I am trying to send multiple dataframes as tables in an email. Using df.to_html()
I am able to render a HTML string for the table which I am attaching as the part of the email body. I am successfully able to get the tables in the email.
html.append(table.to_html(na_rep = " ",index = False))
body = '\r\n\n<br>'.join('%s'%item for item in html)
msg.attach(MIMEText(body, 'html'))
But how do I add background color to the header of these tables?
You can try doing this in two ways:
With set_table_styles
from pandas.DataFrame.style
:
import pandas as pd
import numpy as np
# Set up a DataFrame
np.random.seed(24)
df = pd.DataFrame({'A': np.linspace(1, 10, 10)})
df = pd.concat([df, pd.DataFrame(np.random.randn(10, 4), columns=list('BCDE'))],
axis=1)
df.iloc[0, 2] = np.nan
df_html_output = df.style.set_table_styles(
[{'selector': 'thead th',
'props': [('background-color', 'red')]},
{'selector': 'thead th:first-child',
'props': [('display','none')]},
{'selector': 'tbody th:first-child',
'props': [('display','none')]}]
).render()
html.append(df_html_output)
body = '\r\n\n<br>'.join('%s'%item for item in html)
msg.attach(MIMEText(body, 'html'))
Or with .to_html
:
df_html_output = df.to_html(na_rep = "", index = False).replace('<th>','<th style = "background-color: red">')
html.append(df_html_output)
body = '\r\n\n<br>'.join('%s'%item for item in html)
msg.attach(MIMEText(body, 'html'))
The second one provides the option of removing the index column during the export (to_html
) without having to do too much HTML
tweaking; so it may be more suited to your needs.
I hope this proves useful.
I would recommend using Jinja2 for convenient HTML formatting. Just create a word document, add two lines {{Header}} with whatever background colour you would like, {{DF}}, add a page break and save this as html. Now use Jinja2 to render the templates. Below is a sample code of how Jinja2 can be used:
from jinja2 import Environment, FileSystemLoader
import StringIO
import pandas as pd
Template_Path = '/home/test/'
DF = [pd.DataFrame()]*5 # List of Dataframes
Header_Text = ['header']*5 # list of headers
env = Environment(loader=FileSystemLoader(Template_Path))
template = env.get_template('PDF_Temp.html') # name of your html template
Master_HTML = ''
for x in range(len(DF)):
buf = StringIO.StringIO()
DF_HTML = DF[x].to_html(buf)
template_vars = {"Header" : Header_Text[x] ,
"DF" : buf.getvalue()
}
# Create PDF
Master_HTML += template.render(template_vars)
FN = 'test.html'
with open(FN, "w") as f:
f.write(Master_HTML.encode('utf-8') )
This is a nice tutorial on Jinja2: http://pbpython.com/pdf-reports.html
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