672 7413566 7427272 \n",
"OI 6372380 6362893 6365491 6371400 6388653 \n",
"Outras 2354711 2434924 2456735 2549689 2597522 \n",
"ALGAR (CTBC TELECOM) 461712 467474 470412 472157 474852 \n",
"TELECOM ITALIA 270240 276277 285619 298306 303962 \n",
"SKY/AT&T 279191 282986 291187 299480 305474 \n",
"PREFEITURA DE LONDRINA/COPEL 160481 159094 160534 162035 163322 \n",
"CABO 86527 88964 89517 90732 91968 \n",
"BT 33313 33405 33371 33419 32622 \n",
"\n",
" 2016-07 2016-08 2016-09 2016-10 2016-11 \\\n",
"Grupo \n",
"TELECOM AMERICAS 8441749 8476468 8505558 8530848 8547348 \n",
"TELEFÔNICA 7448719 7464782 7484644 7502190 7486371 \n",
"OI 6400943 6396934 6400625 6413506 6415932 \n",
"Outras 2673258 2772358 2798291 2834365 2881196 \n",
"ALGAR (CTBC TELECOM) 483315 488994 490307 495973 492244 \n",
"TELECOM ITALIA 312787 319504 317070 315862 322444 \n",
"SKY/AT&T 308505 305910 306705 308074 311235 \n",
"PREFEITURA DE LONDRINA/COPEL 164924 166196 166961 167555 167642 \n",
"CABO 94271 94677 96588 97545 97940 \n",
"BT 32801 37122 32850 32615 32559 \n",
"\n",
" 2016-12 2017-01 2017-02 2017-03 2017-04 \\\n",
"Grupo \n",
"TELECOM AMERICAS 8512956 8528998 8545483 8577280 8580309 \n",
"TELEFÔNICA 7476913 7448532 7458305 7490952 7528231 \n",
"OI 6412839 6420116 6429832 6416887 6425464 \n",
"Outras 2935396 3006168 3062982 3310250 3342976 \n",
"ALGAR (CTBC TELECOM) 495709 498849 502101 507795 512345 \n",
"TELECOM ITALIA 325595 331703 335514 341995 345222 \n",
"SKY/AT&T 310150 312266 314084 330993 342684 \n",
"PREFEITURA DE LONDRINA/COPEL 167857 167817 167812 168165 168144 \n",
"CABO 98777 99778 100671 101617 102210 \n",
"BT 27002 25328 23292 23196 23196 \n",
"\n",
" 2017-05 2017-06 2017-07 2017-08 2017-09 \\\n",
"Grupo \n",
"TELECOM AMERICAS 8585618 8600888 8642978 8711912 8763821 \n",
"TELEFÔNICA 7556297 7579358 7591067 7610757 7609660 \n",
"OI 6415983 6425322 6431502 6386326 6374138 \n",
"Outras 3476241 3674132 3793537 3814864 3899290 \n",
"ALGAR (CTBC TELECOM) 517063 522534 527573 531470 531464 \n",
"TELECOM ITALIA 355441 366970 378446 388340 395179 \n",
"SKY/AT&T 348753 358278 367200 365688 365126 \n",
"PREFEITURA DE LONDRINA/COPEL 168225 170806 174610 182184 190995 \n",
"CABO 105213 105639 106362 107592 108994 \n",
"BT 22605 23560 23560 23491 23446 \n",
"\n",
" 2017-10 2017-11 2017-12 2018-01 2018-02 \\\n",
"Grupo \n",
"TELECOM AMERICAS 8818985 8868550 8894453 8953835 9005485 \n",
"TELEFÔNICA 7601005 7598828 7584949 7592076 7611399 \n",
"OI 6346608 6327202 6304014 6282053 6253295 \n",
"Outras 4080390 4181297 4401699 4848185 4934588 \n",
"ALGAR (CTBC TELECOM) 533731 538468 542872 546604 550214 \n",
"TELECOM ITALIA 403298 410727 411464 417686 422639 \n",
"SKY/AT&T 361840 365963 365012 364570 359248 \n",
"PREFEITURA DE LONDRINA/COPEL 201381 213569 225444 235121 246250 \n",
"CABO 110043 110230 110462 111431 111662 \n",
"BT 23403 22804 22444 22807 20680 \n",
"\n",
" 2018-03 2018-04 2018-05 \n",
"Grupo \n",
"TELECOM AMERICAS 9065268 9110328 9149669 \n",
"TELEFÔNICA 7663011 7680773 7689059 \n",
"OI 6226017 6211703 6203033 \n",
"Outras 5140368 5286538 5311023 \n",
"ALGAR (CTBC TELECOM) 554428 557588 559087 \n",
"TELECOM ITALIA 430416 434280 436807 \n",
"SKY/AT&T 358933 359393 357738 \n",
"PREFEITURA DE LONDRINA/COPEL 261041 275484 288412 \n",
"CABO 112100 112230 112506 \n",
"BT 21072 22941 22474 "
]
},
"metadata": {
"tags": []
},
"execution_count": 18
}
]
},
{
"metadata": {
"id": "h-DvIaOmqjlp",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Vamos comparar Oi e Vivo (Telefônica)."
]
},
{
"metadata": {
"id": "--nK5UH7qjlq",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 382
},
"outputId": "cb4977aa-bd39-4139-a984-3fc390a82c47"
},
"cell_type": "code",
"source": [
"SCM_2015_2018.query('Grupo == \"OI\"').groupby('Tecnologia').sum().sort_values(by=['2018-05'], ascending=False).head(10)"
],
"execution_count": 19,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Cod_IBGE</th>\n",
" <th>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" <th>2018-02</th>\n",
" <th>2018-03</th>\n",
" <th>2018-04</th>\n",
" <th>2018-05</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Tecnologia</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>xDSL</th>\n",
" <td>61370455165</td>\n",
" <td>6015455</td>\n",
" <td>5997100</td>\n",
" <td>5979187</td>\n",
" <td>5951182</td>\n",
" <td>5942090</td>\n",
" <td>5920716</td>\n",
" <td>5917849</td>\n",
" <td>5909143</td>\n",
" <td>5895366</td>\n",
" <td>5878139</td>\n",
" <td>5863961</td>\n",
" <td>5850734</td>\n",
" <td>5852677</td>\n",
" <td>5849392</td>\n",
" <td>5840598</td>\n",
" <td>5842171</td>\n",
" <td>5847336</td>\n",
" <td>5863793</td>\n",
" <td>5875005</td>\n",
" <td>5870430</td>\n",
" <td>5873902</td>\n",
" <td>5886701</td>\n",
" <td>5889922</td>\n",
" <td>5887585</td>\n",
" <td>5895425</td>\n",
" <td>5905849</td>\n",
" <td>5892678</td>\n",
" <td>5901085</td>\n",
" <td>5891230</td>\n",
" <td>5899792</td>\n",
" <td>5906525</td>\n",
" <td>5893728</td>\n",
" <td>5881700</td>\n",
" <td>5853370</td>\n",
" <td>5833010</td>\n",
" <td>5810171</td>\n",
" <td>5788720</td>\n",
" <td>5759026</td>\n",
" <td>5730751</td>\n",
" <td>5716147</td>\n",
" <td>5706912</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Fibra</th>\n",
" <td>49707793097</td>\n",
" <td>337724</td>\n",
" <td>339545</td>\n",
" <td>339860</td>\n",
" <td>340544</td>\n",
" <td>341355</td>\n",
" <td>342904</td>\n",
" <td>348674</td>\n",
" <td>351446</td>\n",
" <td>354539</td>\n",
" <td>356028</td>\n",
" <td>357130</td>\n",
" <td>358008</td>\n",
" <td>359073</td>\n",
" <td>359629</td>\n",
" <td>360270</td>\n",
" <td>361250</td>\n",
" <td>362404</td>\n",
" <td>364023</td>\n",
" <td>365634</td>\n",
" <td>366770</td>\n",
" <td>368092</td>\n",
" <td>369151</td>\n",
" <td>369235</td>\n",
" <td>369363</td>\n",
" <td>369988</td>\n",
" <td>369534</td>\n",
" <td>369969</td>\n",
" <td>370589</td>\n",
" <td>371468</td>\n",
" <td>372662</td>\n",
" <td>373322</td>\n",
" <td>352639</td>\n",
" <td>352899</td>\n",
" <td>353548</td>\n",
" <td>354609</td>\n",
" <td>354478</td>\n",
" <td>354529</td>\n",
" <td>355644</td>\n",
" <td>356628</td>\n",
" <td>357128</td>\n",
" <td>357747</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ETHERNET</th>\n",
" <td>30633063643</td>\n",
" <td>110976</td>\n",
" <td>110801</td>\n",
" <td>110302</td>\n",
" <td>110228</td>\n",
" <td>109768</td>\n",
" <td>109269</td>\n",
" <td>109021</td>\n",
" <td>108858</td>\n",
" <td>108587</td>\n",
" <td>108068</td>\n",
" <td>107888</td>\n",
" <td>107715</td>\n",
" <td>107711</td>\n",
" <td>107683</td>\n",
" <td>107283</td>\n",
" <td>107121</td>\n",
" <td>106782</td>\n",
" <td>106405</td>\n",
" <td>106116</td>\n",
" <td>105781</td>\n",
" <td>105495</td>\n",
" <td>104857</td>\n",
" <td>104618</td>\n",
" <td>104319</td>\n",
" <td>104184</td>\n",
" <td>103994</td>\n",
" <td>103961</td>\n",
" <td>103721</td>\n",
" <td>103373</td>\n",
" <td>103295</td>\n",
" <td>103259</td>\n",
" <td>98412</td>\n",
" <td>98241</td>\n",
" <td>98269</td>\n",
" <td>98302</td>\n",
" <td>98215</td>\n",
" <td>98051</td>\n",
" <td>98156</td>\n",
" <td>98304</td>\n",
" <td>98158</td>\n",
" <td>98132</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FWA</th>\n",
" <td>14978617517</td>\n",
" <td>33122</td>\n",
" <td>32421</td>\n",
" <td>31146</td>\n",
" <td>30117</td>\n",
" <td>30533</td>\n",
" <td>30633</td>\n",
" <td>30709</td>\n",
" <td>30901</td>\n",
" <td>31192</td>\n",
" <td>28881</td>\n",
" <td>28674</td>\n",
" <td>28716</td>\n",
" <td>28688</td>\n",
" <td>28771</td>\n",
" <td>28574</td>\n",
" <td>28747</td>\n",
" <td>28853</td>\n",
" <td>28673</td>\n",
" <td>28666</td>\n",
" <td>28667</td>\n",
" <td>28297</td>\n",
" <td>28338</td>\n",
" <td>27934</td>\n",
" <td>27790</td>\n",
" <td>27044</td>\n",
" <td>27286</td>\n",
" <td>27303</td>\n",
" <td>27167</td>\n",
" <td>27198</td>\n",
" <td>26968</td>\n",
" <td>25883</td>\n",
" <td>19180</td>\n",
" <td>19046</td>\n",
" <td>19186</td>\n",
" <td>19126</td>\n",
" <td>19157</td>\n",
" <td>19220</td>\n",
" <td>19007</td>\n",
" <td>18836</td>\n",
" <td>18902</td>\n",
" <td>18870</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SATELITE</th>\n",
" <td>21007201418</td>\n",
" <td>10754</td>\n",
" <td>10837</td>\n",
" <td>10853</td>\n",
" <td>10875</td>\n",
" <td>10787</td>\n",
" <td>10648</td>\n",
" <td>11004</td>\n",
" <td>11145</td>\n",
" <td>11445</td>\n",
" <td>11625</td>\n",
" <td>11954</td>\n",
" <td>13036</td>\n",
" <td>13121</td>\n",
" <td>13203</td>\n",
" <td>12924</td>\n",
" <td>13218</td>\n",
" <td>13279</td>\n",
" <td>13305</td>\n",
" <td>13318</td>\n",
" <td>13246</td>\n",
" <td>13036</td>\n",
" <td>12951</td>\n",
" <td>12972</td>\n",
" <td>12930</td>\n",
" <td>12772</td>\n",
" <td>12686</td>\n",
" <td>12620</td>\n",
" <td>12673</td>\n",
" <td>12621</td>\n",
" <td>12654</td>\n",
" <td>12693</td>\n",
" <td>12691</td>\n",
" <td>12759</td>\n",
" <td>12826</td>\n",
" <td>12897</td>\n",
" <td>12878</td>\n",
" <td>12834</td>\n",
" <td>12869</td>\n",
" <td>12986</td>\n",
" <td>13032</td>\n",
" <td>13206</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FR</th>\n",
" <td>16345902893</td>\n",
" <td>18291</td>\n",
" <td>17896</td>\n",
" <td>16877</td>\n",
" <td>16305</td>\n",
" <td>15970</td>\n",
" <td>15724</td>\n",
" <td>15747</td>\n",
" <td>15657</td>\n",
" <td>15508</td>\n",
" <td>14595</td>\n",
" <td>14206</td>\n",
" <td>13873</td>\n",
" <td>13624</td>\n",
" <td>13455</td>\n",
" <td>12998</td>\n",
" <td>12741</td>\n",
" <td>12505</td>\n",
" <td>12215</td>\n",
" <td>11971</td>\n",
" <td>11807</td>\n",
" <td>11573</td>\n",
" <td>11280</td>\n",
" <td>11024</td>\n",
" <td>10626</td>\n",
" <td>10480</td>\n",
" <td>10260</td>\n",
" <td>10133</td>\n",
" <td>10006</td>\n",
" <td>9871</td>\n",
" <td>9729</td>\n",
" <td>9598</td>\n",
" <td>9454</td>\n",
" <td>9272</td>\n",
" <td>9188</td>\n",
" <td>9037</td>\n",
" <td>8894</td>\n",
" <td>8479</td>\n",
" <td>8377</td>\n",
" <td>8297</td>\n",
" <td>8121</td>\n",
" <td>7953</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ATM</th>\n",
" <td>230544788</td>\n",
" <td>255</td>\n",
" <td>253</td>\n",
" <td>253</td>\n",
" <td>253</td>\n",
" <td>252</td>\n",
" <td>254</td>\n",
" <td>255</td>\n",
" <td>255</td>\n",
" <td>255</td>\n",
" <td>254</td>\n",
" <td>253</td>\n",
" <td>250</td>\n",
" <td>250</td>\n",
" <td>247</td>\n",
" <td>246</td>\n",
" <td>243</td>\n",
" <td>241</td>\n",
" <td>239</td>\n",
" <td>233</td>\n",
" <td>233</td>\n",
" <td>230</td>\n",
" <td>228</td>\n",
" <td>227</td>\n",
" <td>226</td>\n",
" <td>223</td>\n",
" <td>223</td>\n",
" <td>223</td>\n",
" <td>223</td>\n",
" <td>222</td>\n",
" <td>222</td>\n",
" <td>222</td>\n",
" <td>222</td>\n",
" <td>221</td>\n",
" <td>221</td>\n",
" <td>221</td>\n",
" <td>221</td>\n",
" <td>220</td>\n",
" <td>216</td>\n",
" <td>215</td>\n",
" <td>215</td>\n",
" <td>213</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Cable Modem</th>\n",
" <td>40707642</td>\n",
" <td>16896</td>\n",
" <td>16657</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>16199</td>\n",
" <td>16066</td>\n",
" <td>15789</td>\n",
" <td>9405</td>\n",
" <td>8911</td>\n",
" <td>124</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Cod_IBGE 2015-01 2015-02 2015-03 2015-04 2015-05 \\\n",
"Tecnologia \n",
"xDSL 61370455165 6015455 5997100 5979187 5951182 5942090 \n",
"Fibra 49707793097 337724 339545 339860 340544 341355 \n",
"ETHERNET 30633063643 110976 110801 110302 110228 109768 \n",
"FWA 14978617517 33122 32421 31146 30117 30533 \n",
"SATELITE 21007201418 10754 10837 10853 10875 10787 \n",
"FR 16345902893 18291 17896 16877 16305 15970 \n",
"ATM 230544788 255 253 253 253 252 \n",
"Cable Modem 40707642 16896 16657 0 0 16199 \n",
"\n",
" 2015-06 2015-07 2015-08 2015-09 2015-10 2015-11 2015-12 \\\n",
"Tecnologia \n",
"xDSL 5920716 5917849 5909143 5895366 5878139 5863961 5850734 \n",
"Fibra 342904 348674 351446 354539 356028 357130 358008 \n",
"ETHERNET 109269 109021 108858 108587 108068 107888 107715 \n",
"FWA 30633 30709 30901 31192 28881 28674 28716 \n",
"SATELITE 10648 11004 11145 11445 11625 11954 13036 \n",
"FR 15724 15747 15657 15508 14595 14206 13873 \n",
"ATM 254 255 255 255 254 253 250 \n",
"Cable Modem 16066 15789 9405 8911 124 0 0 \n",
"\n",
" 2016-01 2016-02 2016-03 2016-04 2016-05 2016-06 2016-07 \\\n",
"Tecnologia \n",
"xDSL 5852677 5849392 5840598 5842171 5847336 5863793 5875005 \n",
"Fibra 359073 359629 360270 361250 362404 364023 365634 \n",
"ETHERNET 107711 107683 107283 107121 106782 106405 106116 \n",
"FWA 28688 28771 28574 28747 28853 28673 28666 \n",
"SATELITE 13121 13203 12924 13218 13279 13305 13318 \n",
"FR 13624 13455 12998 12741 12505 12215 11971 \n",
"ATM 250 247 246 243 241 239 233 \n",
"Cable Modem 0 0 0 0 0 0 0 \n",
"\n",
" 2016-08 2016-09 2016-10 2016-11 2016-12 2017-01 2017-02 \\\n",
"Tecnologia \n",
"xDSL 5870430 5873902 5886701 5889922 5887585 5895425 5905849 \n",
"Fibra 366770 368092 369151 369235 369363 369988 369534 \n",
"ETHERNET 105781 105495 104857 104618 104319 104184 103994 \n",
"FWA 28667 28297 28338 27934 27790 27044 27286 \n",
"SATELITE 13246 13036 12951 12972 12930 12772 12686 \n",
"FR 11807 11573 11280 11024 10626 10480 10260 \n",
"ATM 233 230 228 227 226 223 223 \n",
"Cable Modem 0 0 0 0 0 0 0 \n",
"\n",
" 2017-03 2017-04 2017-05 2017-06 2017-07 2017-08 2017-09 \\\n",
"Tecnologia \n",
"xDSL 5892678 5901085 5891230 5899792 5906525 5893728 5881700 \n",
"Fibra 369969 370589 371468 372662 373322 352639 352899 \n",
"ETHERNET 103961 103721 103373 103295 103259 98412 98241 \n",
"FWA 27303 27167 27198 26968 25883 19180 19046 \n",
"SATELITE 12620 12673 12621 12654 12693 12691 12759 \n",
"FR 10133 10006 9871 9729 9598 9454 9272 \n",
"ATM 223 223 222 222 222 222 221 \n",
"Cable Modem 0 0 0 0 0 0 0 \n",
"\n",
" 2017-10 2017-11 2017-12 2018-01 2018-02 2018-03 2018-04 \\\n",
"Tecnologia \n",
"xDSL 5853370 5833010 5810171 5788720 5759026 5730751 5716147 \n",
"Fibra 353548 354609 354478 354529 355644 356628 357128 \n",
"ETHERNET 98269 98302 98215 98051 98156 98304 98158 \n",
"FWA 19186 19126 19157 19220 19007 18836 18902 \n",
"SATELITE 12826 12897 12878 12834 12869 12986 13032 \n",
"FR 9188 9037 8894 8479 8377 8297 8121 \n",
"ATM 221 221 221 220 216 215 215 \n",
"Cable Modem 0 0 0 0 0 0 0 \n",
"\n",
" 2018-05 \n",
"Tecnologia \n",
"xDSL 5706912 \n",
"Fibra 357747 \n",
"ETHERNET 98132 \n",
"FWA 18870 \n",
"SATELITE 13206 \n",
"FR 7953 \n",
"ATM 213 \n",
"Cable Modem 0 "
]
},
"metadata": {
"tags": []
},
"execution_count": 19
}
]
},
{
"metadata": {
"id": "Tv7sdxE1qjl0",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Na banda larga, os acessos de fibra da Oi cresceram apenas <b>5%</b> (337.724 para 354.529), e houve queda de <b>3,7%</b> nos de xDSL (6.015.455 para 5.788.720). Três anos de estagnação. Agora, a Vivo."
]
},
{
"metadata": {
"id": "4eeibr6Fqjl2",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 210
},
"outputId": "af692b74-1c21-4235-f6b8-83905edcc482"
},
"cell_type": "code",
"source": [
"SCM_2015_2018.query('Grupo == \"TELEFÔNICA\"').groupby('Tecnologia').sum().sort_values(by=['2018-05'], ascending=False).head(10)"
],
"execution_count": 20,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Cod_IBGE</th>\n",
" <th>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" <th>2018-02</th>\n",
" <th>2018-03</th>\n",
" <th>2018-04</th>\n",
" <th>2018-05</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Tecnologia</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>xDSL</th>\n",
" <td>10434386003</td>\n",
" <td>3434369</td>\n",
" <td>3422660</td>\n",
" <td>3407120</td>\n",
" <td>3398821</td>\n",
" <td>3386279</td>\n",
" <td>3371462</td>\n",
" <td>3360623</td>\n",
" <td>3343458</td>\n",
" <td>3330022</td>\n",
" <td>3317079</td>\n",
" <td>3299625</td>\n",
" <td>3282606</td>\n",
" <td>3269337</td>\n",
" <td>3262392</td>\n",
" <td>3252566</td>\n",
" <td>6539611</td>\n",
" <td>6524842</td>\n",
" <td>6522059</td>\n",
" <td>6521998</td>\n",
" <td>6519455</td>\n",
" <td>6518531</td>\n",
" <td>6515455</td>\n",
" <td>6491569</td>\n",
" <td>6469602</td>\n",
" <td>6343164</td>\n",
" <td>6330457</td>\n",
" <td>6332336</td>\n",
" <td>6336366</td>\n",
" <td>6329653</td>\n",
" <td>6311995</td>\n",
" <td>6285735</td>\n",
" <td>6260206</td>\n",
" <td>6231608</td>\n",
" <td>6191986</td>\n",
" <td>6161097</td>\n",
" <td>6116926</td>\n",
" <td>6090947</td>\n",
" <td>6075262</td>\n",
" <td>6074250</td>\n",
" <td>6036208</td>\n",
" <td>6000100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Fibra</th>\n",
" <td>2685929961</td>\n",
" <td>391176</td>\n",
" <td>410449</td>\n",
" <td>428341</td>\n",
" <td>449986</td>\n",
" <td>469445</td>\n",
" <td>486661</td>\n",
" <td>502861</td>\n",
" <td>518758</td>\n",
" <td>538179</td>\n",
" <td>558033</td>\n",
" <td>570085</td>\n",
" <td>577715</td>\n",
" <td>589859</td>\n",
" <td>600602</td>\n",
" <td>637051</td>\n",
" <td>654232</td>\n",
" <td>667798</td>\n",
" <td>685109</td>\n",
" <td>707370</td>\n",
" <td>726792</td>\n",
" <td>748294</td>\n",
" <td>769827</td>\n",
" <td>778864</td>\n",
" <td>792206</td>\n",
" <td>914732</td>\n",
" <td>936348</td>\n",
" <td>969516</td>\n",
" <td>1004180</td>\n",
" <td>1040396</td>\n",
" <td>1081700</td>\n",
" <td>1120211</td>\n",
" <td>1166432</td>\n",
" <td>1195084</td>\n",
" <td>1226042</td>\n",
" <td>1255006</td>\n",
" <td>1289334</td>\n",
" <td>1322402</td>\n",
" <td>1358173</td>\n",
" <td>1411551</td>\n",
" <td>1468981</td>\n",
" <td>1514160</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ATM</th>\n",
" <td>16670876543</td>\n",
" <td>261519</td>\n",
" <td>256745</td>\n",
" <td>251568</td>\n",
" <td>248076</td>\n",
" <td>243214</td>\n",
" <td>239107</td>\n",
" <td>236127</td>\n",
" <td>233639</td>\n",
" <td>231311</td>\n",
" <td>229585</td>\n",
" <td>227873</td>\n",
" <td>230492</td>\n",
" <td>225067</td>\n",
" <td>223908</td>\n",
" <td>222800</td>\n",
" <td>221829</td>\n",
" <td>220926</td>\n",
" <td>220104</td>\n",
" <td>219351</td>\n",
" <td>218535</td>\n",
" <td>217819</td>\n",
" <td>216908</td>\n",
" <td>215938</td>\n",
" <td>215105</td>\n",
" <td>190636</td>\n",
" <td>191500</td>\n",
" <td>189100</td>\n",
" <td>187685</td>\n",
" <td>186248</td>\n",
" <td>185663</td>\n",
" <td>185121</td>\n",
" <td>184119</td>\n",
" <td>182968</td>\n",
" <td>182977</td>\n",
" <td>182725</td>\n",
" <td>178689</td>\n",
" <td>178727</td>\n",
" <td>177964</td>\n",
" <td>177210</td>\n",
" <td>175584</td>\n",
" <td>174799</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Cod_IBGE 2015-01 2015-02 2015-03 2015-04 2015-05 2015-06 \\\n",
"Tecnologia \n",
"xDSL 10434386003 3434369 3422660 3407120 3398821 3386279 3371462 \n",
"Fibra 2685929961 391176 410449 428341 449986 469445 486661 \n",
"ATM 16670876543 261519 256745 251568 248076 243214 239107 \n",
"\n",
" 2015-07 2015-08 2015-09 2015-10 2015-11 2015-12 2016-01 \\\n",
"Tecnologia \n",
"xDSL 3360623 3343458 3330022 3317079 3299625 3282606 3269337 \n",
"Fibra 502861 518758 538179 558033 570085 577715 589859 \n",
"ATM 236127 233639 231311 229585 227873 230492 225067 \n",
"\n",
" 2016-02 2016-03 2016-04 2016-05 2016-06 2016-07 2016-08 \\\n",
"Tecnologia \n",
"xDSL 3262392 3252566 6539611 6524842 6522059 6521998 6519455 \n",
"Fibra 600602 637051 654232 667798 685109 707370 726792 \n",
"ATM 223908 222800 221829 220926 220104 219351 218535 \n",
"\n",
" 2016-09 2016-10 2016-11 2016-12 2017-01 2017-02 2017-03 \\\n",
"Tecnologia \n",
"xDSL 6518531 6515455 6491569 6469602 6343164 6330457 6332336 \n",
"Fibra 748294 769827 778864 792206 914732 936348 969516 \n",
"ATM 217819 216908 215938 215105 190636 191500 189100 \n",
"\n",
" 2017-04 2017-05 2017-06 2017-07 2017-08 2017-09 2017-10 \\\n",
"Tecnologia \n",
"xDSL 6336366 6329653 6311995 6285735 6260206 6231608 6191986 \n",
"Fibra 1004180 1040396 1081700 1120211 1166432 1195084 1226042 \n",
"ATM 187685 186248 185663 185121 184119 182968 182977 \n",
"\n",
" 2017-11 2017-12 2018-01 2018-02 2018-03 2018-04 2018-05 \n",
"Tecnologia \n",
"xDSL 6161097 6116926 6090947 6075262 6074250 6036208 6000100 \n",
"Fibra 1255006 1289334 1322402 1358173 1411551 1468981 1514160 \n",
"ATM 182725 178689 178727 177964 177210 175584 174799 "
]
},
"metadata": {
"tags": []
},
"execution_count": 20
}
]
},
{
"metadata": {
"id": "xfJwqycPqjl8",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"No mesmo período, os acessos de fibra da Vivo cresceram de 392.981 para 1.322.998 (<b>236%</b>) e os de xDSL caíram de 6.411.920 para 6.090.947, <b>5%</b>. Ponto para os espanhóis. Vendo os dados agregados por grupo (acima), porém, quem mais cresceu foi a Claro. No raio-X por tecnologia, dá pra ver que esse crescimento foi muito mais distribuído por tipo de tecnologia do que a expansão agressiva de fibra da Vivo."
]
},
{
"metadata": {
"id": "MNnRRUt0qjl-",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 117
},
"outputId": "338bf38e-eb9b-4d7b-833d-a76e2cce5568"
},
"cell_type": "code",
"source": [
"SCM_2015_2018.query('Grupo == \"CLARO BRASIL\"').groupby('Tecnologia').sum().sort_values(by=['2018-05'], ascending=False).head(10)"
],
"execution_count": 21,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Cod_IBGE</th>\n",
" <th>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" <th>2018-02</th>\n",
" <th>2018-03</th>\n",
" <th>2018-04</th>\n",
" <th>2018-05</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Tecnologia</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Empty DataFrame\n",
"Columns: [Cod_IBGE, 2015-01, 2015-02, 2015-03, 2015-04, 2015-05, 2015-06, 2015-07, 2015-08, 2015-09, 2015-10, 2015-11, 2015-12, 2016-01, 2016-02, 2016-03, 2016-04, 2016-05, 2016-06, 2016-07, 2016-08, 2016-09, 2016-10, 2016-11, 2016-12, 2017-01, 2017-02, 2017-03, 2017-04, 2017-05, 2017-06, 2017-07, 2017-08, 2017-09, 2017-10, 2017-11, 2017-12, 2018-01, 2018-02, 2018-03, 2018-04, 2018-05]\n",
"Index: []"
]
},
"metadata": {
"tags": []
},
"execution_count": 21
}
]
},
{
"metadata": {
"id": "lb0KuSgwqjmC",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Abaixo, a pergunta é quem cresceu mais na fibra."
]
},
{
"metadata": {
"id": "gAiFGvSBqjmE",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 306
},
"outputId": "8b51992c-e659-42bb-9cdb-026ec1c35d19"
},
"cell_type": "code",
"source": [
"SCM_2015_2018.query('Tecnologia == \"Fibra\"').groupby('Grupo').sum().sort_values(by=['2018-05'], ascending=False).head(5)"
],
"execution_count": 22,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Cod_IBGE</th>\n",
" <th>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" <th>2018-02</th>\n",
" <th>2018-03</th>\n",
" <th>2018-04</th>\n",
" <th>2018-05</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Grupo</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Outras</th>\n",
" <td>48446911465</td>\n",
" <td>128760</td>\n",
" <td>130450</td>\n",
" <td>137388</td>\n",
" <td>141539</td>\n",
" <td>148020</td>\n",
" <td>161843</td>\n",
" <td>170653</td>\n",
" <td>170233</td>\n",
" <td>186745</td>\n",
" <td>193271</td>\n",
" <td>193093</td>\n",
" <td>206445</td>\n",
" <td>201450</td>\n",
" <td>207625</td>\n",
" <td>232723</td>\n",
" <td>245816</td>\n",
" <td>264272</td>\n",
" <td>284403</td>\n",
" <td>296184</td>\n",
" <td>334114</td>\n",
" <td>357665</td>\n",
" <td>369510</td>\n",
" <td>389636</td>\n",
" <td>417226</td>\n",
" <td>454135</td>\n",
" <td>487881</td>\n",
" <td>502684</td>\n",
" <td>556925</td>\n",
" <td>677185</td>\n",
" <td>739132</td>\n",
" <td>800581</td>\n",
" <td>864025</td>\n",
" <td>930484</td>\n",
" <td>984466</td>\n",
" <td>1040532</td>\n",
" <td>1186090</td>\n",
" <td>1284994</td>\n",
" <td>1320332</td>\n",
" <td>1522370</td>\n",
" <td>1572353</td>\n",
" <td>1669804</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TELEFÔNICA</th>\n",
" <td>2685929961</td>\n",
" <td>391176</td>\n",
" <td>410449</td>\n",
" <td>428341</td>\n",
" <td>449986</td>\n",
" <td>469445</td>\n",
" <td>486661</td>\n",
" <td>502861</td>\n",
" <td>518758</td>\n",
" <td>538179</td>\n",
" <td>558033</td>\n",
" <td>570085</td>\n",
" <td>577715</td>\n",
" <td>589859</td>\n",
" <td>600602</td>\n",
" <td>637051</td>\n",
" <td>654232</td>\n",
" <td>667798</td>\n",
" <td>685109</td>\n",
" <td>707370</td>\n",
" <td>726792</td>\n",
" <td>748294</td>\n",
" <td>769827</td>\n",
" <td>778864</td>\n",
" <td>792206</td>\n",
" <td>914732</td>\n",
" <td>936348</td>\n",
" <td>969516</td>\n",
" <td>1004180</td>\n",
" <td>1040396</td>\n",
" <td>1081700</td>\n",
" <td>1120211</td>\n",
" <td>1166432</td>\n",
" <td>1195084</td>\n",
" <td>1226042</td>\n",
" <td>1255006</td>\n",
" <td>1289334</td>\n",
" <td>1322402</td>\n",
" <td>1358173</td>\n",
" <td>1411551</td>\n",
" <td>1468981</td>\n",
" <td>1514160</td>\n",
" </tr>\n",
" <tr>\n",
" <th>OI</th>\n",
" <td>49707793097</td>\n",
" <td>337724</td>\n",
" <td>339545</td>\n",
" <td>339860</td>\n",
" <td>340544</td>\n",
" <td>341355</td>\n",
" <td>342904</td>\n",
" <td>348674</td>\n",
" <td>351446</td>\n",
" <td>354539</td>\n",
" <td>356028</td>\n",
" <td>357130</td>\n",
" <td>358008</td>\n",
" <td>359073</td>\n",
" <td>359629</td>\n",
" <td>360270</td>\n",
" <td>361250</td>\n",
" <td>362404</td>\n",
" <td>364023</td>\n",
" <td>365634</td>\n",
" <td>366770</td>\n",
" <td>368092</td>\n",
" <td>369151</td>\n",
" <td>369235</td>\n",
" <td>369363</td>\n",
" <td>369988</td>\n",
" <td>369534</td>\n",
" <td>369969</td>\n",
" <td>370589</td>\n",
" <td>371468</td>\n",
" <td>372662</td>\n",
" <td>373322</td>\n",
" <td>352639</td>\n",
" <td>352899</td>\n",
" <td>353548</td>\n",
" <td>354609</td>\n",
" <td>354478</td>\n",
" <td>354529</td>\n",
" <td>355644</td>\n",
" <td>356628</td>\n",
" <td>357128</td>\n",
" <td>357747</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PREFEITURA DE LONDRINA/COPEL</th>\n",
" <td>7206983891</td>\n",
" <td>38108</td>\n",
" <td>40307</td>\n",
" <td>41158</td>\n",
" <td>42007</td>\n",
" <td>42771</td>\n",
" <td>43599</td>\n",
" <td>44323</td>\n",
" <td>44885</td>\n",
" <td>45616</td>\n",
" <td>46319</td>\n",
" <td>47010</td>\n",
" <td>47746</td>\n",
" <td>48320</td>\n",
" <td>48561</td>\n",
" <td>49235</td>\n",
" <td>49714</td>\n",
" <td>50139</td>\n",
" <td>50566</td>\n",
" <td>51158</td>\n",
" <td>51387</td>\n",
" <td>51496</td>\n",
" <td>51574</td>\n",
" <td>51623</td>\n",
" <td>51669</td>\n",
" <td>51745</td>\n",
" <td>51785</td>\n",
" <td>51832</td>\n",
" <td>51861</td>\n",
" <td>51962</td>\n",
" <td>54604</td>\n",
" <td>58122</td>\n",
" <td>66189</td>\n",
" <td>75426</td>\n",
" <td>86561</td>\n",
" <td>99089</td>\n",
" <td>111804</td>\n",
" <td>122186</td>\n",
" <td>134345</td>\n",
" <td>149634</td>\n",
" <td>164601</td>\n",
" <td>178550</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TELECOM AMERICAS</th>\n",
" <td>14502229429</td>\n",
" <td>75813</td>\n",
" <td>76665</td>\n",
" <td>77734</td>\n",
" <td>78727</td>\n",
" <td>79846</td>\n",
" <td>80732</td>\n",
" <td>81878</td>\n",
" <td>82696</td>\n",
" <td>83229</td>\n",
" <td>84172</td>\n",
" <td>84811</td>\n",
" <td>85413</td>\n",
" <td>85961</td>\n",
" <td>86488</td>\n",
" <td>86194</td>\n",
" <td>86526</td>\n",
" <td>86560</td>\n",
" <td>86236</td>\n",
" <td>86412</td>\n",
" <td>86828</td>\n",
" <td>87357</td>\n",
" <td>87900</td>\n",
" <td>88366</td>\n",
" <td>88936</td>\n",
" <td>88806</td>\n",
" <td>88361</td>\n",
" <td>88529</td>\n",
" <td>88568</td>\n",
" <td>88739</td>\n",
" <td>89053</td>\n",
" <td>89685</td>\n",
" <td>90124</td>\n",
" <td>90879</td>\n",
" <td>91730</td>\n",
" <td>92455</td>\n",
" <td>93100</td>\n",
" <td>93677</td>\n",
" <td>94138</td>\n",
" <td>94837</td>\n",
" <td>95212</td>\n",
" <td>95894</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Cod_IBGE 2015-01 2015-02 2015-03 2015-04 \\\n",
"Grupo \n",
"Outras 48446911465 128760 130450 137388 141539 \n",
"TELEFÔNICA 2685929961 391176 410449 428341 449986 \n",
"OI 49707793097 337724 339545 339860 340544 \n",
"PREFEITURA DE LONDRINA/COPEL 7206983891 38108 40307 41158 42007 \n",
"TELECOM AMERICAS 14502229429 75813 76665 77734 78727 \n",
"\n",
" 2015-05 2015-06 2015-07 2015-08 2015-09 \\\n",
"Grupo \n",
"Outras 148020 161843 170653 170233 186745 \n",
"TELEFÔNICA 469445 486661 502861 518758 538179 \n",
"OI 341355 342904 348674 351446 354539 \n",
"PREFEITURA DE LONDRINA/COPEL 42771 43599 44323 44885 45616 \n",
"TELECOM AMERICAS 79846 80732 81878 82696 83229 \n",
"\n",
" 2015-10 2015-11 2015-12 2016-01 2016-02 \\\n",
"Grupo \n",
"Outras 193271 193093 206445 201450 207625 \n",
"TELEFÔNICA 558033 570085 577715 589859 600602 \n",
"OI 356028 357130 358008 359073 359629 \n",
"PREFEITURA DE LONDRINA/COPEL 46319 47010 47746 48320 48561 \n",
"TELECOM AMERICAS 84172 84811 85413 85961 86488 \n",
"\n",
" 2016-03 2016-04 2016-05 2016-06 2016-07 \\\n",
"Grupo \n",
"Outras 232723 245816 264272 284403 296184 \n",
"TELEFÔNICA 637051 654232 667798 685109 707370 \n",
"OI 360270 361250 362404 364023 365634 \n",
"PREFEITURA DE LONDRINA/COPEL 49235 49714 50139 50566 51158 \n",
"TELECOM AMERICAS 86194 86526 86560 86236 86412 \n",
"\n",
" 2016-08 2016-09 2016-10 2016-11 2016-12 \\\n",
"Grupo \n",
"Outras 334114 357665 369510 389636 417226 \n",
"TELEFÔNICA 726792 748294 769827 778864 792206 \n",
"OI 366770 368092 369151 369235 369363 \n",
"PREFEITURA DE LONDRINA/COPEL 51387 51496 51574 51623 51669 \n",
"TELECOM AMERICAS 86828 87357 87900 88366 88936 \n",
"\n",
" 2017-01 2017-02 2017-03 2017-04 2017-05 \\\n",
"Grupo \n",
"Outras 454135 487881 502684 556925 677185 \n",
"TELEFÔNICA 914732 936348 969516 1004180 1040396 \n",
"OI 369988 369534 369969 370589 371468 \n",
"PREFEITURA DE LONDRINA/COPEL 51745 51785 51832 51861 51962 \n",
"TELECOM AMERICAS 88806 88361 88529 88568 88739 \n",
"\n",
" 2017-06 2017-07 2017-08 2017-09 2017-10 \\\n",
"Grupo \n",
"Outras 739132 800581 864025 930484 984466 \n",
"TELEFÔNICA 1081700 1120211 1166432 1195084 1226042 \n",
"OI 372662 373322 352639 352899 353548 \n",
"PREFEITURA DE LONDRINA/COPEL 54604 58122 66189 75426 86561 \n",
"TELECOM AMERICAS 89053 89685 90124 90879 91730 \n",
"\n",
" 2017-11 2017-12 2018-01 2018-02 2018-03 \\\n",
"Grupo \n",
"Outras 1040532 1186090 1284994 1320332 1522370 \n",
"TELEFÔNICA 1255006 1289334 1322402 1358173 1411551 \n",
"OI 354609 354478 354529 355644 356628 \n",
"PREFEITURA DE LONDRINA/COPEL 99089 111804 122186 134345 149634 \n",
"TELECOM AMERICAS 92455 93100 93677 94138 94837 \n",
"\n",
" 2018-04 2018-05 \n",
"Grupo \n",
"Outras 1572353 1669804 \n",
"TELEFÔNICA 1468981 1514160 \n",
"OI 357128 357747 \n",
"PREFEITURA DE LONDRINA/COPEL 164601 178550 \n",
"TELECOM AMERICAS 95212 95894 "
]
},
"metadata": {
"tags": []
},
"execution_count": 22
}
]
},
{
"metadata": {
"id": "UHhQNsyyqjmJ",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Mas quais municípios essas empresas atendem com essas tecnologias? Em janeiro de 2018, a Telefônica (Vivo) atendia 1.541 municípios, considerando lugares com acessos maiores que 0, ante 5.199 da Oi. "
]
},
{
"metadata": {
"id": "tZ6f7ZFkqjmK",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 179
},
"outputId": "45f7918b-590c-4bae-bfe3-27ee57d0d878"
},
"cell_type": "code",
"source": [
"SCM_2015_2018.loc[(SCM_2015_2018['Grupo'] == \"TELEFÔNICA\") & (SCM_2015_2018['2018-05'] > 0)].Cod_IBGE.value_counts().describe()"
],
"execution_count": 23,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"count 1542.000000\n",
"mean 4.971466\n",
"std 3.775389\n",
"min 1.000000\n",
"25% 1.000000\n",
"50% 4.000000\n",
"75% 8.000000\n",
"max 15.000000\n",
"Name: Cod_IBGE, dtype: float64"
]
},
"metadata": {
"tags": []
},
"execution_count": 23
}
]
},
{
"metadata": {
"id": "kg3M_F7nqjmT",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 179
},
"outputId": "3fa8f8ee-2dd5-4850-ea08-fdccc8969452"
},
"cell_type": "code",
"source": [
"SCM_2015_2018.loc[(SCM_2015_2018['Grupo'] == \"OI\") & (SCM_2015_2018['2018-05'] > 0)].Cod_IBGE.value_counts().describe()"
],
"execution_count": 24,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"count 5197.000000\n",
"mean 9.599192\n",
"std 4.577494\n",
"min 1.000000\n",
"25% 7.000000\n",
"50% 9.000000\n",
"75% 12.000000\n",
"max 46.000000\n",
"Name: Cod_IBGE, dtype: float64"
]
},
"metadata": {
"tags": []
},
"execution_count": 24
}
]
},
{
"metadata": {
"id": "pkuQ7R2yqjmW",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Vamos ver que tipo de tecnologia mais cresceu de 2015 a 2018, em % do total e número de acessos. Com o código abaixo, vemos que os acessos por fibra são, hoje, 23% do total de banda larga. O cabo caiu de 81% para 66%."
]
},
{
"metadata": {
"id": "OK1Ym1c7qjmX",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 390
},
"outputId": "887fe266-1702-49bb-dc88-eb38b11f1e5f"
},
"cell_type": "code",
"source": [
"SCM_2015_2018.groupby('Tecnologia').sum().sort_values(by=['2018-05'], ascending=False)\n",
"tecnologias_evoluindo = SCM_2015_2018[['Tecnologia','2015-01','2018-05']].groupby('Tecnologia').sum()\n",
"tecnologias_evoluindo.sort_values(by=['2018-05'], ascending=False)\n",
"tecnologias_evoluindo['Pct-2015'] = tecnologias_evoluindo['2015-01'] / tecnologias_evoluindo['2015-01'].sum()\n",
"tecnologias_evoluindo['Pct-2018'] = tecnologias_evoluindo['2018-05'] / tecnologias_evoluindo['2018-05'].sum()\n",
"tecnologias_evoluindo['Var-2015-2018'] = (tecnologias_evoluindo['2018-05'] - tecnologias_evoluindo['2015-01']) / tecnologias_evoluindo['2015-01']\n",
"tecnologias_evoluindo = tecnologias_evoluindo.round(2)\n",
"tecnologias_evoluindo.sort_values(by=['2018-05'], ascending=False).head(10)"
],
"execution_count": 25,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>2015-01</th>\n",
" <th>2018-05</th>\n",
" <th>Pct-2015</th>\n",
" <th>Pct-2018</th>\n",
" <th>Var-2015-2018</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Tecnologia</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>xDSL</th>\n",
" <td>13230249</td>\n",
" <td>12929478</td>\n",
" <td>0.55</td>\n",
" <td>0.43</td>\n",
" <td>-0.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Cable Modem</th>\n",
" <td>7621074</td>\n",
" <td>9233676</td>\n",
" <td>0.32</td>\n",
" <td>0.31</td>\n",
" <td>0.21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Fibra</th>\n",
" <td>990614</td>\n",
" <td>3846719</td>\n",
" <td>0.04</td>\n",
" <td>0.13</td>\n",
" <td>2.88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Spread Spectrum</th>\n",
" <td>1401073</td>\n",
" <td>2417026</td>\n",
" <td>0.06</td>\n",
" <td>0.08</td>\n",
" <td>0.73</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ETHERNET</th>\n",
" <td>301465</td>\n",
" <td>749114</td>\n",
" <td>0.01</td>\n",
" <td>0.02</td>\n",
" <td>1.48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LTE</th>\n",
" <td>152854</td>\n",
" <td>360995</td>\n",
" <td>0.01</td>\n",
" <td>0.01</td>\n",
" <td>1.36</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ATM</th>\n",
" <td>262723</td>\n",
" <td>183369</td>\n",
" <td>0.01</td>\n",
" <td>0.01</td>\n",
" <td>-0.30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SATELITE</th>\n",
" <td>62208</td>\n",
" <td>154627</td>\n",
" <td>0.00</td>\n",
" <td>0.01</td>\n",
" <td>1.49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FWA</th>\n",
" <td>73993</td>\n",
" <td>130358</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HFC</th>\n",
" <td>27442</td>\n",
" <td>79886</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>1.91</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 2015-01 2018-05 Pct-2015 Pct-2018 Var-2015-2018\n",
"Tecnologia \n",
"xDSL 13230249 12929478 0.55 0.43 -0.02\n",
"Cable Modem 7621074 9233676 0.32 0.31 0.21\n",
"Fibra 990614 3846719 0.04 0.13 2.88\n",
"Spread Spectrum 1401073 2417026 0.06 0.08 0.73\n",
"ETHERNET 301465 749114 0.01 0.02 1.48\n",
"LTE 152854 360995 0.01 0.01 1.36\n",
"ATM 262723 183369 0.01 0.01 -0.30\n",
"SATELITE 62208 154627 0.00 0.01 1.49\n",
"FWA 73993 130358 0.00 0.00 0.76\n",
"HFC 27442 79886 0.00 0.00 1.91"
]
},
"metadata": {
"tags": []
},
"execution_count": 25
}
]
},
{
"metadata": {
"id": "gVULiyzPqjmb",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"* A velocidade média da banda larga, em porcentagem dos acessos, progrediu como de 2015 até agora?"
]
},
{
"metadata": {
"id": "XAEpL-ZHqjmc",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"faixas = SCM_2015_2018.groupby('Faixa').sum().head(10)\n",
"faixas = faixas.reset_index()\n",
"faixas = faixas.set_index(['Faixa','2015-01','2018-05'])\n",
"faixas = faixas.reset_index()\n",
"faixas = faixas.loc[:,'Faixa':'2018-05']\n",
"faixas['PP2015-01'] = faixas['2015-01'] / faixas['2015-01'].sum()\n",
"faixas['PP2018-05'] = faixas['2018-05'] / faixas['2018-05'].sum()"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "3fOyPyfLqjmf",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"outputId": "75200c03-7510-486d-b110-647ac2b26bdb"
},
"cell_type": "code",
"source": [
"faixas.head(10)"
],
"execution_count": 27,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Faixa</th>\n",
" <th>2015-01</th>\n",
" <th>2018-05</th>\n",
" <th>PP2015-01</th>\n",
" <th>PP2018-05</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>1312140</td>\n",
" <td>971932</td>\n",
" <td>0.054317</td>\n",
" <td>0.032258</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>12Mbps a 34Mbps</td>\n",
" <td>3126897</td>\n",
" <td>7823854</td>\n",
" <td>0.129440</td>\n",
" <td>0.259671</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>10699589</td>\n",
" <td>10154243</td>\n",
" <td>0.442916</td>\n",
" <td>0.337016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>8194039</td>\n",
" <td>5574573</td>\n",
" <td>0.339197</td>\n",
" <td>0.185018</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>&gt; 34Mbps</td>\n",
" <td>824496</td>\n",
" <td>5605226</td>\n",
" <td>0.034131</td>\n",
" <td>0.186036</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Faixa 2015-01 2018-05 PP2015-01 PP2018-05\n",
"0 0kbps a 512kbps 1312140 971932 0.054317 0.032258\n",
"1 12Mbps a 34Mbps 3126897 7823854 0.129440 0.259671\n",
"2 2Mbps a 12Mbps 10699589 10154243 0.442916 0.337016\n",
"3 512kbps a 2Mbps 8194039 5574573 0.339197 0.185018\n",
"4 > 34Mbps 824496 5605226 0.034131 0.186036"
]
},
"metadata": {
"tags": []
},
"execution_count": 27
}
]
},
{
"metadata": {
"id": "sg5zp3SAqjmj",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"# faixas.to_csv('faixas_velocidade.csv')"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "BBZha9lpqjmm",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"A velocidade média das conexões aumentou bem. Em 2015, só 3,4% dos acessos tinham mais de 34 MBps, o que chega a 15% hoje."
]
},
{
"metadata": {
"id": "l5V1KDQZqjmm",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "19abb4c6-907e-4094-bac3-1f449ffc7dd8"
},
"cell_type": "code",
"source": [
"SCM_2015_2018['2018-05'].sum()"
],
"execution_count": 29,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"30129828"
]
},
"metadata": {
"tags": []
},
"execution_count": 29
}
]
},
{
"metadata": {
"id": "T1ApP2X7qjmq",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "48844336-f6c6-42d4-e868-3627386c7398"
},
"cell_type": "code",
"source": [
"SCM_2015_2018['2015-01'].sum()"
],
"execution_count": 30,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"24157161"
]
},
"metadata": {
"tags": []
},
"execution_count": 30
}
]
},
{
"metadata": {
"id": "_5dpL4xFqjmu",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 317
},
"outputId": "d7017414-fe3c-42b6-cd55-a2075c958088"
},
"cell_type": "code",
"source": [
"SCM_2015_2018.query('Tecnologia == \"Fibra\"').groupby('Cod_IBGE').sum().describe()"
],
"execution_count": 31,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" <th>2018-02</th>\n",
" <th>2018-03</th>\n",
" <th>2018-04</th>\n",
" <th>2018-05</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" <td>5331.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>185.821422</td>\n",
" <td>190.681673</td>\n",
" <td>195.444194</td>\n",
" <td>200.741324</td>\n",
" <td>206.105796</td>\n",
" <td>212.516976</td>\n",
" <td>218.620709</td>\n",
" <td>222.310448</td>\n",
" <td>229.909585</td>\n",
" <td>235.442881</td>\n",
" <td>238.174451</td>\n",
" <td>242.598012</td>\n",
" <td>244.430313</td>\n",
" <td>247.973176</td>\n",
" <td>259.875258</td>\n",
" <td>265.065466</td>\n",
" <td>271.377603</td>\n",
" <td>278.751266</td>\n",
" <td>285.552992</td>\n",
" <td>296.450009</td>\n",
" <td>305.259801</td>\n",
" <td>311.883887</td>\n",
" <td>317.694241</td>\n",
" <td>325.632902</td>\n",
" <td>355.573063</td>\n",
" <td>365.723692</td>\n",
" <td>375.145376</td>\n",
" <td>391.895142</td>\n",
" <td>421.697993</td>\n",
" <td>441.605140</td>\n",
" <td>461.683924</td>\n",
" <td>479.957794</td>\n",
" <td>499.628963</td>\n",
" <td>518.211217</td>\n",
" <td>536.890640</td>\n",
" <td>573.224161</td>\n",
" <td>600.259238</td>\n",
" <td>616.185706</td>\n",
" <td>667.286438</td>\n",
" <td>690.535922</td>\n",
" <td>721.575502</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>3688.688915</td>\n",
" <td>3813.826302</td>\n",
" <td>3933.881770</td>\n",
" <td>4101.330690</td>\n",
" <td>4234.189166</td>\n",
" <td>4365.308089</td>\n",
" <td>4478.476144</td>\n",
" <td>4580.081753</td>\n",
" <td>4695.016621</td>\n",
" <td>4817.790481</td>\n",
" <td>4887.658644</td>\n",
" <td>4932.022925</td>\n",
" <td>4998.243469</td>\n",
" <td>5055.237902</td>\n",
" <td>5276.981444</td>\n",
" <td>5353.494369</td>\n",
" <td>5430.466978</td>\n",
" <td>5515.962727</td>\n",
" <td>5650.457759</td>\n",
" <td>5755.124186</td>\n",
" <td>5892.938440</td>\n",
" <td>6003.714947</td>\n",
" <td>6077.353076</td>\n",
" <td>6175.380756</td>\n",
" <td>6425.135738</td>\n",
" <td>6548.302593</td>\n",
" <td>6749.922998</td>\n",
" <td>6944.514034</td>\n",
" <td>7167.267633</td>\n",
" <td>7320.477799</td>\n",
" <td>7509.961881</td>\n",
" <td>7599.340437</td>\n",
" <td>7715.950417</td>\n",
" <td>7845.906740</td>\n",
" <td>7975.180594</td>\n",
" <td>8134.009814</td>\n",
" <td>8273.298355</td>\n",
" <td>8441.422312</td>\n",
" <td>8739.563762</td>\n",
" <td>8917.828102</td>\n",
" <td>9159.828354</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>2.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>3.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>4.000000</td>\n",
" <td>5.000000</td>\n",
" <td>5.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>8.000000</td>\n",
" <td>8.000000</td>\n",
" <td>8.000000</td>\n",
" <td>8.000000</td>\n",
" <td>8.000000</td>\n",
" <td>8.000000</td>\n",
" <td>8.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>8.000000</td>\n",
" <td>9.000000</td>\n",
" <td>8.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>9.000000</td>\n",
" <td>10.000000</td>\n",
" <td>10.000000</td>\n",
" <td>10.000000</td>\n",
" <td>10.000000</td>\n",
" <td>10.000000</td>\n",
" <td>11.000000</td>\n",
" <td>11.000000</td>\n",
" <td>11.000000</td>\n",
" <td>12.000000</td>\n",
" <td>12.000000</td>\n",
" <td>13.000000</td>\n",
" <td>13.000000</td>\n",
" <td>14.000000</td>\n",
" <td>14.000000</td>\n",
" <td>14.000000</td>\n",
" <td>15.000000</td>\n",
" <td>16.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>25.000000</td>\n",
" <td>25.000000</td>\n",
" <td>25.000000</td>\n",
" <td>25.000000</td>\n",
" <td>25.000000</td>\n",
" <td>26.000000</td>\n",
" <td>26.000000</td>\n",
" <td>26.000000</td>\n",
" <td>26.000000</td>\n",
" <td>27.000000</td>\n",
" <td>27.000000</td>\n",
" <td>28.000000</td>\n",
" <td>28.000000</td>\n",
" <td>28.000000</td>\n",
" <td>27.000000</td>\n",
" <td>28.000000</td>\n",
" <td>28.000000</td>\n",
" <td>28.000000</td>\n",
" <td>29.000000</td>\n",
" <td>30.000000</td>\n",
" <td>31.000000</td>\n",
" <td>31.000000</td>\n",
" <td>31.000000</td>\n",
" <td>32.000000</td>\n",
" <td>34.000000</td>\n",
" <td>34.500000</td>\n",
" <td>36.000000</td>\n",
" <td>36.000000</td>\n",
" <td>42.500000</td>\n",
" <td>44.000000</td>\n",
" <td>47.000000</td>\n",
" <td>49.000000</td>\n",
" <td>53.500000</td>\n",
" <td>56.000000</td>\n",
" <td>59.000000</td>\n",
" <td>68.000000</td>\n",
" <td>73.000000</td>\n",
" <td>79.000000</td>\n",
" <td>97.000000</td>\n",
" <td>105.000000</td>\n",
" <td>119.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>251464.000000</td>\n",
" <td>260715.000000</td>\n",
" <td>269834.000000</td>\n",
" <td>282549.000000</td>\n",
" <td>292410.000000</td>\n",
" <td>301941.000000</td>\n",
" <td>309833.000000</td>\n",
" <td>317189.000000</td>\n",
" <td>325349.000000</td>\n",
" <td>334258.000000</td>\n",
" <td>339313.000000</td>\n",
" <td>342522.000000</td>\n",
" <td>347190.000000</td>\n",
" <td>351355.000000</td>\n",
" <td>367475.000000</td>\n",
" <td>373043.000000</td>\n",
" <td>378169.000000</td>\n",
" <td>384520.000000</td>\n",
" <td>393921.000000</td>\n",
" <td>401308.000000</td>\n",
" <td>411118.000000</td>\n",
" <td>418761.000000</td>\n",
" <td>423752.000000</td>\n",
" <td>430800.000000</td>\n",
" <td>445949.000000</td>\n",
" <td>455012.000000</td>\n",
" <td>469408.000000</td>\n",
" <td>483047.000000</td>\n",
" <td>498283.000000</td>\n",
" <td>508873.000000</td>\n",
" <td>521232.000000</td>\n",
" <td>525708.000000</td>\n",
" <td>533474.000000</td>\n",
" <td>541977.000000</td>\n",
" <td>549365.000000</td>\n",
" <td>558630.000000</td>\n",
" <td>567697.000000</td>\n",
" <td>579550.000000</td>\n",
" <td>599077.000000</td>\n",
" <td>609103.000000</td>\n",
" <td>622795.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 2015-01 2015-02 2015-03 2015-04 \\\n",
"count 5331.000000 5331.000000 5331.000000 5331.000000 \n",
"mean 185.821422 190.681673 195.444194 200.741324 \n",
"std 3688.688915 3813.826302 3933.881770 4101.330690 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 2.000000 2.000000 2.000000 2.000000 \n",
"50% 8.000000 8.000000 8.000000 8.000000 \n",
"75% 25.000000 25.000000 25.000000 25.000000 \n",
"max 251464.000000 260715.000000 269834.000000 282549.000000 \n",
"\n",
" 2015-05 2015-06 2015-07 2015-08 \\\n",
"count 5331.000000 5331.000000 5331.000000 5331.000000 \n",
"mean 206.105796 212.516976 218.620709 222.310448 \n",
"std 4234.189166 4365.308089 4478.476144 4580.081753 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 2.000000 2.000000 2.000000 2.000000 \n",
"50% 8.000000 8.000000 8.000000 9.000000 \n",
"75% 25.000000 26.000000 26.000000 26.000000 \n",
"max 292410.000000 301941.000000 309833.000000 317189.000000 \n",
"\n",
" 2015-09 2015-10 2015-11 2015-12 \\\n",
"count 5331.000000 5331.000000 5331.000000 5331.000000 \n",
"mean 229.909585 235.442881 238.174451 242.598012 \n",
"std 4695.016621 4817.790481 4887.658644 4932.022925 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 2.000000 3.000000 3.000000 3.000000 \n",
"50% 9.000000 9.000000 9.000000 9.000000 \n",
"75% 26.000000 27.000000 27.000000 28.000000 \n",
"max 325349.000000 334258.000000 339313.000000 342522.000000 \n",
"\n",
" 2016-01 2016-02 2016-03 2016-04 \\\n",
"count 5331.000000 5331.000000 5331.000000 5331.000000 \n",
"mean 244.430313 247.973176 259.875258 265.065466 \n",
"std 4998.243469 5055.237902 5276.981444 5353.494369 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 3.000000 3.000000 2.000000 2.000000 \n",
"50% 9.000000 9.000000 8.000000 9.000000 \n",
"75% 28.000000 28.000000 27.000000 28.000000 \n",
"max 347190.000000 351355.000000 367475.000000 373043.000000 \n",
"\n",
" 2016-05 2016-06 2016-07 2016-08 \\\n",
"count 5331.000000 5331.000000 5331.000000 5331.000000 \n",
"mean 271.377603 278.751266 285.552992 296.450009 \n",
"std 5430.466978 5515.962727 5650.457759 5755.124186 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 2.000000 3.000000 3.000000 3.000000 \n",
"50% 8.000000 9.000000 9.000000 9.000000 \n",
"75% 28.000000 28.000000 29.000000 30.000000 \n",
"max 378169.000000 384520.000000 393921.000000 401308.000000 \n",
"\n",
" 2016-09 2016-10 2016-11 2016-12 \\\n",
"count 5331.000000 5331.000000 5331.000000 5331.000000 \n",
"mean 305.259801 311.883887 317.694241 325.632902 \n",
"std 5892.938440 6003.714947 6077.353076 6175.380756 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 3.000000 3.000000 3.000000 3.000000 \n",
"50% 9.000000 9.000000 9.000000 9.000000 \n",
"75% 31.000000 31.000000 31.000000 32.000000 \n",
"max 411118.000000 418761.000000 423752.000000 430800.000000 \n",
"\n",
" 2017-01 2017-02 2017-03 2017-04 \\\n",
"count 5331.000000 5331.000000 5331.000000 5331.000000 \n",
"mean 355.573063 365.723692 375.145376 391.895142 \n",
"std 6425.135738 6548.302593 6749.922998 6944.514034 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 3.000000 3.000000 3.000000 3.000000 \n",
"50% 10.000000 10.000000 10.000000 10.000000 \n",
"75% 34.000000 34.500000 36.000000 36.000000 \n",
"max 445949.000000 455012.000000 469408.000000 483047.000000 \n",
"\n",
" 2017-05 2017-06 2017-07 2017-08 \\\n",
"count 5331.000000 5331.000000 5331.000000 5331.000000 \n",
"mean 421.697993 441.605140 461.683924 479.957794 \n",
"std 7167.267633 7320.477799 7509.961881 7599.340437 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 3.000000 3.000000 3.000000 3.000000 \n",
"50% 10.000000 11.000000 11.000000 11.000000 \n",
"75% 42.500000 44.000000 47.000000 49.000000 \n",
"max 498283.000000 508873.000000 521232.000000 525708.000000 \n",
"\n",
" 2017-09 2017-10 2017-11 2017-12 \\\n",
"count 5331.000000 5331.000000 5331.000000 5331.000000 \n",
"mean 499.628963 518.211217 536.890640 573.224161 \n",
"std 7715.950417 7845.906740 7975.180594 8134.009814 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 4.000000 4.000000 4.000000 4.000000 \n",
"50% 12.000000 12.000000 13.000000 13.000000 \n",
"75% 53.500000 56.000000 59.000000 68.000000 \n",
"max 533474.000000 541977.000000 549365.000000 558630.000000 \n",
"\n",
" 2018-01 2018-02 2018-03 2018-04 \\\n",
"count 5331.000000 5331.000000 5331.000000 5331.000000 \n",
"mean 600.259238 616.185706 667.286438 690.535922 \n",
"std 8273.298355 8441.422312 8739.563762 8917.828102 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 4.000000 4.000000 4.000000 5.000000 \n",
"50% 14.000000 14.000000 14.000000 15.000000 \n",
"75% 73.000000 79.000000 97.000000 105.000000 \n",
"max 567697.000000 579550.000000 599077.000000 609103.000000 \n",
"\n",
" 2018-05 \n",
"count 5331.000000 \n",
"mean 721.575502 \n",
"std 9159.828354 \n",
"min 0.000000 \n",
"25% 5.000000 \n",
"50% 16.000000 \n",
"75% 119.000000 \n",
"max 622795.000000 "
]
},
"metadata": {
"tags": []
},
"execution_count": 31
}
]
},
{
"metadata": {
"id": "_8qdu1TFqjmy",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"# Antes, já importamos SCM_2015_2018 do 'alt_Acessos_SCM_2015-2018_-_Total.csv'. Vamos importar as demais tabelas.\n",
"\n",
"file3_2007_2010 = drive.CreateFile({'id':'1ak_I7kUeVeeV3D8JBoKYTYe6nNOZaplU'})\n",
"file3_2007_2010.GetContentFile('file3_2007_2010') \n",
"file3_2011_2012 = drive.CreateFile({'id':'1aHlTWZE2RIx7ADJ1sI3wBdJM3K7sGmN5'})\n",
"file3_2011_2012.GetContentFile('file3_2011_2012') \n",
"file3_2013_2014 = drive.CreateFile({'id':'1K0I7jm9_FVG2tLRphc5mxaUJMnGgaQrq'})\n",
"file3_2013_2014.GetContentFile('file3_2013_2014') \n",
"\n",
"\n",
"SCM_2007_2010 = pd.read_csv('file3_2007_2010', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"SCM_2011_2012 = pd.read_csv('file3_2011_2012', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"SCM_2013_2014 = pd.read_csv('file3_2013_2014', encoding = 'latin-1', error_bad_lines=False, delimiter = ';')\n",
"\n",
"SCM_2007_2010.fillna(value=0, inplace = True)\n",
"SCM_2011_2012.fillna(value=0, inplace = True)\n",
"SCM_2013_2014.fillna(value=0, inplace = True)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "HCpOYHbQqjm1",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"outputId": "911f0e21-6605-4cd9-cdfa-181e90f72484"
},
"cell_type": "code",
"source": [
"faixas_2007 = SCM_2007_2010.groupby('Faixa').sum()\n",
"faixas_2007 = faixas_2007.reset_index()\n",
"faixas_2007 = faixas_2007.loc[:,'Faixa':'2007-03']\n",
"faixas_2007['PP2007-03'] = faixas_2007['2007-03'] / faixas_2007['2007-03'].sum()\n",
"#faixas_2007.to_csv('faixas_2007.csv')\n",
"\n",
"faixas_2007.head(10)"
],
"execution_count": 33,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Faixa</th>\n",
" <th>Cod IBGE</th>\n",
" <th>2007-03</th>\n",
" <th>PP2007-03</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0Kbps a 64Kbps</td>\n",
" <td>144347790769</td>\n",
" <td>693020.0</td>\n",
" <td>0.108931</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2Mbps a 34Mbps</td>\n",
" <td>143883736669</td>\n",
" <td>503131.0</td>\n",
" <td>0.079083</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>158780577732</td>\n",
" <td>1862564.0</td>\n",
" <td>0.292762</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>64Kbps a 512Kbps</td>\n",
" <td>157078773902</td>\n",
" <td>3291738.0</td>\n",
" <td>0.517404</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>&gt; 34Mbps</td>\n",
" <td>128657731222</td>\n",
" <td>11579.0</td>\n",
" <td>0.001820</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Faixa Cod IBGE 2007-03 PP2007-03\n",
"0 0Kbps a 64Kbps 144347790769 693020.0 0.108931\n",
"1 2Mbps a 34Mbps 143883736669 503131.0 0.079083\n",
"2 512kbps a 2Mbps 158780577732 1862564.0 0.292762\n",
"3 64Kbps a 512Kbps 157078773902 3291738.0 0.517404\n",
"4 > 34Mbps 128657731222 11579.0 0.001820"
]
},
"metadata": {
"tags": []
},
"execution_count": 33
}
]
},
{
"metadata": {
"id": "uRcnrid9qjm_",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"<h2> Importando tudo para pegar uma série histórica (grupos, municípios, tecnologia) </h2>"
]
},
{
"metadata": {
"id": "C-18ZMhBqjnA",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 5639
},
"outputId": "617656f0-f01b-4a49-b07e-486acbc0e623"
},
"cell_type": "code",
"source": [
"# Limpadinha nas tabelas.\n",
"\n",
"SCM_2015_2018.replace('CLARO BRASIL', 'TELMEX (CLARO/EMBRATEL/NET)', inplace=True)\n",
"SCM_2015_2018.rename(columns={'Cod Município':'Cod_IBGE'}, inplace=True)\n",
"SCM_2013_2014.rename(columns={'Cod Municipio':'Cod_IBGE'}, inplace=True)\n",
"SCM_2007_2010.rename(columns={'Cod IBGE':'Cod_IBGE'}, inplace=True)\n",
"SCM_2011_2012.rename(columns={'Cod IBGE':'Cod_IBGE'}, inplace=True)\n",
"\n",
"# Temos que juntar município e UF para cruzar com IDH.\n",
"SCM_2007_2010['Município'] = SCM_2007_2010['Município'] + '*' + SCM_2007_2010['UF']\n",
"SCM_2011_2012['Município'] = SCM_2011_2012['Município'] + '*' + SCM_2011_2012['UF']\n",
"SCM_2013_2014['Município'] = SCM_2013_2014['Município'] + '*' + SCM_2013_2014['UF']\n",
"SCM_2015_2018['Município'] = SCM_2015_2018['Município'] + '*' + SCM_2015_2018['UF']\n",
"\n",
"# Abandonamos a coluna UF agora que a informação já está em município.\n",
"SCM_2007_2010.drop(['UF'], axis = 1)\n",
"SCM_2011_2012.drop(['UF'], axis = 1)\n",
"SCM_2013_2014.drop(['UF'], axis = 1)\n",
"SCM_2015_2018.drop(['UF'], axis = 1)"
],
"execution_count": 34,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Autorizada</th>\n",
" <th>CNPJ</th>\n",
" <th>Grupo</th>\n",
" <th>Cod_IBGE</th>\n",
" <th>Município</th>\n",
" <th>Região</th>\n",
" <th>Tecnologia</th>\n",
" <th>Faixa</th>\n",
" <th>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" <th>2018-02</th>\n",
" <th>2018-03</th>\n",
" <th>2018-04</th>\n",
" <th>2018-05</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>ETHERNET</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>05.423.963/0001-11</td>\n",
" <td>OI</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>xDSL</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>STAR ONE S.A.</td>\n",
" <td>03.964.292/0001-70</td>\n",
" <td>TELECOM AMERICAS</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>SATELITE</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</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>SISTEM COMERCIO DE EQUIPAMENTOS DE INFORMATICA...</td>\n",
" <td>08.542.734/0001-04</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>247</td>\n",
" <td>247</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>SISTEM COMERCIO DE EQUIPAMENTOS DE INFORMATICA...</td>\n",
" <td>08.542.734/0001-04</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>SISTEM COMERCIO DE EQUIPAMENTOS DE INFORMATICA...</td>\n",
" <td>08.542.734/0001-04</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>12Mbps a 34Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>6</th>\n",
" <td>SISTEM COMERCIO DE EQUIPAMENTOS DE INFORMATICA...</td>\n",
" <td>08.542.734/0001-04</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" <td>12</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>40</td>\n",
" <td>128</td>\n",
" <td>128</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>SISTEM COMERCIO DE EQUIPAMENTOS DE INFORMATICA...</td>\n",
" <td>08.542.734/0001-04</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Fibra</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>11</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>SISTEM COMERCIO DE EQUIPAMENTOS DE INFORMATICA...</td>\n",
" <td>08.542.734/0001-04</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Fibra</td>\n",
" <td>12Mbps a 34Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>RIDERSON MENDES BORGES - EPP</td>\n",
" <td>10.802.481/0001-02</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>RIDERSON MENDES BORGES - EPP</td>\n",
" <td>10.802.481/0001-02</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>17</td>\n",
" <td>22</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>xDSL</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>338</td>\n",
" <td>331</td>\n",
" <td>327</td>\n",
" <td>323</td>\n",
" <td>313</td>\n",
" <td>305</td>\n",
" <td>305</td>\n",
" <td>305</td>\n",
" <td>305</td>\n",
" <td>273</td>\n",
" <td>263</td>\n",
" <td>256</td>\n",
" <td>252</td>\n",
" <td>251</td>\n",
" <td>250</td>\n",
" <td>250</td>\n",
" <td>241</td>\n",
" <td>232</td>\n",
" <td>226</td>\n",
" <td>215</td>\n",
" <td>209</td>\n",
" <td>207</td>\n",
" <td>200</td>\n",
" <td>196</td>\n",
" <td>187</td>\n",
" <td>180</td>\n",
" <td>176</td>\n",
" <td>168</td>\n",
" <td>162</td>\n",
" <td>158</td>\n",
" <td>155</td>\n",
" <td>155</td>\n",
" <td>154</td>\n",
" <td>149</td>\n",
" <td>149</td>\n",
" <td>148</td>\n",
" <td>146</td>\n",
" <td>144</td>\n",
" <td>145</td>\n",
" <td>139</td>\n",
" <td>135</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>xDSL</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>174</td>\n",
" <td>184</td>\n",
" <td>196</td>\n",
" <td>203</td>\n",
" <td>224</td>\n",
" <td>234</td>\n",
" <td>234</td>\n",
" <td>234</td>\n",
" <td>234</td>\n",
" <td>261</td>\n",
" <td>268</td>\n",
" <td>274</td>\n",
" <td>279</td>\n",
" <td>279</td>\n",
" <td>277</td>\n",
" <td>276</td>\n",
" <td>279</td>\n",
" <td>279</td>\n",
" <td>273</td>\n",
" <td>279</td>\n",
" <td>278</td>\n",
" <td>280</td>\n",
" <td>284</td>\n",
" <td>282</td>\n",
" <td>276</td>\n",
" <td>275</td>\n",
" <td>272</td>\n",
" <td>272</td>\n",
" <td>270</td>\n",
" <td>271</td>\n",
" <td>270</td>\n",
" <td>266</td>\n",
" <td>264</td>\n",
" <td>263</td>\n",
" <td>259</td>\n",
" <td>255</td>\n",
" <td>254</td>\n",
" <td>254</td>\n",
" <td>250</td>\n",
" <td>241</td>\n",
" <td>227</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>xDSL</td>\n",
" <td>12Mbps a 34Mbps</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>4</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>13</td>\n",
" <td>17</td>\n",
" <td>24</td>\n",
" <td>24</td>\n",
" <td>24</td>\n",
" <td>24</td>\n",
" <td>25</td>\n",
" <td>25</td>\n",
" <td>29</td>\n",
" <td>36</td>\n",
" <td>36</td>\n",
" <td>41</td>\n",
" <td>40</td>\n",
" <td>41</td>\n",
" <td>43</td>\n",
" <td>45</td>\n",
" <td>44</td>\n",
" <td>46</td>\n",
" <td>47</td>\n",
" <td>49</td>\n",
" <td>53</td>\n",
" <td>54</td>\n",
" <td>54</td>\n",
" <td>54</td>\n",
" <td>53</td>\n",
" <td>52</td>\n",
" <td>52</td>\n",
" <td>52</td>\n",
" <td>52</td>\n",
" <td>54</td>\n",
" <td>55</td>\n",
" <td>46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>xDSL</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>22</td>\n",
" <td>21</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>18</td>\n",
" <td>18</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>20</td>\n",
" <td>19</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>21</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>19</td>\n",
" <td>18</td>\n",
" <td>18</td>\n",
" <td>18</td>\n",
" <td>18</td>\n",
" <td>18</td>\n",
" <td>18</td>\n",
" <td>18</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>RIDERSON MENDES BORGES - EPP</td>\n",
" <td>10.802.481/0001-02</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>9</td>\n",
" <td>16</td>\n",
" <td>15</td>\n",
" <td>20</td>\n",
" <td>18</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>21</td>\n",
" <td>27</td>\n",
" <td>26</td>\n",
" <td>25</td>\n",
" <td>25</td>\n",
" <td>30</td>\n",
" <td>31</td>\n",
" <td>32</td>\n",
" <td>33</td>\n",
" <td>30</td>\n",
" <td>35</td>\n",
" <td>17</td>\n",
" <td>35</td>\n",
" <td>33</td>\n",
" <td>36</td>\n",
" <td>35</td>\n",
" <td>31</td>\n",
" <td>31</td>\n",
" <td>29</td>\n",
" <td>30</td>\n",
" <td>31</td>\n",
" <td>52</td>\n",
" <td>51</td>\n",
" <td>56</td>\n",
" <td>62</td>\n",
" <td>62</td>\n",
" <td>66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>FR</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Fibra</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>8</td>\n",
" <td>7</td>\n",
" <td>8</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>10</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>05.423.963/0001-11</td>\n",
" <td>OI</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>SATELITE</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>25</td>\n",
" <td>25</td>\n",
" <td>25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>05.423.963/0001-11</td>\n",
" <td>OI</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>SATELITE</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>05.423.963/0001-11</td>\n",
" <td>OI</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Fibra</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>HUGHES TELECOMUNICACOES DO BRASIL LTDA</td>\n",
" <td>05.206.385/0001-61</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>SATELITE</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>CLARO S.A.</td>\n",
" <td>40.432.544/0001-47</td>\n",
" <td>TELECOM AMERICAS</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>xDSL</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>CLARO S.A.</td>\n",
" <td>40.432.544/0001-47</td>\n",
" <td>TELECOM AMERICAS</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>SATELITE</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>05.423.963/0001-11</td>\n",
" <td>OI</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>xDSL</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>25</th>\n",
" <td>C. GOMES DE SOUSA INFORMATICA - ME</td>\n",
" <td>04.136.373/0001-45</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>12</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>14</td>\n",
" <td>6</td>\n",
" <td>4</td>\n",
" <td>22</td>\n",
" <td>30</td>\n",
" <td>0</td>\n",
" <td>33</td>\n",
" <td>34</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>6</td>\n",
" <td>10</td>\n",
" <td>7</td>\n",
" <td>10</td>\n",
" <td>14</td>\n",
" <td>13</td>\n",
" <td>12</td>\n",
" <td>17</td>\n",
" <td>23</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>C. GOMES DE SOUSA INFORMATICA - ME</td>\n",
" <td>04.136.373/0001-45</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>12Mbps a 34Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</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>27</th>\n",
" <td>C. GOMES DE SOUSA INFORMATICA - ME</td>\n",
" <td>04.136.373/0001-45</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>28</td>\n",
" <td>28</td>\n",
" <td>27</td>\n",
" <td>28</td>\n",
" <td>28</td>\n",
" <td>36</td>\n",
" <td>40</td>\n",
" <td>37</td>\n",
" <td>40</td>\n",
" <td>39</td>\n",
" <td>4</td>\n",
" <td>32</td>\n",
" <td>33</td>\n",
" <td>31</td>\n",
" <td>26</td>\n",
" <td>27</td>\n",
" <td>27</td>\n",
" <td>0</td>\n",
" <td>28</td>\n",
" <td>25</td>\n",
" <td>25</td>\n",
" <td>20</td>\n",
" <td>26</td>\n",
" <td>0</td>\n",
" <td>30</td>\n",
" <td>33</td>\n",
" <td>32</td>\n",
" <td>25</td>\n",
" <td>4</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>BT BRASIL SERVIÇOS DE TELECOMUNICAÇÕES LTDA.</td>\n",
" <td>33.179.565/0001-37</td>\n",
" <td>BT</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>SATELITE</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>FR</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>30</th>\n",
" <td>C. GOMES DE SOUSA INFORMATICA - ME</td>\n",
" <td>04.136.373/0001-45</td>\n",
" <td>Outras</td>\n",
" <td>1100015</td>\n",
" <td>ALTA FLORESTA D'OESTE*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>37</td>\n",
" <td>42</td>\n",
" <td>50</td>\n",
" <td>55</td>\n",
" <td>52</td>\n",
" <td>40</td>\n",
" <td>57</td>\n",
" <td>56</td>\n",
" <td>59</td>\n",
" <td>70</td>\n",
" <td>2</td>\n",
" <td>67</td>\n",
" <td>56</td>\n",
" <td>80</td>\n",
" <td>85</td>\n",
" <td>72</td>\n",
" <td>73</td>\n",
" <td>0</td>\n",
" <td>79</td>\n",
" <td>77</td>\n",
" <td>107</td>\n",
" <td>109</td>\n",
" <td>116</td>\n",
" <td>0</td>\n",
" <td>110</td>\n",
" <td>112</td>\n",
" <td>101</td>\n",
" <td>114</td>\n",
" <td>110</td>\n",
" <td>97</td>\n",
" <td>94</td>\n",
" <td>102</td>\n",
" <td>87</td>\n",
" <td>94</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>CLARO S.A.</td>\n",
" <td>40.432.544/0001-47</td>\n",
" <td>TELECOM AMERICAS</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>Fibra</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>CLARO S.A.</td>\n",
" <td>40.432.544/0001-47</td>\n",
" <td>TELECOM AMERICAS</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>Fibra</td>\n",
" <td>12Mbps a 34Mbps</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>CLARO S.A.</td>\n",
" <td>40.432.544/0001-47</td>\n",
" <td>TELECOM AMERICAS</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>Fibra</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>CLARO S.A.</td>\n",
" <td>40.432.544/0001-47</td>\n",
" <td>TELECOM AMERICAS</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>FWA</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>CLARO S.A.</td>\n",
" <td>40.432.544/0001-47</td>\n",
" <td>TELECOM AMERICAS</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>FWA</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>CLARO S.A.</td>\n",
" <td>40.432.544/0001-47</td>\n",
" <td>TELECOM AMERICAS</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>FWA</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>CENTURYLINK COMUNICACOES DO BRASIL LTDA.</td>\n",
" <td>72.843.212/0001-41</td>\n",
" <td>Outras</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>SATELITE</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>BT BRASIL SERVIÇOS DE TELECOMUNICAÇÕES LTDA.</td>\n",
" <td>33.179.565/0001-37</td>\n",
" <td>BT</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>FR</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>39</th>\n",
" <td>BT BRASIL SERVIÇOS DE TELECOMUNICAÇÕES LTDA.</td>\n",
" <td>33.179.565/0001-37</td>\n",
" <td>BT</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>SATELITE</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>ADYL NET ACESSO A INTERNET LTDA</td>\n",
" <td>06.061.646/0001-65</td>\n",
" <td>Outras</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>ADYL NET ACESSO A INTERNET LTDA</td>\n",
" <td>06.061.646/0001-65</td>\n",
" <td>Outras</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>ADYL NET ACESSO A INTERNET LTDA</td>\n",
" <td>06.061.646/0001-65</td>\n",
" <td>Outras</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>STAR ONE S.A.</td>\n",
" <td>03.964.292/0001-70</td>\n",
" <td>TELECOM AMERICAS</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>SATELITE</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</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>44</th>\n",
" <td>BT LATAM BRASIL LTDA</td>\n",
" <td>74.280.256/0001-36</td>\n",
" <td>BT</td>\n",
" <td>1100023</td>\n",
" <td>ARIQUEMES*RO</td>\n",
" <td>Norte</td>\n",
" <td>FR</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\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>184743</th>\n",
" <td>REI DAS TECNOLOGIAS LTDA - ME</td>\n",
" <td>12.059.400/0001-51</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Fibra</td>\n",
" <td>&gt; 34Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>19</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>97</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184744</th>\n",
" <td>RETIS - REDES. TI E SEGURANÇA LTDA</td>\n",
" <td>12.997.071/0001-90</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>69</td>\n",
" <td>72</td>\n",
" <td>75</td>\n",
" <td>76</td>\n",
" <td>78</td>\n",
" <td>80</td>\n",
" <td>88</td>\n",
" <td>66</td>\n",
" <td>66</td>\n",
" <td>67</td>\n",
" <td>66</td>\n",
" <td>62</td>\n",
" <td>66</td>\n",
" <td>68</td>\n",
" <td>69</td>\n",
" <td>66</td>\n",
" <td>68</td>\n",
" <td>70</td>\n",
" <td>73</td>\n",
" <td>73</td>\n",
" <td>71</td>\n",
" <td>73</td>\n",
" <td>67</td>\n",
" <td>71</td>\n",
" <td>69</td>\n",
" <td>66</td>\n",
" <td>65</td>\n",
" <td>65</td>\n",
" <td>63</td>\n",
" <td>63</td>\n",
" <td>65</td>\n",
" <td>65</td>\n",
" <td>66</td>\n",
" <td>68</td>\n",
" <td>68</td>\n",
" <td>67</td>\n",
" <td>67</td>\n",
" <td>65</td>\n",
" <td>65</td>\n",
" <td>67</td>\n",
" <td>67</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184745</th>\n",
" <td>RODOLFO HENRIQUE DA CUNHA GUEDES EIRELI</td>\n",
" <td>16.893.272/0001-06</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>15</td>\n",
" <td>18</td>\n",
" <td>21</td>\n",
" <td>24</td>\n",
" <td>27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184746</th>\n",
" <td>ROOSEVELT HOUSE LTDA ME</td>\n",
" <td>08.979.637/0001-83</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>40</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>0</td>\n",
" <td>20</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>184747</th>\n",
" <td>ROOSEVELT HOUSE LTDA ME</td>\n",
" <td>08.979.637/0001-83</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>60</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>0</td>\n",
" <td>30</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>184748</th>\n",
" <td>S. O. S. Telecom Eirleli ME</td>\n",
" <td>05.762.861/0001-20</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>184749</th>\n",
" <td>SETORIAL TELECOMUNICACOES LTDA - ME</td>\n",
" <td>08.673.849/0001-38</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Fibra</td>\n",
" <td>12Mbps a 34Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>15</td>\n",
" <td>23</td>\n",
" <td>21</td>\n",
" <td>26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184750</th>\n",
" <td>SETORIAL TELECOMUNICACOES LTDA - ME</td>\n",
" <td>08.673.849/0001-38</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Fibra</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>120</td>\n",
" <td>368</td>\n",
" <td>435</td>\n",
" <td>533</td>\n",
" <td>536</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184751</th>\n",
" <td>SETORIAL TELECOMUNICACOES LTDA - ME</td>\n",
" <td>08.673.849/0001-38</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Fibra</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184752</th>\n",
" <td>SETORIAL TELECOMUNICACOES LTDA - ME</td>\n",
" <td>08.673.849/0001-38</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Fibra</td>\n",
" <td>&gt; 34Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184753</th>\n",
" <td>SHTURBO INTERNET TECNOLOGIA E EMPREENDIMENTOS ...</td>\n",
" <td>07.772.469/0001-98</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>xDSL</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>989</td>\n",
" <td>1029</td>\n",
" <td>1043</td>\n",
" <td>1061</td>\n",
" <td>1092</td>\n",
" <td>1099</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1105</td>\n",
" <td>1092</td>\n",
" <td>0</td>\n",
" <td>1192</td>\n",
" <td>0</td>\n",
" <td>1231</td>\n",
" <td>1220</td>\n",
" <td>1240</td>\n",
" <td>0</td>\n",
" <td>1250</td>\n",
" <td>1245</td>\n",
" <td>1265</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1235</td>\n",
" <td>1231</td>\n",
" <td>1226</td>\n",
" <td>1238</td>\n",
" <td>1107</td>\n",
" <td>1106</td>\n",
" <td>1111</td>\n",
" <td>1109</td>\n",
" <td>1105</td>\n",
" <td>1115</td>\n",
" <td>1116</td>\n",
" <td>1118</td>\n",
" <td>1080</td>\n",
" <td>1089</td>\n",
" <td>1095</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1174</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184754</th>\n",
" <td>SKY SERVICOS DE BANDA LARGA LTDA.</td>\n",
" <td>00.497.373/0001-10</td>\n",
" <td>SKY/AT&amp;T</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>LTE</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>10017</td>\n",
" <td>9266</td>\n",
" <td>10526</td>\n",
" <td>12207</td>\n",
" <td>11565</td>\n",
" <td>12307</td>\n",
" <td>12875</td>\n",
" <td>13227</td>\n",
" <td>13877</td>\n",
" <td>14382</td>\n",
" <td>14844</td>\n",
" <td>15717</td>\n",
" <td>15954</td>\n",
" <td>15765</td>\n",
" <td>15434</td>\n",
" <td>15373</td>\n",
" <td>14496</td>\n",
" <td>14429</td>\n",
" <td>14220</td>\n",
" <td>13859</td>\n",
" <td>13553</td>\n",
" <td>13337</td>\n",
" <td>13443</td>\n",
" <td>12898</td>\n",
" <td>13045</td>\n",
" <td>13701</td>\n",
" <td>14120</td>\n",
" <td>14265</td>\n",
" <td>14405</td>\n",
" <td>14641</td>\n",
" <td>14841</td>\n",
" <td>14600</td>\n",
" <td>14441</td>\n",
" <td>14179</td>\n",
" <td>14010</td>\n",
" <td>13845</td>\n",
" <td>13130</td>\n",
" <td>12937</td>\n",
" <td>13231</td>\n",
" <td>12403</td>\n",
" <td>12584</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184755</th>\n",
" <td>ORANGE BUSINESS SERVICES BRASIL LTDA.</td>\n",
" <td>66.624.776/0001-90</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>ETHERNET</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>0</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>184756</th>\n",
" <td>META - CTI CONSULTORIA E TECNOLOGIA DA INFORMA...</td>\n",
" <td>11.319.018/0001-77</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>184757</th>\n",
" <td>ORANGE BUSINESS SERVICES BRASIL LTDA.</td>\n",
" <td>66.624.776/0001-90</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>ETHERNET</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>10</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>0</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>184758</th>\n",
" <td>OPTITEL REDES E TELECOMUNICAÇÕES LTDA</td>\n",
" <td>01.580.723/0001-70</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Fibra</td>\n",
" <td>&gt; 34Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>184759</th>\n",
" <td>OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>05.423.963/0001-11</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>xDSL</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>545</td>\n",
" <td>518</td>\n",
" <td>519</td>\n",
" <td>529</td>\n",
" <td>530</td>\n",
" <td>527</td>\n",
" <td>552</td>\n",
" <td>559</td>\n",
" <td>559</td>\n",
" <td>521</td>\n",
" <td>523</td>\n",
" <td>529</td>\n",
" <td>531</td>\n",
" <td>536</td>\n",
" <td>532</td>\n",
" <td>537</td>\n",
" <td>606</td>\n",
" <td>686</td>\n",
" <td>733</td>\n",
" <td>746</td>\n",
" <td>784</td>\n",
" <td>782</td>\n",
" <td>777</td>\n",
" <td>785</td>\n",
" <td>789</td>\n",
" <td>789</td>\n",
" <td>796</td>\n",
" <td>921</td>\n",
" <td>925</td>\n",
" <td>928</td>\n",
" <td>930</td>\n",
" <td>926</td>\n",
" <td>924</td>\n",
" <td>912</td>\n",
" <td>925</td>\n",
" <td>928</td>\n",
" <td>916</td>\n",
" <td>914</td>\n",
" <td>912</td>\n",
" <td>942</td>\n",
" <td>928</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184760</th>\n",
" <td>OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>05.423.963/0001-11</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>xDSL</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>86</td>\n",
" <td>88</td>\n",
" <td>91</td>\n",
" <td>95</td>\n",
" <td>98</td>\n",
" <td>115</td>\n",
" <td>146</td>\n",
" <td>146</td>\n",
" <td>165</td>\n",
" <td>159</td>\n",
" <td>159</td>\n",
" <td>157</td>\n",
" <td>157</td>\n",
" <td>161</td>\n",
" <td>155</td>\n",
" <td>155</td>\n",
" <td>162</td>\n",
" <td>164</td>\n",
" <td>164</td>\n",
" <td>140</td>\n",
" <td>143</td>\n",
" <td>143</td>\n",
" <td>141</td>\n",
" <td>140</td>\n",
" <td>140</td>\n",
" <td>139</td>\n",
" <td>134</td>\n",
" <td>134</td>\n",
" <td>127</td>\n",
" <td>127</td>\n",
" <td>127</td>\n",
" <td>124</td>\n",
" <td>126</td>\n",
" <td>127</td>\n",
" <td>125</td>\n",
" <td>124</td>\n",
" <td>81</td>\n",
" <td>81</td>\n",
" <td>80</td>\n",
" <td>79</td>\n",
" <td>78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184761</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>ATM</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184762</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>ATM</td>\n",
" <td>12Mbps a 34Mbps</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>16</td>\n",
" <td>16</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" <td>15</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184763</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>ATM</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184764</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>ATM</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184765</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>ATM</td>\n",
" <td>&gt; 34Mbps</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>30</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" <td>29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184766</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>ETHERNET</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>954</td>\n",
" <td>950</td>\n",
" <td>951</td>\n",
" <td>943</td>\n",
" <td>929</td>\n",
" <td>910</td>\n",
" <td>910</td>\n",
" <td>910</td>\n",
" <td>910</td>\n",
" <td>863</td>\n",
" <td>856</td>\n",
" <td>844</td>\n",
" <td>821</td>\n",
" <td>817</td>\n",
" <td>805</td>\n",
" <td>786</td>\n",
" <td>777</td>\n",
" <td>767</td>\n",
" <td>758</td>\n",
" <td>740</td>\n",
" <td>734</td>\n",
" <td>727</td>\n",
" <td>719</td>\n",
" <td>691</td>\n",
" <td>662</td>\n",
" <td>647</td>\n",
" <td>645</td>\n",
" <td>637</td>\n",
" <td>632</td>\n",
" <td>612</td>\n",
" <td>604</td>\n",
" <td>595</td>\n",
" <td>591</td>\n",
" <td>588</td>\n",
" <td>577</td>\n",
" <td>573</td>\n",
" <td>570</td>\n",
" <td>563</td>\n",
" <td>571</td>\n",
" <td>569</td>\n",
" <td>569</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184767</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>ETHERNET</td>\n",
" <td>12Mbps a 34Mbps</td>\n",
" <td>214</td>\n",
" <td>216</td>\n",
" <td>215</td>\n",
" <td>215</td>\n",
" <td>214</td>\n",
" <td>213</td>\n",
" <td>213</td>\n",
" <td>213</td>\n",
" <td>213</td>\n",
" <td>214</td>\n",
" <td>214</td>\n",
" <td>212</td>\n",
" <td>212</td>\n",
" <td>213</td>\n",
" <td>212</td>\n",
" <td>211</td>\n",
" <td>211</td>\n",
" <td>211</td>\n",
" <td>210</td>\n",
" <td>211</td>\n",
" <td>211</td>\n",
" <td>214</td>\n",
" <td>214</td>\n",
" <td>214</td>\n",
" <td>214</td>\n",
" <td>241</td>\n",
" <td>240</td>\n",
" <td>239</td>\n",
" <td>241</td>\n",
" <td>253</td>\n",
" <td>256</td>\n",
" <td>251</td>\n",
" <td>244</td>\n",
" <td>244</td>\n",
" <td>243</td>\n",
" <td>239</td>\n",
" <td>247</td>\n",
" <td>248</td>\n",
" <td>249</td>\n",
" <td>249</td>\n",
" <td>249</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184768</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>ETHERNET</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>477</td>\n",
" <td>477</td>\n",
" <td>474</td>\n",
" <td>472</td>\n",
" <td>475</td>\n",
" <td>478</td>\n",
" <td>478</td>\n",
" <td>478</td>\n",
" <td>478</td>\n",
" <td>477</td>\n",
" <td>475</td>\n",
" <td>446</td>\n",
" <td>447</td>\n",
" <td>449</td>\n",
" <td>445</td>\n",
" <td>445</td>\n",
" <td>442</td>\n",
" <td>441</td>\n",
" <td>440</td>\n",
" <td>441</td>\n",
" <td>440</td>\n",
" <td>441</td>\n",
" <td>437</td>\n",
" <td>438</td>\n",
" <td>437</td>\n",
" <td>433</td>\n",
" <td>434</td>\n",
" <td>428</td>\n",
" <td>427</td>\n",
" <td>421</td>\n",
" <td>419</td>\n",
" <td>404</td>\n",
" <td>407</td>\n",
" <td>410</td>\n",
" <td>411</td>\n",
" <td>412</td>\n",
" <td>403</td>\n",
" <td>402</td>\n",
" <td>407</td>\n",
" <td>407</td>\n",
" <td>406</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184769</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>ETHERNET</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>4971</td>\n",
" <td>4970</td>\n",
" <td>4978</td>\n",
" <td>4989</td>\n",
" <td>4990</td>\n",
" <td>4976</td>\n",
" <td>4976</td>\n",
" <td>4976</td>\n",
" <td>4976</td>\n",
" <td>4966</td>\n",
" <td>4948</td>\n",
" <td>4936</td>\n",
" <td>4933</td>\n",
" <td>4935</td>\n",
" <td>4934</td>\n",
" <td>4930</td>\n",
" <td>4930</td>\n",
" <td>4919</td>\n",
" <td>4906</td>\n",
" <td>4906</td>\n",
" <td>4902</td>\n",
" <td>4859</td>\n",
" <td>4860</td>\n",
" <td>4852</td>\n",
" <td>4860</td>\n",
" <td>4900</td>\n",
" <td>4960</td>\n",
" <td>5039</td>\n",
" <td>5118</td>\n",
" <td>5149</td>\n",
" <td>5163</td>\n",
" <td>5147</td>\n",
" <td>5150</td>\n",
" <td>5170</td>\n",
" <td>5174</td>\n",
" <td>5165</td>\n",
" <td>5166</td>\n",
" <td>5196</td>\n",
" <td>5215</td>\n",
" <td>5220</td>\n",
" <td>5241</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184770</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>ETHERNET</td>\n",
" <td>&gt; 34Mbps</td>\n",
" <td>393</td>\n",
" <td>394</td>\n",
" <td>396</td>\n",
" <td>399</td>\n",
" <td>400</td>\n",
" <td>404</td>\n",
" <td>404</td>\n",
" <td>404</td>\n",
" <td>404</td>\n",
" <td>403</td>\n",
" <td>402</td>\n",
" <td>400</td>\n",
" <td>399</td>\n",
" <td>398</td>\n",
" <td>399</td>\n",
" <td>400</td>\n",
" <td>401</td>\n",
" <td>403</td>\n",
" <td>404</td>\n",
" <td>405</td>\n",
" <td>410</td>\n",
" <td>415</td>\n",
" <td>480</td>\n",
" <td>514</td>\n",
" <td>553</td>\n",
" <td>578</td>\n",
" <td>589</td>\n",
" <td>593</td>\n",
" <td>614</td>\n",
" <td>639</td>\n",
" <td>650</td>\n",
" <td>664</td>\n",
" <td>667</td>\n",
" <td>668</td>\n",
" <td>674</td>\n",
" <td>678</td>\n",
" <td>686</td>\n",
" <td>687</td>\n",
" <td>690</td>\n",
" <td>695</td>\n",
" <td>699</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184771</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>FR</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>536</td>\n",
" <td>522</td>\n",
" <td>516</td>\n",
" <td>511</td>\n",
" <td>488</td>\n",
" <td>484</td>\n",
" <td>484</td>\n",
" <td>484</td>\n",
" <td>484</td>\n",
" <td>455</td>\n",
" <td>415</td>\n",
" <td>403</td>\n",
" <td>402</td>\n",
" <td>394</td>\n",
" <td>384</td>\n",
" <td>382</td>\n",
" <td>369</td>\n",
" <td>366</td>\n",
" <td>365</td>\n",
" <td>364</td>\n",
" <td>364</td>\n",
" <td>362</td>\n",
" <td>353</td>\n",
" <td>334</td>\n",
" <td>330</td>\n",
" <td>330</td>\n",
" <td>329</td>\n",
" <td>327</td>\n",
" <td>327</td>\n",
" <td>325</td>\n",
" <td>323</td>\n",
" <td>322</td>\n",
" <td>319</td>\n",
" <td>317</td>\n",
" <td>309</td>\n",
" <td>308</td>\n",
" <td>308</td>\n",
" <td>305</td>\n",
" <td>305</td>\n",
" <td>304</td>\n",
" <td>304</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184772</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>FR</td>\n",
" <td>12Mbps a 34Mbps</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>184773</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>FR</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>292</td>\n",
" <td>284</td>\n",
" <td>282</td>\n",
" <td>280</td>\n",
" <td>275</td>\n",
" <td>269</td>\n",
" <td>269</td>\n",
" <td>269</td>\n",
" <td>269</td>\n",
" <td>259</td>\n",
" <td>283</td>\n",
" <td>289</td>\n",
" <td>288</td>\n",
" <td>287</td>\n",
" <td>287</td>\n",
" <td>284</td>\n",
" <td>283</td>\n",
" <td>280</td>\n",
" <td>277</td>\n",
" <td>276</td>\n",
" <td>274</td>\n",
" <td>273</td>\n",
" <td>271</td>\n",
" <td>271</td>\n",
" <td>271</td>\n",
" <td>269</td>\n",
" <td>269</td>\n",
" <td>269</td>\n",
" <td>268</td>\n",
" <td>249</td>\n",
" <td>237</td>\n",
" <td>237</td>\n",
" <td>237</td>\n",
" <td>236</td>\n",
" <td>234</td>\n",
" <td>234</td>\n",
" <td>234</td>\n",
" <td>234</td>\n",
" <td>234</td>\n",
" <td>232</td>\n",
" <td>228</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184774</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>FWA</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>213</td>\n",
" <td>211</td>\n",
" <td>211</td>\n",
" <td>211</td>\n",
" <td>211</td>\n",
" <td>211</td>\n",
" <td>211</td>\n",
" <td>211</td>\n",
" <td>211</td>\n",
" <td>203</td>\n",
" <td>138</td>\n",
" <td>94</td>\n",
" <td>96</td>\n",
" <td>96</td>\n",
" <td>96</td>\n",
" <td>96</td>\n",
" <td>98</td>\n",
" <td>111</td>\n",
" <td>112</td>\n",
" <td>100</td>\n",
" <td>88</td>\n",
" <td>92</td>\n",
" <td>88</td>\n",
" <td>88</td>\n",
" <td>88</td>\n",
" <td>88</td>\n",
" <td>77</td>\n",
" <td>58</td>\n",
" <td>57</td>\n",
" <td>57</td>\n",
" <td>57</td>\n",
" <td>57</td>\n",
" <td>57</td>\n",
" <td>54</td>\n",
" <td>54</td>\n",
" <td>54</td>\n",
" <td>51</td>\n",
" <td>59</td>\n",
" <td>59</td>\n",
" <td>59</td>\n",
" <td>59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184775</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Fibra</td>\n",
" <td>12Mbps a 34Mbps</td>\n",
" <td>99</td>\n",
" <td>97</td>\n",
" <td>93</td>\n",
" <td>95</td>\n",
" <td>92</td>\n",
" <td>89</td>\n",
" <td>89</td>\n",
" <td>89</td>\n",
" <td>89</td>\n",
" <td>90</td>\n",
" <td>89</td>\n",
" <td>97</td>\n",
" <td>99</td>\n",
" <td>98</td>\n",
" <td>102</td>\n",
" <td>101</td>\n",
" <td>102</td>\n",
" <td>102</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>99</td>\n",
" <td>97</td>\n",
" <td>94</td>\n",
" <td>96</td>\n",
" <td>94</td>\n",
" <td>94</td>\n",
" <td>96</td>\n",
" <td>96</td>\n",
" <td>96</td>\n",
" <td>96</td>\n",
" <td>95</td>\n",
" <td>106</td>\n",
" <td>107</td>\n",
" <td>114</td>\n",
" <td>112</td>\n",
" <td>122</td>\n",
" <td>133</td>\n",
" <td>136</td>\n",
" <td>138</td>\n",
" <td>144</td>\n",
" <td>147</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184776</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Fibra</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>205</td>\n",
" <td>206</td>\n",
" <td>209</td>\n",
" <td>209</td>\n",
" <td>210</td>\n",
" <td>214</td>\n",
" <td>214</td>\n",
" <td>214</td>\n",
" <td>214</td>\n",
" <td>217</td>\n",
" <td>215</td>\n",
" <td>214</td>\n",
" <td>217</td>\n",
" <td>231</td>\n",
" <td>281</td>\n",
" <td>290</td>\n",
" <td>296</td>\n",
" <td>305</td>\n",
" <td>317</td>\n",
" <td>321</td>\n",
" <td>324</td>\n",
" <td>324</td>\n",
" <td>321</td>\n",
" <td>323</td>\n",
" <td>324</td>\n",
" <td>324</td>\n",
" <td>324</td>\n",
" <td>324</td>\n",
" <td>318</td>\n",
" <td>316</td>\n",
" <td>317</td>\n",
" <td>320</td>\n",
" <td>320</td>\n",
" <td>318</td>\n",
" <td>317</td>\n",
" <td>313</td>\n",
" <td>314</td>\n",
" <td>317</td>\n",
" <td>320</td>\n",
" <td>324</td>\n",
" <td>338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184777</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Fibra</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>2004</td>\n",
" <td>2009</td>\n",
" <td>2005</td>\n",
" <td>2007</td>\n",
" <td>2008</td>\n",
" <td>2035</td>\n",
" <td>2035</td>\n",
" <td>2035</td>\n",
" <td>2035</td>\n",
" <td>2085</td>\n",
" <td>2082</td>\n",
" <td>2037</td>\n",
" <td>2043</td>\n",
" <td>2056</td>\n",
" <td>2037</td>\n",
" <td>2102</td>\n",
" <td>2142</td>\n",
" <td>2080</td>\n",
" <td>2084</td>\n",
" <td>2086</td>\n",
" <td>2113</td>\n",
" <td>2144</td>\n",
" <td>2221</td>\n",
" <td>2220</td>\n",
" <td>2217</td>\n",
" <td>2222</td>\n",
" <td>2219</td>\n",
" <td>2207</td>\n",
" <td>2201</td>\n",
" <td>2199</td>\n",
" <td>2210</td>\n",
" <td>2223</td>\n",
" <td>2230</td>\n",
" <td>2226</td>\n",
" <td>2226</td>\n",
" <td>2223</td>\n",
" <td>2215</td>\n",
" <td>2230</td>\n",
" <td>2233</td>\n",
" <td>2201</td>\n",
" <td>2204</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184778</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Fibra</td>\n",
" <td>&gt; 34Mbps</td>\n",
" <td>184</td>\n",
" <td>184</td>\n",
" <td>183</td>\n",
" <td>184</td>\n",
" <td>184</td>\n",
" <td>183</td>\n",
" <td>183</td>\n",
" <td>183</td>\n",
" <td>183</td>\n",
" <td>169</td>\n",
" <td>171</td>\n",
" <td>174</td>\n",
" <td>173</td>\n",
" <td>175</td>\n",
" <td>178</td>\n",
" <td>179</td>\n",
" <td>179</td>\n",
" <td>180</td>\n",
" <td>180</td>\n",
" <td>179</td>\n",
" <td>179</td>\n",
" <td>179</td>\n",
" <td>179</td>\n",
" <td>179</td>\n",
" <td>179</td>\n",
" <td>179</td>\n",
" <td>180</td>\n",
" <td>179</td>\n",
" <td>178</td>\n",
" <td>178</td>\n",
" <td>181</td>\n",
" <td>182</td>\n",
" <td>185</td>\n",
" <td>192</td>\n",
" <td>191</td>\n",
" <td>193</td>\n",
" <td>193</td>\n",
" <td>193</td>\n",
" <td>197</td>\n",
" <td>194</td>\n",
" <td>197</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184779</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>xDSL</td>\n",
" <td>0kbps a 512kbps</td>\n",
" <td>2912</td>\n",
" <td>2902</td>\n",
" <td>2855</td>\n",
" <td>2838</td>\n",
" <td>2823</td>\n",
" <td>2800</td>\n",
" <td>2800</td>\n",
" <td>2800</td>\n",
" <td>2800</td>\n",
" <td>2648</td>\n",
" <td>2632</td>\n",
" <td>2615</td>\n",
" <td>2585</td>\n",
" <td>2549</td>\n",
" <td>2500</td>\n",
" <td>2484</td>\n",
" <td>2493</td>\n",
" <td>2389</td>\n",
" <td>2349</td>\n",
" <td>2346</td>\n",
" <td>2327</td>\n",
" <td>2312</td>\n",
" <td>2258</td>\n",
" <td>2223</td>\n",
" <td>2210</td>\n",
" <td>2199</td>\n",
" <td>2173</td>\n",
" <td>2117</td>\n",
" <td>2061</td>\n",
" <td>2007</td>\n",
" <td>1986</td>\n",
" <td>1966</td>\n",
" <td>1954</td>\n",
" <td>1899</td>\n",
" <td>1868</td>\n",
" <td>1830</td>\n",
" <td>1811</td>\n",
" <td>1788</td>\n",
" <td>1751</td>\n",
" <td>1714</td>\n",
" <td>1676</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184780</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>xDSL</td>\n",
" <td>12Mbps a 34Mbps</td>\n",
" <td>8266</td>\n",
" <td>8725</td>\n",
" <td>8960</td>\n",
" <td>9329</td>\n",
" <td>9915</td>\n",
" <td>10387</td>\n",
" <td>10387</td>\n",
" <td>10387</td>\n",
" <td>10387</td>\n",
" <td>11830</td>\n",
" <td>12169</td>\n",
" <td>12555</td>\n",
" <td>12926</td>\n",
" <td>13402</td>\n",
" <td>13873</td>\n",
" <td>14395</td>\n",
" <td>15004</td>\n",
" <td>15652</td>\n",
" <td>16950</td>\n",
" <td>18859</td>\n",
" <td>20839</td>\n",
" <td>22823</td>\n",
" <td>24888</td>\n",
" <td>27012</td>\n",
" <td>29242</td>\n",
" <td>31217</td>\n",
" <td>33370</td>\n",
" <td>34935</td>\n",
" <td>36759</td>\n",
" <td>38614</td>\n",
" <td>41022</td>\n",
" <td>42955</td>\n",
" <td>44321</td>\n",
" <td>45472</td>\n",
" <td>46551</td>\n",
" <td>48113</td>\n",
" <td>49637</td>\n",
" <td>50487</td>\n",
" <td>52040</td>\n",
" <td>53451</td>\n",
" <td>54806</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184781</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>xDSL</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>82548</td>\n",
" <td>83564</td>\n",
" <td>83568</td>\n",
" <td>83828</td>\n",
" <td>84397</td>\n",
" <td>84874</td>\n",
" <td>84874</td>\n",
" <td>84874</td>\n",
" <td>84874</td>\n",
" <td>90376</td>\n",
" <td>90058</td>\n",
" <td>90031</td>\n",
" <td>90104</td>\n",
" <td>90085</td>\n",
" <td>90224</td>\n",
" <td>90490</td>\n",
" <td>90750</td>\n",
" <td>91441</td>\n",
" <td>91431</td>\n",
" <td>90834</td>\n",
" <td>90259</td>\n",
" <td>89950</td>\n",
" <td>89740</td>\n",
" <td>89200</td>\n",
" <td>88615</td>\n",
" <td>87952</td>\n",
" <td>87163</td>\n",
" <td>86456</td>\n",
" <td>85881</td>\n",
" <td>85469</td>\n",
" <td>84874</td>\n",
" <td>83930</td>\n",
" <td>82711</td>\n",
" <td>81230</td>\n",
" <td>79922</td>\n",
" <td>78819</td>\n",
" <td>77756</td>\n",
" <td>76658</td>\n",
" <td>75821</td>\n",
" <td>75037</td>\n",
" <td>74427</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184782</th>\n",
" <td>OI S.A.- EM RECUPERAÇÃO JUDICIAL</td>\n",
" <td>76.535.764/0001-43</td>\n",
" <td>OI</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>xDSL</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>38104</td>\n",
" <td>37211</td>\n",
" <td>36034</td>\n",
" <td>35050</td>\n",
" <td>33983</td>\n",
" <td>32978</td>\n",
" <td>32978</td>\n",
" <td>32978</td>\n",
" <td>32978</td>\n",
" <td>24487</td>\n",
" <td>24040</td>\n",
" <td>23592</td>\n",
" <td>23114</td>\n",
" <td>22619</td>\n",
" <td>22047</td>\n",
" <td>21520</td>\n",
" <td>21088</td>\n",
" <td>20669</td>\n",
" <td>20111</td>\n",
" <td>19492</td>\n",
" <td>18970</td>\n",
" <td>18471</td>\n",
" <td>17986</td>\n",
" <td>17672</td>\n",
" <td>17307</td>\n",
" <td>17087</td>\n",
" <td>16718</td>\n",
" <td>16450</td>\n",
" <td>16248</td>\n",
" <td>16050</td>\n",
" <td>15645</td>\n",
" <td>15285</td>\n",
" <td>14935</td>\n",
" <td>14675</td>\n",
" <td>14353</td>\n",
" <td>13919</td>\n",
" <td>13480</td>\n",
" <td>13154</td>\n",
" <td>12783</td>\n",
" <td>12458</td>\n",
" <td>12141</td>\n",
" </tr>\n",
" <tr>\n",
" <th>184783</th>\n",
" <td>OPENDF SERVICOS DE INFORMATICA INTERNET E TELE...</td>\n",
" <td>05.960.403/0001-04</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>2Mbps a 12Mbps</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>184784</th>\n",
" <td>OPENDF SERVICOS DE INFORMATICA INTERNET E TELE...</td>\n",
" <td>05.960.403/0001-04</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</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>184785</th>\n",
" <td>OPTICA TELECOM LTDA - ME</td>\n",
" <td>26.681.138/0001-97</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Spread Spectrum</td>\n",
" <td>&gt; 34Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</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>184786</th>\n",
" <td>ORANGE BUSINESS SERVICES BRASIL LTDA.</td>\n",
" <td>66.624.776/0001-90</td>\n",
" <td>Outras</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>ETHERNET</td>\n",
" <td>12Mbps a 34Mbps</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>0</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>184787</th>\n",
" <td>CLARO S.A.</td>\n",
" <td>40.432.544/0001-47</td>\n",
" <td>TELECOM AMERICAS</td>\n",
" <td>5300108</td>\n",
" <td>BRASÍLIA*DF</td>\n",
" <td>Centro-oeste</td>\n",
" <td>Fibra</td>\n",
" <td>512kbps a 2Mbps</td>\n",
" <td>1514</td>\n",
" <td>1523</td>\n",
" <td>1533</td>\n",
" <td>1576</td>\n",
" <td>1608</td>\n",
" <td>1637</td>\n",
" <td>1688</td>\n",
" <td>1709</td>\n",
" <td>1717</td>\n",
" <td>1732</td>\n",
" <td>1737</td>\n",
" <td>1744</td>\n",
" <td>1742</td>\n",
" <td>1741</td>\n",
" <td>1744</td>\n",
" <td>1759</td>\n",
" <td>1759</td>\n",
" <td>1762</td>\n",
" <td>1757</td>\n",
" <td>1771</td>\n",
" <td>1782</td>\n",
" <td>1793</td>\n",
" <td>1821</td>\n",
" <td>1843</td>\n",
" <td>1856</td>\n",
" <td>1871</td>\n",
" <td>1886</td>\n",
" <td>1910</td>\n",
" <td>1921</td>\n",
" <td>1935</td>\n",
" <td>1943</td>\n",
" <td>1950</td>\n",
" <td>1980</td>\n",
" <td>1995</td>\n",
" <td>2009</td>\n",
" <td>2004</td>\n",
" <td>2005</td>\n",
" <td>2007</td>\n",
" <td>2023</td>\n",
" <td>2029</td>\n",
" <td>2041</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>184788 rows × 49 columns</p>\n",
"</div>"
],
"text/plain": [
" Autorizada CNPJ \\\n",
"0 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"1 OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL 05.423.963/0001-11 \n",
"2 STAR ONE S.A. 03.964.292/0001-70 \n",
"3 SISTEM COMERCIO DE EQUIPAMENTOS DE INFORMATICA... 08.542.734/0001-04 \n",
"4 SISTEM COMERCIO DE EQUIPAMENTOS DE INFORMATICA... 08.542.734/0001-04 \n",
"5 SISTEM COMERCIO DE EQUIPAMENTOS DE INFORMATICA... 08.542.734/0001-04 \n",
"6 SISTEM COMERCIO DE EQUIPAMENTOS DE INFORMATICA... 08.542.734/0001-04 \n",
"7 SISTEM COMERCIO DE EQUIPAMENTOS DE INFORMATICA... 08.542.734/0001-04 \n",
"8 SISTEM COMERCIO DE EQUIPAMENTOS DE INFORMATICA... 08.542.734/0001-04 \n",
"9 RIDERSON MENDES BORGES - EPP 10.802.481/0001-02 \n",
"10 RIDERSON MENDES BORGES - EPP 10.802.481/0001-02 \n",
"11 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"12 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"13 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"14 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"15 RIDERSON MENDES BORGES - EPP 10.802.481/0001-02 \n",
"16 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"17 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"18 OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL 05.423.963/0001-11 \n",
"19 OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL 05.423.963/0001-11 \n",
"20 OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL 05.423.963/0001-11 \n",
"21 HUGHES TELECOMUNICACOES DO BRASIL LTDA 05.206.385/0001-61 \n",
"22 CLARO S.A. 40.432.544/0001-47 \n",
"23 CLARO S.A. 40.432.544/0001-47 \n",
"24 OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL 05.423.963/0001-11 \n",
"25 C. GOMES DE SOUSA INFORMATICA - ME 04.136.373/0001-45 \n",
"26 C. GOMES DE SOUSA INFORMATICA - ME 04.136.373/0001-45 \n",
"27 C. GOMES DE SOUSA INFORMATICA - ME 04.136.373/0001-45 \n",
"28 BT BRASIL SERVIÇOS DE TELECOMUNICAÇÕES LTDA. 33.179.565/0001-37 \n",
"29 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"30 C. GOMES DE SOUSA INFORMATICA - ME 04.136.373/0001-45 \n",
"31 CLARO S.A. 40.432.544/0001-47 \n",
"32 CLARO S.A. 40.432.544/0001-47 \n",
"33 CLARO S.A. 40.432.544/0001-47 \n",
"34 CLARO S.A. 40.432.544/0001-47 \n",
"35 CLARO S.A. 40.432.544/0001-47 \n",
"36 CLARO S.A. 40.432.544/0001-47 \n",
"37 CENTURYLINK COMUNICACOES DO BRASIL LTDA. 72.843.212/0001-41 \n",
"38 BT BRASIL SERVIÇOS DE TELECOMUNICAÇÕES LTDA. 33.179.565/0001-37 \n",
"39 BT BRASIL SERVIÇOS DE TELECOMUNICAÇÕES LTDA. 33.179.565/0001-37 \n",
"40 ADYL NET ACESSO A INTERNET LTDA 06.061.646/0001-65 \n",
"41 ADYL NET ACESSO A INTERNET LTDA 06.061.646/0001-65 \n",
"42 ADYL NET ACESSO A INTERNET LTDA 06.061.646/0001-65 \n",
"43 STAR ONE S.A. 03.964.292/0001-70 \n",
"44 BT LATAM BRASIL LTDA 74.280.256/0001-36 \n",
"... ... ... \n",
"184743 REI DAS TECNOLOGIAS LTDA - ME 12.059.400/0001-51 \n",
"184744 RETIS - REDES. TI E SEGURANÇA LTDA 12.997.071/0001-90 \n",
"184745 RODOLFO HENRIQUE DA CUNHA GUEDES EIRELI 16.893.272/0001-06 \n",
"184746 ROOSEVELT HOUSE LTDA ME 08.979.637/0001-83 \n",
"184747 ROOSEVELT HOUSE LTDA ME 08.979.637/0001-83 \n",
"184748 S. O. S. Telecom Eirleli ME 05.762.861/0001-20 \n",
"184749 SETORIAL TELECOMUNICACOES LTDA - ME 08.673.849/0001-38 \n",
"184750 SETORIAL TELECOMUNICACOES LTDA - ME 08.673.849/0001-38 \n",
"184751 SETORIAL TELECOMUNICACOES LTDA - ME 08.673.849/0001-38 \n",
"184752 SETORIAL TELECOMUNICACOES LTDA - ME 08.673.849/0001-38 \n",
"184753 SHTURBO INTERNET TECNOLOGIA E EMPREENDIMENTOS ... 07.772.469/0001-98 \n",
"184754 SKY SERVICOS DE BANDA LARGA LTDA. 00.497.373/0001-10 \n",
"184755 ORANGE BUSINESS SERVICES BRASIL LTDA. 66.624.776/0001-90 \n",
"184756 META - CTI CONSULTORIA E TECNOLOGIA DA INFORMA... 11.319.018/0001-77 \n",
"184757 ORANGE BUSINESS SERVICES BRASIL LTDA. 66.624.776/0001-90 \n",
"184758 OPTITEL REDES E TELECOMUNICAÇÕES LTDA 01.580.723/0001-70 \n",
"184759 OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL 05.423.963/0001-11 \n",
"184760 OI MÓVEL S.A. - EM RECUPERAÇÃO JUDICIAL 05.423.963/0001-11 \n",
"184761 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184762 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184763 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184764 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184765 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184766 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184767 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184768 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184769 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184770 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184771 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184772 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184773 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184774 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184775 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184776 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184777 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184778 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184779 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184780 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184781 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184782 OI S.A.- EM RECUPERAÇÃO JUDICIAL 76.535.764/0001-43 \n",
"184783 OPENDF SERVICOS DE INFORMATICA INTERNET E TELE... 05.960.403/0001-04 \n",
"184784 OPENDF SERVICOS DE INFORMATICA INTERNET E TELE... 05.960.403/0001-04 \n",
"184785 OPTICA TELECOM LTDA - ME 26.681.138/0001-97 \n",
"184786 ORANGE BUSINESS SERVICES BRASIL LTDA. 66.624.776/0001-90 \n",
"184787 CLARO S.A. 40.432.544/0001-47 \n",
"\n",
" Grupo Cod_IBGE Município Região \\\n",
"0 OI 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"1 OI 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"2 TELECOM AMERICAS 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"3 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"4 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"5 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"6 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"7 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"8 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"9 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"10 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"11 OI 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"12 OI 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"13 OI 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"14 OI 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"15 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"16 OI 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"17 OI 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"18 OI 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"19 OI 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"20 OI 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"21 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"22 TELECOM AMERICAS 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"23 TELECOM AMERICAS 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"24 OI 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"25 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"26 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"27 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"28 BT 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"29 OI 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"30 Outras 1100015 ALTA FLORESTA D'OESTE*RO Norte \n",
"31 TELECOM AMERICAS 1100023 ARIQUEMES*RO Norte \n",
"32 TELECOM AMERICAS 1100023 ARIQUEMES*RO Norte \n",
"33 TELECOM AMERICAS 1100023 ARIQUEMES*RO Norte \n",
"34 TELECOM AMERICAS 1100023 ARIQUEMES*RO Norte \n",
"35 TELECOM AMERICAS 1100023 ARIQUEMES*RO Norte \n",
"36 TELECOM AMERICAS 1100023 ARIQUEMES*RO Norte \n",
"37 Outras 1100023 ARIQUEMES*RO Norte \n",
"38 BT 1100023 ARIQUEMES*RO Norte \n",
"39 BT 1100023 ARIQUEMES*RO Norte \n",
"40 Outras 1100023 ARIQUEMES*RO Norte \n",
"41 Outras 1100023 ARIQUEMES*RO Norte \n",
"42 Outras 1100023 ARIQUEMES*RO Norte \n",
"43 TELECOM AMERICAS 1100023 ARIQUEMES*RO Norte \n",
"44 BT 1100023 ARIQUEMES*RO Norte \n",
"... ... ... ... ... \n",
"184743 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184744 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184745 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184746 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184747 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184748 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184749 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184750 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184751 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184752 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184753 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184754 SKY/AT&T 5300108 BRASÍLIA*DF Centro-oeste \n",
"184755 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184756 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184757 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184758 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184759 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184760 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184761 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184762 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184763 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184764 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184765 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184766 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184767 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184768 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184769 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184770 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184771 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184772 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184773 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184774 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184775 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184776 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184777 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184778 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184779 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184780 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184781 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184782 OI 5300108 BRASÍLIA*DF Centro-oeste \n",
"184783 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184784 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184785 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184786 Outras 5300108 BRASÍLIA*DF Centro-oeste \n",
"184787 TELECOM AMERICAS 5300108 BRASÍLIA*DF Centro-oeste \n",
"\n",
" Tecnologia Faixa 2015-01 2015-02 2015-03 2015-04 \\\n",
"0 ETHERNET 512kbps a 2Mbps 4 4 4 5 \n",
"1 xDSL 512kbps a 2Mbps 1 1 1 1 \n",
"2 SATELITE 0kbps a 512kbps 1 1 1 1 \n",
"3 Spread Spectrum 512kbps a 2Mbps 1 0 0 0 \n",
"4 Spread Spectrum 2Mbps a 12Mbps 0 2 0 1 \n",
"5 Spread Spectrum 12Mbps a 34Mbps 0 0 0 0 \n",
"6 Spread Spectrum 0kbps a 512kbps 5 4 0 4 \n",
"7 Fibra 2Mbps a 12Mbps 0 0 0 0 \n",
"8 Fibra 12Mbps a 34Mbps 0 0 0 0 \n",
"9 Spread Spectrum 2Mbps a 12Mbps 0 0 0 0 \n",
"10 Spread Spectrum 0kbps a 512kbps 0 0 0 0 \n",
"11 xDSL 512kbps a 2Mbps 338 331 327 323 \n",
"12 xDSL 2Mbps a 12Mbps 174 184 196 203 \n",
"13 xDSL 12Mbps a 34Mbps 2 2 3 2 \n",
"14 xDSL 0kbps a 512kbps 22 21 19 19 \n",
"15 Spread Spectrum 512kbps a 2Mbps 0 6 6 3 \n",
"16 FR 512kbps a 2Mbps 2 2 2 2 \n",
"17 Fibra 512kbps a 2Mbps 6 6 7 8 \n",
"18 SATELITE 512kbps a 2Mbps 1 1 1 1 \n",
"19 SATELITE 0kbps a 512kbps 1 1 1 1 \n",
"20 Fibra 2Mbps a 12Mbps 0 0 0 0 \n",
"21 SATELITE 512kbps a 2Mbps 0 0 0 0 \n",
"22 xDSL 0kbps a 512kbps 1 1 1 1 \n",
"23 SATELITE 512kbps a 2Mbps 1 1 1 1 \n",
"24 xDSL 0kbps a 512kbps 1 1 1 1 \n",
"25 Spread Spectrum 2Mbps a 12Mbps 0 0 0 1 \n",
"26 Spread Spectrum 12Mbps a 34Mbps 0 0 0 0 \n",
"27 Spread Spectrum 0kbps a 512kbps 0 0 0 4 \n",
"28 SATELITE 0kbps a 512kbps 2 2 2 2 \n",
"29 FR 0kbps a 512kbps 1 1 1 1 \n",
"30 Spread Spectrum 512kbps a 2Mbps 0 0 0 2 \n",
"31 Fibra 2Mbps a 12Mbps 2 3 3 4 \n",
"32 Fibra 12Mbps a 34Mbps 2 2 2 2 \n",
"33 Fibra 0kbps a 512kbps 5 5 5 5 \n",
"34 FWA 512kbps a 2Mbps 4 4 4 4 \n",
"35 FWA 2Mbps a 12Mbps 2 2 2 2 \n",
"36 FWA 0kbps a 512kbps 1 1 1 1 \n",
"37 SATELITE 512kbps a 2Mbps 1 1 1 1 \n",
"38 FR 0kbps a 512kbps 0 0 0 0 \n",
"39 SATELITE 0kbps a 512kbps 6 6 6 7 \n",
"40 Spread Spectrum 512kbps a 2Mbps 0 0 0 0 \n",
"41 Spread Spectrum 2Mbps a 12Mbps 0 1 1 0 \n",
"42 Spread Spectrum 0kbps a 512kbps 3 1 1 2 \n",
"43 SATELITE 0kbps a 512kbps 1 1 1 1 \n",
"44 FR 0kbps a 512kbps 0 0 0 0 \n",
"... ... ... ... ... ... ... \n",
"184743 Fibra > 34Mbps 0 0 0 0 \n",
"184744 Spread Spectrum 2Mbps a 12Mbps 69 72 75 76 \n",
"184745 Spread Spectrum 2Mbps a 12Mbps 0 0 0 0 \n",
"184746 Spread Spectrum 0kbps a 512kbps 0 0 0 0 \n",
"184747 Spread Spectrum 512kbps a 2Mbps 0 0 0 0 \n",
"184748 Spread Spectrum 2Mbps a 12Mbps 0 0 0 0 \n",
"184749 Fibra 12Mbps a 34Mbps 0 0 0 0 \n",
"184750 Fibra 2Mbps a 12Mbps 0 0 0 0 \n",
"184751 Fibra 512kbps a 2Mbps 0 0 0 0 \n",
"184752 Fibra > 34Mbps 0 0 0 0 \n",
"184753 xDSL 0kbps a 512kbps 989 1029 1043 1061 \n",
"184754 LTE 2Mbps a 12Mbps 10017 9266 10526 12207 \n",
"184755 ETHERNET 512kbps a 2Mbps 0 0 0 0 \n",
"184756 Spread Spectrum 2Mbps a 12Mbps 0 0 0 0 \n",
"184757 ETHERNET 2Mbps a 12Mbps 0 0 0 0 \n",
"184758 Fibra > 34Mbps 0 0 0 0 \n",
"184759 xDSL 0kbps a 512kbps 545 518 519 529 \n",
"184760 xDSL 512kbps a 2Mbps 86 88 91 95 \n",
"184761 ATM 0kbps a 512kbps 4 4 4 4 \n",
"184762 ATM 12Mbps a 34Mbps 17 17 17 17 \n",
"184763 ATM 2Mbps a 12Mbps 4 4 4 4 \n",
"184764 ATM 512kbps a 2Mbps 13 13 13 13 \n",
"184765 ATM > 34Mbps 29 29 29 29 \n",
"184766 ETHERNET 0kbps a 512kbps 954 950 951 943 \n",
"184767 ETHERNET 12Mbps a 34Mbps 214 216 215 215 \n",
"184768 ETHERNET 2Mbps a 12Mbps 477 477 474 472 \n",
"184769 ETHERNET 512kbps a 2Mbps 4971 4970 4978 4989 \n",
"184770 ETHERNET > 34Mbps 393 394 396 399 \n",
"184771 FR 0kbps a 512kbps 536 522 516 511 \n",
"184772 FR 12Mbps a 34Mbps 1 1 1 1 \n",
"184773 FR 512kbps a 2Mbps 292 284 282 280 \n",
"184774 FWA 0kbps a 512kbps 213 211 211 211 \n",
"184775 Fibra 12Mbps a 34Mbps 99 97 93 95 \n",
"184776 Fibra 2Mbps a 12Mbps 205 206 209 209 \n",
"184777 Fibra 512kbps a 2Mbps 2004 2009 2005 2007 \n",
"184778 Fibra > 34Mbps 184 184 183 184 \n",
"184779 xDSL 0kbps a 512kbps 2912 2902 2855 2838 \n",
"184780 xDSL 12Mbps a 34Mbps 8266 8725 8960 9329 \n",
"184781 xDSL 2Mbps a 12Mbps 82548 83564 83568 83828 \n",
"184782 xDSL 512kbps a 2Mbps 38104 37211 36034 35050 \n",
"184783 Spread Spectrum 2Mbps a 12Mbps 9 9 9 9 \n",
"184784 Spread Spectrum 512kbps a 2Mbps 5 5 5 5 \n",
"184785 Spread Spectrum > 34Mbps 0 0 0 0 \n",
"184786 ETHERNET 12Mbps a 34Mbps 0 0 0 0 \n",
"184787 Fibra 512kbps a 2Mbps 1514 1523 1533 1576 \n",
"\n",
" 2015-05 2015-06 2015-07 2015-08 2015-09 2015-10 2015-11 \\\n",
"0 5 5 5 5 5 5 5 \n",
"1 1 1 1 1 1 1 2 \n",
"2 1 1 1 1 1 1 1 \n",
"3 0 0 1 1 3 1 1 \n",
"4 2 1 2 1 3 0 0 \n",
"5 0 0 0 0 0 1 1 \n",
"6 2 3 6 7 12 30 30 \n",
"7 0 0 0 0 0 0 0 \n",
"8 0 0 0 0 0 0 0 \n",
"9 0 0 0 0 0 1 3 \n",
"10 0 0 0 0 0 0 0 \n",
"11 313 305 305 305 305 273 263 \n",
"12 224 234 234 234 234 261 268 \n",
"13 4 7 7 7 7 13 17 \n",
"14 19 19 19 19 19 18 18 \n",
"15 10 10 10 9 16 15 20 \n",
"16 2 2 2 2 2 2 2 \n",
"17 8 8 8 8 8 9 9 \n",
"18 1 1 1 1 1 1 1 \n",
"19 1 1 1 1 1 1 1 \n",
"20 0 0 0 0 0 0 1 \n",
"21 0 0 0 0 0 0 0 \n",
"22 1 1 1 1 1 1 1 \n",
"23 1 1 1 1 1 1 1 \n",
"24 1 1 1 1 1 1 0 \n",
"25 0 1 1 2 1 1 2 \n",
"26 0 0 0 0 0 0 0 \n",
"27 0 4 28 28 27 28 28 \n",
"28 2 2 2 2 2 2 3 \n",
"29 1 1 1 1 1 1 1 \n",
"30 0 2 37 42 50 55 52 \n",
"31 4 4 4 4 4 4 4 \n",
"32 2 2 2 2 2 2 2 \n",
"33 5 5 5 5 5 5 5 \n",
"34 4 4 4 4 4 4 4 \n",
"35 2 2 2 2 2 2 2 \n",
"36 1 1 1 1 1 1 1 \n",
"37 1 1 1 1 1 1 1 \n",
"38 0 0 1 1 1 1 1 \n",
"39 7 7 7 6 6 6 6 \n",
"40 0 1 0 0 1 0 1 \n",
"41 0 0 1 1 0 0 1 \n",
"42 3 1 0 1 2 3 2 \n",
"43 1 1 1 1 1 1 1 \n",
"44 0 0 0 0 0 1 0 \n",
"... ... ... ... ... ... ... ... \n",
"184743 0 0 0 0 0 0 0 \n",
"184744 78 80 88 66 66 67 66 \n",
"184745 0 0 0 0 0 0 0 \n",
"184746 0 0 0 0 0 0 0 \n",
"184747 0 0 0 0 0 0 0 \n",
"184748 0 0 0 0 0 0 0 \n",
"184749 0 0 0 0 0 0 0 \n",
"184750 0 0 0 0 0 0 0 \n",
"184751 0 0 0 0 0 0 0 \n",
"184752 0 0 0 0 0 0 0 \n",
"184753 1092 1099 0 0 1105 1092 0 \n",
"184754 11565 12307 12875 13227 13877 14382 14844 \n",
"184755 0 0 0 0 0 0 0 \n",
"184756 0 0 0 0 0 0 0 \n",
"184757 0 0 0 0 0 0 0 \n",
"184758 0 0 0 0 0 0 0 \n",
"184759 530 527 552 559 559 521 523 \n",
"184760 98 115 146 146 165 159 159 \n",
"184761 4 4 4 4 4 4 4 \n",
"184762 17 17 17 17 17 16 16 \n",
"184763 4 4 4 4 4 4 4 \n",
"184764 13 13 13 13 13 13 13 \n",
"184765 29 29 29 29 29 29 29 \n",
"184766 929 910 910 910 910 863 856 \n",
"184767 214 213 213 213 213 214 214 \n",
"184768 475 478 478 478 478 477 475 \n",
"184769 4990 4976 4976 4976 4976 4966 4948 \n",
"184770 400 404 404 404 404 403 402 \n",
"184771 488 484 484 484 484 455 415 \n",
"184772 1 1 1 1 1 0 0 \n",
"184773 275 269 269 269 269 259 283 \n",
"184774 211 211 211 211 211 203 138 \n",
"184775 92 89 89 89 89 90 89 \n",
"184776 210 214 214 214 214 217 215 \n",
"184777 2008 2035 2035 2035 2035 2085 2082 \n",
"184778 184 183 183 183 183 169 171 \n",
"184779 2823 2800 2800 2800 2800 2648 2632 \n",
"184780 9915 10387 10387 10387 10387 11830 12169 \n",
"184781 84397 84874 84874 84874 84874 90376 90058 \n",
"184782 33983 32978 32978 32978 32978 24487 24040 \n",
"184783 9 9 9 9 0 0 0 \n",
"184784 5 5 5 5 0 0 0 \n",
"184785 0 0 0 0 0 0 0 \n",
"184786 0 0 0 0 0 0 0 \n",
"184787 1608 1637 1688 1709 1717 1732 1737 \n",
"\n",
" 2015-12 2016-01 2016-02 2016-03 2016-04 2016-05 2016-06 \\\n",
"0 5 5 5 5 5 3 3 \n",
"1 2 2 2 2 2 2 2 \n",
"2 1 1 1 1 1 1 1 \n",
"3 1 1 1 1 1 1 1 \n",
"4 0 0 0 0 0 0 0 \n",
"5 1 1 1 1 1 1 1 \n",
"6 30 30 30 30 30 30 30 \n",
"7 0 0 0 0 0 0 0 \n",
"8 0 0 0 0 0 0 0 \n",
"9 3 0 0 3 4 4 3 \n",
"10 0 17 22 0 0 0 0 \n",
"11 256 252 251 250 250 241 232 \n",
"12 274 279 279 277 276 279 279 \n",
"13 24 24 24 24 25 25 29 \n",
"14 19 19 20 19 20 20 20 \n",
"15 18 3 3 21 27 26 25 \n",
"16 2 2 2 2 2 2 2 \n",
"17 9 9 8 7 8 9 9 \n",
"18 1 1 1 1 1 1 1 \n",
"19 1 1 1 1 1 1 1 \n",
"20 1 1 1 1 1 1 1 \n",
"21 0 0 0 0 0 0 0 \n",
"22 1 1 1 1 0 1 1 \n",
"23 1 1 1 1 0 1 1 \n",
"24 0 0 0 0 0 0 0 \n",
"25 12 1 2 3 3 1 4 \n",
"26 0 0 0 0 0 0 0 \n",
"27 36 40 37 40 39 4 32 \n",
"28 3 3 3 3 3 3 3 \n",
"29 1 1 1 1 1 1 1 \n",
"30 40 57 56 59 70 2 67 \n",
"31 4 4 4 4 4 4 4 \n",
"32 2 2 2 2 2 2 2 \n",
"33 5 5 5 5 5 4 4 \n",
"34 4 4 4 4 4 4 4 \n",
"35 2 2 2 2 2 2 2 \n",
"36 1 1 1 1 1 1 1 \n",
"37 1 1 1 1 1 1 1 \n",
"38 1 1 1 2 2 2 0 \n",
"39 6 6 6 6 6 6 6 \n",
"40 0 1 1 1 0 1 0 \n",
"41 0 0 0 0 1 1 1 \n",
"42 1 2 2 1 1 2 3 \n",
"43 1 1 1 1 1 1 1 \n",
"44 0 0 0 0 0 0 0 \n",
"... ... ... ... ... ... ... ... \n",
"184743 0 0 0 0 0 0 0 \n",
"184744 62 66 68 69 66 68 70 \n",
"184745 0 0 0 0 0 0 0 \n",
"184746 0 0 0 0 0 0 0 \n",
"184747 0 0 0 0 0 0 0 \n",
"184748 0 0 0 0 0 0 0 \n",
"184749 0 0 0 0 0 0 0 \n",
"184750 0 0 0 0 0 0 0 \n",
"184751 0 0 0 0 0 0 0 \n",
"184752 0 0 0 0 0 0 0 \n",
"184753 1192 0 1231 1220 1240 0 1250 \n",
"184754 15717 15954 15765 15434 15373 14496 14429 \n",
"184755 0 0 0 7 7 5 5 \n",
"184756 0 0 0 0 0 0 0 \n",
"184757 0 0 0 9 9 10 10 \n",
"184758 0 0 0 0 1 1 0 \n",
"184759 529 531 536 532 537 606 686 \n",
"184760 157 157 161 155 155 162 164 \n",
"184761 4 4 4 4 4 4 4 \n",
"184762 15 15 15 15 15 15 15 \n",
"184763 4 4 4 4 4 4 4 \n",
"184764 13 13 13 13 12 12 12 \n",
"184765 29 29 29 29 29 29 29 \n",
"184766 844 821 817 805 786 777 767 \n",
"184767 212 212 213 212 211 211 211 \n",
"184768 446 447 449 445 445 442 441 \n",
"184769 4936 4933 4935 4934 4930 4930 4919 \n",
"184770 400 399 398 399 400 401 403 \n",
"184771 403 402 394 384 382 369 366 \n",
"184772 0 0 0 0 0 0 0 \n",
"184773 289 288 287 287 284 283 280 \n",
"184774 94 96 96 96 96 98 111 \n",
"184775 97 99 98 102 101 102 102 \n",
"184776 214 217 231 281 290 296 305 \n",
"184777 2037 2043 2056 2037 2102 2142 2080 \n",
"184778 174 173 175 178 179 179 180 \n",
"184779 2615 2585 2549 2500 2484 2493 2389 \n",
"184780 12555 12926 13402 13873 14395 15004 15652 \n",
"184781 90031 90104 90085 90224 90490 90750 91441 \n",
"184782 23592 23114 22619 22047 21520 21088 20669 \n",
"184783 0 0 0 0 0 0 0 \n",
"184784 0 0 0 0 0 0 0 \n",
"184785 0 0 0 0 0 0 0 \n",
"184786 0 0 0 2 2 2 2 \n",
"184787 1744 1742 1741 1744 1759 1759 1762 \n",
"\n",
" 2016-07 2016-08 2016-09 2016-10 2016-11 2016-12 2017-01 \\\n",
"0 3 3 3 3 3 3 3 \n",
"1 2 3 3 3 3 3 3 \n",
"2 1 1 1 1 1 1 1 \n",
"3 1 1 1 1 1 1 58 \n",
"4 0 0 0 0 0 0 2 \n",
"5 1 1 1 1 1 1 0 \n",
"6 30 30 30 30 30 30 40 \n",
"7 0 0 0 0 0 0 0 \n",
"8 0 0 0 0 0 0 0 \n",
"9 3 3 3 3 3 3 2 \n",
"10 0 0 0 0 0 0 0 \n",
"11 226 215 209 207 200 196 187 \n",
"12 273 279 278 280 284 282 276 \n",
"13 36 36 41 40 41 43 45 \n",
"14 20 20 21 20 20 20 20 \n",
"15 25 30 31 32 33 30 35 \n",
"16 2 2 2 2 2 2 2 \n",
"17 9 9 10 9 9 9 9 \n",
"18 1 1 1 1 1 1 1 \n",
"19 1 1 1 1 1 1 1 \n",
"20 1 1 1 1 1 1 1 \n",
"21 1 1 1 1 1 1 1 \n",
"22 1 1 1 1 1 1 1 \n",
"23 1 1 1 1 1 1 1 \n",
"24 0 0 0 0 0 0 0 \n",
"25 14 6 4 22 30 0 33 \n",
"26 5 0 0 0 0 0 0 \n",
"27 33 31 26 27 27 0 28 \n",
"28 3 3 3 3 3 2 2 \n",
"29 1 1 1 1 1 1 1 \n",
"30 56 80 85 72 73 0 79 \n",
"31 4 4 4 4 4 4 4 \n",
"32 2 2 2 2 2 2 2 \n",
"33 4 4 4 4 4 4 4 \n",
"34 4 4 4 4 4 4 4 \n",
"35 2 2 2 2 2 2 2 \n",
"36 1 1 1 1 1 1 1 \n",
"37 1 1 1 1 1 1 1 \n",
"38 2 2 2 2 2 2 0 \n",
"39 6 6 6 6 6 6 6 \n",
"40 1 1 0 1 0 0 1 \n",
"41 1 1 1 0 1 1 0 \n",
"42 2 2 2 2 2 2 2 \n",
"43 1 1 1 1 1 1 1 \n",
"44 0 2 0 0 0 0 0 \n",
"... ... ... ... ... ... ... ... \n",
"184743 0 0 0 0 0 0 0 \n",
"184744 73 73 71 73 67 71 69 \n",
"184745 0 0 0 0 0 0 0 \n",
"184746 40 20 20 20 20 0 20 \n",
"184747 60 30 30 30 30 0 30 \n",
"184748 0 0 0 0 0 0 0 \n",
"184749 0 0 0 0 0 0 0 \n",
"184750 0 0 0 0 0 0 0 \n",
"184751 0 0 0 0 0 0 0 \n",
"184752 0 0 0 0 0 0 0 \n",
"184753 1245 1265 0 0 0 1235 1231 \n",
"184754 14220 13859 13553 13337 13443 12898 13045 \n",
"184755 7 7 0 0 0 0 0 \n",
"184756 0 0 1 0 0 0 0 \n",
"184757 9 9 0 0 0 0 0 \n",
"184758 0 0 0 0 0 0 0 \n",
"184759 733 746 784 782 777 785 789 \n",
"184760 164 140 143 143 141 140 140 \n",
"184761 4 4 4 4 4 4 4 \n",
"184762 15 15 15 14 14 14 14 \n",
"184763 4 4 4 4 4 4 4 \n",
"184764 12 12 12 12 12 12 12 \n",
"184765 29 29 29 30 30 30 30 \n",
"184766 758 740 734 727 719 691 662 \n",
"184767 210 211 211 214 214 214 214 \n",
"184768 440 441 440 441 437 438 437 \n",
"184769 4906 4906 4902 4859 4860 4852 4860 \n",
"184770 404 405 410 415 480 514 553 \n",
"184771 365 364 364 362 353 334 330 \n",
"184772 0 0 0 0 0 0 0 \n",
"184773 277 276 274 273 271 271 271 \n",
"184774 112 100 88 92 88 88 88 \n",
"184775 100 100 99 97 94 96 94 \n",
"184776 317 321 324 324 321 323 324 \n",
"184777 2084 2086 2113 2144 2221 2220 2217 \n",
"184778 180 179 179 179 179 179 179 \n",
"184779 2349 2346 2327 2312 2258 2223 2210 \n",
"184780 16950 18859 20839 22823 24888 27012 29242 \n",
"184781 91431 90834 90259 89950 89740 89200 88615 \n",
"184782 20111 19492 18970 18471 17986 17672 17307 \n",
"184783 0 0 0 0 0 0 0 \n",
"184784 0 0 0 0 0 0 0 \n",
"184785 0 0 0 0 0 0 0 \n",
"184786 2 2 0 0 0 0 0 \n",
"184787 1757 1771 1782 1793 1821 1843 1856 \n",
"\n",
" 2017-02 2017-03 2017-04 2017-05 2017-06 2017-07 2017-08 \\\n",
"0 3 3 3 3 4 4 4 \n",
"1 3 3 3 3 3 3 3 \n",
"2 1 1 1 1 1 1 1 \n",
"3 58 58 58 58 58 58 58 \n",
"4 2 2 2 2 2 2 2 \n",
"5 0 0 0 0 0 0 0 \n",
"6 40 40 40 40 40 40 40 \n",
"7 0 0 0 0 0 0 0 \n",
"8 0 0 0 0 0 0 0 \n",
"9 2 2 2 2 2 2 2 \n",
"10 0 0 0 0 0 0 0 \n",
"11 180 176 168 162 158 155 155 \n",
"12 275 272 272 270 271 270 266 \n",
"13 44 46 47 49 53 54 54 \n",
"14 20 19 18 18 18 18 18 \n",
"15 17 35 33 36 35 31 31 \n",
"16 2 2 2 2 2 2 2 \n",
"17 9 9 9 9 9 9 8 \n",
"18 1 1 1 1 1 1 1 \n",
"19 1 1 1 1 1 1 1 \n",
"20 1 1 1 1 1 1 1 \n",
"21 1 1 1 1 1 1 1 \n",
"22 1 1 1 1 1 1 1 \n",
"23 1 1 1 1 1 1 1 \n",
"24 0 0 0 0 0 0 0 \n",
"25 34 4 5 3 0 2 6 \n",
"26 0 0 0 0 0 0 4 \n",
"27 25 25 20 26 0 30 33 \n",
"28 1 1 1 1 2 2 2 \n",
"29 1 1 1 1 1 1 1 \n",
"30 77 107 109 116 0 110 112 \n",
"31 4 4 5 5 5 5 6 \n",
"32 2 2 2 2 2 2 2 \n",
"33 4 4 4 4 4 4 4 \n",
"34 4 4 4 4 4 4 4 \n",
"35 2 2 2 2 2 2 2 \n",
"36 1 1 1 1 1 1 1 \n",
"37 1 1 1 1 1 1 1 \n",
"38 0 0 0 0 0 0 0 \n",
"39 6 6 6 6 5 5 5 \n",
"40 0 0 0 0 1 1 1 \n",
"41 0 1 1 1 0 0 0 \n",
"42 3 2 2 2 2 2 2 \n",
"43 1 1 1 1 1 1 1 \n",
"44 0 0 0 0 0 0 0 \n",
"... ... ... ... ... ... ... ... \n",
"184743 0 0 0 0 3 3 3 \n",
"184744 66 65 65 63 63 65 65 \n",
"184745 0 0 0 0 0 0 0 \n",
"184746 0 0 0 0 0 0 0 \n",
"184747 0 0 0 0 0 0 0 \n",
"184748 0 0 1 0 0 0 0 \n",
"184749 0 0 0 0 0 0 0 \n",
"184750 0 0 0 0 0 0 0 \n",
"184751 0 0 0 0 0 0 0 \n",
"184752 0 0 0 0 0 0 0 \n",
"184753 1226 1238 1107 1106 1111 1109 1105 \n",
"184754 13701 14120 14265 14405 14641 14841 14600 \n",
"184755 0 0 0 0 5 7 7 \n",
"184756 0 0 0 0 0 0 0 \n",
"184757 0 0 0 0 10 9 9 \n",
"184758 0 0 0 0 0 0 0 \n",
"184759 789 796 921 925 928 930 926 \n",
"184760 139 134 134 127 127 127 124 \n",
"184761 4 4 4 4 4 4 4 \n",
"184762 14 14 14 13 13 13 13 \n",
"184763 4 4 4 4 4 4 4 \n",
"184764 12 12 12 12 12 12 12 \n",
"184765 30 30 30 30 30 30 30 \n",
"184766 647 645 637 632 612 604 595 \n",
"184767 241 240 239 241 253 256 251 \n",
"184768 433 434 428 427 421 419 404 \n",
"184769 4900 4960 5039 5118 5149 5163 5147 \n",
"184770 578 589 593 614 639 650 664 \n",
"184771 330 329 327 327 325 323 322 \n",
"184772 0 0 0 0 0 0 0 \n",
"184773 269 269 269 268 249 237 237 \n",
"184774 88 77 58 57 57 57 57 \n",
"184775 94 96 96 96 96 95 106 \n",
"184776 324 324 324 318 316 317 320 \n",
"184777 2222 2219 2207 2201 2199 2210 2223 \n",
"184778 179 180 179 178 178 181 182 \n",
"184779 2199 2173 2117 2061 2007 1986 1966 \n",
"184780 31217 33370 34935 36759 38614 41022 42955 \n",
"184781 87952 87163 86456 85881 85469 84874 83930 \n",
"184782 17087 16718 16450 16248 16050 15645 15285 \n",
"184783 0 0 0 0 0 0 0 \n",
"184784 0 0 0 0 0 0 0 \n",
"184785 0 0 0 0 0 0 0 \n",
"184786 0 0 0 0 2 2 2 \n",
"184787 1871 1886 1910 1921 1935 1943 1950 \n",
"\n",
" 2017-09 2017-10 2017-11 2017-12 2018-01 2018-02 2018-03 \\\n",
"0 4 3 3 3 3 3 3 \n",
"1 3 3 3 3 3 3 3 \n",
"2 1 1 1 1 0 0 0 \n",
"3 58 58 58 58 58 58 58 \n",
"4 2 2 2 2 2 2 2 \n",
"5 0 0 0 0 0 0 0 \n",
"6 40 40 40 40 40 40 40 \n",
"7 0 0 0 0 0 0 0 \n",
"8 0 0 0 0 0 0 0 \n",
"9 1 1 1 2 2 2 2 \n",
"10 0 0 0 0 0 0 0 \n",
"11 154 149 149 148 146 144 145 \n",
"12 264 263 259 255 254 254 250 \n",
"13 54 53 52 52 52 52 54 \n",
"14 18 18 17 17 17 17 17 \n",
"15 29 30 31 52 51 56 62 \n",
"16 2 3 3 3 3 3 3 \n",
"17 8 8 8 8 8 9 9 \n",
"18 13 13 13 13 13 13 25 \n",
"19 1 1 1 1 1 1 1 \n",
"20 1 1 1 1 1 1 1 \n",
"21 1 1 1 1 1 1 1 \n",
"22 1 1 1 1 1 1 1 \n",
"23 1 1 1 1 1 1 1 \n",
"24 0 0 0 0 0 0 0 \n",
"25 10 7 10 14 13 12 17 \n",
"26 0 0 1 1 0 0 0 \n",
"27 32 25 4 8 1 5 2 \n",
"28 2 2 2 2 2 2 2 \n",
"29 1 0 0 0 0 0 0 \n",
"30 101 114 110 97 94 102 87 \n",
"31 6 6 5 5 5 4 4 \n",
"32 2 2 3 3 3 3 3 \n",
"33 4 4 4 4 4 4 4 \n",
"34 4 4 4 4 4 4 4 \n",
"35 2 2 2 2 2 2 2 \n",
"36 1 1 1 1 1 1 1 \n",
"37 1 1 1 1 1 1 1 \n",
"38 0 0 0 0 0 0 0 \n",
"39 5 5 5 5 5 5 5 \n",
"40 0 0 1 0 1 1 1 \n",
"41 1 1 1 0 1 0 1 \n",
"42 3 3 2 0 2 3 3 \n",
"43 1 1 1 1 0 0 0 \n",
"44 0 0 0 0 0 0 0 \n",
"... ... ... ... ... ... ... ... \n",
"184743 3 19 17 17 19 19 97 \n",
"184744 66 68 68 67 67 65 65 \n",
"184745 0 5 8 10 15 18 21 \n",
"184746 0 0 0 0 0 0 0 \n",
"184747 0 0 0 0 0 0 0 \n",
"184748 0 0 0 0 0 0 0 \n",
"184749 0 0 0 0 4 15 23 \n",
"184750 0 0 0 0 120 368 435 \n",
"184751 0 0 0 0 1 1 1 \n",
"184752 0 0 0 0 0 1 1 \n",
"184753 1115 1116 1118 1080 1089 1095 0 \n",
"184754 14441 14179 14010 13845 13130 12937 13231 \n",
"184755 7 7 7 0 0 0 0 \n",
"184756 0 0 0 0 0 0 0 \n",
"184757 9 9 9 0 0 0 0 \n",
"184758 0 0 0 0 0 0 0 \n",
"184759 924 912 925 928 916 914 912 \n",
"184760 126 127 125 124 81 81 80 \n",
"184761 4 4 4 4 4 4 5 \n",
"184762 13 13 13 13 13 13 13 \n",
"184763 4 4 4 4 4 4 4 \n",
"184764 12 12 12 12 12 12 12 \n",
"184765 30 30 30 30 30 30 29 \n",
"184766 591 588 577 573 570 563 571 \n",
"184767 244 244 243 239 247 248 249 \n",
"184768 407 410 411 412 403 402 407 \n",
"184769 5150 5170 5174 5165 5166 5196 5215 \n",
"184770 667 668 674 678 686 687 690 \n",
"184771 319 317 309 308 308 305 305 \n",
"184772 0 0 0 0 0 0 0 \n",
"184773 237 236 234 234 234 234 234 \n",
"184774 57 54 54 54 51 59 59 \n",
"184775 107 114 112 122 133 136 138 \n",
"184776 320 318 317 313 314 317 320 \n",
"184777 2230 2226 2226 2223 2215 2230 2233 \n",
"184778 185 192 191 193 193 193 197 \n",
"184779 1954 1899 1868 1830 1811 1788 1751 \n",
"184780 44321 45472 46551 48113 49637 50487 52040 \n",
"184781 82711 81230 79922 78819 77756 76658 75821 \n",
"184782 14935 14675 14353 13919 13480 13154 12783 \n",
"184783 0 0 0 0 0 0 0 \n",
"184784 0 0 0 0 0 0 0 \n",
"184785 0 0 4 0 0 0 0 \n",
"184786 2 2 2 0 0 0 0 \n",
"184787 1980 1995 2009 2004 2005 2007 2023 \n",
"\n",
" 2018-04 2018-05 \n",
"0 3 3 \n",
"1 3 3 \n",
"2 0 0 \n",
"3 247 247 \n",
"4 0 0 \n",
"5 0 0 \n",
"6 128 128 \n",
"7 11 11 \n",
"8 1 1 \n",
"9 2 2 \n",
"10 0 0 \n",
"11 139 135 \n",
"12 241 227 \n",
"13 55 46 \n",
"14 17 17 \n",
"15 62 66 \n",
"16 3 3 \n",
"17 9 10 \n",
"18 25 25 \n",
"19 1 1 \n",
"20 1 1 \n",
"21 1 1 \n",
"22 1 1 \n",
"23 1 1 \n",
"24 0 0 \n",
"25 23 0 \n",
"26 0 0 \n",
"27 2 0 \n",
"28 2 2 \n",
"29 0 0 \n",
"30 94 0 \n",
"31 4 4 \n",
"32 3 3 \n",
"33 4 4 \n",
"34 4 4 \n",
"35 2 2 \n",
"36 1 1 \n",
"37 1 1 \n",
"38 0 0 \n",
"39 5 5 \n",
"40 1 0 \n",
"41 0 0 \n",
"42 4 0 \n",
"43 0 0 \n",
"44 0 0 \n",
"... ... ... \n",
"184743 19 19 \n",
"184744 67 67 \n",
"184745 24 27 \n",
"184746 0 0 \n",
"184747 0 0 \n",
"184748 0 0 \n",
"184749 21 26 \n",
"184750 533 536 \n",
"184751 1 1 \n",
"184752 1 1 \n",
"184753 0 1174 \n",
"184754 12403 12584 \n",
"184755 0 0 \n",
"184756 0 0 \n",
"184757 0 0 \n",
"184758 0 0 \n",
"184759 942 928 \n",
"184760 79 78 \n",
"184761 5 5 \n",
"184762 13 13 \n",
"184763 4 4 \n",
"184764 12 12 \n",
"184765 29 29 \n",
"184766 569 569 \n",
"184767 249 249 \n",
"184768 407 406 \n",
"184769 5220 5241 \n",
"184770 695 699 \n",
"184771 304 304 \n",
"184772 0 0 \n",
"184773 232 228 \n",
"184774 59 59 \n",
"184775 144 147 \n",
"184776 324 338 \n",
"184777 2201 2204 \n",
"184778 194 197 \n",
"184779 1714 1676 \n",
"184780 53451 54806 \n",
"184781 75037 74427 \n",
"184782 12458 12141 \n",
"184783 0 0 \n",
"184784 0 0 \n",
"184785 0 0 \n",
"184786 0 0 \n",
"184787 2029 2041 \n",
"\n",
"[184788 rows x 49 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 34
}
]
},
{
"metadata": {
"id": "vpjJCWhIqjnD",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"# Cria os índices Grupo, Tecnologia e Município (essencial para fazer o join depois).\n",
"\n",
"com_SCM_2007_2010 = SCM_2007_2010.groupby(['Grupo','Tecnologia','Município']).sum().drop('Cod_IBGE', axis=1)\n",
"com_SCM_2011_2012 = SCM_2011_2012.groupby(['Grupo','Tecnologia','Município']).sum().drop('Cod_IBGE', axis=1)\n",
"com_SCM_2013_2014 = SCM_2013_2014.groupby(['Grupo','Tecnologia','Município']).sum().drop('Cod_IBGE', axis=1)\n",
"com_SCM_2015_2018 = SCM_2015_2018.groupby(['Grupo','Tecnologia','Município']).sum().drop('Cod_IBGE', axis=1)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "yra58XKLqjnF",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"# Join tudo com base nos índices em comum e substitui o NaN por 0.\n",
"\n",
"dados_Anatel = com_SCM_2007_2010.join(com_SCM_2011_2012, how = 'outer')\n",
"dados_Anatel = dados_Anatel.join(com_SCM_2013_2014, how = 'outer')\n",
"dados_Anatel = dados_Anatel.join(com_SCM_2015_2018, how = 'outer')\n",
"dados_Anatel.fillna(value=0, inplace = True)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "Z2tx_DkhqjnI",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"dados_Anatel = dados_Anatel.reset_index()\n",
"\n",
"# Cruzando dados dos dicionários de IDH e população que gerei acima.\n",
"dados_Anatel['IDH'] = dados_Anatel['Município'].map(idhdic)\n",
"dados_Anatel['População'] = dados_Anatel['Município'].map(popdic)\n",
"\n",
"# Algumas diferenças de nome entre as planilhas que não peguei antes.\n",
"dados_Anatel = dados_Anatel.replace('TELECOM ITALIA','TELECOM ITALIA (TIM)')\n",
"dados_Anatel = dados_Anatel.replace('FTTH','Fibra')\n",
"dados_Anatel = dados_Anatel.replace('BT','OI')\n",
"\n",
"# A linha abaixo separa, de novo, município e UF, que tivemos que juntar para bater com IDH e população.\n",
"dados_Anatel['Município'], dados_Anatel['UF'] = dados_Anatel['Município'].str.split('*', 1).str\n",
"\n",
"# Incluindo a classificação de IDH.\n",
"def IDH_mu_Anatel(linha):\n",
" IDH_mu = float(linha['IDH'])\n",
" if IDH_mu >= 0.7:\n",
" return 'Alto'\n",
" elif 0.6 <= IDH_mu < 0.7:\n",
" return 'Médio'\n",
" else:\n",
" return 'Baixo'\n",
" \n",
"dados_Anatel['Nível_do_IDH'] = dados_Anatel.apply(IDH_mu_Anatel, axis = 1)\n",
"\n",
"# Renomeando os índices, para facilitar os cálculos.\n",
"dados_Anatel = dados_Anatel.set_index(['Grupo', 'Tecnologia', 'Município','UF','IDH','Nível_do_IDH','População'])\n",
"dados_Anatel = dados_Anatel.reset_index()"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "t_FdRr1xqjnM",
"colab_type": "code",
"colab": {},
"cellView": "code"
},
"cell_type": "code",
"source": [
"#dados_Anatel.to_csv('Amor_eterno.csv', encoding = 'latin-1')"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "XIKHHCeZqjnO",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Quais são as perguntas que queremos fazer para essa tabela?\n",
"\n",
"- Que empresa mais investiu em cidades ricas?\n",
"- Que empresa mais investiu em cidades pobres?"
]
},
{
"metadata": {
"id": "CvjKqALTqjnO",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"dados_expansao = dados_Anatel\n",
"dados_expansao = dados_expansao.set_index(['Grupo', 'Tecnologia', 'Município','UF','IDH','População'])\n",
"dados_expansao['Expansão'] = dados_expansao['2018-05'].astype(float) - dados_expansao['2007-03'].astype(float)\n",
"dados_expansao = dados_expansao.reset_index()\n",
"dados_expansao = dados_expansao.set_index(['Grupo', 'Tecnologia', 'Município','UF','IDH','Nível_do_IDH','População','Expansão'])\n",
"dados_expansao = dados_expansao.reset_index()\n",
"dados_expansao = dados_expansao.loc[:,'Grupo':'Expansão'].drop(['IDH','População'], axis=1)\n",
"dados_expansao = dados_expansao.reset_index()"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "YcRCzp_7qjnQ",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"# Vamos criar um índice de expansão sopesado por população. \n",
"# Fiz a conta abaixo manualmente para o Censo 2010\n",
"\n",
"populacao_IDH_baixo = 21292670\n",
"populacao_IDH_alto = 127278784\n",
"populacao_IDH_medio = 40649919\n",
"\n",
"dic_pop_IDH = {'Alto':127278784,'Baixo':21292670,'Médio':40649919}\n",
"\n",
"dados_expansao = dados_expansao.groupby(['Grupo','Nível_do_IDH']).sum()\n",
"dados_expansao = dados_expansao.reset_index()\n",
"\n",
"dados_expansao['Instrumento'] = dados_expansao['Nível_do_IDH'].map(dic_pop_IDH)\n",
"dados_expansao['Expansão_por_população'] = dados_expansao['Expansão'].astype(float) / dados_expansao['Instrumento'].astype(float)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "oS7pJaESqjnS",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Abaixo, vemos que a expansão de número de acessos em cidades de IDH alto foi 42 vezes maior que nas de IDH baixo. \n",
"\n",
"Como a população nas cidades de IDH baixo é menor, isso significa uma taxa de crescimento 7,5 vezes maior para habitantes de cidades ricas do que para os de cidades pobres."
]
},
{
"metadata": {
"id": "vm8CwLXRqjnT",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 173
},
"outputId": "2cea5ce5-2798-475e-b41d-acd65c220c22"
},
"cell_type": "code",
"source": [
"dados_expansao.groupby('Nível_do_IDH').sum().head(10)"
],
"execution_count": 41,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>index</th>\n",
" <th>Expansão</th>\n",
" <th>Instrumento</th>\n",
" <th>Expansão_por_população</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Nível_do_IDH</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Alto</th>\n",
" <td>2571304613</td>\n",
" <td>-6156040.0</td>\n",
" <td>1781902976</td>\n",
" <td>-0.048367</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Baixo</th>\n",
" <td>5781122927</td>\n",
" <td>30102468.0</td>\n",
" <td>340682720</td>\n",
" <td>1.413748</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Médio</th>\n",
" <td>1899904875</td>\n",
" <td>-178632.0</td>\n",
" <td>365849271</td>\n",
" <td>-0.004394</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" index Expansão Instrumento Expansão_por_população\n",
"Nível_do_IDH \n",
"Alto 2571304613 -6156040.0 1781902976 -0.048367\n",
"Baixo 5781122927 30102468.0 340682720 1.413748\n",
"Médio 1899904875 -178632.0 365849271 -0.004394"
]
},
"metadata": {
"tags": []
},
"execution_count": 41
}
]
},
{
"metadata": {
"id": "5THzMAzvqjnW",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Chegamos às nossas conclusões. Nas cidades de IDH alto, a maior expansão de acessos/total da população foi da Claro Brasil. A segunda, Telefônica. "
]
},
{
"metadata": {
"id": "E3aMYwfoqjnW",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 359
},
"outputId": "20f2047b-fc44-49bd-ec11-c5b02fc4bad7"
},
"cell_type": "code",
"source": [
"dados_expansao.query('Nível_do_IDH == \"Alto\"').sort_values(by=['Expansão_por_população'], ascending=False).round(4).head(10)"
],
"execution_count": 42,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Grupo</th>\n",
" <th>Nível_do_IDH</th>\n",
" <th>index</th>\n",
" <th>Expansão</th>\n",
" <th>Instrumento</th>\n",
" <th>Expansão_por_população</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>BIG BRASIL</td>\n",
" <td>Alto</td>\n",
" <td>13860</td>\n",
" <td>0.0</td>\n",
" <td>127278784</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>CABO</td>\n",
" <td>Alto</td>\n",
" <td>178779</td>\n",
" <td>0.0</td>\n",
" <td>127278784</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>DATORA</td>\n",
" <td>Alto</td>\n",
" <td>51094</td>\n",
" <td>0.0</td>\n",
" <td>127278784</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>NEXTEL</td>\n",
" <td>Alto</td>\n",
" <td>25822</td>\n",
" <td>0.0</td>\n",
" <td>127278784</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>NOSSATV</td>\n",
" <td>Alto</td>\n",
" <td>25823</td>\n",
" <td>0.0</td>\n",
" <td>127278784</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>SKY/DIRECTV</td>\n",
" <td>Alto</td>\n",
" <td>8385207</td>\n",
" <td>0.0</td>\n",
" <td>127278784</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>ALGAR (CTBC TELECOM)</td>\n",
" <td>Alto</td>\n",
" <td>907621</td>\n",
" <td>-2307.0</td>\n",
" <td>127278784</td>\n",
" <td>-0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>PREFEITURA DE LONDRINA/COPEL</td>\n",
" <td>Alto</td>\n",
" <td>76430662</td>\n",
" <td>-5462.0</td>\n",
" <td>127278784</td>\n",
" <td>-0.0000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>TELECOM ITALIA (TIM)</td>\n",
" <td>Alto</td>\n",
" <td>25358988</td>\n",
" <td>-14936.0</td>\n",
" <td>127278784</td>\n",
" <td>-0.0001</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>VIVENDI (GVT)</td>\n",
" <td>Alto</td>\n",
" <td>48337058</td>\n",
" <td>-169997.0</td>\n",
" <td>127278784</td>\n",
" <td>-0.0013</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Grupo Nível_do_IDH index Expansão \\\n",
"3 BIG BRASIL Alto 13860 0.0 \n",
"5 CABO Alto 178779 0.0 \n",
"7 DATORA Alto 51094 0.0 \n",
"10 NEXTEL Alto 25822 0.0 \n",
"12 NOSSATV Alto 25823 0.0 \n",
"23 SKY/DIRECTV Alto 8385207 0.0 \n",
"0 ALGAR (CTBC TELECOM) Alto 907621 -2307.0 \n",
"19 PREFEITURA DE LONDRINA/COPEL Alto 76430662 -5462.0 \n",
"27 TELECOM ITALIA (TIM) Alto 25358988 -14936.0 \n",
"36 VIVENDI (GVT) Alto 48337058 -169997.0 \n",
"\n",
" Instrumento Expansão_por_população \n",
"3 127278784 0.0000 \n",
"5 127278784 0.0000 \n",
"7 127278784 0.0000 \n",
"10 127278784 0.0000 \n",
"12 127278784 0.0000 \n",
"23 127278784 0.0000 \n",
"0 127278784 -0.0000 \n",
"19 127278784 -0.0000 \n",
"27 127278784 -0.0001 \n",
"36 127278784 -0.0013 "
]
},
"metadata": {
"tags": []
},
"execution_count": 42
}
]
},
{
"metadata": {
"id": "ULxP52qGqjnf",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Nas cidades de IDH baixo, temos Outras, Oi, Claro Brasil e Telefônica, nessa ordem. O índice de expansão da Oi nas cidades com baixo IDH é mais do que o dobro da Claro, e é tão grande quanto a expansão da Claro nas cidades mais ricas (0.065). Em números absolutos, é menor, já que as cidades com IDH alto têm população maior."
]
},
{
"metadata": {
"id": "RC2GnGWsqjnh",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 359
},
"outputId": "6336e56e-0e70-46b6-860f-2684acdfd878"
},
"cell_type": "code",
"source": [
"dados_expansao.query('Nível_do_IDH == \"Baixo\"').sort_values(by=['Expansão_por_população'], ascending=False).round(4).head(10)"
],
"execution_count": 43,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Grupo</th>\n",
" <th>Nível_do_IDH</th>\n",
" <th>index</th>\n",
" <th>Expansão</th>\n",
" <th>Instrumento</th>\n",
" <th>Expansão_por_população</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>TELECOM AMERICAS</td>\n",
" <td>Baixo</td>\n",
" <td>1273854170</td>\n",
" <td>9149669.0</td>\n",
" <td>21292670</td>\n",
" <td>0.4297</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>TELEFÔNICA</td>\n",
" <td>Baixo</td>\n",
" <td>355908330</td>\n",
" <td>7679143.0</td>\n",
" <td>21292670</td>\n",
" <td>0.3606</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>OI</td>\n",
" <td>Baixo</td>\n",
" <td>2022012974</td>\n",
" <td>6211848.0</td>\n",
" <td>21292670</td>\n",
" <td>0.2917</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Outras</td>\n",
" <td>Baixo</td>\n",
" <td>1736335697</td>\n",
" <td>5309713.0</td>\n",
" <td>21292670</td>\n",
" <td>0.2494</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>ALGAR (CTBC TELECOM)</td>\n",
" <td>Baixo</td>\n",
" <td>886590</td>\n",
" <td>559087.0</td>\n",
" <td>21292670</td>\n",
" <td>0.0263</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>TELECOM ITALIA (TIM)</td>\n",
" <td>Baixo</td>\n",
" <td>12538806</td>\n",
" <td>436807.0</td>\n",
" <td>21292670</td>\n",
" <td>0.0205</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>SKY/AT&amp;T</td>\n",
" <td>Baixo</td>\n",
" <td>16298568</td>\n",
" <td>357738.0</td>\n",
" <td>21292670</td>\n",
" <td>0.0168</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>PREFEITURA DE LONDRINA/COPEL</td>\n",
" <td>Baixo</td>\n",
" <td>89385861</td>\n",
" <td>288389.0</td>\n",
" <td>21292670</td>\n",
" <td>0.0135</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>CABO</td>\n",
" <td>Baixo</td>\n",
" <td>153228</td>\n",
" <td>112506.0</td>\n",
" <td>21292670</td>\n",
" <td>0.0053</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>DATORA</td>\n",
" <td>Baixo</td>\n",
" <td>25547</td>\n",
" <td>19.0</td>\n",
" <td>21292670</td>\n",
" <td>0.0000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Grupo Nível_do_IDH index Expansão \\\n",
"26 TELECOM AMERICAS Baixo 1273854170 9149669.0 \n",
"31 TELEFÔNICA Baixo 355908330 7679143.0 \n",
"14 OI Baixo 2022012974 6211848.0 \n",
"17 Outras Baixo 1736335697 5309713.0 \n",
"1 ALGAR (CTBC TELECOM) Baixo 886590 559087.0 \n",
"28 TELECOM ITALIA (TIM) Baixo 12538806 436807.0 \n",
"22 SKY/AT&T Baixo 16298568 357738.0 \n",
"20 PREFEITURA DE LONDRINA/COPEL Baixo 89385861 288389.0 \n",
"6 CABO Baixo 153228 112506.0 \n",
"8 DATORA Baixo 25547 19.0 \n",
"\n",
" Instrumento Expansão_por_população \n",
"26 21292670 0.4297 \n",
"31 21292670 0.3606 \n",
"14 21292670 0.2917 \n",
"17 21292670 0.2494 \n",
"1 21292670 0.0263 \n",
"28 21292670 0.0205 \n",
"22 21292670 0.0168 \n",
"20 21292670 0.0135 \n",
"6 21292670 0.0053 \n",
"8 21292670 0.0000 "
]
},
"metadata": {
"tags": []
},
"execution_count": 43
}
]
},
{
"metadata": {
"id": "b4MITgyvqjnm",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Confirma-se a tese de que cada grupo de telecomunicações ficou na sua região?"
]
},
{
"metadata": {
"id": "eexdlKebqjnn",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"dados_Estados = dados_Anatel\n",
"dados_Estados = dados_Estados.set_index(['Grupo', 'Tecnologia', 'Município','UF','IDH','População'])\n",
"dados_Estados['Expansão'] = dados_Estados['2018-05'].astype(float) - dados_Estados['2007-03'].astype(float)\n",
"dados_Estados = dados_Estados.reset_index()\n",
"dados_Estados = dados_Estados.set_index(['Grupo', 'Tecnologia', 'Município','UF','IDH','Nível_do_IDH','População','2007-03','2018-05','Expansão'])\n",
"dados_Estados = dados_Estados.reset_index()\n",
"dados_Estados = dados_Estados.loc[:,'Grupo':'Expansão'].drop(['IDH','População'], axis=1)\n",
"dados_Estados = dados_Estados.reset_index()"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "uxAiKll1qjnp",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"A Algar se expandiu em Minas Gerais, sua UF de origem. Em SP, onde inicialmente a empresa tinha uma rede maior, o incremento nos acessos foi apenas um terço do de MG."
]
},
{
"metadata": {
"id": "RXFoXKNGqjnq",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 390
},
"outputId": "ae02b80c-a90a-4eb7-e6e9-de8a018ce820"
},
"cell_type": "code",
"source": [
"dados_Estados.query('Grupo == \"ALGAR (CTBC TELECOM)\"').groupby(['Grupo', 'UF']).sum().sort_values(by='Expansão', ascending=False).head(10).round(4)"
],
"execution_count": 45,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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></th>\n",
" <th>index</th>\n",
" <th>2007-03</th>\n",
" <th>2018-05</th>\n",
" <th>Expansão</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Grupo</th>\n",
" <th>UF</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"10\" valign=\"top\">ALGAR (CTBC TELECOM)</th>\n",
" <th>MG</th>\n",
" <td>691914</td>\n",
" <td>956.0</td>\n",
" <td>392868.0</td>\n",
" <td>391912.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SP</th>\n",
" <td>535086</td>\n",
" <td>1232.0</td>\n",
" <td>133653.0</td>\n",
" <td>132421.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GO</th>\n",
" <td>117729</td>\n",
" <td>28.0</td>\n",
" <td>22339.0</td>\n",
" <td>22311.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MS</th>\n",
" <td>12944</td>\n",
" <td>1.0</td>\n",
" <td>6799.0</td>\n",
" <td>6798.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RJ</th>\n",
" <td>136838</td>\n",
" <td>46.0</td>\n",
" <td>1165.0</td>\n",
" <td>1119.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DF</th>\n",
" <td>4679</td>\n",
" <td>51.0</td>\n",
" <td>1040.0</td>\n",
" <td>989.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PR</th>\n",
" <td>146730</td>\n",
" <td>2.0</td>\n",
" <td>785.0</td>\n",
" <td>783.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SC</th>\n",
" <td>176526</td>\n",
" <td>0.0</td>\n",
" <td>317.0</td>\n",
" <td>317.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RS</th>\n",
" <td>71007</td>\n",
" <td>0.0</td>\n",
" <td>84.0</td>\n",
" <td>84.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PE</th>\n",
" <td>7868</td>\n",
" <td>0.0</td>\n",
" <td>14.0</td>\n",
" <td>14.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" index 2007-03 2018-05 Expansão\n",
"Grupo UF \n",
"ALGAR (CTBC TELECOM) MG 691914 956.0 392868.0 391912.0\n",
" SP 535086 1232.0 133653.0 132421.0\n",
" GO 117729 28.0 22339.0 22311.0\n",
" MS 12944 1.0 6799.0 6798.0\n",
" RJ 136838 46.0 1165.0 1119.0\n",
" DF 4679 51.0 1040.0 989.0\n",
" PR 146730 2.0 785.0 783.0\n",
" SC 176526 0.0 317.0 317.0\n",
" RS 71007 0.0 84.0 84.0\n",
" PE 7868 0.0 14.0 14.0"
]
},
"metadata": {
"tags": []
},
"execution_count": 45
}
]
},
{
"metadata": {
"id": "nnzeCNrFqjnu",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 390
},
"outputId": "b495e894-fc0b-4692-bfaa-938e7de9d3ff"
},
"cell_type": "code",
"source": [
"dados_Estados.query('Grupo == \"TELEFÔNICA\"').groupby(['Grupo', 'UF']).sum().sort_values(by='Expansão', ascending=False).head(10)"
],
"execution_count": 46,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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></th>\n",
" <th>index</th>\n",
" <th>2007-03</th>\n",
" <th>2018-05</th>\n",
" <th>Expansão</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Grupo</th>\n",
" <th>UF</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"10\" valign=\"top\">TELEFÔNICA</th>\n",
" <th>SP</th>\n",
" <td>534228357</td>\n",
" <td>2114650.0</td>\n",
" <td>4495372.0</td>\n",
" <td>2380722.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PR</th>\n",
" <td>28130096</td>\n",
" <td>1956.0</td>\n",
" <td>590181.0</td>\n",
" <td>588225.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RS</th>\n",
" <td>24619693</td>\n",
" <td>999.0</td>\n",
" <td>375513.0</td>\n",
" <td>374514.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MG</th>\n",
" <td>27953142</td>\n",
" <td>1935.0</td>\n",
" <td>269531.0</td>\n",
" <td>267596.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SC</th>\n",
" <td>10126584</td>\n",
" <td>724.0</td>\n",
" <td>246923.0</td>\n",
" <td>246199.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RJ</th>\n",
" <td>11596955</td>\n",
" <td>7994.0</td>\n",
" <td>233128.0</td>\n",
" <td>225134.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GO</th>\n",
" <td>10837822</td>\n",
" <td>722.0</td>\n",
" <td>219304.0</td>\n",
" <td>218582.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DF</th>\n",
" <td>886266</td>\n",
" <td>512.0</td>\n",
" <td>212934.0</td>\n",
" <td>212422.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BA</th>\n",
" <td>9586381</td>\n",
" <td>651.0</td>\n",
" <td>204274.0</td>\n",
" <td>203623.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ES</th>\n",
" <td>4187853</td>\n",
" <td>211.0</td>\n",
" <td>184395.0</td>\n",
" <td>184184.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" index 2007-03 2018-05 Expansão\n",
"Grupo UF \n",
"TELEFÔNICA SP 534228357 2114650.0 4495372.0 2380722.0\n",
" PR 28130096 1956.0 590181.0 588225.0\n",
" RS 24619693 999.0 375513.0 374514.0\n",
" MG 27953142 1935.0 269531.0 267596.0\n",
" SC 10126584 724.0 246923.0 246199.0\n",
" RJ 11596955 7994.0 233128.0 225134.0\n",
" GO 10837822 722.0 219304.0 218582.0\n",
" DF 886266 512.0 212934.0 212422.0\n",
" BA 9586381 651.0 204274.0 203623.0\n",
" ES 4187853 211.0 184395.0 184184.0"
]
},
"metadata": {
"tags": []
},
"execution_count": 46
}
]
},
{
"metadata": {
"id": "i_Os4y6tqjny",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 390
},
"outputId": "01914cb9-8ee6-47d4-e1de-6f0663ca5949"
},
"cell_type": "code",
"source": [
"telefonica_por_Estado = dados_Estados.query('Grupo == \"TELEFÔNICA\"').groupby(['Grupo', 'UF']).sum()\n",
"telefonica_por_Estado['PP2007-03'] = telefonica_por_Estado['2007-03'] / telefonica_por_Estado['2007-03'].sum()\n",
"telefonica_por_Estado['PP2018-05'] = telefonica_por_Estado['2018-05'] / telefonica_por_Estado['2018-05'].sum()\n",
"telefonica_por_Estado.sort_values(by='PP2018-05', ascending=False).head(10)"
],
"execution_count": 47,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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></th>\n",
" <th>index</th>\n",
" <th>2007-03</th>\n",
" <th>2018-05</th>\n",
" <th>Expansão</th>\n",
" <th>PP2007-03</th>\n",
" <th>PP2018-05</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Grupo</th>\n",
" <th>UF</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"10\" valign=\"top\">TELEFÔNICA</th>\n",
" <th>SP</th>\n",
" <td>534228357</td>\n",
" <td>2114650.0</td>\n",
" <td>4495372.0</td>\n",
" <td>2380722.0</td>\n",
" <td>0.991699</td>\n",
" <td>0.584645</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PR</th>\n",
" <td>28130096</td>\n",
" <td>1956.0</td>\n",
" <td>590181.0</td>\n",
" <td>588225.0</td>\n",
" <td>0.000917</td>\n",
" <td>0.076756</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RS</th>\n",
" <td>24619693</td>\n",
" <td>999.0</td>\n",
" <td>375513.0</td>\n",
" <td>374514.0</td>\n",
" <td>0.000468</td>\n",
" <td>0.048837</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MG</th>\n",
" <td>27953142</td>\n",
" <td>1935.0</td>\n",
" <td>269531.0</td>\n",
" <td>267596.0</td>\n",
" <td>0.000907</td>\n",
" <td>0.035054</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SC</th>\n",
" <td>10126584</td>\n",
" <td>724.0</td>\n",
" <td>246923.0</td>\n",
" <td>246199.0</td>\n",
" <td>0.000340</td>\n",
" <td>0.032114</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RJ</th>\n",
" <td>11596955</td>\n",
" <td>7994.0</td>\n",
" <td>233128.0</td>\n",
" <td>225134.0</td>\n",
" <td>0.003749</td>\n",
" <td>0.030319</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GO</th>\n",
" <td>10837822</td>\n",
" <td>722.0</td>\n",
" <td>219304.0</td>\n",
" <td>218582.0</td>\n",
" <td>0.000339</td>\n",
" <td>0.028522</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DF</th>\n",
" <td>886266</td>\n",
" <td>512.0</td>\n",
" <td>212934.0</td>\n",
" <td>212422.0</td>\n",
" <td>0.000240</td>\n",
" <td>0.027693</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BA</th>\n",
" <td>9586381</td>\n",
" <td>651.0</td>\n",
" <td>204274.0</td>\n",
" <td>203623.0</td>\n",
" <td>0.000305</td>\n",
" <td>0.026567</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ES</th>\n",
" <td>4187853</td>\n",
" <td>211.0</td>\n",
" <td>184395.0</td>\n",
" <td>184184.0</td>\n",
" <td>0.000099</td>\n",
" <td>0.023981</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" index 2007-03 2018-05 Expansão PP2007-03 \\\n",
"Grupo UF \n",
"TELEFÔNICA SP 534228357 2114650.0 4495372.0 2380722.0 0.991699 \n",
" PR 28130096 1956.0 590181.0 588225.0 0.000917 \n",
" RS 24619693 999.0 375513.0 374514.0 0.000468 \n",
" MG 27953142 1935.0 269531.0 267596.0 0.000907 \n",
" SC 10126584 724.0 246923.0 246199.0 0.000340 \n",
" RJ 11596955 7994.0 233128.0 225134.0 0.003749 \n",
" GO 10837822 722.0 219304.0 218582.0 0.000339 \n",
" DF 886266 512.0 212934.0 212422.0 0.000240 \n",
" BA 9586381 651.0 204274.0 203623.0 0.000305 \n",
" ES 4187853 211.0 184395.0 184184.0 0.000099 \n",
"\n",
" PP2018-05 \n",
"Grupo UF \n",
"TELEFÔNICA SP 0.584645 \n",
" PR 0.076756 \n",
" RS 0.048837 \n",
" MG 0.035054 \n",
" SC 0.032114 \n",
" RJ 0.030319 \n",
" GO 0.028522 \n",
" DF 0.027693 \n",
" BA 0.026567 \n",
" ES 0.023981 "
]
},
"metadata": {
"tags": []
},
"execution_count": 47
}
]
},
{
"metadata": {
"id": "A1TtOwg_qjn1",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"A Oi teve um crescimento mais bem distribuído."
]
},
{
"metadata": {
"id": "z8AdHISuqjn2",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 390
},
"outputId": "ce8ac0c7-f6f7-4401-bb39-c73eb1868af5"
},
"cell_type": "code",
"source": [
"dados_Estados.query('Grupo == \"OI\"').groupby(['Grupo', 'UF']).sum().sort_values(by='Expansão', ascending=False).head(10)"
],
"execution_count": 48,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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></th>\n",
" <th>index</th>\n",
" <th>2007-03</th>\n",
" <th>2018-05</th>\n",
" <th>Expansão</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Grupo</th>\n",
" <th>UF</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"10\" valign=\"top\">OI</th>\n",
" <th>RJ</th>\n",
" <td>79309839</td>\n",
" <td>486332.0</td>\n",
" <td>1258780.0</td>\n",
" <td>772448.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MG</th>\n",
" <td>593819085</td>\n",
" <td>274772.0</td>\n",
" <td>937576.0</td>\n",
" <td>662804.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GO</th>\n",
" <td>151923583</td>\n",
" <td>139447.0</td>\n",
" <td>421443.0</td>\n",
" <td>281996.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BA</th>\n",
" <td>296545024</td>\n",
" <td>166895.0</td>\n",
" <td>396418.0</td>\n",
" <td>229523.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PR</th>\n",
" <td>283569220</td>\n",
" <td>336039.0</td>\n",
" <td>533637.0</td>\n",
" <td>197598.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SC</th>\n",
" <td>194986964</td>\n",
" <td>240264.0</td>\n",
" <td>397676.0</td>\n",
" <td>157412.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RS</th>\n",
" <td>334015307</td>\n",
" <td>358468.0</td>\n",
" <td>473537.0</td>\n",
" <td>115069.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MT</th>\n",
" <td>93634492</td>\n",
" <td>72341.0</td>\n",
" <td>181967.0</td>\n",
" <td>109626.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MS</th>\n",
" <td>56965690</td>\n",
" <td>69581.0</td>\n",
" <td>159765.0</td>\n",
" <td>90184.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PA</th>\n",
" <td>81410967</td>\n",
" <td>57403.0</td>\n",
" <td>134846.0</td>\n",
" <td>77443.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" index 2007-03 2018-05 Expansão\n",
"Grupo UF \n",
"OI RJ 79309839 486332.0 1258780.0 772448.0\n",
" MG 593819085 274772.0 937576.0 662804.0\n",
" GO 151923583 139447.0 421443.0 281996.0\n",
" BA 296545024 166895.0 396418.0 229523.0\n",
" PR 283569220 336039.0 533637.0 197598.0\n",
" SC 194986964 240264.0 397676.0 157412.0\n",
" RS 334015307 358468.0 473537.0 115069.0\n",
" MT 93634492 72341.0 181967.0 109626.0\n",
" MS 56965690 69581.0 159765.0 90184.0\n",
" PA 81410967 57403.0 134846.0 77443.0"
]
},
"metadata": {
"tags": []
},
"execution_count": 48
}
]
},
{
"metadata": {
"id": "wzyDs3Mhqjn5",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 390
},
"outputId": "2afd9aa8-17bb-4048-a8ce-09e0f96f1033"
},
"cell_type": "code",
"source": [
"OI_por_Estado = dados_Estados.query('Grupo == \"OI\"').groupby(['Grupo', 'UF']).sum()\n",
"OI_por_Estado['PP2007-03'] = OI_por_Estado['2007-03'] / OI_por_Estado['2007-03'].sum()\n",
"OI_por_Estado['PP2018-05'] = OI_por_Estado['2018-05'] / OI_por_Estado['2018-05'].sum()\n",
"OI_por_Estado.sort_values(by='PP2018-05', ascending=False).head(10)"
],
"execution_count": 49,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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></th>\n",
" <th>index</th>\n",
" <th>2007-03</th>\n",
" <th>2018-05</th>\n",
" <th>Expansão</th>\n",
" <th>PP2007-03</th>\n",
" <th>PP2018-05</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Grupo</th>\n",
" <th>UF</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th rowspan=\"10\" valign=\"top\">OI</th>\n",
" <th>RJ</th>\n",
" <td>79309839</td>\n",
" <td>486332.0</td>\n",
" <td>1258780.0</td>\n",
" <td>772448.0</td>\n",
" <td>0.168941</td>\n",
" <td>0.202197</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MG</th>\n",
" <td>593819085</td>\n",
" <td>274772.0</td>\n",
" <td>937576.0</td>\n",
" <td>662804.0</td>\n",
" <td>0.095450</td>\n",
" <td>0.150602</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PR</th>\n",
" <td>283569220</td>\n",
" <td>336039.0</td>\n",
" <td>533637.0</td>\n",
" <td>197598.0</td>\n",
" <td>0.116732</td>\n",
" <td>0.085718</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RS</th>\n",
" <td>334015307</td>\n",
" <td>358468.0</td>\n",
" <td>473537.0</td>\n",
" <td>115069.0</td>\n",
" <td>0.124524</td>\n",
" <td>0.076064</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GO</th>\n",
" <td>151923583</td>\n",
" <td>139447.0</td>\n",
" <td>421443.0</td>\n",
" <td>281996.0</td>\n",
" <td>0.048441</td>\n",
" <td>0.067696</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SC</th>\n",
" <td>194986964</td>\n",
" <td>240264.0</td>\n",
" <td>397676.0</td>\n",
" <td>157412.0</td>\n",
" <td>0.083462</td>\n",
" <td>0.063878</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BA</th>\n",
" <td>296545024</td>\n",
" <td>166895.0</td>\n",
" <td>396418.0</td>\n",
" <td>229523.0</td>\n",
" <td>0.057976</td>\n",
" <td>0.063676</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MT</th>\n",
" <td>93634492</td>\n",
" <td>72341.0</td>\n",
" <td>181967.0</td>\n",
" <td>109626.0</td>\n",
" <td>0.025130</td>\n",
" <td>0.029229</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ES</th>\n",
" <td>64685360</td>\n",
" <td>90736.0</td>\n",
" <td>160136.0</td>\n",
" <td>69400.0</td>\n",
" <td>0.031520</td>\n",
" <td>0.025723</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MS</th>\n",
" <td>56965690</td>\n",
" <td>69581.0</td>\n",
" <td>159765.0</td>\n",
" <td>90184.0</td>\n",
" <td>0.024171</td>\n",
" <td>0.025663</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" index 2007-03 2018-05 Expansão PP2007-03 PP2018-05\n",
"Grupo UF \n",
"OI RJ 79309839 486332.0 1258780.0 772448.0 0.168941 0.202197\n",
" MG 593819085 274772.0 937576.0 662804.0 0.095450 0.150602\n",
" PR 283569220 336039.0 533637.0 197598.0 0.116732 0.085718\n",
" RS 334015307 358468.0 473537.0 115069.0 0.124524 0.076064\n",
" GO 151923583 139447.0 421443.0 281996.0 0.048441 0.067696\n",
" SC 194986964 240264.0 397676.0 157412.0 0.083462 0.063878\n",
" BA 296545024 166895.0 396418.0 229523.0 0.057976 0.063676\n",
" MT 93634492 72341.0 181967.0 109626.0 0.025130 0.029229\n",
" ES 64685360 90736.0 160136.0 69400.0 0.031520 0.025723\n",
" MS 56965690 69581.0 159765.0 90184.0 0.024171 0.025663"
]
},
"metadata": {
"tags": []
},
"execution_count": 49
}
]
},
{
"metadata": {
"id": "OBM7qI8dE5zM",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"Vamos procurar quais os Estados com menos fibra por população."
]
},
{
"metadata": {
"id": "2cOIzEXdECyY",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 359
},
"outputId": "c0ca9258-9401-444e-b35d-e4127e81cd08"
},
"cell_type": "code",
"source": [
"copy1 = dados_Estados.groupby('UF').sum().reset_index() #[['UF','2018-05']]\n",
"copy2 = pop_municipio.groupby('UF').sum().reset_index() #[['UF', 'População']]\n",
"\n",
"dados_Estados_mais_ferrados = pd.merge(copy1, copy2, how ='outer')\n",
"dados_Estados_mais_ferrados['Exp_pop'] = dados_Estados_mais_ferrados['Expansão'] / dados_Estados_mais_ferrados['População']\n",
"\n",
"dados_Estados_mais_ferrados.head(10)\n",
"\n"
],
"execution_count": 50,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>UF</th>\n",
" <th>index</th>\n",
" <th>2007-03</th>\n",
" <th>2018-05</th>\n",
" <th>Expansão</th>\n",
" <th>População</th>\n",
" <th>Exp_pop</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>AC</td>\n",
" <td>33504414</td>\n",
" <td>8429.0</td>\n",
" <td>64728.0</td>\n",
" <td>56299.0</td>\n",
" <td>733559</td>\n",
" <td>0.076748</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>AL</td>\n",
" <td>157830699</td>\n",
" <td>21252.0</td>\n",
" <td>170339.0</td>\n",
" <td>149087.0</td>\n",
" <td>3120494</td>\n",
" <td>0.047777</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>AM</td>\n",
" <td>76302744</td>\n",
" <td>11507.0</td>\n",
" <td>301934.0</td>\n",
" <td>290427.0</td>\n",
" <td>3483985</td>\n",
" <td>0.083361</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>AP</td>\n",
" <td>23803882</td>\n",
" <td>1390.0</td>\n",
" <td>65014.0</td>\n",
" <td>63624.0</td>\n",
" <td>669526</td>\n",
" <td>0.095028</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>BA</td>\n",
" <td>671972251</td>\n",
" <td>178499.0</td>\n",
" <td>950873.0</td>\n",
" <td>772374.0</td>\n",
" <td>14016906</td>\n",
" <td>0.055103</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>CE</td>\n",
" <td>316315259</td>\n",
" <td>100180.0</td>\n",
" <td>765641.0</td>\n",
" <td>665461.0</td>\n",
" <td>8452381</td>\n",
" <td>0.078731</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>DF</td>\n",
" <td>9136390</td>\n",
" <td>229356.0</td>\n",
" <td>721994.0</td>\n",
" <td>492638.0</td>\n",
" <td>2570160</td>\n",
" <td>0.191676</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>ES</td>\n",
" <td>200472584</td>\n",
" <td>95310.0</td>\n",
" <td>561649.0</td>\n",
" <td>466339.0</td>\n",
" <td>3514952</td>\n",
" <td>0.132673</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>GO</td>\n",
" <td>391884559</td>\n",
" <td>158369.0</td>\n",
" <td>974967.0</td>\n",
" <td>816598.0</td>\n",
" <td>6003788</td>\n",
" <td>0.136014</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>MA</td>\n",
" <td>292504285</td>\n",
" <td>35445.0</td>\n",
" <td>285472.0</td>\n",
" <td>250027.0</td>\n",
" <td>6574789</td>\n",
" <td>0.038028</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" UF index 2007-03 2018-05 Expansão População Exp_pop\n",
"0 AC 33504414 8429.0 64728.0 56299.0 733559 0.076748\n",
"1 AL 157830699 21252.0 170339.0 149087.0 3120494 0.047777\n",
"2 AM 76302744 11507.0 301934.0 290427.0 3483985 0.083361\n",
"3 AP 23803882 1390.0 65014.0 63624.0 669526 0.095028\n",
"4 BA 671972251 178499.0 950873.0 772374.0 14016906 0.055103\n",
"5 CE 316315259 100180.0 765641.0 665461.0 8452381 0.078731\n",
"6 DF 9136390 229356.0 721994.0 492638.0 2570160 0.191676\n",
"7 ES 200472584 95310.0 561649.0 466339.0 3514952 0.132673\n",
"8 GO 391884559 158369.0 974967.0 816598.0 6003788 0.136014\n",
"9 MA 292504285 35445.0 285472.0 250027.0 6574789 0.038028"
]
},
"metadata": {
"tags": []
},
"execution_count": 50
}
]
},
{
"metadata": {
"id": "lajfG0oxI5i-",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 53
},
"outputId": "f6f1f1db-0d8e-4c75-bf16-afb9928ae236"
},
"cell_type": "code",
"source": [
"print (0.039185/0.176306) #Pará\n",
"print (0.036522/0.176306) #Maranhão"
],
"execution_count": 51,
"outputs": [
{
"output_type": "stream",
"text": [
"0.22225562374507957\n",
"0.20715120302201853\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "4Hxz3ms3qjn-",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"# Dar um jeito de somar só para um grupo específico?\n",
"\n",
"#dados_Estados['PP2007-03'] = dados_Estados['2007-03'].astype(float) / dados_Estados['2007-03'].astype(float).sum()\n",
"#dados_Estados['PP2018-05'] = dados_Estados['2018-05'].astype(float) / dados_Estados['2018-05'].astype(float).sum()\n",
"\n",
"# Eu usei essa solução para transformar todo um dataframe em %, mas não precisava. Segue abaixo para guardar para quando precise.\n",
"\n",
"#cols = ('2007-03\t2007-06\t2007-09\t2007-12\t2008-03\t2008-06\t2008-09\t2008-12\t2009-03\t2009-06\t2009-09\t2009-12\t2010-03\t2010-06\t2010-09\t2010-12\t2011-01\t2011-02\t2011-03\t2011-04\t2011-05\t2011-06\t2011-07\t2011-08\t2011-09\t2011-10\t2011-11\t2011-12\t2012-01\t2012-02\t2012-03\t2012-04\t2012-05\t2012-06\t2012-07\t2012-08\t2012-09\t2012-10\t2012-11\t2012-12\t2013-01\t2013-02\t2013-03\t2013-04\t2013-05\t2013-06\t2013-07\t2013-08\t2013-09\t2013-10\t2013-11\t2013-12\t2014-01\t2014-02\t2014-03\t2014-04\t2014-05\t2014-06\t2014-07\t2014-08\t2014-09\t2014-10\t2014-11\t2014-12\t2015-01\t2015-02\t2015-03\t2015-04\t2015-05\t2015-06\t2015-07\t2015-08\t2015-09\t2015-10\t2015-11\t2015-12\t2016-01\t2016-02\t2016-03\t2016-04\t2016-05\t2016-06\t2016-07\t2016-08\t2016-09\t2016-10\t2016-11\t2016-12\t2017-01\t2017-02\t2017-03\t2017-04\t2017-05\t2017-06\t2017-07\t2017-08\t2017-09\t2017-10\t2017-11\t2017-12\t2018-05').split('\\t')\n",
"#media_municipio[cols] = media_municipio[cols].div(media_municipio[cols].sum(axis=1), axis=0)"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "ghAI5gn_qjoG",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 161
},
"outputId": "d00b7ba2-ca99-43b1-e3de-8566520f5f3b"
},
"cell_type": "code",
"source": [
"dados_Anatel[(dados_Anatel.Tecnologia == 'Spread Spectrum')].Grupo.value_counts()"
],
"execution_count": 53,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Outras 8366\n",
"TELMEX (CLARO/EMBRATEL/NET) 654\n",
"TELECOM AMERICAS 413\n",
"OI 168\n",
"PREFEITURA DE LONDRINA/COPEL 20\n",
"TELECOM ITALIA (TIM) 2\n",
"NOSSATV 1\n",
"Name: Grupo, dtype: int64"
]
},
"metadata": {
"tags": []
},
"execution_count": 53
}
]
},
{
"metadata": {
"id": "3lW1YeRDaYvM",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 411
},
"outputId": "5d1948d1-ceb3-4ccf-891b-d38809a58b6b"
},
"cell_type": "code",
"source": [
"dados_Anatel.head()"
],
"execution_count": 54,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Grupo</th>\n",
" <th>Tecnologia</th>\n",
" <th>Município</th>\n",
" <th>UF</th>\n",
" <th>IDH</th>\n",
" <th>Nível_do_IDH</th>\n",
" <th>População</th>\n",
" <th>2007-03</th>\n",
" <th>2007-06</th>\n",
" <th>2007-09</th>\n",
" <th>2007-12</th>\n",
" <th>2008-03</th>\n",
" <th>2008-06</th>\n",
" <th>2008-09</th>\n",
" <th>2008-12</th>\n",
" <th>2009-03</th>\n",
" <th>2009-06</th>\n",
" <th>2009-09</th>\n",
" <th>2009-12</th>\n",
" <th>2010-03</th>\n",
" <th>2010-06</th>\n",
" <th>2010-09</th>\n",
" <th>2010-12</th>\n",
" <th>2011-01</th>\n",
" <th>2011-02</th>\n",
" <th>2011-03</th>\n",
" <th>2011-04</th>\n",
" <th>2011-05</th>\n",
" <th>2011-06</th>\n",
" <th>2011-07</th>\n",
" <th>2011-08</th>\n",
" <th>2011-09</th>\n",
" <th>2011-10</th>\n",
" <th>2011-11</th>\n",
" <th>2011-12</th>\n",
" <th>2012-01</th>\n",
" <th>2012-02</th>\n",
" <th>2012-03</th>\n",
" <th>2012-04</th>\n",
" <th>2012-05</th>\n",
" <th>2012-06</th>\n",
" <th>2012-07</th>\n",
" <th>2012-08</th>\n",
" <th>2012-09</th>\n",
" <th>2012-10</th>\n",
" <th>2012-11</th>\n",
" <th>2012-12</th>\n",
" <th>2013-01</th>\n",
" <th>2013-02</th>\n",
" <th>2013-03</th>\n",
" <th>2013-04</th>\n",
" <th>2013-05</th>\n",
" <th>2013-06</th>\n",
" <th>2013-07</th>\n",
" <th>2013-08</th>\n",
" <th>2013-09</th>\n",
" <th>2013-10</th>\n",
" <th>2013-11</th>\n",
" <th>2013-12</th>\n",
" <th>2014-01</th>\n",
" <th>2014-02</th>\n",
" <th>2014-03</th>\n",
" <th>2014-04</th>\n",
" <th>2014-05</th>\n",
" <th>2014-06</th>\n",
" <th>2014-07</th>\n",
" <th>2014-08</th>\n",
" <th>2014-09</th>\n",
" <th>2014-10</th>\n",
" <th>2014-11</th>\n",
" <th>2014-12</th>\n",
" <th>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" <th>2018-02</th>\n",
" <th>2018-03</th>\n",
" <th>2018-04</th>\n",
" <th>2018-05</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>ALGAR (CTBC TELECOM)</td>\n",
" <td>ATM</td>\n",
" <td>ARAPORÃ</td>\n",
" <td>MG</td>\n",
" <td>NaN</td>\n",
" <td>Baixo</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>ALGAR (CTBC TELECOM)</td>\n",
" <td>ATM</td>\n",
" <td>Araporã</td>\n",
" <td>MG</td>\n",
" <td>0.708</td>\n",
" <td>Alto</td>\n",
" <td>6144.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>ALGAR (CTBC TELECOM)</td>\n",
" <td>ATM</td>\n",
" <td>BELO HORIZONTE</td>\n",
" <td>MG</td>\n",
" <td>NaN</td>\n",
" <td>Baixo</td>\n",
" <td>NaN</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>ALGAR (CTBC TELECOM)</td>\n",
" <td>ATM</td>\n",
" <td>Belo Horizonte</td>\n",
" <td>MG</td>\n",
" <td>0.810</td>\n",
" <td>Alto</td>\n",
" <td>2375151.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>16.0</td>\n",
" <td>16.0</td>\n",
" <td>13.0</td>\n",
" <td>13.0</td>\n",
" <td>12.0</td>\n",
" <td>12.0</td>\n",
" <td>9.0</td>\n",
" <td>4.0</td>\n",
" <td>4.0</td>\n",
" <td>4.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>3.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>ALGAR (CTBC TELECOM)</td>\n",
" <td>ATM</td>\n",
" <td>Brasília</td>\n",
" <td>DF</td>\n",
" <td>0.824</td>\n",
" <td>Alto</td>\n",
" <td>2570160.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Grupo Tecnologia Município UF IDH Nível_do_IDH \\\n",
"0 ALGAR (CTBC TELECOM) ATM ARAPORÃ MG NaN Baixo \n",
"1 ALGAR (CTBC TELECOM) ATM Araporã MG 0.708 Alto \n",
"2 ALGAR (CTBC TELECOM) ATM BELO HORIZONTE MG NaN Baixo \n",
"3 ALGAR (CTBC TELECOM) ATM Belo Horizonte MG 0.810 Alto \n",
"4 ALGAR (CTBC TELECOM) ATM Brasília DF 0.824 Alto \n",
"\n",
" População 2007-03 2007-06 2007-09 2007-12 2008-03 2008-06 2008-09 \\\n",
"0 NaN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"1 6144.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"2 NaN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"3 2375151.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"4 2570160.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2008-12 2009-03 2009-06 2009-09 2009-12 2010-03 2010-06 2010-09 \\\n",
"0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2010-12 2011-01 2011-02 2011-03 2011-04 2011-05 2011-06 2011-07 \\\n",
"0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2011-08 2011-09 2011-10 2011-11 2011-12 2012-01 2012-02 2012-03 \\\n",
"0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2012-04 2012-05 2012-06 2012-07 2012-08 2012-09 2012-10 2012-11 \\\n",
"0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"1 0.0 0.0 1.0 1.0 1.0 1.0 1.0 1.0 \n",
"2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"3 0.0 0.0 16.0 16.0 13.0 13.0 12.0 12.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2012-12 2013-01 2013-02 2013-03 2013-04 2013-05 2013-06 2013-07 \\\n",
"0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"1 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 \n",
"2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"3 9.0 4.0 4.0 4.0 2.0 2.0 2.0 2.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2013-08 2013-09 2013-10 2013-11 2013-12 2014-01 2014-02 2014-03 \\\n",
"0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"1 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 \n",
"2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"3 2.0 2.0 2.0 2.0 3.0 3.0 3.0 3.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2014-04 2014-05 2014-06 2014-07 2014-08 2014-09 2014-10 2014-11 \\\n",
"0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"1 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 \n",
"2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"3 3.0 3.0 3.0 3.0 3.0 2.0 2.0 2.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2014-12 2015-01 2015-02 2015-03 2015-04 2015-05 2015-06 2015-07 \\\n",
"0 0.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 \n",
"1 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"2 0.0 2.0 2.0 2.0 2.0 2.0 2.0 2.0 \n",
"3 2.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2015-08 2015-09 2015-10 2015-11 2015-12 2016-01 2016-02 2016-03 \\\n",
"0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 \n",
"1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"2 2.0 2.0 2.0 2.0 2.0 2.0 2.0 2.0 \n",
"3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2016-04 2016-05 2016-06 2016-07 2016-08 2016-09 2016-10 2016-11 \\\n",
"0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 \n",
"1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"2 2.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2016-12 2017-01 2017-02 2017-03 2017-04 2017-05 2017-06 2017-07 \\\n",
"0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 \n",
"1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"2 2.0 2.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2017-08 2017-09 2017-10 2017-11 2017-12 2018-01 2018-02 2018-03 \\\n",
"0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 1.0 \n",
"1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2018-04 2018-05 \n",
"0 1.0 1.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 "
]
},
"metadata": {
"tags": []
},
"execution_count": 54
}
]
},
{
"metadata": {
"id": "N46Im04Ycqlv",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 244
},
"outputId": "ad3ceca9-c740-417a-f2c7-a6ebaa747df7"
},
"cell_type": "code",
"source": [
"dados_Anatel[(dados_Anatel['Tecnologia'] == 'Spread Spectrum') & (dados_Anatel['2018-05'] > 0)].groupby('Grupo').sum().sort_values(by=['2018-05'], ascending = False)"
],
"execution_count": 55,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>IDH</th>\n",
" <th>População</th>\n",
" <th>2007-03</th>\n",
" <th>2007-06</th>\n",
" <th>2007-09</th>\n",
" <th>2007-12</th>\n",
" <th>2008-03</th>\n",
" <th>2008-06</th>\n",
" <th>2008-09</th>\n",
" <th>2008-12</th>\n",
" <th>2009-03</th>\n",
" <th>2009-06</th>\n",
" <th>2009-09</th>\n",
" <th>2009-12</th>\n",
" <th>2010-03</th>\n",
" <th>2010-06</th>\n",
" <th>2010-09</th>\n",
" <th>2010-12</th>\n",
" <th>2011-01</th>\n",
" <th>2011-02</th>\n",
" <th>2011-03</th>\n",
" <th>2011-04</th>\n",
" <th>2011-05</th>\n",
" <th>2011-06</th>\n",
" <th>2011-07</th>\n",
" <th>2011-08</th>\n",
" <th>2011-09</th>\n",
" <th>2011-10</th>\n",
" <th>2011-11</th>\n",
" <th>2011-12</th>\n",
" <th>2012-01</th>\n",
" <th>2012-02</th>\n",
" <th>2012-03</th>\n",
" <th>2012-04</th>\n",
" <th>2012-05</th>\n",
" <th>2012-06</th>\n",
" <th>2012-07</th>\n",
" <th>2012-08</th>\n",
" <th>2012-09</th>\n",
" <th>2012-10</th>\n",
" <th>2012-11</th>\n",
" <th>2012-12</th>\n",
" <th>2013-01</th>\n",
" <th>2013-02</th>\n",
" <th>2013-03</th>\n",
" <th>2013-04</th>\n",
" <th>2013-05</th>\n",
" <th>2013-06</th>\n",
" <th>2013-07</th>\n",
" <th>2013-08</th>\n",
" <th>2013-09</th>\n",
" <th>2013-10</th>\n",
" <th>2013-11</th>\n",
" <th>2013-12</th>\n",
" <th>2014-01</th>\n",
" <th>2014-02</th>\n",
" <th>2014-03</th>\n",
" <th>2014-04</th>\n",
" <th>2014-05</th>\n",
" <th>2014-06</th>\n",
" <th>2014-07</th>\n",
" <th>2014-08</th>\n",
" <th>2014-09</th>\n",
" <th>2014-10</th>\n",
" <th>2014-11</th>\n",
" <th>2014-12</th>\n",
" <th>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" <th>2018-02</th>\n",
" <th>2018-03</th>\n",
" <th>2018-04</th>\n",
" <th>2018-05</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Grupo</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Outras</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1348000.0</td>\n",
" <td>1399616.0</td>\n",
" <td>1404354.0</td>\n",
" <td>1423697.0</td>\n",
" <td>1456215.0</td>\n",
" <td>1460191.0</td>\n",
" <td>1464950.0</td>\n",
" <td>1511892.0</td>\n",
" <td>1580298.0</td>\n",
" <td>1602505.0</td>\n",
" <td>1496153.0</td>\n",
" <td>1574976.0</td>\n",
" <td>1509758.0</td>\n",
" <td>1560198.0</td>\n",
" <td>1599059.0</td>\n",
" <td>1608867.0</td>\n",
" <td>1641111.0</td>\n",
" <td>1671302.0</td>\n",
" <td>1720211.0</td>\n",
" <td>1764263.0</td>\n",
" <td>1753045.0</td>\n",
" <td>1772769.0</td>\n",
" <td>1778151.0</td>\n",
" <td>1820506.0</td>\n",
" <td>1789411.0</td>\n",
" <td>1840194.0</td>\n",
" <td>2025722.0</td>\n",
" <td>2039575.0</td>\n",
" <td>1959254.0</td>\n",
" <td>2068220.0</td>\n",
" <td>2130920.0</td>\n",
" <td>2082897.0</td>\n",
" <td>2099389.0</td>\n",
" <td>2143620.0</td>\n",
" <td>2149750.0</td>\n",
" <td>2130869.0</td>\n",
" <td>2390488.0</td>\n",
" <td>2393127.0</td>\n",
" <td>2402173.0</td>\n",
" <td>2462340.0</td>\n",
" <td>2416109.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TELECOM AMERICAS</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>814.0</td>\n",
" <td>814.0</td>\n",
" <td>814.0</td>\n",
" <td>814.0</td>\n",
" <td>814.0</td>\n",
" <td>815.0</td>\n",
" <td>812.0</td>\n",
" <td>832.0</td>\n",
" <td>852.0</td>\n",
" <td>851.0</td>\n",
" <td>851.0</td>\n",
" <td>850.0</td>\n",
" <td>850.0</td>\n",
" <td>849.0</td>\n",
" <td>852.0</td>\n",
" <td>780.0</td>\n",
" <td>854.0</td>\n",
" <td>852.0</td>\n",
" <td>852.0</td>\n",
" <td>853.0</td>\n",
" <td>853.0</td>\n",
" <td>853.0</td>\n",
" <td>855.0</td>\n",
" <td>855.0</td>\n",
" <td>857.0</td>\n",
" <td>856.0</td>\n",
" <td>856.0</td>\n",
" <td>855.0</td>\n",
" <td>855.0</td>\n",
" <td>857.0</td>\n",
" <td>856.0</td>\n",
" <td>858.0</td>\n",
" <td>863.0</td>\n",
" <td>864.0</td>\n",
" <td>864.0</td>\n",
" <td>864.0</td>\n",
" <td>866.0</td>\n",
" <td>867.0</td>\n",
" <td>869.0</td>\n",
" <td>870.0</td>\n",
" <td>872.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PREFEITURA DE LONDRINA/COPEL</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>99.0</td>\n",
" <td>97.0</td>\n",
" <td>99.0</td>\n",
" <td>90.0</td>\n",
" <td>89.0</td>\n",
" <td>89.0</td>\n",
" <td>86.0</td>\n",
" <td>86.0</td>\n",
" <td>87.0</td>\n",
" <td>86.0</td>\n",
" <td>84.0</td>\n",
" <td>82.0</td>\n",
" <td>81.0</td>\n",
" <td>80.0</td>\n",
" <td>75.0</td>\n",
" <td>75.0</td>\n",
" <td>73.0</td>\n",
" <td>73.0</td>\n",
" <td>73.0</td>\n",
" <td>71.0</td>\n",
" <td>68.0</td>\n",
" <td>68.0</td>\n",
" <td>68.0</td>\n",
" <td>66.0</td>\n",
" <td>57.0</td>\n",
" <td>55.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>56.0</td>\n",
" <td>46.0</td>\n",
" <td>44.0</td>\n",
" <td>46.0</td>\n",
" <td>43.0</td>\n",
" <td>45.0</td>\n",
" <td>44.0</td>\n",
" <td>45.0</td>\n",
" <td>44.0</td>\n",
" <td>44.0</td>\n",
" <td>44.0</td>\n",
" <td>46.0</td>\n",
" <td>45.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" IDH População 2007-03 2007-06 2007-09 \\\n",
"Grupo \n",
"Outras 0.0 0.0 0.0 0.0 0.0 \n",
"TELECOM AMERICAS 0.0 0.0 0.0 0.0 0.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2007-12 2008-03 2008-06 2008-09 2008-12 \\\n",
"Grupo \n",
"Outras 0.0 0.0 0.0 0.0 0.0 \n",
"TELECOM AMERICAS 0.0 0.0 0.0 0.0 0.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2009-03 2009-06 2009-09 2009-12 2010-03 \\\n",
"Grupo \n",
"Outras 0.0 0.0 0.0 0.0 0.0 \n",
"TELECOM AMERICAS 0.0 0.0 0.0 0.0 0.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2010-06 2010-09 2010-12 2011-01 2011-02 \\\n",
"Grupo \n",
"Outras 0.0 0.0 0.0 0.0 0.0 \n",
"TELECOM AMERICAS 0.0 0.0 0.0 0.0 0.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2011-03 2011-04 2011-05 2011-06 2011-07 \\\n",
"Grupo \n",
"Outras 0.0 0.0 0.0 0.0 0.0 \n",
"TELECOM AMERICAS 0.0 0.0 0.0 0.0 0.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2011-08 2011-09 2011-10 2011-11 2011-12 \\\n",
"Grupo \n",
"Outras 0.0 0.0 0.0 0.0 0.0 \n",
"TELECOM AMERICAS 0.0 0.0 0.0 0.0 0.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2012-01 2012-02 2012-03 2012-04 2012-05 \\\n",
"Grupo \n",
"Outras 0.0 0.0 0.0 0.0 0.0 \n",
"TELECOM AMERICAS 0.0 0.0 0.0 0.0 0.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2012-06 2012-07 2012-08 2012-09 2012-10 \\\n",
"Grupo \n",
"Outras 0.0 0.0 0.0 0.0 0.0 \n",
"TELECOM AMERICAS 0.0 0.0 0.0 0.0 0.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2012-11 2012-12 2013-01 2013-02 2013-03 \\\n",
"Grupo \n",
"Outras 0.0 0.0 0.0 0.0 0.0 \n",
"TELECOM AMERICAS 0.0 0.0 0.0 0.0 0.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2013-04 2013-05 2013-06 2013-07 2013-08 \\\n",
"Grupo \n",
"Outras 0.0 0.0 0.0 0.0 0.0 \n",
"TELECOM AMERICAS 0.0 0.0 0.0 0.0 0.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2013-09 2013-10 2013-11 2013-12 2014-01 \\\n",
"Grupo \n",
"Outras 0.0 0.0 0.0 0.0 0.0 \n",
"TELECOM AMERICAS 0.0 0.0 0.0 0.0 0.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2014-02 2014-03 2014-04 2014-05 2014-06 \\\n",
"Grupo \n",
"Outras 0.0 0.0 0.0 0.0 0.0 \n",
"TELECOM AMERICAS 0.0 0.0 0.0 0.0 0.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2014-07 2014-08 2014-09 2014-10 2014-11 \\\n",
"Grupo \n",
"Outras 0.0 0.0 0.0 0.0 0.0 \n",
"TELECOM AMERICAS 0.0 0.0 0.0 0.0 0.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
" 2014-12 2015-01 2015-02 2015-03 \\\n",
"Grupo \n",
"Outras 0.0 1348000.0 1399616.0 1404354.0 \n",
"TELECOM AMERICAS 0.0 814.0 814.0 814.0 \n",
"PREFEITURA DE LONDRINA/COPEL 0.0 99.0 97.0 99.0 \n",
"\n",
" 2015-04 2015-05 2015-06 2015-07 \\\n",
"Grupo \n",
"Outras 1423697.0 1456215.0 1460191.0 1464950.0 \n",
"TELECOM AMERICAS 814.0 814.0 815.0 812.0 \n",
"PREFEITURA DE LONDRINA/COPEL 90.0 89.0 89.0 86.0 \n",
"\n",
" 2015-08 2015-09 2015-10 2015-11 \\\n",
"Grupo \n",
"Outras 1511892.0 1580298.0 1602505.0 1496153.0 \n",
"TELECOM AMERICAS 832.0 852.0 851.0 851.0 \n",
"PREFEITURA DE LONDRINA/COPEL 86.0 87.0 86.0 84.0 \n",
"\n",
" 2015-12 2016-01 2016-02 2016-03 \\\n",
"Grupo \n",
"Outras 1574976.0 1509758.0 1560198.0 1599059.0 \n",
"TELECOM AMERICAS 850.0 850.0 849.0 852.0 \n",
"PREFEITURA DE LONDRINA/COPEL 82.0 81.0 80.0 75.0 \n",
"\n",
" 2016-04 2016-05 2016-06 2016-07 \\\n",
"Grupo \n",
"Outras 1608867.0 1641111.0 1671302.0 1720211.0 \n",
"TELECOM AMERICAS 780.0 854.0 852.0 852.0 \n",
"PREFEITURA DE LONDRINA/COPEL 75.0 73.0 73.0 73.0 \n",
"\n",
" 2016-08 2016-09 2016-10 2016-11 \\\n",
"Grupo \n",
"Outras 1764263.0 1753045.0 1772769.0 1778151.0 \n",
"TELECOM AMERICAS 853.0 853.0 853.0 855.0 \n",
"PREFEITURA DE LONDRINA/COPEL 71.0 68.0 68.0 68.0 \n",
"\n",
" 2016-12 2017-01 2017-02 2017-03 \\\n",
"Grupo \n",
"Outras 1820506.0 1789411.0 1840194.0 2025722.0 \n",
"TELECOM AMERICAS 855.0 857.0 856.0 856.0 \n",
"PREFEITURA DE LONDRINA/COPEL 66.0 57.0 55.0 56.0 \n",
"\n",
" 2017-04 2017-05 2017-06 2017-07 \\\n",
"Grupo \n",
"Outras 2039575.0 1959254.0 2068220.0 2130920.0 \n",
"TELECOM AMERICAS 855.0 855.0 857.0 856.0 \n",
"PREFEITURA DE LONDRINA/COPEL 56.0 56.0 46.0 44.0 \n",
"\n",
" 2017-08 2017-09 2017-10 2017-11 \\\n",
"Grupo \n",
"Outras 2082897.0 2099389.0 2143620.0 2149750.0 \n",
"TELECOM AMERICAS 858.0 863.0 864.0 864.0 \n",
"PREFEITURA DE LONDRINA/COPEL 46.0 43.0 45.0 44.0 \n",
"\n",
" 2017-12 2018-01 2018-02 2018-03 \\\n",
"Grupo \n",
"Outras 2130869.0 2390488.0 2393127.0 2402173.0 \n",
"TELECOM AMERICAS 864.0 866.0 867.0 869.0 \n",
"PREFEITURA DE LONDRINA/COPEL 45.0 44.0 44.0 44.0 \n",
"\n",
" 2018-04 2018-05 \n",
"Grupo \n",
"Outras 2462340.0 2416109.0 \n",
"TELECOM AMERICAS 870.0 872.0 \n",
"PREFEITURA DE LONDRINA/COPEL 46.0 45.0 "
]
},
"metadata": {
"tags": []
},
"execution_count": 55
}
]
},
{
"metadata": {
"id": "QLiQcpCBb1O0",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"SS_2018_01 = dados_Anatel[(dados_Anatel['Tecnologia'] == 'Spread Spectrum') & (dados_Anatel['2018-05'] > 0)]['2018-05'].sum()\n",
"SS_2010_03 = dados_Anatel[(dados_Anatel['Tecnologia'] == 'Spread Spectrum') & (dados_Anatel['2010-03'] > 0)]['2010-03'].sum()\n",
"SS_2015_01 = dados_Anatel[(dados_Anatel['Tecnologia'] == 'Spread Spectrum') & (dados_Anatel['2015-01'] > 0)]['2015-01'].sum()"
],
"execution_count": 0,
"outputs": []
},
{
"metadata": {
"id": "7-Py3x0VaTAl",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "4b746304-f30e-4307-a3a1-df6e8d0f4199"
},
"cell_type": "code",
"source": [
"#Quanto aumentou SS de 2015 a 2018?\n",
"\n",
"(SS_2018_01 - SS_2015_01) / SS_2015_01"
],
"execution_count": 57,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0.7251249578002003"
]
},
"metadata": {
"tags": []
},
"execution_count": 57
}
]
},
{
"metadata": {
"id": "Pd7qZWtNbmHC",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "ba2f0f94-443c-4037-bdec-e09a7dc4c255"
},
"cell_type": "code",
"source": [
"#E a fibra?\n",
"\n",
"Fibra_2018_01 = dados_Anatel[(dados_Anatel['Tecnologia'] == 'Fibra') & (dados_Anatel['2018-05'] > 0)]['2018-05'].sum()\n",
"Fibra_2010_03 = dados_Anatel[(dados_Anatel['Tecnologia'] == 'Fibra') & (dados_Anatel['2010-03'] > 0)]['2010-03'].sum()\n",
"Fibra_2015_01 = dados_Anatel[(dados_Anatel['Tecnologia'] == 'Fibra') & (dados_Anatel['2015-01'] > 0)]['2015-01'].sum()\n",
"\n",
"(Fibra_2018_01 - Fibra_2015_01) / Fibra_2015_01"
],
"execution_count": 58,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"2.883166399828793"
]
},
"metadata": {
"tags": []
},
"execution_count": 58
}
]
},
{
"metadata": {
"id": "2dfuemtsm8Oc",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"outputId": "9188038b-68e1-4e54-efe4-f6029524aeb4"
},
"cell_type": "code",
"source": [
"dados_Anatel[(dados_Anatel['Tecnologia'] == 'Fibra') & (dados_Anatel['2018-05'] > 0)]['2018-05'].sum()"
],
"execution_count": 59,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"3846719.0"
]
},
"metadata": {
"tags": []
},
"execution_count": 59
}
]
},
{
"metadata": {
"id": "hbO1DP8ja4cG",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 2899
},
"outputId": "1c79bd16-6a7d-4310-e40a-fe1f71b0b0a4"
},
"cell_type": "code",
"source": [
"#Série histórica de Spread Spectrum\n",
"\n",
"dados_Anatel[(dados_Anatel['Tecnologia'] == 'Spread Spectrum') & (dados_Anatel['2018-05'] > 0)].sum().to_frame()"
],
"execution_count": 60,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>0</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Grupo</th>\n",
" <td>OutrasOutrasOutrasOutrasOutrasOutrasOutrasOutr...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Tecnologia</th>\n",
" <td>Spread SpectrumSpread SpectrumSpread SpectrumS...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Município</th>\n",
" <td>ABADIA DE GOIÁSABADIA DOS DOURADOSABADIÂNIAABA...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>UF</th>\n",
" <td>GOMGGOPAMGCEBAPRBAMGPEMGCECERNPAPIRSCEACGOSPGO...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IDH</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Nível_do_IDH</th>\n",
" <td>BaixoBaixoBaixoBaixoBaixoBaixoBaixoBaixoBaixoB...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>População</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-03</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-06</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-09</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007-12</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2008-03</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2008-06</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2008-09</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2008-12</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-03</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-06</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-09</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009-12</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-03</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-06</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-09</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010-12</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-01</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-02</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-03</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-04</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-05</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-06</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-07</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-08</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-09</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-10</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-11</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011-12</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-02</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-03</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-04</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-05</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-06</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-07</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-08</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-09</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-10</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-09</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-10</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-11</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014-12</th>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-01</th>\n",
" <td>1.34891e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-02</th>\n",
" <td>1.40053e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-03</th>\n",
" <td>1.40527e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-04</th>\n",
" <td>1.4246e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-05</th>\n",
" <td>1.45712e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-06</th>\n",
" <td>1.4611e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-07</th>\n",
" <td>1.46585e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-08</th>\n",
" <td>1.51281e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-09</th>\n",
" <td>1.58124e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-10</th>\n",
" <td>1.60344e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-11</th>\n",
" <td>1.49709e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015-12</th>\n",
" <td>1.57591e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-01</th>\n",
" <td>1.51069e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-02</th>\n",
" <td>1.56113e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-03</th>\n",
" <td>1.59999e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-04</th>\n",
" <td>1.60972e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-05</th>\n",
" <td>1.64204e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-06</th>\n",
" <td>1.67223e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-07</th>\n",
" <td>1.72114e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-08</th>\n",
" <td>1.76519e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-09</th>\n",
" <td>1.75397e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-10</th>\n",
" <td>1.77369e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-11</th>\n",
" <td>1.77907e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-12</th>\n",
" <td>1.82143e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-01</th>\n",
" <td>1.79032e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-02</th>\n",
" <td>1.84110e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-03</th>\n",
" <td>2.02663e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-04</th>\n",
" <td>2.04049e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-05</th>\n",
" <td>1.96016e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-06</th>\n",
" <td>2.06912e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-07</th>\n",
" <td>2.13182e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-08</th>\n",
" <td>2.0838e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-09</th>\n",
" <td>2.1003e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-10</th>\n",
" <td>2.14453e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-11</th>\n",
" <td>2.15066e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-12</th>\n",
" <td>2.13178e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-01</th>\n",
" <td>2.3914e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-02</th>\n",
" <td>2.39404e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-03</th>\n",
" <td>2.40309e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-04</th>\n",
" <td>2.46326e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018-05</th>\n",
" <td>2.41703e+06</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>112 rows × 1 columns</p>\n",
"</div>"
],
"text/plain": [
" 0\n",
"Grupo OutrasOutrasOutrasOutrasOutrasOutrasOutrasOutr...\n",
"Tecnologia Spread SpectrumSpread SpectrumSpread SpectrumS...\n",
"Município ABADIA DE GOIÁSABADIA DOS DOURADOSABADIÂNIAABA...\n",
"UF GOMGGOPAMGCEBAPRBAMGPEMGCECERNPAPIRSCEACGOSPGO...\n",
"IDH 0\n",
"Nível_do_IDH BaixoBaixoBaixoBaixoBaixoBaixoBaixoBaixoBaixoB...\n",
"População 0\n",
"2007-03 0\n",
"2007-06 0\n",
"2007-09 0\n",
"2007-12 0\n",
"2008-03 0\n",
"2008-06 0\n",
"2008-09 0\n",
"2008-12 0\n",
"2009-03 0\n",
"2009-06 0\n",
"2009-09 0\n",
"2009-12 0\n",
"2010-03 0\n",
"2010-06 0\n",
"2010-09 0\n",
"2010-12 0\n",
"2011-01 0\n",
"2011-02 0\n",
"2011-03 0\n",
"2011-04 0\n",
"2011-05 0\n",
"2011-06 0\n",
"2011-07 0\n",
"2011-08 0\n",
"2011-09 0\n",
"2011-10 0\n",
"2011-11 0\n",
"2011-12 0\n",
"2012-01 0\n",
"2012-02 0\n",
"2012-03 0\n",
"2012-04 0\n",
"2012-05 0\n",
"2012-06 0\n",
"2012-07 0\n",
"2012-08 0\n",
"2012-09 0\n",
"2012-10 0\n",
"... ...\n",
"2014-09 0\n",
"2014-10 0\n",
"2014-11 0\n",
"2014-12 0\n",
"2015-01 1.34891e+06\n",
"2015-02 1.40053e+06\n",
"2015-03 1.40527e+06\n",
"2015-04 1.4246e+06\n",
"2015-05 1.45712e+06\n",
"2015-06 1.4611e+06\n",
"2015-07 1.46585e+06\n",
"2015-08 1.51281e+06\n",
"2015-09 1.58124e+06\n",
"2015-10 1.60344e+06\n",
"2015-11 1.49709e+06\n",
"2015-12 1.57591e+06\n",
"2016-01 1.51069e+06\n",
"2016-02 1.56113e+06\n",
"2016-03 1.59999e+06\n",
"2016-04 1.60972e+06\n",
"2016-05 1.64204e+06\n",
"2016-06 1.67223e+06\n",
"2016-07 1.72114e+06\n",
"2016-08 1.76519e+06\n",
"2016-09 1.75397e+06\n",
"2016-10 1.77369e+06\n",
"2016-11 1.77907e+06\n",
"2016-12 1.82143e+06\n",
"2017-01 1.79032e+06\n",
"2017-02 1.84110e+06\n",
"2017-03 2.02663e+06\n",
"2017-04 2.04049e+06\n",
"2017-05 1.96016e+06\n",
"2017-06 2.06912e+06\n",
"2017-07 2.13182e+06\n",
"2017-08 2.0838e+06\n",
"2017-09 2.1003e+06\n",
"2017-10 2.14453e+06\n",
"2017-11 2.15066e+06\n",
"2017-12 2.13178e+06\n",
"2018-01 2.3914e+06\n",
"2018-02 2.39404e+06\n",
"2018-03 2.40309e+06\n",
"2018-04 2.46326e+06\n",
"2018-05 2.41703e+06\n",
"\n",
"[112 rows x 1 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 60
}
]
},
{
"metadata": {
"id": "BZnzesfnZ_Cm",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 5789
},
"outputId": "70f66f9f-de2a-46bf-cb48-7942b9abaee2"
},
"cell_type": "code",
"source": [
"SCM_2015_2018[(SCM_2015_2018.Tecnologia == 'Spread Spectrum')].groupby('Autorizada').sum().sort_values(by=['2018-05'], ascending = False)"
],
"execution_count": 61,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<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>Cod_IBGE</th>\n",
" <th>2015-01</th>\n",
" <th>2015-02</th>\n",
" <th>2015-03</th>\n",
" <th>2015-04</th>\n",
" <th>2015-05</th>\n",
" <th>2015-06</th>\n",
" <th>2015-07</th>\n",
" <th>2015-08</th>\n",
" <th>2015-09</th>\n",
" <th>2015-10</th>\n",
" <th>2015-11</th>\n",
" <th>2015-12</th>\n",
" <th>2016-01</th>\n",
" <th>2016-02</th>\n",
" <th>2016-03</th>\n",
" <th>2016-04</th>\n",
" <th>2016-05</th>\n",
" <th>2016-06</th>\n",
" <th>2016-07</th>\n",
" <th>2016-08</th>\n",
" <th>2016-09</th>\n",
" <th>2016-10</th>\n",
" <th>2016-11</th>\n",
" <th>2016-12</th>\n",
" <th>2017-01</th>\n",
" <th>2017-02</th>\n",
" <th>2017-03</th>\n",
" <th>2017-04</th>\n",
" <th>2017-05</th>\n",
" <th>2017-06</th>\n",
" <th>2017-07</th>\n",
" <th>2017-08</th>\n",
" <th>2017-09</th>\n",
" <th>2017-10</th>\n",
" <th>2017-11</th>\n",
" <th>2017-12</th>\n",
" <th>2018-01</th>\n",
" <th>2018-02</th>\n",
" <th>2018-03</th>\n",
" <th>2018-04</th>\n",
" <th>2018-05</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Autorizada</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>UNIFIQUE TELECOMUNICACOES LTDA</th>\n",
" <td>1205478356</td>\n",
" <td>8420</td>\n",
" <td>9411</td>\n",
" <td>11016</td>\n",
" <td>10751</td>\n",
" <td>11090</td>\n",
" <td>11737</td>\n",
" <td>13428</td>\n",
" <td>13584</td>\n",
" <td>13979</td>\n",
" <td>14464</td>\n",
" <td>19932</td>\n",
" <td>23248</td>\n",
" <td>23750</td>\n",
" <td>25995</td>\n",
" <td>28049</td>\n",
" <td>29721</td>\n",
" <td>30736</td>\n",
" <td>30808</td>\n",
" <td>31887</td>\n",
" <td>32719</td>\n",
" <td>32452</td>\n",
" <td>33288</td>\n",
" <td>33700</td>\n",
" <td>34292</td>\n",
" <td>35004</td>\n",
" <td>35700</td>\n",
" <td>36676</td>\n",
" <td>37332</td>\n",
" <td>38556</td>\n",
" <td>40376</td>\n",
" <td>41572</td>\n",
" <td>44384</td>\n",
" <td>48412</td>\n",
" <td>43314</td>\n",
" <td>52714</td>\n",
" <td>91168</td>\n",
" <td>94915</td>\n",
" <td>102185</td>\n",
" <td>107821</td>\n",
" <td>113222</td>\n",
" <td>97551</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AMERICA NET LTDA</th>\n",
" <td>175368372</td>\n",
" <td>7771</td>\n",
" <td>3010</td>\n",
" <td>3771</td>\n",
" <td>4359</td>\n",
" <td>4887</td>\n",
" <td>3259</td>\n",
" <td>3949</td>\n",
" <td>3767</td>\n",
" <td>3933</td>\n",
" <td>4370</td>\n",
" <td>4535</td>\n",
" <td>4986</td>\n",
" <td>5026</td>\n",
" <td>5200</td>\n",
" <td>5400</td>\n",
" <td>5959</td>\n",
" <td>7164</td>\n",
" <td>11170</td>\n",
" <td>10435</td>\n",
" <td>12121</td>\n",
" <td>13880</td>\n",
" <td>15208</td>\n",
" <td>15368</td>\n",
" <td>15528</td>\n",
" <td>15528</td>\n",
" <td>16296</td>\n",
" <td>18648</td>\n",
" <td>16288</td>\n",
" <td>20000</td>\n",
" <td>16288</td>\n",
" <td>22336</td>\n",
" <td>0</td>\n",
" <td>21936</td>\n",
" <td>22608</td>\n",
" <td>23616</td>\n",
" <td>0</td>\n",
" <td>24320</td>\n",
" <td>24752</td>\n",
" <td>37728</td>\n",
" <td>30344</td>\n",
" <td>33261</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NETSTYLE COMERCIO DE EQUIPAMENTOS DE INFORMATICA LTDA - ME</th>\n",
" <td>200497749</td>\n",
" <td>5880</td>\n",
" <td>6135</td>\n",
" <td>8696</td>\n",
" <td>8268</td>\n",
" <td>8093</td>\n",
" <td>8610</td>\n",
" <td>8329</td>\n",
" <td>8453</td>\n",
" <td>8470</td>\n",
" <td>9056</td>\n",
" <td>10619</td>\n",
" <td>12745</td>\n",
" <td>13131</td>\n",
" <td>13434</td>\n",
" <td>14003</td>\n",
" <td>14592</td>\n",
" <td>14712</td>\n",
" <td>0</td>\n",
" <td>15970</td>\n",
" <td>16459</td>\n",
" <td>16774</td>\n",
" <td>17256</td>\n",
" <td>18012</td>\n",
" <td>18494</td>\n",
" <td>19132</td>\n",
" <td>19833</td>\n",
" <td>20399</td>\n",
" <td>20896</td>\n",
" <td>21882</td>\n",
" <td>22596</td>\n",
" <td>23494</td>\n",
" <td>24480</td>\n",
" <td>25237</td>\n",
" <td>26150</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>28471</td>\n",
" <td>29233</td>\n",
" <td>29902</td>\n",
" <td>31009</td>\n",
" <td>31653</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RBC - REDE BRASILEIRA DE COMUNICAÇÃO LTDA.</th>\n",
" <td>416334779</td>\n",
" <td>46075</td>\n",
" <td>47017</td>\n",
" <td>46651</td>\n",
" <td>46248</td>\n",
" <td>45635</td>\n",
" <td>45746</td>\n",
" <td>46815</td>\n",
" <td>46026</td>\n",
" <td>46249</td>\n",
" <td>46027</td>\n",
" <td>45531</td>\n",
" <td>46258</td>\n",
" <td>46635</td>\n",
" <td>46581</td>\n",
" <td>45082</td>\n",
" <td>44825</td>\n",
" <td>45110</td>\n",
" <td>44730</td>\n",
" <td>44786</td>\n",
" <td>44939</td>\n",
" <td>44693</td>\n",
" <td>44723</td>\n",
" <td>44179</td>\n",
" <td>43626</td>\n",
" <td>43560</td>\n",
" <td>42340</td>\n",
" <td>41724</td>\n",
" <td>39800</td>\n",
" <td>38291</td>\n",
" <td>36414</td>\n",
" <td>44786</td>\n",
" <td>34743</td>\n",
" <td>33864</td>\n",
" <td>32898</td>\n",
" <td>31925</td>\n",
" <td>30610</td>\n",
" <td>29448</td>\n",
" <td>28054</td>\n",
" <td>27561</td>\n",
" <td>26625</td>\n",
" <td>25524</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FIABLE COMUNICAÇÕES LTDA - EPP</th>\n",
" <td>41607978</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>2020</td>\n",
" <td>2081</td>\n",
" <td>2090</td>\n",
" <td>2249</td>\n",
" <td>2215</td>\n",
" <td>2116</td>\n",
" <td>2151</td>\n",
" <td>2067</td>\n",
" <td>0</td>\n",
" <td>2238</td>\n",
" <td>2089</td>\n",
" <td>2156</td>\n",
" <td>2196</td>\n",
" <td>2074</td>\n",
" <td>2147</td>\n",
" <td>2172</td>\n",
" <td>2148</td>\n",
" <td>2132</td>\n",
" <td>2124</td>\n",
" <td>2128</td>\n",
" <td>5884</td>\n",
" <td>6140</td>\n",
" <td>6848</td>\n",
" <td>6712</td>\n",
" <td>6704</td>\n",
" <td>7364</td>\n",
" <td>7716</td>\n",
" <td>10684</td>\n",
" <td>12424</td>\n",
" <td>14640</td>\n",
" <td>0</td>\n",
" <td>19108</td>\n",
" <td>20192</td>\n",
" <td>20928</td>\n",
" <td>22264</td>\n",
" <td>24992</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AVATO TECNOLOGIA LTDA</th>\n",
" <td>314069721</td>\n",
" <td>286</td>\n",
" <td>302</td>\n",
" <td>297</td>\n",
" <td>304</td>\n",
" <td>282</td>\n",
" <td>284</td>\n",
" <td>285</td>\n",
" <td>305</td>\n",
" <td>301</td>\n",
" <td>309</td>\n",
" <td>300</td>\n",
" <td>355</td>\n",
" <td>265</td>\n",
" <td>317</td>\n",
" <td>349</td>\n",
" <td>374</td>\n",
" <td>374</td>\n",
" <td>379</td>\n",
" <td>468</td>\n",
" <td>419</td>\n",
" <td>428</td>\n",
" <td>432</td>\n",
" <td>484</td>\n",
" <td>544</td>\n",
" <td>363</td>\n",
" <td>0</td>\n",
" <td>443</td>\n",
" <td>501</td>\n",
" <td>452</td>\n",
" <td>497</td>\n",
" <td>502</td>\n",
" <td>497</td>\n",
" <td>537</td>\n",
" <td>561</td>\n",
" <td>549</td>\n",
" <td>0</td>\n",
" <td>19735</td>\n",
" <td>21398</td>\n",
" <td>21188</td>\n",
" <td>25498</td>\n",
" <td>24842</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CONCOURSE TELECOMUNICACOES BRASIL LTDA.</th>\n",
" <td>3550308</td>\n",
" <td>16260</td>\n",
" <td>18433</td>\n",
" <td>17182</td>\n",
" <td>18028</td>\n",
" <td>20510</td>\n",
" <td>16158</td>\n",
" <td>19025</td>\n",
" <td>17938</td>\n",
" <td>16240</td>\n",
" <td>16851</td>\n",
" <td>14613</td>\n",
" <td>15790</td>\n",
" <td>17817</td>\n",
" <td>17080</td>\n",
" <td>16122</td>\n",
" <td>16347</td>\n",
" <td>15987</td>\n",
" <td>15446</td>\n",
" <td>18211</td>\n",
" <td>17397</td>\n",
" <td>20690</td>\n",
" <td>20909</td>\n",
" <td>21236</td>\n",
" <td>25669</td>\n",
" <td>24371</td>\n",
" <td>27526</td>\n",
" <td>23932</td>\n",
" <td>29832</td>\n",
" <td>24135</td>\n",
" <td>29307</td>\n",
" <td>27729</td>\n",
" <td>23569</td>\n",
" <td>25407</td>\n",
" <td>25483</td>\n",
" <td>25825</td>\n",
" <td>26209</td>\n",
" <td>19900</td>\n",
" <td>21535</td>\n",
" <td>20724</td>\n",
" <td>17062</td>\n",
" <td>23272</td>\n",
" </tr>\n",
" <tr>\n",
" <th>COMPANHIA ITABIRANA DE TELECOMUNICACOES LTDA</th>\n",
" <td>294632176</td>\n",
" <td>122</td>\n",
" <td>72</td>\n",
" <td>122</td>\n",
" <td>88</td>\n",
" <td>88</td>\n",
" <td>0</td>\n",
" <td>71</td>\n",
" <td>128</td>\n",
" <td>96</td>\n",
" <td>128</td>\n",
" <td>203</td>\n",
" <td>427</td>\n",
" <td>0</td>\n",
" <td>7535</td>\n",
" <td>8412</td>\n",
" <td>7779</td>\n",
" <td>7827</td>\n",
" <td>11183</td>\n",
" <td>26908</td>\n",
" <td>27154</td>\n",
" <td>27162</td>\n",
" <td>26391</td>\n",
" <td>26386</td>\n",
" <td>25961</td>\n",
" <td>24895</td>\n",
" <td>24657</td>\n",
" <td>24557</td>\n",
" <td>24542</td>\n",
" <td>24412</td>\n",
" <td>24243</td>\n",
" <td>23527</td>\n",
" <td>23537</td>\n",
" <td>26580</td>\n",
" <td>25737</td>\n",
" <td>25482</td>\n",
" <td>25106</td>\n",
" <td>23390</td>\n",
" <td>22712</td>\n",
" <td>21869</td>\n",
" <td>21846</td>\n",
" <td>20197</td>\n",
" </tr>\n",
" <tr>\n",
" <th>VOCE TELECOMUNICACOES LTDA</th>\n",
" <td>32008312</td>\n",
" <td>6834</td>\n",
" <td>19142</td>\n",
" <td>21833</td>\n",
" <td>22777</td>\n",
" <td>24189</td>\n",
" <td>24448</td>\n",
" <td>6834</td>\n",
" <td>28241</td>\n",
" <td>15122</td>\n",
" <td>36571</td>\n",
" <td>6834</td>\n",
" <td>31482</td>\n",
" <td>30179</td>\n",
" <td>31081</td>\n",
" <td>32369</td>\n",
" <td>33067</td>\n",
" <td>27101</td>\n",
" <td>23917</td>\n",
" <td>17930</td>\n",
" <td>25036</td>\n",
" <td>26880</td>\n",
" <td>28548</td>\n",
" <td>26113</td>\n",
" <td>28366</td>\n",
" <td>24514</td>\n",
" <td>23854</td>\n",
" <td>23840</td>\n",
" <td>23840</td>\n",
" <td>23641</td>\n",
" <td>23029</td>\n",
" <td>24101</td>\n",
" <td>22379</td>\n",
" <td>22118</td>\n",
" <td>20615</td>\n",
" <td>21625</td>\n",
" <td>20813</td>\n",
" <td>20399</td>\n",
" <td>20166</td>\n",
" <td>19727</td>\n",
" <td>19727</td>\n",
" <td>18839</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CILNET COMUNICACAO E INFORMATICA LTDA. EPP</th>\n",
" <td>98324211</td>\n",
" <td>795</td>\n",
" <td>809</td>\n",
" <td>1119</td>\n",
" <td>1067</td>\n",
" <td>1059</td>\n",
" <td>993</td>\n",
" <td>1016</td>\n",
" <td>1042</td>\n",
" <td>939</td>\n",
" <td>861</td>\n",
" <td>870</td>\n",
" <td>866</td>\n",
" <td>847</td>\n",
" <td>814</td>\n",
" <td>786</td>\n",
" <td>784</td>\n",
" <td>739</td>\n",
" <td>760</td>\n",
" <td>709</td>\n",
" <td>599</td>\n",
" <td>690</td>\n",
" <td>670</td>\n",
" <td>650</td>\n",
" <td>640</td>\n",
" <td>620</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4330</td>\n",
" <td>4240</td>\n",
" <td>4410</td>\n",
" <td>4960</td>\n",
" <td>0</td>\n",
" <td>8100</td>\n",
" <td>9680</td>\n",
" <td>11500</td>\n",
" <td>0</td>\n",
" <td>14060</td>\n",
" <td>14710</td>\n",
" <td>15360</td>\n",
" <td>16150</td>\n",
" <td>18500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CENTER PRESTADORA DE SERVICOS LTDA</th>\n",
" <td>211258289</td>\n",
" <td>3668</td>\n",
" <td>4686</td>\n",
" <td>5948</td>\n",
" <td>6917</td>\n",
" <td>7945</td>\n",
" <td>8165</td>\n",
" <td>9293</td>\n",
" <td>9888</td>\n",
" <td>8333</td>\n",
" <td>10828</td>\n",
" <td>12010</td>\n",
" <td>12177</td>\n",
" <td>12169</td>\n",
" <td>12123</td>\n",
" <td>12008</td>\n",
" <td>11897</td>\n",
" <td>11830</td>\n",
" <td>11755</td>\n",
" <td>11739</td>\n",
" <td>11810</td>\n",
" <td>11879</td>\n",
" <td>11908</td>\n",
" <td>11825</td>\n",
" <td>11884</td>\n",
" <td>12025</td>\n",
" <td>12125</td>\n",
" <td>12207</td>\n",
" <td>12306</td>\n",
" <td>12233</td>\n",
" <td>12312</td>\n",
" <td>12296</td>\n",
" <td>12307</td>\n",
" <td>12055</td>\n",
" <td>11888</td>\n",
" <td>11945</td>\n",
" <td>12085</td>\n",
" <td>12181</td>\n",
" <td>0</td>\n",
" <td>12894</td>\n",
" <td>15291</td>\n",
" <td>15066</td>\n",
" </tr>\n",
" <tr>\n",
" <th>R &amp; H COMÉRCIO DE INFORMÁTICA LTDA - ME</th>\n",
" <td>5502260</td>\n",
" <td>199</td>\n",
" <td>185</td>\n",
" <td>268</td>\n",
" <td>276</td>\n",
" <td>314</td>\n",
" <td>276</td>\n",
" <td>329</td>\n",
" <td>315</td>\n",
" <td>337</td>\n",
" <td>380</td>\n",
" <td>761</td>\n",
" <td>1203</td>\n",
" <td>1612</td>\n",
" <td>2040</td>\n",
" <td>2502</td>\n",
" <td>3023</td>\n",
" <td>3571</td>\n",
" <td>4181</td>\n",
" <td>4746</td>\n",
" <td>5388</td>\n",
" <td>5978</td>\n",
" <td>6526</td>\n",
" <td>7726</td>\n",
" <td>8183</td>\n",
" <td>8825</td>\n",
" <td>9254</td>\n",
" <td>9896</td>\n",
" <td>10318</td>\n",
" <td>10679</td>\n",
" <td>10987</td>\n",
" <td>11202</td>\n",
" <td>11635</td>\n",
" <td>11888</td>\n",
" <td>12246</td>\n",
" <td>12588</td>\n",
" <td>13805</td>\n",
" <td>14220</td>\n",
" <td>14220</td>\n",
" <td>14220</td>\n",
" <td>14220</td>\n",
" <td>14220</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KONNET TELECOMUNICAÇÕES EIRELI - EPP</th>\n",
" <td>12510804</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4446</td>\n",
" <td>4858</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5916</td>\n",
" <td>5988</td>\n",
" <td>6851</td>\n",
" <td>0</td>\n",
" <td>6871</td>\n",
" <td>7052</td>\n",
" <td>7798</td>\n",
" <td>7856</td>\n",
" <td>7709</td>\n",
" <td>7730</td>\n",
" <td>0</td>\n",
" <td>10012</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>13933</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BR LIVE TELECOMUNICACOES LTDA ME</th>\n",
" <td>12644415</td>\n",
" <td>4322</td>\n",
" <td>5354</td>\n",
" <td>4982</td>\n",
" <td>5546</td>\n",
" <td>4980</td>\n",
" <td>4865</td>\n",
" <td>4625</td>\n",
" <td>5004</td>\n",
" <td>4769</td>\n",
" <td>4801</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6771</td>\n",
" <td>7673</td>\n",
" <td>9071</td>\n",
" <td>10116</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>11448</td>\n",
" <td>10825</td>\n",
" <td>10951</td>\n",
" <td>11034</td>\n",
" <td>11071</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>11400</td>\n",
" <td>11246</td>\n",
" <td>11370</td>\n",
" <td>11509</td>\n",
" <td>11504</td>\n",
" <td>11749</td>\n",
" <td>12184</td>\n",
" <td>12648</td>\n",
" <td>12887</td>\n",
" <td>0</td>\n",
" <td>13408</td>\n",
" <td>13484</td>\n",
" <td>13666</td>\n",
" <td>13791</td>\n",
" <td>13899</td>\n",
" </tr>\n",
" <tr>\n",
" <th>INFOLINE COMUNICAÇÕES E INFORMAÇÕES ELETRONICAS LTDA</th>\n",
" <td>46985363</td>\n",
" <td>9004</td>\n",
" <td>9319</td>\n",
" <td>10934</td>\n",
" <td>8500</td>\n",
" <td>11409</td>\n",
" <td>14568</td>\n",
" <td>12637</td>\n",
" <td>13742</td>\n",
" <td>13795</td>\n",
" <td>17939</td>\n",
" <td>16924</td>\n",
" <td>18033</td>\n",
" <td>0</td>\n",
" <td>17199</td>\n",
" <td>17438</td>\n",
" <td>17411</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>14312</td>\n",
" <td>13592</td>\n",
" <td>13557</td>\n",
" </tr>\n",
" <tr>\n",
" <th>INB TELECOM EIRELI - EPP</th>\n",
" <td>12952824</td>\n",
" <td>1396</td>\n",
" <td>227</td>\n",
" <td>815</td>\n",
" <td>902</td>\n",
" <td>1073</td>\n",
" <td>1568</td>\n",
" <td>212</td>\n",
" <td>1151</td>\n",
" <td>173</td>\n",
" <td>949</td>\n",
" <td>1766</td>\n",
" <td>1887</td>\n",
" <td>1757</td>\n",
" <td>125</td>\n",
" <td>2043</td>\n",
" <td>2409</td>\n",
" <td>2198</td>\n",
" <td>180</td>\n",
" <td>2729</td>\n",
" <td>152</td>\n",
" <td>185</td>\n",
" <td>159</td>\n",
" <td>173</td>\n",
" <td>127</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>195</td>\n",
" <td>215</td>\n",
" <td>201</td>\n",
" <td>210</td>\n",
" <td>208</td>\n",
" <td>2956</td>\n",
" <td>3131</td>\n",
" <td>4364</td>\n",
" <td>8196</td>\n",
" <td>9345</td>\n",
" <td>11862</td>\n",
" <td>0</td>\n",
" <td>13294</td>\n",
" </tr>\n",
" <tr>\n",
" <th>COOPERATIVA REGIONAL DE DESENVOLVIMENTO TEUTONIA - CERTEL</th>\n",
" <td>90583897</td>\n",
" <td>12130</td>\n",
" <td>12163</td>\n",
" <td>12248</td>\n",
" <td>12373</td>\n",
" <td>12434</td>\n",
" <td>12447</td>\n",
" <td>12258</td>\n",
" <td>12608</td>\n",
" <td>12597</td>\n",
" <td>12664</td>\n",
" <td>12708</td>\n",
" <td>12766</td>\n",
" <td>12908</td>\n",
" <td>13061</td>\n",
" <td>13131</td>\n",
" <td>13002</td>\n",
" <td>13104</td>\n",
" <td>13013</td>\n",
" <td>12964</td>\n",
" <td>13071</td>\n",
" <td>13101</td>\n",
" <td>13091</td>\n",
" <td>13032</td>\n",
" <td>13012</td>\n",
" <td>12997</td>\n",
" <td>12985</td>\n",
" <td>12979</td>\n",
" <td>12999</td>\n",
" <td>12994</td>\n",
" <td>12861</td>\n",
" <td>12836</td>\n",
" <td>12836</td>\n",
" <td>12836</td>\n",
" <td>12836</td>\n",
" <td>12836</td>\n",
" <td>12836</td>\n",
" <td>12836</td>\n",
" <td>12836</td>\n",
" <td>12836</td>\n",
" <td>12836</td>\n",
" <td>12836</td>\n",
" </tr>\n",
" <tr>\n",
" <th>JC TELECOM SERVICOS DE TELECOMUNICACOES LTDA - EPP</th>\n",
" <td>19582077</td>\n",
" <td>6106</td>\n",
" <td>6023</td>\n",
" <td>6150</td>\n",
" <td>6210</td>\n",
" <td>5733</td>\n",
" <td>5720</td>\n",
" <td>5757</td>\n",
" <td>5713</td>\n",
" <td>5644</td>\n",
" <td>5623</td>\n",
" <td>5659</td>\n",
" <td>5928</td>\n",
" <td>6258</td>\n",
" <td>6439</td>\n",
" <td>6701</td>\n",
" <td>6870</td>\n",
" <td>6962</td>\n",
" <td>7141</td>\n",
" <td>7314</td>\n",
" <td>7509</td>\n",
" <td>7689</td>\n",
" <td>7792</td>\n",
" <td>7946</td>\n",
" <td>8049</td>\n",
" <td>8355</td>\n",
" <td>8552</td>\n",
" <td>8949</td>\n",
" <td>9192</td>\n",
" <td>9491</td>\n",
" <td>9565</td>\n",
" <td>9794</td>\n",
" <td>10124</td>\n",
" <td>10263</td>\n",
" <td>10488</td>\n",
" <td>10782</td>\n",
" <td>10851</td>\n",
" <td>11229</td>\n",
" <td>11327</td>\n",
" <td>11634</td>\n",
" <td>11907</td>\n",
" <td>12078</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BRISANET SERVICOS DE TELECOMUNICACOES LTDA</th>\n",
" <td>645496816</td>\n",
" <td>50397</td>\n",
" <td>56444</td>\n",
" <td>47977</td>\n",
" <td>48757</td>\n",
" <td>49244</td>\n",
" <td>48260</td>\n",
" <td>49320</td>\n",
" <td>48237</td>\n",
" <td>48260</td>\n",
" <td>48742</td>\n",
" <td>49720</td>\n",
" <td>49820</td>\n",
" <td>49820</td>\n",
" <td>49820</td>\n",
" <td>49820</td>\n",
" <td>49920</td>\n",
" <td>49920</td>\n",
" <td>49920</td>\n",
" <td>49920</td>\n",
" <td>49920</td>\n",
" <td>49920</td>\n",
" <td>49920</td>\n",
" <td>49970</td>\n",
" <td>49970</td>\n",
" <td>49969</td>\n",
" <td>49971</td>\n",
" <td>49969</td>\n",
" <td>49969</td>\n",
" <td>12790</td>\n",
" <td>12654</td>\n",
" <td>12582</td>\n",
" <td>12523</td>\n",
" <td>12570</td>\n",
" <td>12142</td>\n",
" <td>11570</td>\n",
" <td>11554</td>\n",
" <td>12096</td>\n",
" <td>11995</td>\n",
" <td>11991</td>\n",
" <td>11991</td>\n",
" <td>11991</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PROVEDOR REDESUL LTDA</th>\n",
" <td>168112647</td>\n",
" <td>415</td>\n",
" <td>371</td>\n",
" <td>369</td>\n",
" <td>388</td>\n",
" <td>405</td>\n",
" <td>472</td>\n",
" <td>397</td>\n",
" <td>423</td>\n",
" <td>424</td>\n",
" <td>432</td>\n",
" <td>420</td>\n",
" <td>416</td>\n",
" <td>443</td>\n",
" <td>436</td>\n",
" <td>0</td>\n",
" <td>501</td>\n",
" <td>535</td>\n",
" <td>523</td>\n",
" <td>546</td>\n",
" <td>544</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4528</td>\n",
" <td>5565</td>\n",
" <td>6306</td>\n",
" <td>6568</td>\n",
" <td>6952</td>\n",
" <td>7241</td>\n",
" <td>7457</td>\n",
" <td>7713</td>\n",
" <td>7897</td>\n",
" <td>0</td>\n",
" <td>8569</td>\n",
" <td>8895</td>\n",
" <td>10151</td>\n",
" <td>10362</td>\n",
" <td>11490</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HOLÍSTICA - PROVEDOR INTERNET LTDA</th>\n",
" <td>90508743</td>\n",
" <td>5944</td>\n",
" <td>5986</td>\n",
" <td>5986</td>\n",
" <td>5986</td>\n",
" <td>5986</td>\n",
" <td>6074</td>\n",
" <td>5685</td>\n",
" <td>6353</td>\n",
" <td>6457</td>\n",
" <td>6667</td>\n",
" <td>6727</td>\n",
" <td>6805</td>\n",
" <td>6918</td>\n",
" <td>6975</td>\n",
" <td>6975</td>\n",
" <td>7875</td>\n",
" <td>7871</td>\n",
" <td>8558</td>\n",
" <td>8960</td>\n",
" <td>9196</td>\n",
" <td>9216</td>\n",
" <td>9371</td>\n",
" <td>9721</td>\n",
" <td>8984</td>\n",
" <td>9599</td>\n",
" <td>10192</td>\n",
" <td>10483</td>\n",
" <td>10533</td>\n",
" <td>10508</td>\n
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment