split a year of data per month (with subplots)

Question

I have a lot of data to analyze, where I want to split it per month. I managed to get a pdf per dataset, but I want to group it per month. Right now I have to split the csv data per month, which is not very efficient. First I make a subplot of the data gathered, where I want to see the amount of timestamps per hour of every day. That is the first for-function.

The second for-function is to create a pdf, where I use the data grouped by hour for grouping. I think I am close, but can't reach the steps to get the result I want.

What I have: A subplot with plots per day of every day in the dataset. What I need: A subplot with plots per day, one page for every month. What I want with it?: After this I want to see which days have a value above 15 in a day, isolate those days and put them in one plot with multiple lines.

For now I am trying to get one subplot per month, which makes a pdf for every month. The problem with the subplots is that when I have more than 30 days, the plots become unreadable. Per month it is better to compare.

I tried to put a groupby(pd.grouper(freq= 'M') in two places but it does not work. I let it in to see where I tried it. Maybe a wrong location?

for the dataset: I had to delete a lot of timestamps due to the limitation of characters. In real it is over 10k timestamps for 2 months.

Thanks in advance.

Dataset to work with:

from matplotlib.backends.backend_pdf import PdfPages 

import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
import os


def plot_to_pdf(dfplot, pdf_name):
    fig, axs = plt.subplots(dfplot.ngroups, figsize=(20,30))

    # instantiate PdfPage Object 
    pp = PdfPages(pdf_name) 

    for i, groupdate in enumerate(dfplot.groups):
        ax=axs[i]
        #the marker is not really necessary but has been added in case there is just one entry per day
        ax.plot(dfplot.get_group(groupdate).Hour, dfplot.get_group(groupdate).Count, color="blue", marker="o")
        ax.plot([0,24], [15, 15], color='red', linestyle='-')
        ax.set_title(str(groupdate))
        ax.set_xlim(0, 24)
        ax.set_ylim(0, maxcount * 1.1)
        ax.xaxis.set_ticks(np.arange(0, 25, 2))
    plt.tight_layout()
    pp.savefig(fig)
    pp.close()
    plt.show()
    dfplot.ngroups.groupby(pd.Grouper(freq='M'))
#Group your datasets in a single folder
#Can then create a list of all dataset names
filenames = os.listdir("Data/")
# Iterate over a list of datasets
for file_name in filenames:
    #read your data and create datetime index
    df= pd.read_csv('Data/%s' % file_name, sep=";")
    df.index = pd.to_datetime(df["Date"]+df["Time"].str[:-5], format="%Y:%m:%d %H:%M:%S")
    df = df.groupby(pd.Grouper(freq='M'))
    

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