Antes de começar

Acesse o link abaixo e deixe o seu email para envio do material.

https://tinyurl.com/este-2019

Quem sou eu?

Professor de graduação e pós-graduação da EA e pesquisador acadêmico.

Interesses

Mercados e dados financeiros, cientometria, programação em R

Contato

marceloperlin@gmail.com

Página pessoal com código/artigos/blog

https://www.msperlin.com/

Livro padfeR

Disponível na Amazon. Versão online e gratuita (até cap 6) no site.

Sobre o Tutorial

Tutorial prático sobre a importação de dados de séries econômicas e financeiras com a plataforma R.

• Importação de dados via pacote (online)

• Inspecionamento e visualização gráfica dos dados importados

• Exportação de dados para formatos populares (csv/xlsx/ods)

Um exemplo do ciclo de pesquisa será dado no final do tutorial.

O que é o R

Definição

O R é uma linguagem de programação voltada para a resolução de problemas estatísticos e para a visualização gráfica de dados.

Autores

Ross Ihaka e Robert Gentleman (The University of Auckland)

Funcionalidade

R é sinônimo de programação voltada à análise de dados

Custo

o R é totalmente livre e disponível em vários sistemas operacionais.

Por que Escolher o R

• R é uma plataforma madura, estável, continuamente suportada e intensamente utilizada na indústria.

• Aprender a linguagem do R é fácil.

• A interface do R e RStudio torna o uso da ferramenta bastante produtivo.

• Os pacotes do R permitem as mais diversas funcionalidades.

• O R tem compatibilidade com diferentes linguagens e sistemas operacionais.

• O R é totalmente gratuito!

Introdução

Por que baixar dados diretos na sessão do R?

• Eficiência na administração de dados no ciclo da pesquisa: dados brutos -> limpeza -> teste de hipóteses -> relatório;
• Confiabilidade: muitos dados financeiros são coletados “direto da fonte”;
• Reproducibilidade da pesquisa: qualquer um que rodar o código terá sempre os mesmos dados

Panorama

BatchGetSymbols

Dados de preços diários de ações direto do Yahoo finance.

GetBCBData

Dados do sistema SGS do banco central brasileiro. Diversas séries econômicas regionais e nacionais.

GetHFData

Dados de transações e ordens financeiras nos mercados da B3 (ações e derivativos).

GetDFPData

Dados dos sistema DFP, FRE e FCA da B3. Demostrativos financeiros anuais e outras informações.

GetTDData

Dados do Tesouro Direto (títulos públicos). Preços e yields de contratos de dívida soberana.

Pacote BatchGetSymbols

Descrição

Obtenção de dados diários de preços e volume negociados para ações em larga escala

Fonte

Yahoo Finance

Benefícios

• Limpeza e organização;
• Controle de erros de importação;
• Comparação de datas a um benchmark;
• Uso de sistema local de cache (pedidos repetidos de dados são importados localmente);
• Computação paralela: Usuários podem usar todos os núcleos (processadores) para pedir dados;
• Acesso a tickers em índices de mercado;
• Flexibilidade de formato de saída: longo (empilhado) ou wide (indexado por colunas);

Exemplo 1: EGIE3

library(BatchGetSymbols)
library(tidyverse)

ticker <- 'EGIE3.SA'
first.date <- Sys.Date() - 365
last.date <- Sys.Date()


l_out <- BatchGetSymbols(tickers = ticker, 
                         first.date = first.date, 
                         last.date = last.date)

glimpse(l_out)

## List of 2
##  $ df.control:Classes 'tbl_df', 'tbl' and 'data.frame':  1 obs. of  6 variables:
##   ..$ ticker              : chr "EGIE3.SA"
##   ..$ src                 : chr "yahoo"
##   ..$ download.status     : chr "OK"
##   ..$ total.obs           : int 245
##   ..$ perc.benchmark.dates: num 0.948
##   ..$ threshold.decision  : chr "KEEP"
##  $ df.tickers:'data.frame':  245 obs. of  10 variables:
##   ..$ price.open         : num [1:245] 29.2 29.7 29.1 29.3 29.8 ...
##   ..$ price.high         : num [1:245] 30.1 29.8 29.4 29.8 29.9 ...
##   ..$ price.low          : num [1:245] 29.2 29 29 29.1 29.4 ...
##   ..$ price.close        : num [1:245] 29.6 29.1 29.1 29.6 29.5 ...
##   ..$ volume             : num [1:245] 1489750 1326500 678500 1056000 743125 ...
##   ..$ price.adjusted     : num [1:245] 27.9 27.4 27.3 27.8 27.8 ...
##   ..$ ref.date           : Date[1:245], format: "2018-09-03" ...
##   ..$ ticker             : chr [1:245] "EGIE3.SA" "EGIE3.SA" "EGIE3.SA" "EGIE3.SA" ...
##   ..$ ret.adjusted.prices: num [1:245] NA -0.017279 -0.001648 0.017061 -0.000812 ...
##   ..$ ret.closing.prices : num [1:245] NA -0.017279 -0.001648 0.017061 -0.000812 ...

glimpse(l_out$df.tickers)

## Observations: 245
## Variables: 10
## $ price.open          <dbl> 29.240, 29.656, 29.112, 29.328, 29.824, 29.2…
## $ price.high          <dbl> 30.064, 29.784, 29.368, 29.824, 29.904, 29.4…
## $ price.low           <dbl> 29.240, 29.024, 29.008, 29.136, 29.360, 29.0…
## $ price.close         <dbl> 29.632, 29.120, 29.072, 29.568, 29.544, 29.2…
## $ volume              <dbl> 1489750, 1326500, 678500, 1056000, 743125, 7…
## $ price.adjusted      <dbl> 27.86162, 27.38021, 27.33507, 27.80144, 27.7…
## $ ref.date            <date> 2018-09-03, 2018-09-04, 2018-09-05, 2018-09…
## $ ticker              <chr> "EGIE3.SA", "EGIE3.SA", "EGIE3.SA", "EGIE3.S…
## $ ret.adjusted.prices <dbl> NA, -0.0172786448, -0.0016483440, 0.01706115…
## $ ret.closing.prices  <dbl> NA, -0.0172785840, -0.0016483516, 0.01706108…

df.prices <- l_out$df.tickers

p <- ggplot(df.prices, aes(x = ref.date, y = price.close)) + 
  geom_line() +
  labs(title = paste0('Preços de ', ticker),
       x = 'Data',
       y = 'Preços')

print(p)

Exemplo 2: Composição do Ibovespa

df.ibov <- GetIbovStocks()
tickers <- paste0(df.ibov$tickers, '.SA')

future::plan(future::multisession, 
             workers = floor(parallel::detectCores()/2))

l_out <- BatchGetSymbols(tickers = tickers, 
                         first.date = first.date, 
                         last.date = last.date, 
                         do.parallel = TRUE
                          )

## 
 Progress: ──────────────────────────────────────────────────────────────────────────────────────                            100%
 Progress: ───────────────────────────────────────────────────────────────────────────────────────────                       100%
 Progress: ──────────────────────────────────────────────────────────────────────────────────────────────────                100%
 Progress: ──────────────────────────────────────────────────────────────────────────────────────────────────                100%
 Progress: ───────────────────────────────────────────────────────────────────────────────────────────────────────────────   100%
 Progress: ───────────────────────────────────────────────────────────────────────────────────────────────────────────────── 100%

glimpse(l_out$df.tickers)

## Observations: 15,435
## Variables: 10
## $ price.open          <dbl> 18.90, 18.64, 18.01, 18.25, 18.32, 18.15, 18…
## $ price.high          <dbl> 18.92, 18.65, 18.35, 18.47, 18.45, 18.24, 18…
## $ price.low           <dbl> 18.54, 18.01, 18.00, 17.98, 18.19, 17.89, 18…
## $ price.close         <dbl> 18.63, 18.01, 18.14, 18.32, 18.29, 18.19, 18…
## $ volume              <dbl> 4966100, 19372200, 15790000, 16262200, 11868…
## $ price.adjusted      <dbl> 18.25458, 17.64708, 17.77446, 17.95083, 17.9…
## $ ref.date            <date> 2018-09-03, 2018-09-04, 2018-09-05, 2018-09…
## $ ticker              <chr> "ABEV3.SA", "ABEV3.SA", "ABEV3.SA", "ABEV3.S…
## $ ret.adjusted.prices <dbl> NA, -0.0332795879, 0.0072181922, 0.009922778…
## $ ret.closing.prices  <dbl> NA, -0.0332796046, 0.0072181566, 0.009922878…

Pacote GetBCBData

Descrição

Acessa dados econômicos do SGS/BCB (Banco Central Brasileiro) de forma eficiente

Fonte

API oficial do Sistema de Séries temporais do Banco Central

Benefícios

• Uso de um sistema de cache local para acelerar solicitações repetidas de dados;
• Computação paralela: usuários podem utilizar todos os núcleos da máquina ao buscar um grande lote de séries temporais;
• Escolha do formato da saída: longo (orientado a linhas, dados empilhados) ou amplo (orientado a colunas)
• Tratamento interno de erros. Mesmo que a série solicitada não exista, a função ainda retornará todos os resultados.

Exemplo 1: Taxa Selic

library(GetBCBData)
library(tidyverse)

my_id <- c('Taxa SELIC' = 11)
first_date <- '1990-01-01'
last_date <- Sys.Date()

df_bcb <- gbcbd_get_series(my_id,
                           first.date = first_date, 
                           last.date = last_date)

glimpse(df_bcb)

## Observations: 7,439
## Variables: 4
## $ ref.date    <date> 1989-12-29, 1990-01-02, 1990-01-03, 1990-01-04, 199…
## $ value       <dbl> 2.793452, 2.679178, 2.677644, 2.272630, 2.275452, 2.…
## $ id.num      <dbl> 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, …
## $ series.name <chr> "Taxa SELIC", "Taxa SELIC", "Taxa SELIC", "Taxa SELI…

summary(df_bcb)

##     ref.date              value             id.num   series.name       
##  Min.   :1989-12-29   Min.   :0.00000   Min.   :11   Length:7439       
##  1st Qu.:1997-06-17   1st Qu.:0.04203   1st Qu.:11   Class :character  
##  Median :2004-11-09   Median :0.06045   Median :11   Mode  :character  
##  Mean   :2004-11-07   Mean   :0.22953   Mean   :11                     
##  3rd Qu.:2012-04-04   3rd Qu.:0.09610   3rd Qu.:11                     
##  Max.   :2019-09-02   Max.   :3.62600   Max.   :11

p <- ggplot(df_bcb, aes(x = ref.date, y = value)) +   
  geom_line() + 
  labs(x = '', y = 'Taxa Selic') + 
  scale_y_continuous(labels = scales::percent)
p

Exemplo 2: SELIC e CDI

library(GetBCBData)
library(tidyverse)

my_id <- c('Taxa SELIC' = 11,
           'CDI' = 12)

first_date <- '2000-01-01'
last_date <- Sys.Date()

df_bcb <- gbcbd_get_series(my_id, 
                           first.date = first_date, 
                           last.date = last_date)

glimpse(df_bcb)

## Observations: 9,881
## Variables: 4
## $ ref.date    <date> 1999-12-31, 2000-01-03, 2000-01-04, 2000-01-05, 200…
## $ value       <dbl> 0.069186, 0.069186, 0.069186, 0.069220, 0.069286, 0.…
## $ id.num      <dbl> 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, 11, …
## $ series.name <chr> "Taxa SELIC", "Taxa SELIC", "Taxa SELIC", "Taxa SELI…

summary(df_bcb)

##     ref.date              value             id.num     series.name       
##  Min.   :1999-12-31   Min.   :0.02275   Min.   :11.0   Length:9881       
##  1st Qu.:2004-11-30   1st Qu.:0.03747   1st Qu.:11.0   Class :character  
##  Median :2009-10-30   Median :0.04714   Median :11.0   Mode  :character  
##  Mean   :2009-10-30   Mean   :0.04884   Mean   :11.5                     
##  3rd Qu.:2014-09-29   3rd Qu.:0.06032   3rd Qu.:12.0                     
##  Max.   :2019-09-02   Max.   :0.09285   Max.   :12.0

p <- ggplot(df_bcb, aes(x = ref.date, y = value)) +   
  geom_line() + facet_wrap(~series.name) + 
  scale_y_continuous(labels = scales::percent) 
  
p

Pacote GetTDData

Descrição

Importa dados de preços e yields (retornos) de títulos públicos negociados no Tesouro Direto

Fonte

Site do Tesouro Direto

Benefícios: - Baixa, agrega e organiza dados das planilhas

Exemplo 1: LTN

library(GetTDData)
library(tidyverse)

asset_codes <- 'LTN'   # LFT, LTN, NTN-C, NTN-B, NTN-B Principal, NTN-F 
maturity <- '010120'  # Maturity date as string (ddmmyy)

my_flag <- download.TD.data(asset.codes = asset_codes)

## 
## Downloading html page (attempt = 1|10)
## Downloading file TD Files/LTN_2019.xls (1-18) Downloading...
## Downloading file TD Files/LTN_2018.xls (2-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2017.xls (3-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2016.xls (4-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2015.xls (5-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2014.xls (6-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2013.xls (7-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2012.xls (8-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2011.xls (9-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2010.xls (10-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2009.xls (11-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2008.xls (12-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2007.xls (13-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2006.xls (14-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2005.xls (15-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2004.xls (16-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2003.xls (17-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2002.xls (18-18) Found file in folder, skipping it.

df_TD <- read.TD.files(asset.codes = asset_codes, maturity = maturity)

## 
## Reading xls data and saving to data.frame
##  Reading File = TD Files/LTN_2002.xls
##     Cant find maturities in file  TD Files/LTN_2002.xls
##  Reading File = TD Files/LTN_2003.xls
##     Cant find maturities in file  TD Files/LTN_2003.xls
##  Reading File = TD Files/LTN_2004.xls
##     Cant find maturities in file  TD Files/LTN_2004.xls
##  Reading File = TD Files/LTN_2005.xls
##     Cant find maturities in file  TD Files/LTN_2005.xls
##  Reading File = TD Files/LTN_2006.xls
##     Cant find maturities in file  TD Files/LTN_2006.xls
##  Reading File = TD Files/LTN_2007.xls
##     Cant find maturities in file  TD Files/LTN_2007.xls
##  Reading File = TD Files/LTN_2008.xls
##     Cant find maturities in file  TD Files/LTN_2008.xls
##  Reading File = TD Files/LTN_2009.xls
##     Cant find maturities in file  TD Files/LTN_2009.xls
##  Reading File = TD Files/LTN_2010.xls
##     Cant find maturities in file  TD Files/LTN_2010.xls
##  Reading File = TD Files/LTN_2011.xls
##     Cant find maturities in file  TD Files/LTN_2011.xls
##  Reading File = TD Files/LTN_2012.xls
##     Cant find maturities in file  TD Files/LTN_2012.xls
##  Reading File = TD Files/LTN_2013.xls
##     Cant find maturities in file  TD Files/LTN_2013.xls
##  Reading File = TD Files/LTN_2014.xls
##     Cant find maturities in file  TD Files/LTN_2014.xls
##  Reading File = TD Files/LTN_2015.xls
##     Cant find maturities in file  TD Files/LTN_2015.xls
##  Reading File = TD Files/LTN_2016.xls
##     Cant find maturities in file  TD Files/LTN_2016.xls
##  Reading File = TD Files/LTN_2017.xls
##     Reading Sheet LTN 010120
##  Reading File = TD Files/LTN_2018.xls
##     Reading Sheet LTN 010120
##  Reading File = TD Files/LTN_2019.xls
##     Reading Sheet LTN 010120

glimpse(df_TD)

## Observations: 635
## Variables: 5
## $ ref.date   <date> 2017-02-08, 2017-02-09, 2017-02-10, 2017-02-13, 2017…
## $ yield.bid  <dbl> 0.1019, 0.1019, 0.1014, 0.1011, 0.1009, 0.1011, 0.101…
## $ price.bid  <dbl> 756.70, 756.99, 758.27, 759.15, 759.83, 759.73, 759.6…
## $ asset.code <chr> "LTN 010120", "LTN 010120", "LTN 010120", "LTN 010120…
## $ matur.date <date> 2020-01-01, 2020-01-01, 2020-01-01, 2020-01-01, 2020…

p <- ggplot(data = df_TD, 
            aes(x = as.Date(ref.date), y = price.bid, color = asset.code)) + 
  geom_line() + scale_x_date() + labs(title = '', x = 'Dates', y = 'Prices' )

print(p)

p <- ggplot(data = df_TD, aes(x = as.Date(ref.date), y = yield.bid, color = asset.code)) + 
  geom_line() + 
  scale_x_date() + 
  labs(title = '', x = 'Dates', y = 'Yields' ) + 
  scale_y_continuous(labels = scales::percent)

print(p)

Exemplo 2: Diversas LTNs

library(GetTDData)
library(tidyverse)

asset_codes <- 'LTN'   # Identifier of assets 
maturity <- NULL  # Maturity date as string (ddmmyy)

my_flag <- download.TD.data(asset.codes = asset_codes)

## 
## Downloading html page (attempt = 1|10)
## Downloading file TD Files/LTN_2019.xls (1-18) Downloading...
## Downloading file TD Files/LTN_2018.xls (2-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2017.xls (3-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2016.xls (4-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2015.xls (5-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2014.xls (6-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2013.xls (7-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2012.xls (8-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2011.xls (9-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2010.xls (10-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2009.xls (11-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2008.xls (12-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2007.xls (13-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2006.xls (14-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2005.xls (15-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2004.xls (16-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2003.xls (17-18) Found file in folder, skipping it.
## Downloading file TD Files/LTN_2002.xls (18-18) Found file in folder, skipping it.

df_TD <- read.TD.files(asset.codes = asset_codes, maturity = maturity)

## 
## Reading xls data and saving to data.frame
##  Reading File = TD Files/LTN_2002.xls
##     Reading Sheet LTN 070104
##  Reading File = TD Files/LTN_2003.xls
##     Reading Sheet LTN 011003
##     Reading Sheet LTN 070104
##     Reading Sheet LTN 010404
##     Reading Sheet LTN 010704
##     Reading Sheet LTN 011004
##     Reading Sheet LTN 040105
##     Reading Sheet LTN 010705
##  Reading File = TD Files/LTN_2004.xls
##     Reading Sheet LTN 070104
##     Reading Sheet LTN 010404
##     Reading Sheet LTN 010704
##     Reading Sheet LTN 011004
##     Reading Sheet LTN 040105
##     Reading Sheet LTN 010405
##     Reading Sheet LTN 010705
##     Reading Sheet LTN 011005
##     Reading Sheet LTN 010106
##     Reading Sheet LTN 010706
##  Reading File = TD Files/LTN_2005.xls
##     Reading Sheet LTN 040105
##     Reading Sheet LTN 010405
##     Reading Sheet LTN 010705
##     Reading Sheet LTN 011005
##     Reading Sheet LTN 010106
##     Reading Sheet LTN 010406
##     Reading Sheet LTN 010706
##     Reading Sheet LTN 011006
##     Reading Sheet LTN 010107
##     Reading Sheet LTN 010407
##     Reading Sheet LTN 010707
##     Reading Sheet LTN 010108
##     Reading Sheet LTN 010708
##  Reading File = TD Files/LTN_2006.xls
##     Reading Sheet LTN 010406
##     Reading Sheet LTN 010706
##     Reading Sheet LTN 011006
##     Reading Sheet LTN 010107
##     Reading Sheet LTN 010407
##     Reading Sheet LTN 010707
##     Reading Sheet LTN 011007
##     Reading Sheet LTN 010108
##     Reading Sheet LTN 010408
##     Reading Sheet LTN 010708
##     Reading Sheet LTN 010109
##  Reading File = TD Files/LTN_2007.xls
##     Reading Sheet LTN 010407
##     Reading Sheet LTN 010707
##     Reading Sheet LTN 011007
##     Reading Sheet LTN 010108
##     Reading Sheet LTN 010408
##     Reading Sheet LTN 010708
##     Reading Sheet LTN 011008
##     Reading Sheet LTN 010109
##     Reading Sheet LTN 010709
##     Reading Sheet LTN 011009
##     Reading Sheet LTN 010110
##  Reading File = TD Files/LTN_2008.xls

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A3 / R3C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A4 / R4C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A5 / R5C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A6 / R6C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A7 / R7C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A8 / R8C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A9 / R9C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A10 / R10C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A11 / R11C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A12 / R12C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A13 / R13C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A14 / R14C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A15 / R15C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A16 / R16C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A17 / R17C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A18 / R18C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A19 / R19C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A20 / R20C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A21 / R21C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A22 / R22C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A23 / R23C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A24 / R24C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A25 / R25C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A26 / R26C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A27 / R27C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A28 / R28C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A29 / R29C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A30 / R30C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A31 / R31C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A32 / R32C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A33 / R33C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A34 / R34C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A35 / R35C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A36 / R36C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A37 / R37C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A38 / R38C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A39 / R39C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A40 / R40C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A41 / R41C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A42 / R42C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A43 / R43C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A44 / R44C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A45 / R45C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A46 / R46C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A47 / R47C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A48 / R48C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A49 / R49C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A50 / R50C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A51 / R51C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A52 / R52C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A53 / R53C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A54 / R54C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A55 / R55C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A56 / R56C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A57 / R57C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A58 / R58C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A59 / R59C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A60 / R60C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A61 / R61C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A62 / R62C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A63 / R63C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A64 / R64C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A65 / R65C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A66 / R66C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A67 / R67C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A68 / R68C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A69 / R69C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A70 / R70C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A71 / R71C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A72 / R72C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A73 / R73C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A74 / R74C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A75 / R75C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A76 / R76C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A77 / R77C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A78 / R78C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A79 / R79C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A80 / R80C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A81 / R81C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A82 / R82C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A83 / R83C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A84 / R84C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A85 / R85C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A86 / R86C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A87 / R87C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A88 / R88C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A89 / R89C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A90 / R90C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A91 / R91C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A92 / R92C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A93 / R93C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A94 / R94C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A95 / R95C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A96 / R96C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A97 / R97C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A98 / R98C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A99 / R99C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A100 / R100C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A101 / R101C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A102 / R102C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A103 / R103C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A104 / R104C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A105 / R105C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A106 / R106C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A107 / R107C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A108 / R108C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A109 / R109C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A110 / R110C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A111 / R111C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A112 / R112C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A113 / R113C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A114 / R114C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A115 / R115C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A116 / R116C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A117 / R117C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A118 / R118C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A119 / R119C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A120 / R120C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A121 / R121C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A122 / R122C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A123 / R123C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A124 / R124C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A125 / R125C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A126 / R126C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A127 / R127C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A128 / R128C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A129 / R129C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A130 / R130C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A131 / R131C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A132 / R132C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A133 / R133C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A134 / R134C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A135 / R135C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A136 / R136C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A137 / R137C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A138 / R138C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A139 / R139C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A140 / R140C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A141 / R141C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A142 / R142C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A143 / R143C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A144 / R144C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A145 / R145C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A146 / R146C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A147 / R147C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A148 / R148C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A149 / R149C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A150 / R150C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A151 / R151C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A152 / R152C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A153 / R153C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A154 / R154C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A155 / R155C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A156 / R156C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A157 / R157C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A158 / R158C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A159 / R159C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A160 / R160C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A161 / R161C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A162 / R162C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A163 / R163C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A164 / R164C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A165 / R165C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A166 / R166C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A167 / R167C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A168 / R168C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A169 / R169C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A170 / R170C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A171 / R171C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A172 / R172C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A173 / R173C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A174 / R174C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A175 / R175C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A176 / R176C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A177 / R177C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A178 / R178C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A179 / R179C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A180 / R180C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A181 / R181C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A182 / R182C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A183 / R183C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A184 / R184C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A185 / R185C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A186 / R186C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A187 / R187C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A188 / R188C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A189 / R189C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A190 / R190C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A191 / R191C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A192 / R192C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A193 / R193C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A194 / R194C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A195 / R195C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A196 / R196C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A197 / R197C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A198 / R198C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A199 / R199C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A200 / R200C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A201 / R201C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A202 / R202C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A203 / R203C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A204 / R204C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A205 / R205C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A206 / R206C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A207 / R207C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A208 / R208C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A209 / R209C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A210 / R210C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A211 / R211C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A212 / R212C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A213 / R213C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A214 / R214C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A215 / R215C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A216 / R216C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A217 / R217C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A218 / R218C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A219 / R219C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A220 / R220C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A221 / R221C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A222 / R222C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A223 / R223C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A224 / R224C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A225 / R225C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A226 / R226C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A227 / R227C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A228 / R228C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A229 / R229C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A230 / R230C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A231 / R231C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A232 / R232C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A233 / R233C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A234 / R234C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A235 / R235C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A236 / R236C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A237 / R237C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A238 / R238C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A239 / R239C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A240 / R240C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A241 / R241C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A242 / R242C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A243 / R243C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A244 / R244C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A245 / R245C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A246 / R246C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A247 / R247C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A248 / R248C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A249 / R249C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A250 / R250C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A251 / R251C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A252 / R252C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A253 / R253C1: got a date

##     Reading Sheet LTN 010408

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A3 / R3C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A4 / R4C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A5 / R5C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A6 / R6C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A7 / R7C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A8 / R8C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A9 / R9C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A10 / R10C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A11 / R11C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A12 / R12C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A13 / R13C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A14 / R14C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A15 / R15C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A16 / R16C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A17 / R17C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A18 / R18C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A19 / R19C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A20 / R20C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A21 / R21C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A22 / R22C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A23 / R23C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A24 / R24C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A25 / R25C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A26 / R26C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A27 / R27C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A28 / R28C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A29 / R29C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A30 / R30C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A31 / R31C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A32 / R32C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A33 / R33C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A34 / R34C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A35 / R35C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A36 / R36C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A37 / R37C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A38 / R38C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A39 / R39C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A40 / R40C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A41 / R41C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A42 / R42C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A43 / R43C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A44 / R44C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A45 / R45C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A46 / R46C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A47 / R47C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A48 / R48C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A49 / R49C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A50 / R50C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A51 / R51C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A52 / R52C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A53 / R53C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A54 / R54C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A55 / R55C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A56 / R56C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A57 / R57C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A58 / R58C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A59 / R59C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A60 / R60C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A61 / R61C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A62 / R62C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A63 / R63C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A64 / R64C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A65 / R65C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A66 / R66C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A67 / R67C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A68 / R68C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A69 / R69C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A70 / R70C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A71 / R71C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A72 / R72C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A73 / R73C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A74 / R74C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A75 / R75C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A76 / R76C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A77 / R77C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A78 / R78C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A79 / R79C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A80 / R80C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A81 / R81C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A82 / R82C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A83 / R83C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A84 / R84C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A85 / R85C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A86 / R86C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A87 / R87C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A88 / R88C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A89 / R89C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A90 / R90C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A91 / R91C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A92 / R92C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A93 / R93C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A94 / R94C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A95 / R95C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A96 / R96C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A97 / R97C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A98 / R98C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A99 / R99C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A100 / R100C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A101 / R101C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A102 / R102C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A103 / R103C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A104 / R104C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A105 / R105C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A106 / R106C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A107 / R107C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A108 / R108C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A109 / R109C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A110 / R110C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A111 / R111C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A112 / R112C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A113 / R113C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A114 / R114C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A115 / R115C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A116 / R116C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A117 / R117C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A118 / R118C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A119 / R119C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A120 / R120C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A121 / R121C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A122 / R122C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A123 / R123C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A124 / R124C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A125 / R125C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A126 / R126C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A127 / R127C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A128 / R128C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A129 / R129C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A130 / R130C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A131 / R131C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A132 / R132C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A133 / R133C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A134 / R134C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A135 / R135C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A136 / R136C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A137 / R137C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A138 / R138C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A139 / R139C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A140 / R140C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A141 / R141C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A142 / R142C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A143 / R143C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A144 / R144C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A145 / R145C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A146 / R146C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A147 / R147C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A148 / R148C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A149 / R149C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A150 / R150C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A151 / R151C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A152 / R152C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A153 / R153C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A154 / R154C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A155 / R155C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A156 / R156C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A157 / R157C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A158 / R158C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A159 / R159C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A160 / R160C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A161 / R161C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A162 / R162C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A163 / R163C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A164 / R164C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A165 / R165C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A166 / R166C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A167 / R167C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A168 / R168C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A169 / R169C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A170 / R170C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A171 / R171C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A172 / R172C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A173 / R173C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A174 / R174C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A175 / R175C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A176 / R176C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A177 / R177C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A178 / R178C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A179 / R179C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A180 / R180C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A181 / R181C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A182 / R182C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A183 / R183C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A184 / R184C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A185 / R185C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A186 / R186C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A187 / R187C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A188 / R188C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A189 / R189C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A190 / R190C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A191 / R191C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A192 / R192C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A193 / R193C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A194 / R194C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A195 / R195C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A196 / R196C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A197 / R197C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A198 / R198C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A199 / R199C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A200 / R200C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A201 / R201C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A202 / R202C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A203 / R203C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A204 / R204C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A205 / R205C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A206 / R206C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A207 / R207C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A208 / R208C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A209 / R209C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A210 / R210C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A211 / R211C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A212 / R212C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A213 / R213C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A214 / R214C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A215 / R215C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A216 / R216C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A217 / R217C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A218 / R218C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A219 / R219C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A220 / R220C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A221 / R221C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A222 / R222C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A223 / R223C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A224 / R224C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A225 / R225C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A226 / R226C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A227 / R227C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A228 / R228C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A229 / R229C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A230 / R230C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A231 / R231C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A232 / R232C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A233 / R233C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A234 / R234C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A235 / R235C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A236 / R236C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A237 / R237C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A238 / R238C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A239 / R239C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A240 / R240C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A241 / R241C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A242 / R242C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A243 / R243C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A244 / R244C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A245 / R245C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A246 / R246C1: got a date

##     Reading Sheet LTN 010708

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A3 / R3C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A4 / R4C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A5 / R5C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A6 / R6C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A7 / R7C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A8 / R8C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A9 / R9C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A10 / R10C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A11 / R11C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A12 / R12C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A13 / R13C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A14 / R14C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A15 / R15C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A16 / R16C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A17 / R17C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A18 / R18C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A19 / R19C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A20 / R20C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A21 / R21C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A22 / R22C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A23 / R23C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A24 / R24C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A25 / R25C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A26 / R26C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A27 / R27C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A28 / R28C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A29 / R29C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A30 / R30C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A31 / R31C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A32 / R32C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A33 / R33C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A34 / R34C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A35 / R35C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A36 / R36C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A37 / R37C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A38 / R38C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A39 / R39C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A40 / R40C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A41 / R41C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A42 / R42C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A43 / R43C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A44 / R44C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A45 / R45C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A46 / R46C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A47 / R47C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A48 / R48C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A49 / R49C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A50 / R50C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A51 / R51C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A52 / R52C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A53 / R53C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A54 / R54C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A55 / R55C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A56 / R56C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A57 / R57C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A58 / R58C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A59 / R59C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A60 / R60C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A61 / R61C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A62 / R62C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A63 / R63C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A64 / R64C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A65 / R65C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A66 / R66C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A67 / R67C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A68 / R68C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A69 / R69C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A70 / R70C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A71 / R71C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A72 / R72C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A73 / R73C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A74 / R74C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A75 / R75C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A76 / R76C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A77 / R77C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A78 / R78C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A79 / R79C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A80 / R80C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A81 / R81C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A82 / R82C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A83 / R83C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A84 / R84C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A85 / R85C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A86 / R86C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A87 / R87C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A88 / R88C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A89 / R89C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A90 / R90C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A91 / R91C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A92 / R92C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A93 / R93C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A94 / R94C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A95 / R95C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A96 / R96C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A97 / R97C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A98 / R98C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A99 / R99C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A100 / R100C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A101 / R101C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A102 / R102C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A103 / R103C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A104 / R104C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A105 / R105C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A106 / R106C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A107 / R107C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A108 / R108C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A109 / R109C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A110 / R110C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A111 / R111C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A112 / R112C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A113 / R113C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A114 / R114C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A115 / R115C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A116 / R116C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A117 / R117C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A118 / R118C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A119 / R119C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A120 / R120C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A121 / R121C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A122 / R122C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A123 / R123C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A124 / R124C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A125 / R125C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A126 / R126C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A127 / R127C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A128 / R128C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A129 / R129C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A130 / R130C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A131 / R131C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A132 / R132C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A133 / R133C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A134 / R134C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A135 / R135C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A136 / R136C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A137 / R137C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A138 / R138C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A139 / R139C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A140 / R140C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A141 / R141C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A142 / R142C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A143 / R143C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A144 / R144C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A145 / R145C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A146 / R146C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A147 / R147C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A148 / R148C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A149 / R149C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A150 / R150C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A151 / R151C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A152 / R152C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A153 / R153C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A154 / R154C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A155 / R155C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A156 / R156C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A157 / R157C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A158 / R158C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A159 / R159C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A160 / R160C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A161 / R161C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A162 / R162C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A163 / R163C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A164 / R164C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A165 / R165C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A166 / R166C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A167 / R167C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A168 / R168C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A169 / R169C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A170 / R170C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A171 / R171C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A172 / R172C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A173 / R173C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A174 / R174C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A175 / R175C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A176 / R176C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A177 / R177C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A178 / R178C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A179 / R179C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A180 / R180C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A181 / R181C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A182 / R182C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A183 / R183C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A184 / R184C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A185 / R185C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A186 / R186C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A187 / R187C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A188 / R188C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A189 / R189C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A190 / R190C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A191 / R191C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A192 / R192C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A193 / R193C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A194 / R194C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A195 / R195C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A196 / R196C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A197 / R197C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A198 / R198C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A199 / R199C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A200 / R200C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A201 / R201C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A202 / R202C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A203 / R203C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A204 / R204C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A205 / R205C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A206 / R206C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A207 / R207C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A208 / R208C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A209 / R209C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A210 / R210C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A211 / R211C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A212 / R212C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A213 / R213C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A214 / R214C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A215 / R215C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A216 / R216C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A217 / R217C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A218 / R218C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A219 / R219C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A220 / R220C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A221 / R221C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A222 / R222C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A223 / R223C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A224 / R224C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A225 / R225C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A226 / R226C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A227 / R227C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A228 / R228C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A229 / R229C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A230 / R230C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A231 / R231C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A232 / R232C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A233 / R233C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A234 / R234C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A235 / R235C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A236 / R236C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A237 / R237C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A238 / R238C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A239 / R239C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A240 / R240C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A241 / R241C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A242 / R242C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A243 / R243C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A244 / R244C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A245 / R245C1: got a date

## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i =
## sheet, : Expecting numeric in A246 / R246C1: got a date

##     Reading Sheet LTN 011008
##     Reading Sheet LTN 010109
##     Reading Sheet LTN 010409
##     Reading Sheet LTN 010709
##     Reading Sheet LTN 011009
##     Reading Sheet LTN 010110
##     Reading Sheet LTN 010710
##     Reading Sheet LTN 010111
##  Reading File = TD Files/LTN_2009.xls
##     Reading Sheet LTN 010409
##     Reading Sheet LTN 010709
##     Reading Sheet LTN 011009
##     Reading Sheet LTN 010110
##     Reading Sheet LTN 010710
##     Reading Sheet LTN 010111
##     Reading Sheet LTN 010112
##  Reading File = TD Files/LTN_2010.xls
##     Reading Sheet LTN 010710
##     Reading Sheet LTN 010111
##     Reading Sheet LTN 010711
##     Reading Sheet LTN 010112
##     Reading Sheet LTN 010113
##  Reading File = TD Files/LTN_2011.xls
##     Reading Sheet LTN 010711
##     Reading Sheet LTN 010112
##     Reading Sheet LTN 010113
##     Reading Sheet LTN 010114
##     Reading Sheet LTN 010115
##  Reading File = TD Files/LTN_2012.xls
##     Reading Sheet LTN 010113
##     Reading Sheet LTN 010114
##     Reading Sheet LTN 010115
##     Reading Sheet LTN 010116
##  Reading File = TD Files/LTN_2013.xls
##     Reading Sheet LTN 010114
##     Reading Sheet LTN 010115
##     Reading Sheet LTN 010116
##     Reading Sheet LTN 010117
##  Reading File = TD Files/LTN_2014.xls
##     Reading Sheet LTN 010115
##     Reading Sheet LTN 010116
##     Reading Sheet LTN 010117
##     Reading Sheet LTN 010118
##  Reading File = TD Files/LTN_2015.xls
##     Reading Sheet LTN 010116
##     Reading Sheet LTN 010117
##     Reading Sheet LTN 010118
##     Reading Sheet LTN 010121
##  Reading File = TD Files/LTN_2016.xls
##     Reading Sheet LTN 010117
##     Reading Sheet LTN 010118
##     Reading Sheet LTN 010119
##     Reading Sheet LTN 010121
##     Reading Sheet LTN 010123
##  Reading File = TD Files/LTN_2017.xls
##     Reading Sheet LTN 010118
##     Reading Sheet LTN 010119
##     Reading Sheet LTN 010120
##     Reading Sheet LTN 010121
##     Reading Sheet LTN 010123
##  Reading File = TD Files/LTN_2018.xls
##     Reading Sheet LTN 010119
##     Reading Sheet LTN 010120
##     Reading Sheet LTN 010121
##     Reading Sheet LTN 010123
##     Reading Sheet LTN 010125
##  Reading File = TD Files/LTN_2019.xls
##     Reading Sheet LTN 010120
##     Reading Sheet LTN 010121
##     Reading Sheet LTN 010122
##     Reading Sheet LTN 010123
##     Reading Sheet LTN 010125

glimpse(df_TD)

## Observations: 21,889
## Variables: 5
## $ ref.date   <date> 2002-03-18, 2002-03-19, 2002-03-20, 2002-03-21, 2002…
## $ yield.bid  <dbl> 0.1977, 0.1975, 0.1967, 0.2005, 0.1983, 0.1996, 0.198…
## $ price.bid  <dbl> 720.96, 721.70, 723.09, 719.48, 722.38, 721.49, 723.3…
## $ asset.code <chr> "LTN 070104", "LTN 070104", "LTN 070104", "LTN 070104…
## $ matur.date <date> 2004-01-07, 2004-01-07, 2004-01-07, 2004-01-07, 2004…

p <- ggplot(data = df_TD, 
            aes(x = as.Date(ref.date), y = price.bid, color = asset.code)) + 
  geom_line() + scale_x_date() + labs(title = '', x = 'Dates', y = 'Prices' )

print(p)

p <- ggplot(data = df_TD, aes(x = as.Date(ref.date), y = yield.bid, color = asset.code)) + 
  geom_line() + 
  scale_x_date() + 
  labs(title = '', x = 'Dates', y = 'Yields' ) + 
  scale_y_continuous(labels = scales::percent) 

print(p)

Pacote GetHFData

Descrição

Projetado para facilitar a importação e análise de dados de negociação e ordens na alta frequência (tick by tick) na B3. Paper com detalhes sobre implementação na RBFin.

Fonte

ftp público da b3 (até 31/11/2019, infelizmente)

Exemplo 1: PETR4 e GGBR4

library(GetHFData)

# get available dates
df_ftp <- ghfd_get_ftp_contents(type.market = 'equity')

## 
## Reading ftp contents for equity(trades) (attempt = 1|10)

last_date <- last(df_ftp$dates)
first_date <- df_ftp$dates[nrow(df_ftp) - 1]

# set tickers and type of market
my.assets <- c('PETR4', 'GGBR4')
type.market <- 'equity' #  'equity', 'equity-odds','options', 'BMF' 
type.data <- 'trades' # trades or orders
type.output <- 'agg' # 'agg', 'raw'
agg.diff <- '15 min'

# get data!
df_trades_agg <- ghfd_get_HF_data(my.assets = my.assets,
                          type.market = type.market, 
                          type.data = type.data, 
                          first.date = first_date,
                          last.date = last_date,
                          first.time = '10:00:00',
                          last.time = '17:00:00',
                          type.output = type.output,
                          agg.diff = agg.diff )

## 
## Running ghfd_get_HF_Data for:
##    type.market = equity
##    type.data = trades
##    my.assets = PETR4 GGBR4
##    type.output = agg
##       agg.diff = 15 min
## Reading ftp contents for equity(trades) (attempt = 1|10) - Error in reading ftp contents. Trying again..
## Reading ftp contents for equity(trades) (attempt = 2|10)
##    Found  125  files in ftp
##    First available date in ftp:  2019-02-28
##    Last available date in ftp:   2019-08-29
##    First date to download:  2019-08-28
##    Last date to download:   2019-08-29
## Downloading ftp files/NEG_20190828.gz (1|2) Attempt 1 - File exists, skipping dl
##    -> Reading files - Imported  1539074 lines, 530 unique tickers
##    -> Processing file - Found 71491 lines for 2 selected tickers
##    -> Aggregation resulted in dataframe with 56 rows
## Downloading ftp files/NEG_20190829.gz (2|2) Attempt 1 - File exists, skipping dl
##    -> Reading files - Imported  1821853 lines, 547 unique tickers
##    -> Processing file - Found 86954 lines for 2 selected tickers
##    -> Aggregation resulted in dataframe with 56 rows

# print results
dplyr::glimpse(df_trades_agg)

## Observations: 112
## Variables: 13
## $ InstrumentSymbol <chr> "GGBR4", "GGBR4", "GGBR4", "GGBR4", "GGBR4", "G…
## $ SessionDate      <date> 2019-08-28, 2019-08-28, 2019-08-28, 2019-08-28…
## $ TradeDateTime    <dttm> 2019-08-28 10:00:00, 2019-08-28 10:15:00, 2019…
## $ n.trades         <int> 742, 306, 572, 621, 427, 368, 421, 281, 492, 35…
## $ last.price       <dbl> 11.64, 11.63, 11.71, 11.81, 11.78, 11.78, 11.81…
## $ weighted.price   <dbl> 11.62724, 11.62532, 11.67064, 11.75255, 11.8058…
## $ period.ret       <dbl> -0.0034246575, -0.0008591065, 0.0051502146, 0.0…
## $ period.ret.volat <dbl> 0.0004640695, 0.0006410306, 0.0005234813, 0.000…
## $ sum.qtd          <dbl> 677400, 371100, 546300, 465300, 229100, 258200,…
## $ sum.vol          <dbl> 7876215, 4314140, 6375635, 5468415, 2704708, 30…
## $ n.buys           <int> 320, 153, 320, 403, 198, 162, 223, 117, 226, 25…
## $ n.sells          <int> 422, 153, 252, 218, 229, 206, 198, 164, 266, 10…
## $ Tradetime        <chr> "10:00:00", "10:15:00", "10:30:00", "10:45:00",…

library(ggplot2)

print(ggplot(data = na.omit(df_trades_agg),
             aes(x = TradeDateTime, y = last.price)) + 
        geom_line() +
        facet_wrap(~InstrumentSymbol, scales = 'free') +
        labs(title = paste0('Trade prices at ', last_date),
             subtitle = paste0('Sampled at ', agg.diff)) )

Exemplo 2: Dados brutos (tick by tick)

library(GetHFData)

# set tickers and type of market
my.assets <- c('PETR4', 'GGBR4')
type.market <- 'equity' #  'equity', 'equity-odds','options', 'BMF' 
type.data <- 'trades' # trades or orders
type.output <- 'raw' # 'agg', 'raw'

# get data!
df_trades_raw <- ghfd_get_HF_data(my.assets = my.assets,
                          type.market = type.market, 
                          type.data = type.data, 
                          first.date = first_date,
                          last.date = last_date,
                          first.time = '10:00:00',
                          last.time = '17:00:00',
                          type.output = type.output,
                          agg.diff = agg.diff )

## 
## Running ghfd_get_HF_Data for:
##    type.market = equity
##    type.data = trades
##    my.assets = PETR4 GGBR4
##    type.output = raw
## Reading ftp contents for equity(trades) (attempt = 1|10)
##    Found  125  files in ftp
##    First available date in ftp:  2019-02-28
##    Last available date in ftp:   2019-08-29
##    First date to download:  2019-08-28
##    Last date to download:   2019-08-29
## Downloading ftp files/NEG_20190828.gz (1|2) Attempt 1 - File exists, skipping dl
##    -> Reading files - Imported  1539074 lines, 530 unique tickers
##    -> Processing file - Found 71491 lines for 2 selected tickers
## Downloading ftp files/NEG_20190829.gz (2|2) Attempt 1 - File exists, skipping dl
##    -> Reading files - Imported  1821853 lines, 547 unique tickers
##    -> Processing file - Found 86954 lines for 2 selected tickers

# print results
dplyr::glimpse(df_trades_raw)

## Observations: 156,539
## Variables: 10
## $ SessionDate         <date> 2019-08-28, 2019-08-28, 2019-08-28, 2019-08…
## $ InstrumentSymbol    <chr> "GGBR4", "GGBR4", "GGBR4", "GGBR4", "GGBR4",…
## $ TradePrice          <dbl> 11.68, 11.68, 11.68, 11.68, 11.68, 11.68, 11…
## $ TradedQuantity      <dbl> 100, 500, 300, 100, 100, 100, 900, 100, 100,…
## $ Tradetime           <chr> "10:03:00.000", "10:03:00.000", "10:03:00.00…
## $ CrossTradeIndicator <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
## $ BuyMember           <dbl> 3, 72, 72, 27, 21, 3, 114, 114, 23, 308, 308…
## $ SellMember          <dbl> 147, 147, 15, 15, 15, 15, 15, 147, 147, 147,…
## $ TradeDateTime       <dttm> 2019-08-28 10:03:00, 2019-08-28 10:03:00, 2…
## $ TradeSign           <dbl> -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, -1, …

Pacote GetDFPData

Descrição

Interface aberta para todas as demonstrações financeiras distribuídas pela B3 e pela CVM nos sistemas DFP, FRE e FCA. Versão web disponível em http://www.msperlin.com/shiny/GetDFPData/.

Fonte

Sistemas DFP, FRE e FCA da B3

Exemplo 1: Dados da AMBEV

library(GetDFPData)

df.info <- gdfpd.get.info.companies(type.data = 'companies')

## Found cache file. Loading data..

dplyr::glimpse(df.info)

## Observations: 528
## Variables: 16
## $ name.company         <chr> "521 PARTICIPAÇOES S.A. - EM LIQUIDAÇÃO EXT…
## $ id.company           <int> 16330, 16284, 21725, 18970, 22179, 24643, 2…
## $ cnpj                 <dbl> 1.547749e+12, 1.851771e+12, 1.034501e+13, 4…
## $ date.registration    <date> 1997-07-11, 1997-05-30, 2009-06-24, 2001-0…
## $ date.constitution    <date> 1996-07-30, 1997-04-02, 2008-08-18, 2000-1…
## $ city                 <chr> "RIO DE JANEIRO", "RIO DE JANEIRO", "SÃO PA…
## $ estate               <chr> "RJ", "RJ", "SP", "SP", "RJ", "SP", "SP", N…
## $ situation            <chr> "ATIVO", "ATIVO", "ATIVO", "ATIVO", "ATIVO"…
## $ situation.operations <chr> "LIQUIDAÇÃO EXTRAJUDICIAL", "FASE OPERACION…
## $ listing.segment      <chr> NA, "Tradicional", "Tradicional", "Corporat…
## $ main.sector          <chr> NA, "Outros", "Saúde", "Utilidade Pública",…
## $ sub.sector           <chr> NA, "Outros", "Serv.Méd.Hospit..Análises e …
## $ segment              <chr> NA, "Outros", "Serv.Méd.Hospit..Análises e …
## $ tickers              <chr> NA, "QVQP3B", "ADHM3", "TIET11;TIET3;TIET4"…
## $ first.date           <date> 1998-12-31, 2001-12-31, 2008-12-31, 2001-1…
## $ last.date            <date> 2018-12-31, 2018-12-31, 2018-12-31, 2018-1…

Toda empresa no banco de dados pode ser identificada pelo seu nome oficial ou identificação numérica da CVM. Função gdfpd.search.company permite que o usuário procure o nome oficial da empresa.

gdfpd.search.company('ambev')

## Found cache file. Loading data..
## 
## Found 1 companies:
## AMBEV S.A. | situation = ATIVO | first date = 2012-12-31 | last date - 2018-12-31

## [1] "AMBEV S.A."

Usamos a função principal do pacote, gdfpd.GetDFPData, para baixar informações.

library(GetDFPData)

# set options
name.companies <- 'AMBEV S.A.'
first.date <- '2015-12-31'
last.date  <- '2017-12-31'

# download data
df.reports <- gdfpd.GetDFPData(name.companies = name.companies,
                               first.date = first.date,
                               last.date = last.date)

## Found cache file. Loading data..
## 
## Downloading data for 1 companies
## First Date: 2015-12-31
## Laste Date: 2017-12-31
## Inflation index: dollar
## 
## Downloading inflation data
##  Caching inflation RDATA into tempdir()  Done
## 
## Inputs looking good! Starting download of files:
## 
## AMBEV S.A.
##  Available periods: 2017-12-31   2016-12-31  2015-12-31
## 
## 
## Processing 23264 - AMBEV S.A.
##  Finding info from Bovespa
##      Found BOV cache file
##  Processing 23264 - AMBEV S.A. | date 2017-12-31
##      Acessing DFP data | Found DFP cache file
##      Acessing FRE data | Found FRE cache file
##      Acessing FCA data | Found FCA cache file
##  Processing 23264 - AMBEV S.A. | date 2016-12-31
##      Acessing DFP data | Found DFP cache file
##      Acessing FRE data | Found FRE cache file
##      Acessing FCA data | Found FCA cache file
##  Processing 23264 - AMBEV S.A. | date 2015-12-31
##      Acessing DFP data | Found DFP cache file
##      Acessing FRE data | Found FRE cache file
##      Acessing FCA data | Found FCA cache file

glimpse(df.reports)

## Observations: 1
## Variables: 46
## $ company.name                     <chr> "AMBEV S.A."
## $ company.code                     <int> 23264
## $ cnpj                             <chr> "07526557000100"
## $ date.company.constitution        <date> 2005-07-08
## $ date.cvm.registration            <date> 2013-10-30
## $ company.tickers                  <chr> "ABEV3"
## $ min.date                         <date> 2015-12-31
## $ max.date                         <date> 2017-12-31
## $ n.periods                        <int> 3
## $ company.segment                  <chr> "Tradicional"
## $ current.stockholders             <list> [<data.frame[6 x 6]>]
## $ current.stock.composition        <list> [<data.frame[3 x 4]>]
## $ history.files                    <list> [<data.frame[1 x 2]>]
## $ fr.assets                        <list> [<data.frame[48 x 6]>]
## $ fr.liabilities                   <list> [<data.frame[75 x 6]>]
## $ fr.income                        <list> [<data.frame[78 x 6]>]
## $ fr.cashflow                      <list> [<data.frame[85 x 6]>]
## $ fr.value                         <list> [<data.frame[78 x 6]>]
## $ fr.assets.consolidated           <list> [<data.frame[45 x 6]>]
## $ fr.liabilities.consolidated      <list> [<data.frame[78 x 6]>]
## $ fr.income.consolidated           <list> [<data.frame[84 x 6]>]
## $ fr.cashflow.consolidated         <list> [<data.frame[81 x 6]>]
## $ fr.value.consolidated            <list> [<data.frame[78 x 6]>]
## $ fr.auditing.report               <list> [<data.frame[3 x 6]>]
## $ history.dividends                <list> [<data.frame[24 x 12]>]
## $ history.stockholders             <list> [<data.frame[18 x 15]>]
## $ history.capital.issues           <list> [<data.frame[6 x 6]>]
## $ history.mkt.value                <list> [<data.frame[3 x 6]>]
## $ history.capital.increases        <list> [<data.frame[35 x 9]>]
## $ history.capital.reductions       <list> [<data.frame[0 x 0]>]
## $ history.stock.repurchases        <list> [<data.frame[6 x 13]>]
## $ history.other.stock.events       <list> [<data.frame[1 x 9]>]
## $ history.compensation             <list> [<data.frame[3 x 19]>]
## $ history.compensation.summary     <list> [<data.frame[9 x 10]>]
## $ history.transactions.related     <list> [<data.frame[92 x 14]>]
## $ history.debt.composition         <list> [<data.frame[17 x 10]>]
## $ history.governance.listings      <list> [<data.frame[3 x 5]>]
## $ history.board.composition        <list> [<data.frame[88 x 19]>]
## $ history.committee.composition    <list> [<data.frame[24 x 19]>]
## $ history.family.relations         <list> [<data.frame[3 x 11]>]
## $ history.family.related.companies <list> [<data.frame[69 x 12]>]
## $ history.auditing                 <list> [<data.frame[12 x 11]>]
## $ history.responsible.docs         <list> [<data.frame[6 x 6]>]
## $ history.stocks.details           <list> [<data.frame[3 x 13]>]
## $ history.dividends.details        <list> [<data.frame[3 x 8]>]
## $ history.intangible               <list> [<data.frame[175 x 7]>]

Vamos dar uma olhada no balanço patrimonial da empresa, disponível em df.reports$fr.assets[[1]]:

# save assets in df
fr.assets <- df.reports$fr.assets[[1]]

# check it
glimpse(fr.assets)

## Observations: 48
## Variables: 6
## $ name.company       <chr> "AMBEV S.A.", "AMBEV S.A.", "AMBEV S.A.", "AM…
## $ ref.date           <date> 2017-12-31, 2017-12-31, 2017-12-31, 2017-12-…
## $ acc.number         <chr> "1", "1.01", "1.01.01", "1.01.02", "1.01.03",…
## $ acc.desc           <chr> "Ativo Total", "Ativo Circulante", "Caixa e E…
## $ acc.value          <dbl> 91568737, 11272513, 2017034, 631637, 3055953,…
## $ acc.value.infl.adj <dbl> 27686018.32, 3408270.24, 609854.87, 190976.90…

Exemplo prático do ciclo de pesquisa

Veja arquivo Rmarkdown