Reader Implementation Tutorial

This notebook is designed to guide you through the process of creating a reader function for raw data files generated by a disdrometer device.

The tutorial is divided into two parts:

1. reading and exploring the raw data files

2. developing and validating the reader function

Once finalized and integrated into the disdrodb software, the reader function will enable the ingestion of your raw data files into the DISDRODB processing pipeline.

If you arrived at this tutorial from the How to Contribute New Data to DISDRODB documentation, you should have already completed the following steps:

• defined the metadata for the stations for which you aim to define the reader, including the raw_data_glob_pattern attribute;

• copied the raw data files into the appropriate folder within your local DISDRODB archive;

• copied the template_reader_raw_text_data.py, placed it in the appropriate disdrodb.l0.readers.<SENSOR_NAME>.<DATA_SOURCE> directory and renamed it to <READER_NAME>.py.

• updated the metadata reader attribute with the reader reference <DATA_SOURCE>/<READER_NAME>, which points the disdrodb software to the reader you will develop in this tutorial.

We highly recommend starting with this notebook using the lightweight example dataset provided for demonstration purposes. Once you are familiar with the workflow, you can adapt the notebook to explore your own raw data and build a custom reader function for your station(s).

For this tutorial, we use sample data available in the data/DISDRODB directory of the disdrodb repository. These data include a two days subset of OTT Parsivel disdrometer measurements collected in the garden of the Radar, Satellite and Nowcasting division of MeteoSwiss, in Locarno, Switzerland. The metadata of the station (named 61) is already included in the DISDRODB Metadata Archive.

To start the tutorial, we copy the sample stations data to a temporary local DISDRODB Data Archive:

import os
import shutil

import disdrodb

# Define the path to the temporary local DISDRODB Data Archive
tutorial_data_archive_dir = "/tmp/data/DISDRODB"

# Copy the example data archive to the tutorial local DISDRODB Data Archive
root_path = os.path.dirname(os.getcwd())  # software root path
example_data_archive_dir = os.path.join(os.path.dirname(os.getcwd()), "data", "DISDRODB")
shutil.copytree(example_data_archive_dir, tutorial_data_archive_dir)

'/tmp/data/DISDRODB'

The created local DISDRODB Data Archive have the following structure:

📁 DISDRODB
├── 📁 RAW
    ├── 📁 EPFL
        ├── 📁 LOCARNO_2018
            ├── 📁 data
                ├── 📁 61
                ├── 📜 file61_20180817.dat.gz
                ├── 📜 file61_20180818.dat.gz

You can open the station raw data directory calling the python function open_product_directory:

disdrodb.open_product_directory(
    data_archive_dir=tutorial_data_archive_dir,
    product="RAW",
    data_source="EPFL",
    campaign_name="LOCARNO_2018",
    station_name="61",
)

/snap/core20/current/lib/x86_64-linux-gnu/libstdc++.so.6: version `GLIBCXX_3.4.29' not found (required by /lib/x86_64-linux-gnu/libproxy.so.1)
Failed to load module: /home/ghiggi/snap/code/common/.cache/gio-modules/libgiolibproxy.so

Let’s also check that the DISDRODB Metadata Archive has been specified correctly in the DISDRODB configuration file.

If calling the following cell raise an error, please check again the steps described in the Quick Start section of the software documentation on how to download the DISDRODB Metadata Archive and set up the DISDRODB configuration file !

metadata_archive_dir = disdrodb.get_metadata_archive_dir()
print(metadata_archive_dir)

/home/ghiggi/Projects/DISDRODB-METADATA/DISDRODB

Now we are ready to start the tutorial and define the DISDRODB reader required to process the raw data files and create DISDRODB products.

The goal is to define a function accepting a file path and returning a pandas dataframe compliant with the DISDRODB L0 standards.

Let’s start by importing the required packages and modules.

from pprint import pprint

import pandas as pd
from IPython.display import display

import disdrodb
from disdrodb.api.checks import check_sensor_name
from disdrodb.l0.check_standards import check_l0a_column_names
from disdrodb.l0.l0a_processing import (
    read_raw_text_file,
    read_raw_text_files,
    sanitize_df,
)
from disdrodb.l0.l0b_processing import create_l0b_from_l0a
from disdrodb.l0.template_tools import (
    check_column_names,
    get_df_columns_unique_values_dict,
    infer_column_names,
    print_allowed_column_names,
    print_df_column_names,
    print_df_columns_unique_values,
    print_df_first_n_rows,
    print_df_random_n_rows,
)
from disdrodb.utils.time import infer_sample_interval

1. Define station metadata and list raw data files

Here below we define the station arguments required to search the metadata in the DISDRODB Metadata Archive and the raw data files in the local DISDRODB Data Archive.

When developing your own reader, you should adapt these station arguments to your own station.

data_source = "EPFL"
campaign_name = "LOCARNO_2018"
station_name = "61"

With the following function we can easily read the metadata of the station present in the DISDRODB Metadata Archive.

metadata = disdrodb.read_station_metadata(
    metadata_archive_dir=metadata_archive_dir,
    data_source=data_source,
    campaign_name=campaign_name,
    station_name=station_name,
)
pprint(metadata)

{'acknowledgement': '',
 'altitude': 369,
 'authors': 'Alexis Berne, Jacopo Grazioli',
 'authors_url': 'https://orcid.org/0000-0003-4977-1204, '
                'https://orcid.org/0000-0002-7097-3946',
 'calibration_certification_date': '',
 'calibration_certification_url': '',
 'calibration_sensitivity': '',
 'campaign_name': 'LOCARNO_2018',
 'comment': 'Instrument installed at the MeteoSwiss site in Locarno-Monti '
            '(Switzerland)',
 'contact': 'alexis.berne@epfl.ch',
 'contact_information': 'http://lte.epfl.ch',
 'continent': 'Europe',
 'contributors': 'Alexis Berne, Jacopo Grazioli',
 'country': 'Switzerland',
 'data_source': 'EPFL',
 'deployment mode': '',
 'deployment_status': 'terminated',
 'description': '',
 'disdrodb_data_url': '',
 'documentation': '',
 'doi': '',
 'firmware_dsp': '',
 'firmware_iop': '',
 'firmware_version': '',
 'history': '',
 'institution': 'Laboratoire de Teledetection Environnementale - Ecole '
                'Polytechnique Federale de Lausanne',
 'keywords': '',
 'latitude': 46.17259,
 'license': '',
 'location': 'Locarno-Monti',
 'longitude': 8.7874267,
 'measurement_interval': 30,
 'platform_orientation': '',
 'platform_protection': 'unshielded',
 'platform_type': 'fixed',
 'project_name': '',
 'raw_data_format': 'txt',
 'raw_data_glob_pattern': '*.dat*',
 'reader': 'EPFL/LOCARNO_2018',
 'references': '',
 'sensor_beam_length': '',
 'sensor_beam_width': '',
 'sensor_long_name': 'OTT Hydromet Parsivel',
 'sensor_manufacturer': '',
 'sensor_name': 'PARSIVEL',
 'sensor_nominal_width': '',
 'sensor_serial_number': '',
 'sensor_wavelength': '',
 'source': '',
 'source_convention': '',
 'source_processing_date': '',
 'source_repository': '',
 'station_id': '61',
 'station_name': '61',
 'summary': '',
 'title': 'LOCARNO_2018',
 'website': ''}

To proceed with the design of the reader, if you have not yet defined the metadata of your station, only the sensor_name and raw_data_glob_pattern keys are required:

sensor_name = metadata.get("sensor_name")  # One of disdrodb.available_sensor_names()
print(f"Sensor name: {sensor_name}")
check_sensor_name(sensor_name)

Sensor name: PARSIVEL

glob_pattern = metadata.get("raw_data_glob_pattern")
print(f"raw_data_glob_pattern: {glob_pattern}")

raw_data_glob_pattern: *.dat*

The raw_data_glob_pattern key specify the glob pattern used by DISDRODB to search the raw data files in the local DISDRODB Data Archive.

In this example, we are looking for all the files with the .dat.gz extension in the data folder of the local DISDRODB Data Archive. Thus we define the raw_data_glob_pattern key as *.dat.gz. Note that also "*.dat.*" or "file*.dat.gz" would have worked.

When you will reuse/adapt this tutorial to implement the reader for your station, you will have to adapt the glob_pattern string, since is very likely that the file name format will have changed.

If the raw_data_glob_pattern is specified correctly, the function find_files in the next cell will return the list of the raw data files matching the pattern.

filepaths = disdrodb.find_files(
    data_archive_dir=tutorial_data_archive_dir,
    data_source=data_source,
    campaign_name=campaign_name,
    station_name=station_name,
    product="RAW",
    glob_pattern=glob_pattern,
)

print(filepaths)

['/tmp/data/DISDRODB/RAW/EPFL/LOCARNO_2018/data/61/file61_20181029.dat.gz', '/tmp/data/DISDRODB/RAW/EPFL/LOCARNO_2018/data/61/file61_20181030.dat.gz']

Once you determined the correct glob pattern to find the raw data of the station, it is time to try reading the raw files.

2. Read raw text files into pandas

To read the raw data files, we will use the read_raw_text_file function. It’s a tiny wrapper around the pandas.read_csv function, which allows to read text files into a pandas DataFrame.

By manually looking at the raw text files, you have to identify the separator (delimiter) used in the file, the header lines and the columns names.

The arguments accepted by pandas.read_csv are available here here.

Typically, adapting the reader_kwargs dictionary values here below is enough to read the raw text files into a pandas.DataFrame.

Now let’s have a look at one raw data file, and let’s try to customize the reader_kwargs dictionary to read the data correctly.

reader_kwargs = {}

# - Define delimiter
reader_kwargs["delimiter"] = ","

# - Avoid first column to become df index !!!
reader_kwargs["index_col"] = False

# Since column names are expected to be passed explicitly, header is set to None
reader_kwargs["header"] = None

# - Number of rows to be skipped at the beginning of the file
reader_kwargs["skiprows"] = None

# - Define behaviour when encountering bad lines
reader_kwargs["on_bad_lines"] = "skip"

# - Define reader engine
#   - C engine is faster
#   - Python engine is more feature-complete
reader_kwargs["engine"] = "python"

# - Define on-the-fly decompression of on-disk data
#   - Available: gzip, bz2, zip
reader_kwargs["compression"] = "infer"

# - Strings to recognize as NA/NaN and replace with standard NA flags
#   - Already included: '#N/A', '#N/A N/A', '#NA', '-1.#IND', '-1.#QNAN',
#                       '-NaN', '-nan', '1.#IND', '1.#QNAN', '<NA>', 'N/A',
#                       'NA', 'NULL', 'NaN', 'n/a', 'nan', 'null'
reader_kwargs["na_values"] = ["na", "", "error"]

# Select one file
filepath = filepaths[0]

# Try to read the raw file
df_raw = read_raw_text_file(filepath, column_names=None, reader_kwargs=reader_kwargs)

# Print the dataframe
print(f"Dataframe for the file {os.path.basename(filepath)} :")
display(df_raw)

Dataframe for the file file61_20181029.dat.gz :

	0	1	2	3	4	5	6	7	8	9	...	14	15	16	17	18	19	20	21	22	23
0	610908	4610.3530	00847.2425	26-10-2018 18:43:01	NaN	OK	0000.000	0000.02	00	00	...	017	0.04	26.6	0	000.002	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
1	610909	4610.3529	00847.2424	26-10-2018 18:43:30	NaN	OK	0000.000	0000.02	00	00	...	017	0.04	26.6	0	000.002	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
2	610910	4610.3528	00847.2423	26-10-2018 18:44:00	NaN	OK	0000.000	0000.02	00	00	...	017	0.04	26.6	0	000.002	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
3	610911	4610.3528	00847.2423	26-10-2018 18:44:31	NaN	OK	0000.000	0000.02	00	00	...	017	0.04	26.6	0	000.002	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
4	610912	4610.3529	00847.2422	26-10-2018 18:45:01	NaN	OK	0000.000	0000.02	00	00	...	017	0.04	26.6	0	000.002	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
6521	617421	4610.3544	00847.2440	29-10-2018 00:59:30	NaN	OK	0000.000	0165.80	00	00	...	012	0.09	26.6	0	016.580	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
6522	617422	4610.3544	00847.2442	29-10-2018 01:00:00	NaN	OK	0000.230	0165.80	61	61	...	012	0.09	26.6	0	016.580	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,01.0...	00.000,00.000,00.000,00.000,00.000,00.000,04.4...	000,000,000,000,000,000,000,000,000,000,000,00...	0
6523	617423	4610.3544	00847.2442	29-10-2018 01:00:31	NaN	OK	0000.377	0165.80	61	61	...	012	0.09	26.6	0	016.580	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,01.0...	00.000,00.000,00.000,00.000,00.000,00.000,04.4...	000,000,000,000,000,000,000,000,000,000,000,00...	0
6524	617424	4610.3542	00847.2446	29-10-2018 01:01:01	NaN	OK	0000.000	0165.80	00	00	...	012	0.09	26.6	0	016.580	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,01.0...	00.000,00.000,00.000,00.000,00.000,00.000,04.4...	000,000,000,000,000,000,000,000,000,000,000,00...	0
6525	617425	4610.3542	00847.2448	29-10-2018 01:01:30	NaN	OK	0000.139	0165.80	61	61	...	012	0.08	26.6	0	016.580	000	-9.999,-9.999,-9.999,-9.999,01.145,-9.999,-9.9...	00.000,00.000,00.000,00.000,03.799,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0

6526 rows × 24 columns

print("Column names:", df_raw.columns)
print("Row Index:", df_raw.index)

Column names: Index([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17,
       18, 19, 20, 21, 22, 23],
      dtype='int64')
Row Index: RangeIndex(start=0, stop=6526, step=1)

Here we expect the df_raw to have: - numeric column names (i.e. Index) - numeric row index (i.e. RangeIndex)

If the structure of the dataframe looks fine (no header and no row index), you are on the good track !

If it is necessary to skip some header lines, you can adapt the skiprows argument to specify the number of lines to skip at the beginning of the file.

Once the reader_kwargs dictionary is correctly specified, it’s to identify the dataframe columns names !

🚨 The reader_kwargs dictionary will be copied to the reader function in section 4 of this tutorial.

3 Define dataframe column names

Here below we print the values of each column for the first 3 dataframe rows. Feel free to change the value of n to see more/less rows !

print_df_first_n_rows(df_raw, n=2, print_column_names=False)

 - Column 0 :
      ['610908' '610909' '610910']
 - Column 1 :
      ['4610.3530' '4610.3529' '4610.3528']
 - Column 2 :
      ['00847.2425' '00847.2424' '00847.2423']
 - Column 3 :
      ['26-10-2018 18:43:01' '26-10-2018 18:43:30' '26-10-2018 18:44:00']
 - Column 4 :
      [nan nan nan]
 - Column 5 :
      ['OK' 'OK' 'OK']
 - Column 6 :
      ['0000.000' '0000.000' '0000.000']
 - Column 7 :
      ['0000.02' '0000.02' '0000.02']
 - Column 8 :
      ['00' '00' '00']
 - Column 9 :
      ['00' '00' '00']
 - Column 10 :
      ['-9.999' '-9.999' '-9.999']
 - Column 11 :
      ['5000' '5000' '5000']
 - Column 12 :
      ['09893' '09889' '09894']
 - Column 13 :
      ['00000' '00000' '00000']
 - Column 14 :
      ['017' '017' '017']
 - Column 15 :
      ['0.04' '0.04' '0.04']
 - Column 16 :
      ['26.6' '26.6' '26.6']
 - Column 17 :
      ['0' '0' '0']
 - Column 18 :
      ['000.002' '000.002' '000.002']
 - Column 19 :
      ['000' '000' '000']
 - Column 20 :
      ['-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,'
 '-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,'
 '-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,']
 - Column 21 :
      ['00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,'
 '00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,'
 '00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,']
 - Column 22 :
      ['000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,'
 '000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,'
 '000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,000,']
 - Column 23 :
      ['0' '0' '0']

Alternatively, you can also call the dataframe head(n) method to print the first n rows of the dataframe.

df_raw.head(3)

	0	1	2	3	4	5	6	7	8	9	...	14	15	16	17	18	19	20	21	22	23
0	610908	4610.3530	00847.2425	26-10-2018 18:43:01	NaN	OK	0000.000	0000.02	00	00	...	017	0.04	26.6	0	000.002	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
1	610909	4610.3529	00847.2424	26-10-2018 18:43:30	NaN	OK	0000.000	0000.02	00	00	...	017	0.04	26.6	0	000.002	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
2	610910	4610.3528	00847.2423	26-10-2018 18:44:00	NaN	OK	0000.000	0000.02	00	00	...	017	0.04	26.6	0	000.002	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0

3 rows × 24 columns

To further analyze the data, with print_df_random_n_rows you can print the content of n rows picked randomly.

You can call this command multiple times to see different rows each time and better understand the content of the dataframe.

print_df_random_n_rows(df_raw, n=6, print_column_names=False)

 - Column 0 :
      ['610991' '611632' '613091' '614812' '615793' '617281']
 - Column 1 :
      ['4610.3518' '4610.3543' '4610.3530' nan '4610.3523' '4610.3516']
 - Column 2 :
      ['00847.2439' '00847.2436' '00847.2437' nan '00847.2431' '00847.2448']
 - Column 3 :
      ['26-10-2018 19:24:31' '27-10-2018 00:45:01' '27-10-2018 12:54:30'
 '28-10-2018 03:15:01' '28-10-2018 11:25:30' '28-10-2018 23:49:30']
 - Column 4 :
      [nan nan nan nan nan nan]
 - Column 5 :
      ['OK' 'OK' 'OK' 'OK' 'OK' 'OK']
 - Column 6 :
      ['0000.000' '0000.000' '0000.000' '0002.526' '0004.070' '0000.000']
 - Column 7 :
      ['0000.02' '0000.06' '0007.76' '0085.17' '0116.48' '0164.97']
 - Column 8 :
      ['00' '00' '00' '62' '63' '00']
 - Column 9 :
      ['00' '00' '00' '63' '65' '00']
 - Column 10 :
      ['-9.999' '-9.999' '-9.999' '27.633' '32.179' '-9.999']
 - Column 11 :
      ['5000' '5000' '5000' '5000' '4944' '5000']
 - Column 12 :
      ['09846' '09710' '09481' '09373' '08955' '07909']
 - Column 13 :
      ['00000' '00000' '00002' '00215' '00301' '00000']
 - Column 14 :
      ['016' '016' '016' '010' '011' '012']
 - Column 15 :
      ['0.04' '0.04' '0.04' '0.10' '0.09' '0.09']
 - Column 16 :
      ['26.6' '26.7' '26.7' '26.6' '26.6' '26.6']
 - Column 17 :
      ['0' '0' '0' '0' '0' '0']
 - Column 18 :
      ['000.002' '000.006' '000.776' '008.517' '011.648' '016.497']
 - Column 19 :
      ['000' '000' '000' '000' '000' '000']
 - Column 20 :
      ['-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,'
 '-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,'
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 - Column 23 :
      ['0' '0' '0' '0' '0' '0']

In order to correctly assign the column names, it is important to look at the set of unique values each column. The function print_df_columns_unique_values make this easy for you.

print_df_columns_unique_values(df_raw)

 - Column 0 ( 0 ):
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'611007', '611008', '611009', '611010', '611011', '611012', '611013', '611014', '611015', '611016', '611017', '611018', '611019', '611020', '611021', '611022', '611023', '611024', '611025', '611026', '611027', '611028', '611029', '611030', '611031', '611032', '611033', '611034', '611035', '611036', '611037', '611038', '611039', '611040', '611041', '611042', '611043', '611044', '611045', '611046', '611047', '611048', '611049', '611050', '611051', '611052', '611053', '611054', '611055', '611056', '611057', '611058', '611059', '611060', '611061', '611062', '611063', '611064', '611065', '611066', '611067', '611068', '611069', '611070', '611071', '611072', '611073', '611074', '611075', '611076', '611077', '611078', '611079', '611080', '611081', '611082', '611083', '611084', '611085', '611086', '611087', '611088', '611089', '611090', '611091', '611092', '611093', '611094', '611095', '611096', '611097', '611098', '611099', '611100', '611101', '611102', '611103', '611104', '611105', '611106', '611107', '611108', '611109', '611110', '611111', '611112', '611113', '611114', '611115', '611116', '611117', '611118', '611119', '611120', '611121', '611122', '611123', '611124', '611125', '611126', '611127', '611128', '611129', '611130', '611131', '611132', '611133', '611134', '611135', '611136', '611137', '611138', '611139', '611140', '611141', '611142', '611143', '611144', '611145', '611146', '611147', '611148', '611149', '611150', '611151', '611152', '611153', '611154', '611155', '611156', '611157', '611158', '611159', '611160', '611161', '611162', '611163', '611164', '611165', '611166', '611167', '611168', '611169', '611170', '611171', '611172', '611173', '611174', '611175', '611176', '611177', '611178', '611179', '611180', '611181', '611182', '611183', '611184', '611185', '611186', '611187', '611188', '611189', '611190', '611191', '611192', '611193', '611194', '611195', '611196', '611197', '611198', '611199', '611200', '611201', '611202', '611203', '611204', '611205', '611206', '611207', '611208', '611209', '611210', '611211', '611212', '611213', '611214', '611215', '611216', '611217', '611218', '611219', '611220', '611221', '611222', '611223', '611224', '611225', '611226', '611227', '611228', '611229', '611230', '611231', '611232', '611233', '611234', '611235', '611236', '611237', '611238', '611239', '611240', '611241', '611242', '611243', '611244', '611245', '611246', '611247', '611248', '611249', '611250', '611251', '611252', '611253', '611254', '611255', '611256', '611257', '611258', '611259', '611260', '611261', '611262', '611263', '611264', '611265', '611266', '611267', '611268', '611269', '611270', '611271', '611272', '611273', '611274', '611275', '611276', '611277', '611278', '611279', '611280', '611281', '611282', '611283', '611284', '611285', '611286', '611287', '611288', '611289', '611290', '611291', '611292', '611293', '611294', '611295', '611296', '611297', '611298', '611299', '611300', '611301', '611302', '611303', '611304', '611305', '611306', '611307', '611308', '611309', '611310', '611311', '611312', '611313', '611314', '611315', '611316', '611317', '611318', '611319', '611320', '611321', '611322', '611323', '611324', '611325', '611326', '611327', '611328', '611329', '611330', '611331', '611332', '611333', '611334', '611335', '611336', '611337', '611338', '611339', '611340', '611341', '611342', '611343', '611344', '611345', '611346', '611347', '611348', '611349', '611350', '611351', '611352', '611353', '611354', '611355', '611356', '611357', '611358', '611359', '611360', '611361', '611362', '611363', '611364', '611365', '611366', '611367', '611368', '611369', '611370', '611371', '611372', '611373', '611374', '611375', '611376', '611377', '611378', '611379', '611380', '611381', '611382', '611383', '611384', '611385', '611386', '611387', '611388', '611389', '611390', '611391', '611392', '611393', '611394', '611395', '611396', '611397', '611398', '611399', '611400', '611401', '611402', '611403', '611404', '611405', '611406', '611407', '611408', '611409', '611410', '611411', '611412', '611413', '611414', '611415', '611416', '611417', '611418', '611419', '611420', '611421', '611422', '611423', '611424', '611425', '611426', '611427', '611428', '611429', '611430', '611431', '611432', '611433', '611434', '611435', '611436', '611437', '611438', '611439', '611440', '611441', '611442', '611443', '611444', '611445', '611446', '611447', '611448', '611449', '611450', '611451', '611452', '611453', '611454', '611455', '611456', '611457', '611458', '611459', '611460', '611461', '611462', '611463', '611464', '611465', '611466', '611467', '611468', '611469', '611470', '611471', '611472', '611473', '611474', '611475', '611476', '611477', '611478', '611479', '611480', '611481', '611482', '611483', '611484', '611485', '611486', '611487', '611488', '611489', '611490', '611491', '611492', '611493', '611494', '611495', '611496', '611497', '611498', '611499', '611500', '611501', '611502', '611503', '611504', '611505', '611506', '611507', '611508', '611509', '611510', '611511', '611512', '611513', '611514', '611515', '611516', '611517', '611518', '611519', '611520', '611521', '611522', '611523', '611524', '611525', '611526', '611527', '611528', '611529', '611530', '611531', '611532', '611533', '611534', '611535', '611536', '611537', '611538', '611539', '611540', '611541', '611542', '611543', '611544', '611545', '611546', '611547', '611548', '611549', '611550', '611551', '611552', '611553', '611554', '611555', '611556', '611557', '611558', '611559', '611560', '611561', '611562', '611563', '611564', '611565', '611566', '611567', '611568', '611569', '611570', '611571', '611572', '611573', '611574', '611575', '611576', '611577', '611578', '611579', '611580', '611581', '611582', '611583', '611584', '611585', '611586', '611587', '611588', '611589', '611590', '611591', '611592', '611593', '611594', '611595', '611596', '611597', '611598', '611599', '611600', '611601', '611602', '611603', '611604', '611605', '611606', '611607', '611608', '611609', '611610', '611611', '611612', '611613', '611614', '611615', '611616', '611617', '611618', '611619', '611620', '611621', '611622', '611623', '611624', '611625', '611626', '611627', '611628', '611629', '611630', '611631', '611632', '611633', '611634', '611635', '611636', '611637', '611638', '611639', '611640', '611641', '611642', '611643', '611644', '611645', '611646', '611647', '611648', '611649', '611650', '611651', '611652', '611653', '611654', '611655', '611656', '611657', '611658', '611659', '611660', '611661', '611662', '611663', '611664', '611665', '611666', '611667', '611668', '611669', '611670', '611671', '611672', '611673', '611674', '611675', '611676', '611677', '611678', '611679', '611680', '611681', '611682', '611683', '611684', '611685', '611686', '611687', '611688', '611689', '611690', '611691', '611692', '611693', '611694', '611695', '611696', '611697', '611698', '611699', '611700', '611701', '611702', '611703', '611704', '611705', '611706', '611707', '611708', '611709', '611710', '611711', '611712', '611713', '611714', '611715', '611716', '611717', '611718', '611719', '611720', '611721', '611722', '611723', '611724', '611725', '611726', '611727', '611728', '611729', '611730', '611731', '611732', '611733', '611734', '611735', '611736', '611737', '611738', '611739', '611740', '611741', '611742', '611743', '611744', '611745', '611746', '611747', '611748', '611749', '611750', '611751', '611752', '611753', '611754', '611755', '611756', '611757', '611758', '611759', '611760', '611761', '611762', '611763', '611764', '611765', '611766', '611767', '611768', '611769', '611770', '611771', '611772', '611773', '611774', '611775', '611776', '611777', '611778', '611779', '611780', '611781', '611782', '611783', '611784', '611785', '611786', '611787', '611788', '611789', '611790', '611791', '611792', '611793', '611794', '611795', '611796', '611797', '611798', '611799', '611800', '611801', '611802', '611803', '611804', '611805', '611806', '611807', '611808', '611809', '611810', '611811', '611812', '611813', '611814', '611815', '611816', '611817', '611818', '611819', '611820', '611821', '611822', '611823', '611824', '611825', '611826', '611827', '611828', '611829', '611830', '611831', '611832', '611833', '611834', '611835', '611836', '611837', '611838', '611839', '611840', '611841', '611842', '611843', '611844', '611845', '611846', '611847', '611848', '611849', '611850', '611851', '611852', '611853', '611854', '611855', '611856', '611857', '611858', '611859', '611860', '611861', '611862', '611863', '611864', '611865', '611866', '611867', '611868', '611869', '611870', '611871', '611872', '611873', '611874', '611875', '611876', '611877', '611878', '611879', '611880', '611881', '611882', '611883', '611884', '611885', '611886', '611887', '611888', '611889', '611890', '611891', '611892', '611893', '611894', '611895', '611896', '611897', '611898', '611899', '611900', '611901', '611902', '611903', '611904', '611905', '611906', '611907', '611908', '611909', '611910', '611911', '611912', '611913', '611914', '611915', '611916', '611917', '611918', '611919', '611920', '611921', '611922', '611923', '611924', '611925', '611926', '611927', '611928', '611929', '611930', '611931', '611932', '611933', '611934', '611935', '611936', '611937', '611938', '611939', '611940', '611941', '611942', '611943', '611944', '611945', '611946', '611947', '611948', '611949', '611950', '611951', '611952', '611953', '611954', '611955', '611956', '611957', '611958', '611959', '611960', '611961', '611962', '611963', '611964', '611965', '611966', '611967', '611968', '611969', '611970', '611971', '611972', '611973', '611974', '611975', '611976', '611977', '611978', '611979', '611980', '611981', '611982', '611983', '611984', '611985', '611986', '611987', '611988', '611989', '611990', '611991', '611992', '611993', '611994', '611995', '611996', '611997', '611998', '611999', '612000', '612001', '612002', '612003', '612004', '612005', '612006', '612007', '612008', '612009', '612010', '612011', '612012', '612013', '612014', '612015', '612016', '612017', '612018', '612019', '612020', '612021', '612022', '612023', '612024', '612025', '612026', '612027', '612028', '612029', '612030', '612031', '612032', '612033', '612034', '612035', '612036', '612037', '612038', '612039', '612040', '612041', '612042', '612043', '612044', '612045', '612046', '612047', '612048', '612049', '612050', '612051', '612052', '612053', '612054', '612055', '612056', '612057', '612058', '612059', '612060', '612061', '612062', '612063', '612064', '612065', '612066', '612067', '612068', '612069', '612070', '612071', '612072', '612073', '612074', '612075', '612076', '612077', '612078', '612079', '612080', '612081', '612082', '612083', '612084', '612085', '612086', '612087', '612088', '612089', '612090', '612091', '612092', '612093', '612094', '612095', '612096', '612097', '612098', '612099', '612100', '612101', '612102', '612103', '612104', '612105', '612106', '612107', '612108', '612109', '612110', '612111', '612112', '612113', '612114', '612115', '612116', '612117', '612118', '612119', '612120', '612121', '612122', '612123', '612124', '612125', '612126', '612127', '612128', '612129', '612130', '612131', '612132', '612133', '612134', '612135', '612136', '612137', '612138', '612139', '612140', '612141', '612142', '612143', '612144', '612145', '612146', '612147', '612148', '612149', '612150', '612151', '612152', '612153', '612154', '612155', '612156', '612157', '612158', '612159', '612160', '612161', '612162', '612163', '612164', '612165', '612166', '612167', '612168', '612169', '612170', '612171', '612172', '612173', '612174', '612175', '612176', '612177', '612178', '612179', '612180', '612181', '612182', '612183', '612184', '612185', '612186', '612187', '612188', '612189', '612190', '612191', '612192', '612193', '612194', '612195', '612196', '612197', '612198', '612199', '612200', '612201', '612202', '612203', '612204', '612205', '612206', '612207', '612208', '612209', '612210', '612211', '612212', '612213', '612214', '612215', '612216', '612217', '612218', '612219', '612220', '612221', '612222', '612223', '612224', '612225', '612226', '612227', '612228', '612229', '612230', '612231', '612232', '612233', '612234', '612235', '612236', '612237', '612238', '612239', '612240', '612241', '612242', '612243', '612244', '612245', '612246', '612247', '612248', '612249', '612250', '612251', '612252', '612253', '612254', '612255', '612256', '612257', '612258', '612259', '612260', '612261', '612262', '612263', '612264', '612265', '612266', '612267', '612268', '612269', '612270', '612271', '612272', '612273', '612274', '612275', '612276', '612277', '612278', '612279', '612280', '612281', '612282', '612283', '612284', '612285', '612286', '612287', '612288', '612289', '612290', '612291', '612292', '612293', '612294', '612295', '612296', '612297', '612298', '612299', '612300', '612301', '612302', '612303', '612304', '612305', '612306', '612307', '612308', '612309', '612310', '612311', '612312', '612313', '612314', '612315', '612316', '612317', '612318', '612319', '612320', '612321', '612322', '612323', '612324', '612325', '612326', '612327', '612328', '612329', '612330', '612331', '612332', '612333', '612334', '612335', '612336', '612337', '612338', '612339', '612340', '612341', '612342', '612343', '612344', '612345', '612346', '612347', '612348', '612349', '612350', '612351', '612352', '612353', '612354', '612355', '612356', '612357', '612358', '612359', '612360', '612361', '612362', '612363', '612364', '612365', '612366', '612367', '612368', '612369', '612370', '612371', '612372', '612373', '612374', '612375', '612376', '612377', '612378', '612379', '612380', '612381', '612382', '612383', '612384', '612385', '612386', '612387', '612388', '612389', '612390', '612391', '612392', '612393', '612394', '612395', '612396', '612397', '612398', '612399', '612400', '612401', '612402', '612403', '612404', '612405', '612406', '612407', '612408', '612409', '612410', '612411', '612412', '612413', '612414', '612415', '612416', '612417', '612418', '612419', '612420', '612421', '612422', '612423', '612424', '612425', '612426', '612427', '612428', '612429', '612430', '612431', '612432', '612433', '612434', '612435', '612436', '612437', '612438', '612439', '612440', '612441', '612442', '612443', '612444', '612445', '612446', '612447', '612448', '612449', '612450', '612451', '612452', '612453', '612454', '612455', '612456', '612457', '612458', '612459', '612460', '612461', '612462', '612463', '612464', '612465', '612466', '612467', '612468', '612469', '612470', '612471', '612472', '612473', '612474', '612475', '612476', '612477', '612478', '612479', '612480', '612481', '612482', '612483', '612484', '612485', '612486', '612487', '612488', '612489', '612490', '612491', '612492', '612493', '612494', '612495', '612496', '612497', '612498', '612499', '612500', '612501', '612502', '612503', '612504', '612505', '612506', '612507', '612508', '612509', '612510', '612511', '612512', '612513', '612514', '612515', '612516', '612517', '612518', '612519', '612520', '612521', '612522', '612523', '612524', '612525', '612526', '612527', '612528', '612529', '612530', '612531', '612532', '612533', '612534', '612535', '612536', '612537', '612538', '612539', '612540', '612541', '612542', '612543', '612544', '612545', '612546', '612547', '612548', '612549', '612550', '612551', '612552', '612553', '612554', '612555', '612556', '612557', '612558', '612559', '612560', '612561', '612562', '612563', '612564', '612565', '612566', '612567', '612568', '612569', '612570', '612571', '612572', '612573', '612574', '612575', '612576', '612577', '612578', '612579', '612580', '612581', '612582', '612583', '612584', '612585', '612586', '612587', '612588', '612589', '612590', '612591', '612592', '612593', '612594', '612595', '612596', '612597', '612598', '612599', '612600', '612601', '612602', '612603', '612604', '612605', '612606', '612607', '612608', '612609', '612610', '612611', '612612', '612613', '612614', '612615', '612616', '612617', '612618', '612619', '612620', '612621', '612622', '612623', '612624', '612625', '612626', '612627', '612628', '612629', '612630', '612631', '612632', '612633', '612634', '612635', '612636', '612637', '612638', '612639', '612640', '612641', '612642', '612643', '612644', '612645', '612646', '612647', '612648', '612649', '612650', '612651', '612652', '612653', '612654', '612655', '612656', '612657', '612658', '612659', '612660', '612661', '612662', '612663', '612664', '612665', '612666', '612667', '612668', '612669', '612670', '612671', '612672', '612673', '612674', '612675', '612676', '612677', '612678', '612679', '612680', '612681', '612682', '612683', '612684', '612685', '612686', '612687', '612688', '612689', '612690', '612691', '612692', '612693', '612694', '612695', '612696', '612697', '612698', '612699', '612700', '612701', '612702', '612703', '612704', '612705', '612706', '612707', '612708', '612709', '612710', '612711', '612712', '612713', '612714', '612715', '612716', '612717', '612718', '612719', '612720', '612721', '612722', '612723', '612724', '612725', '612726', '612727', '612728', '612729', '612730', '612731', '612732', '612733', '612734', '612735', '612736', '612737', '612738', '612739', '612740', '612741', '612742', '612743', '612744', '612745', '612746', '612747', '612748', '612749', '612750', '612751', '612752', '612753', '612754', '612755', '612756', '612757', '612758', '612759', '612760', '612761', '612762', '612763', '612764', '612765', '612766', '612767', '612768', '612769', '612770', '612771', '612772', '612773', '612774', '612775', '612776', '612777', '612778', '612779', '612780', '612781', '612782', '612783', '612784', '612785', '612786', '612787', '612788', '612789', '612790', '612791', '612792', '612793', '612794', '612795', '612796', '612797', '612798', '612799', '612800', '612801', '612802', '612803', '612804', '612805', '612806', '612807', '612808', '612809', '612810', '612811', '612812', '612813', '612814', '612815', '612816', '612817', '612818', '612819', '612820', '612821', '612822', '612823', '612824', '612825', '612826', '612827', '612828', '612829', '612830', '612831', '612832', '612833', '612834', '612835', '612836', '612837', '612838', '612839', '612840', '612841', '612842', '612843', '612844', '612845', '612846', '612847', '612848', '612849', '612850', '612851', '612852', '612853', '612854', '612855', '612856', '612857', '612858', '612859', '612860', '612861', '612862', '612863', '612864', '612865', '612866', '612867', '612868', '612869', '612870', '612871', '612872', '612873', '612874', '612875', '612876', '612877', '612878', '612879', '612880', '612881', '612882', '612883', '612884', '612885', '612886', '612887', '612888', '612889', '612890', '612891', '612892', '612893', '612894', '612895', '612896', '612897', '612898', '612899', '612900', '612901', '612902', '612903', '612904', '612905', '612906', 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'613808', '613809', '613810', '613811', '613812', '613813', '613814', '613815', '613816', '613817', '613818', '613819', '613820', '613821', '613822', '613823', '613824', '613825', '613826', '613827', '613828', '613829', '613830', '613831', '613832', '613833', '613834', '613835', '613836', '613837', '613838', '613839', '613840', '613841', '613842', '613843', '613844', '613845', '613846', '613847', '613848', '613849', '613850', '613851', '613852', '613853', '613854', '613855', '613856', '613857', '613858', '613859', '613860', '613861', '613862', '613863', '613864', '613865', '613866', '613867', '613868', '613869', '613870', '613871', '613872', '613873', '613874', '613875', '613876', '613877', '613878', '613879', '613880', '613881', '613882', '613883', '613884', '613885', '613886', '613887', '613888', '613889', '613890', '613891', '613892', '613893', '613894', '613895', '613896', '613897', '613898', '613899', '613900', '613901', '613902', '613903', '613904', '613905', '613906', '613907', '613908', '613909', '613910', '613911', '613912', '613913', '613914', '613915', '613916', '613917', '613918', '613919', '613920', '613921', '613922', '613923', '613924', '613925', '613926', '613927', '613928', '613929', '613930', '613931', '613932', '613933', '613934', '613935', '613936', '613937', '613938', '613939', '613940', '613941', '613942', '613943', '613944', '613945', '613946', '613947', '613948', '613949', '613950', '613951', '613952', '613953', '613954', '613955', '613956', '613957', '613958', '613959', '613960', '613961', '613962', '613963', '613964', '613965', '613966', '613967', '613968', '613969', '613970', '613971', '613972', '613973', '613974', '613975', '613976', '613977', '613978', '613979', '613980', '613981', '613982', '613983', '613984', '613985', '613986', '613987', '613988', '613989', '613990', '613991', '613992', '613993', '613994', '613995', '613996', '613997', '613998', '613999', '614000', '614001', '614002', '614003', '614004', '614005', '614006', '614007', '614008', '614009', '614010', '614011', '614012', '614013', '614014', '614015', '614016', '614017', '614018', '614019', '614020', '614021', '614022', '614023', '614024', '614025', '614026', '614027', '614028', '614029', '614030', '614031', '614032', '614033', '614034', '614035', '614036', '614037', '614038', '614039', '614040', '614041', '614042', '614043', '614044', '614045', '614046', '614047', '614048', '614049', '614050', '614051', '614052', '614053', '614054', '614055', '614056', '614057', '614058', '614059', '614060', '614061', '614062', '614063', '614064', '614065', '614066', '614067', '614068', '614069', '614070', '614071', '614072', '614073', '614074', '614075', '614076', '614077', '614078', '614079', '614080', '614081', '614082', '614083', '614084', '614085', '614086', '614087', '614088', '614089', '614090', '614091', '614092', '614093', '614094', '614095', '614096', '614097', '614098', '614099', '614100', '614101', '614102', '614103', '614104', '614105', '614106', '614107', '614108', '614109', '614110', '614111', '614112', '614113', '614114', '614115', '614116', '614117', '614118', '614119', '614120', '614121', '614122', '614123', '614124', '614125', '614126', '614127', '614128', '614129', '614130', '614131', '614132', '614133', '614134', '614135', '614136', '614137', '614138', '614139', '614140', '614141', '614142', '614143', '614144', '614145', '614146', '614147', '614148', '614149', '614150', '614151', '614152', '614153', '614154', '614155', '614156', '614157', '614158', '614159', '614160', '614161', '614162', '614163', '614164', '614165', '614166', '614167', '614168', '614169', '614170', '614171', '614172', '614173', '614174', '614175', '614176', '614177', '614178', '614179', '614180', '614181', '614182', '614183', '614184', '614185', '614186', '614187', '614188', '614189', '614190', '614191', '614192', '614193', '614194', '614195', '614196', '614197', '614198', '614199', '614200', '614201', '614202', '614203', '614204', '614205', '614206', '614207', '614208', '614209', '614210', '614211', '614212', '614213', '614214', '614215', '614216', '614217', '614218', '614219', '614220', '614221', '614222', '614223', '614224', '614225', '614226', '614227', '614228', '614229', '614230', '614231', '614232', '614233', '614234', '614235', '614236', '614237', '614238', '614239', '614240', '614241', '614242', '614243', '614244', '614245', '614246', '614247', '614248', '614249', '614250', '614251', '614252', '614253', '614254', '614255', '614256', '614257', '614258', '614259', '614260', '614261', '614262', '614263', '614264', '614265', '614266', '614267', '614268', '614269', '614270', '614271', '614272', '614273', '614274', '614275', '614276', '614277', '614278', '614279', '614280', '614281', '614282', '614283', '614284', '614285', '614286', '614287', '614288', '614289', '614290', '614291', '614292', '614293', '614294', '614295', '614296', '614297', '614298', '614299', '614300', '614301', '614302', '614303', '614304', '614305', '614306', '614307', 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 - Column 1 ( 1 ):
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 - Column 2 ( 2 ):
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 - Column 3 ( 3 ):
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19:26:01', '26-10-2018 19:26:30', '26-10-2018 19:27:00', '26-10-2018 19:27:31', '26-10-2018 19:28:01', '26-10-2018 19:28:30', '26-10-2018 19:29:00', '26-10-2018 19:29:31', '26-10-2018 19:30:01', '26-10-2018 19:30:30', '26-10-2018 19:31:01', '26-10-2018 19:31:31', '26-10-2018 19:32:01', '26-10-2018 19:32:31', '26-10-2018 19:33:01', '26-10-2018 19:33:31', '26-10-2018 19:34:00', '26-10-2018 19:34:31', '26-10-2018 19:35:01', '26-10-2018 19:35:30', '26-10-2018 19:36:01', '26-10-2018 19:36:30', '26-10-2018 19:37:01', '26-10-2018 19:37:30', '26-10-2018 19:38:00', '26-10-2018 19:38:31', '26-10-2018 19:39:01', '26-10-2018 19:39:30', '26-10-2018 19:40:00', '26-10-2018 19:40:30', '26-10-2018 19:41:00', '26-10-2018 19:41:31', '26-10-2018 19:42:01', '26-10-2018 19:42:30', '26-10-2018 19:43:00', '26-10-2018 19:43:31', '26-10-2018 19:44:00', '26-10-2018 19:44:31', '26-10-2018 19:45:01', '26-10-2018 19:45:30', '26-10-2018 19:46:01', '26-10-2018 19:46:31', '26-10-2018 19:47:01', '26-10-2018 19:47:31', 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20:53:00', '26-10-2018 20:53:31', '26-10-2018 20:54:01', '26-10-2018 20:54:31', '26-10-2018 20:55:01', '26-10-2018 20:55:30', '26-10-2018 20:56:00', '26-10-2018 20:56:30', '26-10-2018 20:57:00', '26-10-2018 20:57:31', '26-10-2018 20:58:01', '26-10-2018 20:58:31', '26-10-2018 20:59:01', '26-10-2018 20:59:31', '26-10-2018 21:00:01', '26-10-2018 21:00:31', '26-10-2018 21:01:01', '26-10-2018 21:01:30', '26-10-2018 21:02:00', '26-10-2018 21:02:30', '26-10-2018 21:03:00', '26-10-2018 21:03:30', '26-10-2018 21:04:00', '26-10-2018 21:04:31', '26-10-2018 21:05:01', '26-10-2018 21:05:30', '26-10-2018 21:06:00', '26-10-2018 21:06:31', '26-10-2018 21:07:01', '26-10-2018 21:07:31', '26-10-2018 21:08:01', '26-10-2018 21:08:30', '26-10-2018 21:09:00', '26-10-2018 21:09:30', '26-10-2018 21:10:00', '26-10-2018 21:10:31', '26-10-2018 21:11:01', '26-10-2018 21:11:30', '26-10-2018 21:12:01', '26-10-2018 21:12:30', '26-10-2018 21:13:00', '26-10-2018 21:13:31', '26-10-2018 21:14:01', '26-10-2018 21:14:30', 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21:36:31', '26-10-2018 21:37:01', '26-10-2018 21:37:30', '26-10-2018 21:38:00', '26-10-2018 21:38:31', '26-10-2018 21:39:01', '26-10-2018 21:39:31', '26-10-2018 21:40:01', '26-10-2018 21:40:31', '26-10-2018 21:41:01', '26-10-2018 21:41:30', '26-10-2018 21:42:00', '26-10-2018 21:42:31', '26-10-2018 21:43:01', '26-10-2018 21:43:31', '26-10-2018 21:44:01', '26-10-2018 21:44:30', '26-10-2018 21:45:01', '26-10-2018 21:45:31', '26-10-2018 21:46:01', '26-10-2018 21:46:31', '26-10-2018 21:47:01', '26-10-2018 21:47:30', '26-10-2018 21:48:00', '26-10-2018 21:48:31', '26-10-2018 21:49:01', '26-10-2018 21:49:30', '26-10-2018 21:50:01', '26-10-2018 21:50:30', '26-10-2018 21:51:01', '26-10-2018 21:51:31', '26-10-2018 21:52:01', '26-10-2018 21:52:31', '26-10-2018 21:53:01', '26-10-2018 21:53:31', '26-10-2018 21:54:01', '26-10-2018 21:54:30', '26-10-2018 21:55:01', '26-10-2018 21:55:31', '26-10-2018 21:56:01', '26-10-2018 21:56:30', '26-10-2018 21:57:01', '26-10-2018 21:57:30', '26-10-2018 21:58:00', 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 - Column 11 ( 11 ):
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'3679', '3680', '3683', '3684', '3687', '3688', '3690', '3693', '3696', '3697', '3698', '3703', '3704', '3707', '3708', '3709', '3711', '3713', '3716', '3717', '3719', '3720', '3722', '3723', '3725', '3727', '3729', '3733', '3735', '3737', '3738', '3739', '3740', '3743', '3744', '3748', '3749', '3750', '3752', '3757', '3763', '3766', '3767', '3768', '3771', '3772', '3773', '3774', '3776', '3778', '3779', '3780', '3782', '3783', '3785', '3786', '3788', '3793', '3795', '3796', '3797', '3799', '3801', '3807', '3808', '3809', '3811', '3813', '3814', '3816', '3817', '3822', '3824', '3826', '3827', '3829', '3830', '3831', '3834', '3835', '3837', '3838', '3839', '3840', '3842', '3844', '3849', '3850', '3851', '3855', '3856', '3860', '3862', '3864', '3865', '3866', '3867', '3868', '3871', '3873', '3875', '3879', '3880', '3881', '3882', '3885', '3886', '3888', '3890', '3896', '3897', '3901', '3902', '3905', '3910', '3913', '3914', '3915', '3916', '3918', '3920', '3921', '3922', '3925', '3926', '3927', '3928', '3929', '3932', '3937', '3940', '3941', '3942', '3944', '3946', '3949', '3950', '3951', '3953', '3966', '3967', '3968', '3970', '3972', '3974', '3975', '3977', '3978', '3979', '3980', '3982', '3983', '3984', '3987', '3988', '3989', '3990', '3992', '3995', '3996', '3997', '4000', '4001', '4003', '4006', '4007', '4008', '4009', '4011', '4012', '4016', '4022', '4024', '4028', '4029', '4032', '4033', '4037', '4038', '4039', '4040', '4041', '4042', '4043', '4045', '4046', '4052', '4053', '4054', '4056', '4057', '4059', '4061', '4064', '4065', '4068', '4071', '4072', '4073', '4076', '4078', '4082', '4083', '4086', '4087', '4089', '4092', '4093', '4095', '4096', '4098', '4099', '4102', '4103', '4108', '4112', '4114', '4115', '4116', '4118', '4119', '4122', '4124', '4125', '4126', '4134', '4137', '4138', '4144', '4145', '4151', '4154', '4155', '4160', '4163', '4164', '4170', '4171', '4172', '4177', '4178', '4179', '4180', '4184', '4189', '4190', '4191', '4192', '4198', '4200', 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 - Column 12 ( 12 ):
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'08813', '08814', '08815', '08816', '08817', '08818', '08819', '08820', '08821', '08822', '08823', '08824', '08825', '08826', '08827', '08828', '08829', '08830', '08831', '08832', '08833', '08834', '08835', '08836', '08837', '08838', '08839', '08840', '08841', '08842', '08843', '08844', '08845', '08846', '08847', '08848', '08849', '08850', '08851', '08852', '08853', '08854', '08855', '08856', '08857', '08858', '08859', '08860', '08861', '08862', '08863', '08864', '08865', '08866', '08867', '08868', '08869', '08870', '08871', '08872', '08874', '08875', '08876', '08877', '08878', '08879', '08880', '08881', '08882', '08883', '08884', '08885', '08886', '08887', '08888', '08889', '08890', '08891', '08892', '08893', '08894', '08895', '08896', '08897', '08898', '08899', '08900', '08901', '08902', '08903', '08904', '08905', '08906', '08907', '08908', '08909', '08910', '08911', '08912', '08913', '08914', '08915', '08916', '08917', '08918', '08919', '08920', '08921', '08922', '08924', '08925', 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'09044', '09045', '09046', '09047', '09048', '09049', '09050', '09051', '09052', '09053', '09054', '09055', '09056', '09057', '09058', '09059', '09060', '09061', '09062', '09063', '09064', '09065', '09066', '09067', '09068', '09069', '09070', '09071', '09072', '09073', '09075', '09076', '09077', '09078', '09079', '09080', '09081', '09083', '09084', '09085', '09086', '09087', '09088', '09089', '09090', '09092', '09093', '09095', '09096', '09097', '09098', '09100', '09101', '09102', '09103', '09104', '09105', '09106', '09107', '09108', '09109', '09110', '09111', '09112', '09113', '09114', '09115', '09116', '09117', '09118', '09119', '09120', '09121', '09122', '09123', '09124', '09125', '09126', '09127', '09128', '09129', '09130', '09131', '09132', '09133', '09134', '09135', '09136', '09137', '09138', '09139', '09140', '09141', '09143', '09144', '09146', '09147', '09148', '09149', '09150', '09151', '09152', '09154', '09156', '09157', '09158', '09159', '09160', '09161', '09162', '09163', '09164', '09165', '09166', '09167', '09168', '09169', '09170', '09171', '09172', '09173', '09174', '09175', '09176', '09177', '09178', '09179', '09180', '09181', '09182', '09183', '09184', '09185', '09186', '09187', '09189', '09190', '09191', '09192', '09193', '09195', '09196', '09197', '09198', '09199', '09200', '09201', '09202', '09203', '09204', '09205', '09206', '09207', '09208', '09209', '09210', '09211', '09212', '09213', '09215', '09216', '09217', '09218', '09219', '09220', '09221', '09223', '09225', '09226', '09227', '09228', '09230', '09231', '09232', '09233', '09234', '09235', '09236', '09237', '09238', '09239', '09240', '09241', '09242', '09243', '09245', '09246', '09248', '09249', '09250', '09251', '09253', '09254', '09256', '09257', '09258', '09260', '09261', '09263', '09264', '09265', '09266', '09267', '09268', '09269', '09270', '09271', '09272', '09273', '09274', '09276', '09277', '09278', '09279', '09280', '09281', '09282', '09283', '09284', '09285', '09286', '09287', '09289', '09291', '09292', '09295', '09296', '09297', '09299', '09300', '09301', '09302', '09307', '09308', '09310', '09311', '09313', '09316', '09317', '09318', '09319', '09320', '09321', '09322', '09323', '09324', '09325', '09326', '09327', '09328', '09329', '09330', '09332', '09335', '09336', '09337', '09338', '09339', '09340', '09341', '09343', '09344', '09345', '09347', '09349', '09350', '09353', '09354', '09355', '09356', '09357', '09358', '09360', '09361', '09362', '09363', '09367', '09368', '09369', '09370', '09372', '09373', '09374', '09375', '09376', '09377', '09378', '09379', '09380', '09381', '09382', '09384', '09386', '09387', '09388', '09389', '09390', '09391', '09393', '09394', '09395', '09396', '09398', '09399', '09400', '09401', '09403', '09404', '09406', '09407', '09408', '09409', '09410', '09411', '09412', '09413', '09414', '09415', '09416', '09417', '09419', '09420', '09421', '09422', '09423', '09424', '09425', '09426', '09427', '09428', '09429', '09430', '09431', 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'09850', '09851', '09852', '09853', '09854', '09855', '09856', '09857', '09858', '09859', '09860', '09861', '09862', '09863', '09864', '09865', '09866', '09867', '09868', '09869', '09870', '09871', '09872', '09873', '09874', '09875', '09876', '09877', '09878', '09879', '09881', '09882', '09883', '09884', '09885', '09886', '09887', '09889', '09891', '09892', '09893', '09894', '09895', '09896', '09901', '09914', '09915']
 - Column 13 ( 13 ):
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 - Column 14 ( 14 ):
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 - Column 17 ( 17 ):
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 - Column 23 ( 23 ):
      ['0']

If you want to focus on a specific column, you can specify the column index into the column_indices argument:

print_df_columns_unique_values(df_raw, column_indices=11, print_column_names=False)

 - Column 11 :
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'2020', '2021', '2022', '2031', '2033', '2037', '2043', '2046', '2053', '2056', '2059', '2060', '2061', '2062', '2063', '2064', '2074', '2084', '2085', '2086', '2089', '2092', '2093', '2098', '2099', '2106', '2112', '2113', '2115', '2116', '2118', '2119', '2120', '2122', '2126', '2129', '2131', '2136', '2143', '2144', '2149', '2152', '2153', '2158', '2162', '2168', '2170', '2173', '2175', '2176', '2180', '2181', '2184', '2189', '2191', '2197', '2200', '2201', '2205', '2207', '2208', '2214', '2216', '2220', '2223', '2224', '2226', '2228', '2229', '2230', '2233', '2236', '2237', '2238', '2245', '2248', '2251', '2255', '2256', '2258', '2259', '2260', '2261', '2262', '2264', '2267', '2269', '2270', '2271', '2274', '2279', '2281', '2282', '2287', '2288', '2290', '2291', '2294', '2297', '2300', '2302', '2303', '2304', '2305', '2307', '2314', '2317', '2321', '2323', '2324', '2325', '2328', '2333', '2338', '2339', '2342', '2344', '2353', '2354', '2355', '2356', '2361', '2362', '2363', '2364', '2366', '2370', '2371', '2377', '2383', '2384', '2387', '2390', '2392', '2394', '2401', '2402', '2405', '2407', '2408', '2409', '2412', '2413', '2414', '2417', '2420', '2422', '2426', '2428', '2430', '2432', '2436', '2437', '2439', '2440', '2441', '2442', '2444', '2449', '2450', '2456', '2457', '2458', '2459', '2462', '2469', '2472', '2474', '2475', '2476', '2477', '2478', '2479', '2483', '2487', '2494', '2495', '2496', '2501', '2504', '2506', '2508', '2509', '2510', '2512', '2518', '2520', '2522', '2524', '2528', '2529', '2530', '2532', '2533', '2543', '2545', '2546', '2547', '2551', '2553', '2554', '2556', '2558', '2562', '2564', '2567', '2569', '2572', '2575', '2577', '2582', '2585', '2589', '2598', '2601', '2605', '2606', '2609', '2611', '2613', '2615', '2616', '2617', '2618', '2621', '2622', '2625', '2627', '2628', '2636', '2639', '2643', '2646', '2648', '2650', '2654', '2655', '2657', '2658', '2659', '2660', '2662', '2669', '2673', '2677', '2678', '2679', '2681', '2682', '2684', '2686', '2687', '2691', '2692', '2695', '2696', '2697', '2698', '2700', '2705', '2707', '2712', '2714', '2715', '2716', '2718', '2720', '2721', '2722', '2724', '2725', '2729', '2730', '2732', '2734', '2735', '2737', '2740', '2741', '2742', '2744', '2746', '2749', '2750', '2751', '2752', '2754', '2756', '2758', '2763', '2766', '2767', '2768', '2770', '2775', '2776', '2779', '2781', '2782', '2783', '2787', '2790', '2792', '2793', '2795', '2796', '2797', '2798', '2799', '2800', '2802', '2804', '2805', '2806', '2807', '2808', '2811', '2816', '2817', '2818', '2822', '2823', '2824', '2827', '2828', '2831', '2833', '2834', '2835', '2837', '2838', '2841', '2842', '2844', '2849', '2853', '2858', '2859', '2865', '2868', '2870', '2872', '2876', '2877', '2878', '2879', '2881', '2882', '2885', '2886', '2889', '2891', '2894', '2895', '2896', '2897', '2899', '2905', '2908', '2909', '2910', '2911', '2912', '2914', '2915', '2918', '2925', '2933', '2934', '2935', '2937', '2941', '2943', '2945', '2946', '2947', '2948', '2949', '2954', '2955', '2959', '2961', '2962', '2964', '2965', '2966', '2968', '2969', '2971', '2978', '2982', '2984', '2985', '2989', '2990', '2992', '2993', '2994', '2996', '2997', '2998', '3000', '3001', '3002', '3003', '3004', '3006', '3008', '3010', '3011', '3013', '3014', '3015', '3017', '3020', '3021', '3024', '3025', '3027', '3031', '3032', '3033', '3038', '3041', '3042', '3044', '3047', '3050', '3054', '3055', '3057', '3060', '3061', '3062', '3065', '3066', '3071', '3072', '3073', '3074', '3076', '3077', '3078', '3080', '3084', '3092', '3095', '3096', '3098', '3099', '3100', '3101', '3104', '3105', '3106', '3107', '3108', '3110', '3111', '3115', '3118', '3121', '3123', '3126', '3129', '3130', '3132', '3134', '3135', '3137', '3138', '3139', '3142', '3143', '3146', '3152', '3153', '3155', '3157', '3158', '3160', '3162', '3168', '3173', '3175', '3176', '3177', '3178', '3179', '3184', '3187', '3191', '3192', '3194', '3195', '3196', '3198', '3201', '3203', '3204', '3206', '3209', '3210', '3212', '3214', '3216', '3219', '3220', '3221', '3223', '3224', '3229', '3230', '3232', '3233', '3234', '3237', '3238', '3239', '3241', '3243', '3245', '3247', '3248', '3252', '3253', '3255', '3256', '3257', '3260', '3262', '3264', '3266', '3267', '3268', '3269', '3273', '3276', '3282', '3283', '3286', '3287', '3288', '3290', '3291', '3293', '3296', '3299', '3300', '3301', '3302', '3304', '3305', '3307', '3308', '3311', '3314', '3315', '3316', '3323', '3327', '3329', '3331', '3332', '3336', '3337', '3338', '3339', '3341', '3343', '3346', '3348', '3350', '3351', '3352', '3355', '3358', '3362', '3363', '3367', '3368', '3370', '3372', '3374', '3376', '3378', '3379', '3382', '3384', '3385', '3386', '3387', '3388', '3393', '3394', '3395', '3396', '3399', '3403', '3404', '3405', '3407', '3408', '3410', '3411', '3413', '3414', '3415', '3416', '3417', '3419', '3421', '3422', '3425', '3426', '3427', '3428', '3430', '3431', '3432', '3433', '3435', '3438', '3443', '3445', '3447', '3448', '3450', '3457', '3459', '3460', '3461', '3462', '3464', '3465', '3466', '3467', '3469', '3470', '3471', '3472', '3475', '3476', '3477', '3478', '3480', '3482', '3484', '3485', '3486', '3488', '3491', '3493', '3494', '3496', '3497', '3499', '3506', '3508', '3509', '3514', '3515', '3517', '3519', '3521', '3523', '3525', '3526', '3528', '3529', '3530', '3531', '3533', '3534', '3541', '3542', '3543', '3544', '3545', '3546', '3547', '3549', '3551', '3553', '3554', '3555', '3558', '3559', '3560', '3561', '3562', '3565', '3569', '3570', '3575', '3576', '3577', '3582', '3584', '3585', '3586', '3587', '3588', '3589', '3590', '3593', '3600', '3601', '3602', '3605', '3607', '3609', '3610', '3614', '3616', '3618', '3619', '3620', '3621', '3622', '3625', '3626', '3629', '3631', '3632', '3633', '3634', '3635', '3637', '3638', '3639', '3641', '3644', '3645', '3646', '3649', '3651', '3652', '3654', '3655', '3657', '3658', '3663', '3664', '3665', '3666', '3668', '3669', '3675', '3676', '3679', '3680', '3683', '3684', '3687', '3688', '3690', '3693', '3696', '3697', '3698', '3703', '3704', '3707', '3708', '3709', '3711', '3713', '3716', '3717', '3719', '3720', '3722', '3723', '3725', '3727', '3729', '3733', '3735', '3737', '3738', '3739', '3740', '3743', '3744', '3748', '3749', '3750', '3752', '3757', '3763', '3766', '3767', '3768', '3771', '3772', '3773', '3774', '3776', '3778', '3779', '3780', '3782', '3783', '3785', '3786', '3788', '3793', '3795', '3796', '3797', '3799', '3801', '3807', '3808', '3809', '3811', '3813', '3814', '3816', '3817', '3822', '3824', '3826', '3827', '3829', '3830', '3831', '3834', '3835', '3837', '3838', '3839', '3840', '3842', '3844', '3849', '3850', '3851', '3855', '3856', '3860', '3862', '3864', '3865', '3866', '3867', '3868', '3871', '3873', '3875', '3879', '3880', '3881', '3882', '3885', '3886', '3888', '3890', '3896', '3897', '3901', '3902', '3905', '3910', '3913', '3914', '3915', '3916', '3918', '3920', '3921', '3922', '3925', '3926', '3927', '3928', '3929', '3932', '3937', '3940', '3941', '3942', '3944', '3946', '3949', '3950', '3951', '3953', '3966', '3967', '3968', '3970', '3972', '3974', '3975', '3977', '3978', '3979', '3980', '3982', '3983', '3984', '3987', '3988', '3989', '3990', '3992', '3995', '3996', '3997', '4000', '4001', '4003', '4006', '4007', '4008', '4009', '4011', '4012', '4016', '4022', '4024', '4028', '4029', '4032', '4033', '4037', '4038', '4039', '4040', '4041', '4042', '4043', '4045', '4046', '4052', '4053', '4054', '4056', '4057', '4059', '4061', '4064', '4065', '4068', '4071', '4072', '4073', '4076', '4078', '4082', '4083', '4086', '4087', '4089', '4092', '4093', '4095', '4096', '4098', '4099', '4102', '4103', '4108', '4112', '4114', '4115', '4116', '4118', '4119', '4122', '4124', '4125', '4126', '4134', '4137', '4138', '4144', '4145', '4151', '4154', '4155', '4160', '4163', '4164', '4170', '4171', '4172', '4177', '4178', '4179', '4180', '4184', '4189', '4190', '4191', '4192', '4198', '4200', '4201', '4202', '4204', '4205', '4210', '4211', '4214', '4215', '4216', '4217', '4218', '4220', '4221', '4223', '4224', '4225', '4230', '4231', '4234', '4236', '4245', '4249', '4250', '4252', '4256', '4258', '4259', '4261', '4263', '4266', '4267', '4269', '4270', '4271', '4273', '4275', '4276', '4277', '4278', '4279', '4280', '4281', '4283', '4285', '4289', '4292', '4293', '4294', '4295', '4296', '4301', '4302', '4303', '4304', '4306', '4311', '4313', '4315', '4320', '4323', '4325', '4326', '4327', '4332', '4335', '4337', '4338', '4340', '4341', '4342', '4345', '4346', '4349', '4351', '4355', '4356', '4360', '4361', '4367', '4369', '4376', '4378', '4380', '4384', '4385', '4392', '4395', '4396', '4402', '4405', '4406', '4408', '4409', '4410', '4411', '4415', '4416', '4421', '4423', '4426', '4429', '4433', '4436', '4437', '4439', '4444', '4449', '4450', '4453', '4463', '4465', '4467', '4469', '4470', '4472', '4480', '4483', '4485', '4488', '4489', '4490', '4495', '4496', '4498', '4504', '4506', '4507', '4508', '4509', '4510', '4512', '4517', '4520', '4522', '4525', '4527', '4531', '4535', '4538', '4539', '4546', '4549', '4551', '4553', '4555', '4558', '4561', '4564', '4572', '4574', '4576', '4579', '4580', '4583', '4587', '4588', '4589', '4592', '4593', '4595', '4596', '4598', '4601', '4602', '4603', '4605', '4606', '4607', '4608', '4616', '4617', '4618', '4626', '4627', '4628', '4629', '4631', '4637', '4639', '4645', '4646', '4647', '4648', '4650', '4653', '4657', '4659', '4665', '4667', '4669', '4670', '4672', '4674', '4679', '4680', '4686', '4688', '4689', '4693', '4694', '4696', '4698', '4702', '4703', '4704', '4709', '4710', '4715', '4716', '4719', '4721', '4724', '4728', '4736', '4737', '4738', '4743', '4746', '4747', '4756', '4758', '4760', '4765', '4768', '4769', '4772', '4774', '4779', '4780', '4784', '4791', '4792', '4793', '4794', '4795', '4796', '4797', '4799', '4800', '4802', '4803', '4806', '4807', '4808', '4809', '4814', '4816', '4817', '4818', '4820', '4821', '4823', '4835', '4838', '4839', '4841', '4842', '4849', '4851', '4853', '4861', '4863', '4864', '4867', '4871', '4872', '4875', '4876', '4877', '4880', '4887', '4888', '4893', '4897', '4901', '4903', '4904', '4906', '4907', '4911', '4912', '4919', '4920', '4921', '4922', '4925', '4927', '4929', '4930', '4932', '4935', '4937', '4944', '4945', '4946', '4949', '4950', '4952', '4968', '4970', '4971', '4982', '4983', '4984', '4986', '4987', '4989', '4991', '4993', '4994', '5000']

If you pass a list of column indices or a slice object to column_indices, print_df_columns_unique_values will just print such subset of columns:

print_df_columns_unique_values(df_raw, column_indices=slice(10, 12), print_column_names=False)

 - Column 10 :
      ['-0.123', '-0.256', '-0.260', '-0.371', '-0.394', '-0.479', '-0.486', '-0.521', '-0.536', '-0.549', '-0.812', '-0.836', '-0.880', '-1.015', '-1.146', '-1.155', '-1.157', '-1.168', '-1.244', '-1.440', '-1.530', '-1.542', '-1.591', '-1.732', '-1.761', '-1.855', '-2.007', '-2.249', '-2.574', '-2.672', '-2.738', '-2.807', '-2.808', '-2.894', '-3.137', '-3.186', '-3.311', '-3.394', '-3.612', '-3.616', '-3.699', '-3.737', '-4.054', '-4.093', '-4.211', '-4.724', '-4.858', '-5.119', '-5.435', '-5.959', '-6.654', '-6.955', '-7.056', '-8.820', '-9.999', '00.027', '00.051', '00.085', '00.111', '00.280', '00.360', '00.485', '00.643', '00.902', '00.927', '00.932', '00.976', '01.019', '01.233', '01.428', '01.482', '01.534', '01.585', '01.639', '01.692', '01.787', '01.821', '01.826', '01.912', '01.916', '01.949', '01.959', '01.996', '02.171', '02.247', '02.411', '02.794', '02.842', '02.931', '03.080', '03.141', '03.178', '03.251', '03.393', '03.397', '03.448', '03.556', '03.563', '03.578', '03.583', '03.644', '03.728', '03.736', '03.789', '03.790', '03.812', '03.813', '03.823', '03.835', '03.869', '03.922', '04.013', '04.052', '04.068', '04.101', '04.139', '04.163', '04.181', '04.239', '04.280', '04.575', '04.634', '04.677', '04.720', '04.765', '04.772', '04.801', '04.818', '04.929', '04.954', '05.001', '05.037', '05.044', '05.128', '05.298', '05.304', '05.358', '05.458', '05.468', '05.544', '05.588', '05.603', '05.713', '05.748', '05.828', '05.903', '06.044', '06.161', '06.177', '06.207', '06.217', '06.341', '06.463', '06.528', '06.557', '06.587', '06.698', '06.724', '06.726', '06.748', '06.779', '07.303', '07.380', '07.388', '07.422', '07.467', '07.587', '07.595', '07.604', '07.690', '07.782', '07.802', '07.825', '07.841', '07.898', '07.938', '07.995', '08.009', '08.018', '08.025', '08.044', '08.062', '08.064', '08.125', '08.128', '08.210', '08.389', '08.472', '08.510', '08.546', '08.599', '08.619', '08.704', '08.708', '08.722', '08.739', '08.761', '08.850', '08.872', '08.873', '08.932', '08.941', '09.042', '09.056', '09.175', '09.204', '09.210', '09.230', '09.274', '09.276', '09.303', '09.341', '09.407', '09.459', '09.468', '09.620', '09.695', '09.719', '09.722', '09.734', '09.737', '09.831', '09.837', '09.859', '09.868', '09.919', '09.920', '09.923', '09.962', '09.975', '09.990', '10.023', '10.061', '10.083', '10.114', '10.134', '10.142', '10.182', '10.184', '10.214', '10.224', '10.281', '10.298', '10.334', '10.349', '10.359', '10.396', '10.411', '10.557', '10.573', '10.577', '10.591', '10.635', '10.696', '10.716', '10.717', '10.748', '10.759', '10.817', '10.884', '10.932', '10.949', '10.978', '10.985', '10.994', '11.048', '11.080', '11.083', '11.114', '11.130', '11.163', '11.213', '11.220', '11.222', '11.226', '11.240', '11.268', '11.279', '11.287', '11.289', '11.291', '11.303', '11.348', '11.365', '11.370', '11.453', '11.473', '11.481', '11.483', '11.514', '11.526', '11.534', '11.537', '11.547', '11.549', '11.642', '11.661', '11.663', '11.666', 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 - Column 11 :
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'3679', '3680', '3683', '3684', '3687', '3688', '3690', '3693', '3696', '3697', '3698', '3703', '3704', '3707', '3708', '3709', '3711', '3713', '3716', '3717', '3719', '3720', '3722', '3723', '3725', '3727', '3729', '3733', '3735', '3737', '3738', '3739', '3740', '3743', '3744', '3748', '3749', '3750', '3752', '3757', '3763', '3766', '3767', '3768', '3771', '3772', '3773', '3774', '3776', '3778', '3779', '3780', '3782', '3783', '3785', '3786', '3788', '3793', '3795', '3796', '3797', '3799', '3801', '3807', '3808', '3809', '3811', '3813', '3814', '3816', '3817', '3822', '3824', '3826', '3827', '3829', '3830', '3831', '3834', '3835', '3837', '3838', '3839', '3840', '3842', '3844', '3849', '3850', '3851', '3855', '3856', '3860', '3862', '3864', '3865', '3866', '3867', '3868', '3871', '3873', '3875', '3879', '3880', '3881', '3882', '3885', '3886', '3888', '3890', '3896', '3897', '3901', '3902', '3905', '3910', '3913', '3914', '3915', '3916', '3918', '3920', '3921', '3922', '3925', '3926', '3927', '3928', '3929', '3932', '3937', '3940', '3941', '3942', '3944', '3946', '3949', '3950', '3951', '3953', '3966', '3967', '3968', '3970', '3972', '3974', '3975', '3977', '3978', '3979', '3980', '3982', '3983', '3984', '3987', '3988', '3989', '3990', '3992', '3995', '3996', '3997', '4000', '4001', '4003', '4006', '4007', '4008', '4009', '4011', '4012', '4016', '4022', '4024', '4028', '4029', '4032', '4033', '4037', '4038', '4039', '4040', '4041', '4042', '4043', '4045', '4046', '4052', '4053', '4054', '4056', '4057', '4059', '4061', '4064', '4065', '4068', '4071', '4072', '4073', '4076', '4078', '4082', '4083', '4086', '4087', '4089', '4092', '4093', '4095', '4096', '4098', '4099', '4102', '4103', '4108', '4112', '4114', '4115', '4116', '4118', '4119', '4122', '4124', '4125', '4126', '4134', '4137', '4138', '4144', '4145', '4151', '4154', '4155', '4160', '4163', '4164', '4170', '4171', '4172', '4177', '4178', '4179', '4180', '4184', '4189', '4190', '4191', '4192', '4198', '4200', '4201', '4202', '4204', '4205', '4210', '4211', '4214', '4215', '4216', '4217', '4218', '4220', '4221', '4223', '4224', '4225', '4230', '4231', '4234', '4236', '4245', '4249', '4250', '4252', '4256', '4258', '4259', '4261', '4263', '4266', '4267', '4269', '4270', '4271', '4273', '4275', '4276', '4277', '4278', '4279', '4280', '4281', '4283', '4285', '4289', '4292', '4293', '4294', '4295', '4296', '4301', '4302', '4303', '4304', '4306', '4311', '4313', '4315', '4320', '4323', '4325', '4326', '4327', '4332', '4335', '4337', '4338', '4340', '4341', '4342', '4345', '4346', '4349', '4351', '4355', '4356', '4360', '4361', '4367', '4369', '4376', '4378', '4380', '4384', '4385', '4392', '4395', '4396', '4402', '4405', '4406', '4408', '4409', '4410', '4411', '4415', '4416', '4421', '4423', '4426', '4429', '4433', '4436', '4437', '4439', '4444', '4449', '4450', '4453', '4463', '4465', '4467', '4469', '4470', '4472', '4480', '4483', '4485', '4488', '4489', '4490', '4495', '4496', '4498', '4504', '4506', '4507', '4508', '4509', '4510', '4512', '4517', '4520', '4522', '4525', '4527', '4531', '4535', '4538', '4539', '4546', '4549', '4551', '4553', '4555', '4558', '4561', '4564', '4572', '4574', '4576', '4579', '4580', '4583', '4587', '4588', '4589', '4592', '4593', '4595', '4596', '4598', '4601', '4602', '4603', '4605', '4606', '4607', '4608', '4616', '4617', '4618', '4626', '4627', '4628', '4629', '4631', '4637', '4639', '4645', '4646', '4647', '4648', '4650', '4653', '4657', '4659', '4665', '4667', '4669', '4670', '4672', '4674', '4679', '4680', '4686', '4688', '4689', '4693', '4694', '4696', '4698', '4702', '4703', '4704', '4709', '4710', '4715', '4716', '4719', '4721', '4724', '4728', '4736', '4737', '4738', '4743', '4746', '4747', '4756', '4758', '4760', '4765', '4768', '4769', '4772', '4774', '4779', '4780', '4784', '4791', '4792', '4793', '4794', '4795', '4796', '4797', '4799', '4800', '4802', '4803', '4806', '4807', '4808', '4809', '4814', '4816', '4817', '4818', '4820', '4821', '4823', '4835', '4838', '4839', '4841', '4842', '4849', '4851', '4853', '4861', '4863', '4864', '4867', '4871', '4872', '4875', '4876', '4877', '4880', '4887', '4888', '4893', '4897', '4901', '4903', '4904', '4906', '4907', '4911', '4912', '4919', '4920', '4921', '4922', '4925', '4927', '4929', '4930', '4932', '4935', '4937', '4944', '4945', '4946', '4949', '4950', '4952', '4968', '4970', '4971', '4982', '4983', '4984', '4986', '4987', '4989', '4991', '4993', '4994', '5000']

print_df_columns_unique_values(df_raw, column_indices=[0, 5], print_column_names=False)

 - Column 0 :
      ['610908', '610909', '610910', '610911', '610912', '610913', '610914', '610915', '610916', '610917', '610918', '610919', '610920', '610921', '610922', '610923', '610924', '610925', '610926', '610927', '610928', '610929', '610930', '610931', '610932', '610933', '610934', '610935', '610936', '610937', '610938', '610939', '610940', '610941', '610942', '610943', '610944', '610945', '610946', '610947', '610948', '610949', '610950', '610951', '610952', '610953', '610954', '610955', '610956', '610957', '610958', '610959', '610960', '610961', '610962', '610963', '610964', '610965', '610966', '610967', '610968', '610969', '610970', '610971', '610972', '610973', '610974', '610975', '610976', '610977', '610978', '610979', '610980', '610981', '610982', '610983', '610984', '610985', '610986', '610987', '610988', '610989', '610990', '610991', '610992', '610993', '610994', '610995', '610996', '610997', '610998', '610999', '611000', '611001', '611002', '611003', '611004', '611005', '611006', '611007', '611008', '611009', '611010', '611011', '611012', '611013', '611014', '611015', '611016', '611017', '611018', '611019', '611020', '611021', '611022', '611023', '611024', '611025', '611026', '611027', '611028', '611029', '611030', '611031', '611032', '611033', '611034', '611035', '611036', '611037', '611038', '611039', '611040', '611041', '611042', '611043', '611044', '611045', '611046', '611047', '611048', '611049', '611050', '611051', '611052', '611053', '611054', '611055', '611056', '611057', '611058', '611059', '611060', '611061', '611062', '611063', '611064', '611065', '611066', '611067', '611068', '611069', '611070', '611071', '611072', '611073', '611074', '611075', '611076', '611077', '611078', '611079', '611080', '611081', '611082', '611083', '611084', '611085', '611086', '611087', '611088', '611089', '611090', '611091', '611092', '611093', '611094', '611095', '611096', '611097', '611098', '611099', '611100', '611101', '611102', '611103', '611104', '611105', '611106', '611107', '611108', '611109', '611110', '611111', '611112', '611113', '611114', '611115', '611116', '611117', '611118', '611119', '611120', '611121', '611122', '611123', '611124', '611125', '611126', '611127', '611128', '611129', '611130', '611131', '611132', '611133', '611134', '611135', '611136', '611137', '611138', '611139', '611140', '611141', '611142', '611143', '611144', '611145', '611146', '611147', '611148', '611149', '611150', '611151', '611152', '611153', '611154', '611155', '611156', '611157', '611158', '611159', '611160', '611161', '611162', '611163', '611164', '611165', '611166', '611167', '611168', '611169', '611170', '611171', '611172', '611173', '611174', '611175', '611176', '611177', '611178', '611179', '611180', '611181', '611182', '611183', '611184', '611185', '611186', '611187', '611188', '611189', '611190', '611191', '611192', '611193', '611194', '611195', '611196', '611197', '611198', '611199', '611200', '611201', '611202', '611203', '611204', '611205', '611206', '611207', '611208', '611209', '611210', '611211', '611212', '611213', '611214', '611215', '611216', '611217', '611218', '611219', '611220', '611221', '611222', '611223', '611224', '611225', '611226', '611227', '611228', '611229', '611230', '611231', '611232', '611233', '611234', '611235', '611236', '611237', '611238', '611239', '611240', '611241', '611242', '611243', '611244', '611245', '611246', '611247', '611248', '611249', '611250', '611251', '611252', '611253', '611254', '611255', '611256', '611257', '611258', '611259', '611260', '611261', '611262', '611263', '611264', '611265', '611266', '611267', '611268', '611269', '611270', '611271', '611272', '611273', '611274', '611275', '611276', '611277', '611278', '611279', '611280', '611281', '611282', '611283', '611284', '611285', '611286', '611287', '611288', '611289', '611290', '611291', '611292', '611293', '611294', '611295', '611296', '611297', '611298', '611299', '611300', '611301', '611302', '611303', '611304', '611305', '611306', '611307', '611308', '611309', '611310', '611311', '611312', '611313', '611314', '611315', '611316', '611317', '611318', '611319', '611320', '611321', '611322', '611323', '611324', '611325', '611326', '611327', '611328', '611329', '611330', '611331', '611332', '611333', '611334', '611335', '611336', '611337', '611338', '611339', '611340', '611341', '611342', '611343', '611344', '611345', '611346', '611347', '611348', '611349', '611350', '611351', '611352', '611353', '611354', '611355', '611356', '611357', '611358', '611359', '611360', '611361', '611362', '611363', '611364', '611365', '611366', '611367', '611368', '611369', '611370', '611371', '611372', '611373', '611374', '611375', '611376', '611377', '611378', '611379', '611380', '611381', '611382', '611383', '611384', '611385', '611386', '611387', '611388', '611389', '611390', '611391', '611392', '611393', '611394', '611395', '611396', '611397', '611398', '611399', '611400', '611401', '611402', '611403', '611404', '611405', '611406', '611407', '611408', '611409', '611410', '611411', '611412', '611413', '611414', '611415', '611416', '611417', '611418', '611419', '611420', '611421', '611422', '611423', '611424', '611425', '611426', '611427', '611428', '611429', '611430', '611431', '611432', '611433', '611434', '611435', '611436', '611437', '611438', '611439', '611440', '611441', '611442', '611443', '611444', '611445', '611446', '611447', '611448', '611449', '611450', '611451', '611452', '611453', '611454', '611455', '611456', '611457', '611458', '611459', '611460', '611461', '611462', '611463', '611464', '611465', '611466', '611467', '611468', '611469', '611470', '611471', '611472', '611473', '611474', '611475', '611476', '611477', '611478', '611479', '611480', '611481', '611482', '611483', '611484', '611485', '611486', '611487', '611488', '611489', '611490', '611491', '611492', '611493', '611494', '611495', '611496', '611497', '611498', '611499', '611500', '611501', '611502', '611503', '611504', '611505', '611506', '611507', '611508', '611509', '611510', '611511', '611512', '611513', '611514', '611515', '611516', '611517', '611518', '611519', '611520', '611521', '611522', '611523', '611524', '611525', '611526', '611527', '611528', '611529', '611530', '611531', '611532', '611533', '611534', '611535', '611536', '611537', '611538', '611539', '611540', '611541', '611542', '611543', '611544', '611545', '611546', '611547', '611548', '611549', '611550', '611551', '611552', '611553', '611554', '611555', '611556', '611557', '611558', '611559', '611560', '611561', '611562', '611563', '611564', '611565', '611566', '611567', '611568', '611569', '611570', '611571', '611572', '611573', '611574', '611575', '611576', '611577', '611578', '611579', '611580', '611581', '611582', '611583', '611584', '611585', '611586', '611587', '611588', '611589', '611590', '611591', '611592', '611593', '611594', '611595', '611596', '611597', '611598', '611599', '611600', '611601', '611602', '611603', '611604', '611605', '611606', '611607', '611608', '611609', '611610', '611611', '611612', '611613', '611614', '611615', '611616', '611617', '611618', '611619', '611620', '611621', '611622', '611623', '611624', '611625', '611626', '611627', '611628', '611629', '611630', '611631', '611632', '611633', '611634', '611635', '611636', '611637', '611638', '611639', '611640', '611641', '611642', '611643', '611644', '611645', '611646', '611647', '611648', '611649', '611650', '611651', '611652', '611653', '611654', '611655', '611656', '611657', '611658', '611659', '611660', '611661', '611662', '611663', '611664', '611665', '611666', '611667', '611668', '611669', '611670', '611671', '611672', '611673', '611674', '611675', '611676', '611677', '611678', '611679', '611680', '611681', '611682', '611683', '611684', '611685', '611686', '611687', '611688', '611689', '611690', '611691', '611692', '611693', '611694', '611695', '611696', '611697', '611698', '611699', '611700', '611701', '611702', '611703', '611704', '611705', '611706', '611707', '611708', '611709', '611710', '611711', '611712', '611713', '611714', '611715', '611716', '611717', '611718', '611719', '611720', '611721', '611722', '611723', '611724', '611725', '611726', '611727', '611728', '611729', '611730', '611731', '611732', '611733', '611734', '611735', '611736', '611737', '611738', '611739', '611740', '611741', '611742', '611743', '611744', '611745', '611746', '611747', '611748', '611749', '611750', '611751', '611752', '611753', '611754', '611755', '611756', '611757', '611758', '611759', '611760', '611761', '611762', '611763', '611764', '611765', '611766', '611767', '611768', '611769', '611770', '611771', '611772', '611773', '611774', '611775', '611776', '611777', '611778', '611779', '611780', '611781', '611782', '611783', '611784', '611785', '611786', '611787', '611788', '611789', '611790', '611791', '611792', '611793', '611794', '611795', '611796', '611797', '611798', '611799', '611800', '611801', '611802', '611803', '611804', '611805', '611806', '611807', '611808', '611809', '611810', '611811', '611812', '611813', '611814', '611815', '611816', '611817', '611818', '611819', '611820', '611821', '611822', '611823', '611824', '611825', '611826', '611827', '611828', '611829', '611830', '611831', '611832', '611833', '611834', '611835', '611836', '611837', '611838', '611839', '611840', '611841', '611842', '611843', '611844', '611845', '611846', '611847', '611848', '611849', '611850', '611851', '611852', '611853', '611854', '611855', '611856', '611857', '611858', '611859', '611860', '611861', '611862', '611863', '611864', '611865', '611866', '611867', '611868', '611869', '611870', '611871', '611872', '611873', '611874', '611875', '611876', '611877', '611878', '611879', '611880', '611881', '611882', '611883', '611884', '611885', '611886', '611887', '611888', '611889', '611890', '611891', '611892', '611893', '611894', '611895', '611896', '611897', '611898', '611899', '611900', '611901', '611902', '611903', '611904', '611905', '611906', '611907', '611908', '611909', '611910', '611911', '611912', '611913', '611914', '611915', '611916', '611917', '611918', '611919', '611920', '611921', '611922', '611923', '611924', '611925', '611926', '611927', '611928', '611929', '611930', '611931', '611932', '611933', '611934', '611935', '611936', '611937', '611938', '611939', '611940', '611941', '611942', '611943', '611944', '611945', '611946', '611947', '611948', '611949', '611950', '611951', '611952', '611953', '611954', '611955', '611956', '611957', '611958', '611959', '611960', '611961', '611962', '611963', '611964', '611965', '611966', '611967', '611968', '611969', '611970', '611971', '611972', '611973', '611974', '611975', '611976', '611977', '611978', '611979', '611980', '611981', '611982', '611983', '611984', '611985', '611986', '611987', '611988', '611989', '611990', '611991', '611992', '611993', '611994', '611995', '611996', '611997', '611998', '611999', '612000', '612001', '612002', '612003', '612004', '612005', '612006', '612007', '612008', '612009', '612010', '612011', '612012', '612013', '612014', '612015', '612016', '612017', '612018', '612019', '612020', '612021', '612022', '612023', '612024', '612025', '612026', '612027', '612028', '612029', '612030', '612031', '612032', '612033', '612034', '612035', '612036', '612037', '612038', '612039', '612040', '612041', '612042', '612043', '612044', '612045', '612046', '612047', '612048', '612049', '612050', '612051', '612052', '612053', '612054', '612055', '612056', '612057', '612058', '612059', '612060', '612061', '612062', '612063', '612064', '612065', '612066', '612067', '612068', '612069', '612070', '612071', '612072', '612073', '612074', '612075', '612076', '612077', '612078', '612079', '612080', '612081', '612082', '612083', '612084', '612085', '612086', '612087', '612088', '612089', '612090', '612091', '612092', '612093', '612094', '612095', '612096', '612097', '612098', '612099', '612100', '612101', '612102', '612103', '612104', '612105', '612106', '612107', '612108', '612109', '612110', '612111', '612112', '612113', '612114', '612115', '612116', '612117', '612118', '612119', '612120', '612121', '612122', '612123', '612124', '612125', '612126', '612127', '612128', '612129', '612130', '612131', '612132', '612133', '612134', '612135', '612136', '612137', '612138', '612139', '612140', '612141', '612142', '612143', '612144', '612145', '612146', '612147', '612148', '612149', '612150', '612151', '612152', '612153', '612154', '612155', '612156', '612157', '612158', '612159', '612160', '612161', '612162', '612163', '612164', '612165', '612166', '612167', '612168', '612169', '612170', '612171', '612172', '612173', '612174', '612175', '612176', '612177', '612178', '612179', '612180', '612181', '612182', '612183', '612184', '612185', '612186', '612187', '612188', '612189', '612190', '612191', '612192', '612193', '612194', '612195', '612196', '612197', '612198', '612199', '612200', '612201', '612202', '612203', '612204', '612205', '612206', '612207', '612208', '612209', '612210', '612211', '612212', '612213', '612214', '612215', '612216', '612217', '612218', '612219', '612220', '612221', '612222', '612223', '612224', '612225', '612226', '612227', '612228', '612229', '612230', '612231', '612232', '612233', '612234', '612235', '612236', '612237', '612238', '612239', '612240', '612241', '612242', '612243', '612244', '612245', '612246', '612247', '612248', '612249', '612250', '612251', '612252', '612253', '612254', '612255', '612256', '612257', '612258', '612259', '612260', '612261', '612262', '612263', '612264', '612265', '612266', '612267', '612268', '612269', '612270', '612271', '612272', '612273', '612274', '612275', '612276', '612277', '612278', '612279', '612280', '612281', '612282', '612283', '612284', '612285', '612286', '612287', '612288', '612289', '612290', '612291', '612292', '612293', '612294', '612295', '612296', '612297', '612298', '612299', '612300', '612301', '612302', '612303', '612304', '612305', '612306', '612307', '612308', '612309', '612310', '612311', '612312', '612313', '612314', '612315', '612316', '612317', '612318', '612319', '612320', '612321', '612322', '612323', '612324', '612325', '612326', '612327', '612328', '612329', '612330', '612331', '612332', '612333', '612334', '612335', '612336', '612337', '612338', '612339', '612340', '612341', '612342', '612343', '612344', '612345', '612346', '612347', '612348', '612349', '612350', '612351', '612352', '612353', '612354', '612355', '612356', '612357', '612358', '612359', '612360', '612361', '612362', '612363', '612364', '612365', '612366', '612367', '612368', '612369', '612370', '612371', '612372', '612373', '612374', '612375', '612376', '612377', '612378', '612379', '612380', '612381', '612382', '612383', '612384', '612385', '612386', '612387', '612388', '612389', '612390', '612391', '612392', '612393', '612394', '612395', '612396', '612397', '612398', '612399', '612400', '612401', '612402', '612403', '612404', '612405', '612406', '612407', '612408', '612409', '612410', '612411', '612412', '612413', '612414', '612415', '612416', '612417', '612418', '612419', '612420', '612421', '612422', '612423', '612424', '612425', '612426', '612427', '612428', '612429', '612430', '612431', '612432', '612433', '612434', '612435', '612436', '612437', '612438', '612439', '612440', '612441', '612442', '612443', '612444', '612445', '612446', '612447', '612448', '612449', '612450', '612451', '612452', '612453', '612454', '612455', '612456', '612457', '612458', '612459', '612460', '612461', '612462', '612463', '612464', '612465', '612466', '612467', '612468', '612469', '612470', '612471', '612472', '612473', '612474', '612475', '612476', '612477', '612478', '612479', '612480', '612481', '612482', '612483', '612484', '612485', '612486', '612487', '612488', '612489', '612490', '612491', '612492', '612493', '612494', '612495', '612496', '612497', '612498', '612499', '612500', '612501', '612502', '612503', '612504', '612505', '612506', '612507', '612508', '612509', '612510', '612511', '612512', '612513', '612514', '612515', '612516', '612517', '612518', '612519', '612520', '612521', '612522', '612523', '612524', '612525', '612526', '612527', '612528', '612529', '612530', '612531', '612532', '612533', '612534', '612535', '612536', '612537', '612538', '612539', '612540', '612541', '612542', '612543', '612544', '612545', '612546', '612547', '612548', '612549', '612550', '612551', '612552', '612553', '612554', '612555', '612556', '612557', '612558', '612559', '612560', '612561', '612562', '612563', '612564', '612565', '612566', '612567', '612568', '612569', '612570', '612571', '612572', '612573', '612574', '612575', '612576', '612577', '612578', '612579', '612580', '612581', '612582', '612583', '612584', '612585', '612586', '612587', '612588', '612589', '612590', '612591', '612592', '612593', '612594', '612595', '612596', '612597', '612598', '612599', '612600', '612601', '612602', '612603', '612604', '612605', '612606', '612607', '612608', '612609', '612610', '612611', '612612', '612613', '612614', '612615', '612616', '612617', '612618', '612619', '612620', '612621', '612622', '612623', '612624', '612625', '612626', '612627', '612628', '612629', '612630', '612631', '612632', '612633', '612634', '612635', '612636', '612637', '612638', '612639', '612640', '612641', '612642', '612643', '612644', '612645', '612646', '612647', '612648', '612649', '612650', '612651', '612652', '612653', '612654', '612655', '612656', '612657', '612658', '612659', '612660', '612661', '612662', '612663', '612664', '612665', '612666', '612667', '612668', '612669', '612670', '612671', '612672', '612673', '612674', '612675', '612676', '612677', '612678', '612679', '612680', '612681', '612682', '612683', '612684', '612685', '612686', '612687', '612688', '612689', '612690', '612691', '612692', '612693', '612694', '612695', '612696', '612697', '612698', '612699', '612700', '612701', '612702', '612703', '612704', '612705', '612706', '612707', '612708', '612709', '612710', '612711', '612712', '612713', '612714', '612715', '612716', '612717', '612718', '612719', '612720', '612721', '612722', '612723', '612724', '612725', '612726', '612727', '612728', '612729', '612730', '612731', '612732', '612733', '612734', '612735', '612736', '612737', '612738', '612739', '612740', '612741', '612742', '612743', '612744', '612745', '612746', '612747', '612748', '612749', '612750', '612751', '612752', '612753', '612754', '612755', '612756', '612757', '612758', '612759', '612760', '612761', '612762', '612763', '612764', '612765', '612766', '612767', '612768', '612769', '612770', '612771', '612772', '612773', '612774', '612775', '612776', '612777', '612778', '612779', '612780', '612781', '612782', '612783', '612784', '612785', '612786', '612787', '612788', '612789', '612790', '612791', '612792', '612793', '612794', '612795', '612796', '612797', '612798', '612799', '612800', '612801', '612802', '612803', '612804', '612805', '612806', '612807', '612808', '612809', '612810', '612811', '612812', '612813', '612814', '612815', '612816', '612817', '612818', '612819', '612820', '612821', '612822', '612823', '612824', '612825', '612826', '612827', '612828', '612829', '612830', '612831', '612832', '612833', '612834', '612835', '612836', '612837', '612838', '612839', '612840', '612841', '612842', '612843', '612844', '612845', '612846', '612847', '612848', '612849', '612850', '612851', '612852', '612853', '612854', '612855', '612856', '612857', '612858', '612859', '612860', '612861', '612862', '612863', '612864', '612865', '612866', '612867', '612868', '612869', '612870', '612871', '612872', '612873', '612874', '612875', '612876', '612877', '612878', '612879', '612880', '612881', '612882', '612883', '612884', '612885', '612886', '612887', '612888', '612889', '612890', '612891', '612892', '612893', '612894', '612895', '612896', '612897', '612898', '612899', '612900', '612901', '612902', '612903', '612904', '612905', '612906', '612907', '612908', '612909', '612910', '612911', '612912', '612913', '612914', '612915', '612916', '612917', '612918', '612919', '612920', '612921', '612922', '612923', '612924', '612925', '612926', '612927', '612928', '612929', '612930', '612931', '612932', '612933', '612934', '612935', '612936', '612937', '612938', '612939', '612940', '612941', '612942', '612943', '612944', '612945', '612946', '612947', '612948', '612949', '612950', '612951', '612952', '612953', '612954', '612955', '612956', '612957', '612958', '612959', '612960', '612961', '612962', '612963', '612964', '612965', '612966', '612967', '612968', '612969', '612970', '612971', '612972', '612973', '612974', '612975', '612976', '612977', '612978', '612979', '612980', '612981', '612982', '612983', '612984', '612985', '612986', '612987', '612988', '612989', '612990', '612991', '612992', '612993', '612994', '612995', '612996', '612997', '612998', '612999', '613000', '613001', '613002', '613003', '613004', '613005', '613006', '613007', '613008', '613009', '613010', '613011', '613012', '613013', '613014', '613015', '613016', '613017', '613018', '613019', '613020', '613021', '613022', '613023', '613024', '613025', '613026', '613027', '613028', '613029', '613030', '613031', '613032', '613033', '613034', '613035', '613036', '613037', '613038', '613039', '613040', '613041', '613042', '613043', '613044', '613045', '613046', '613047', '613048', '613049', '613050', '613051', '613052', '613053', '613054', '613055', '613056', '613057', '613058', '613059', '613060', '613061', '613062', '613063', '613064', '613065', '613066', '613067', '613068', '613069', '613070', '613071', '613072', '613073', '613074', '613075', '613076', '613077', '613078', '613079', '613080', '613081', '613082', '613083', '613084', '613085', '613086', '613087', '613088', '613089', '613090', '613091', '613092', '613093', '613094', '613095', '613096', '613097', '613098', '613099', '613100', '613101', '613102', '613103', '613104', '613105', '613106', '613107', '613108', '613109', '613110', '613111', '613112', '613113', '613114', '613115', '613116', '613117', '613118', '613119', '613120', '613121', '613122', '613123', '613124', '613125', '613126', '613127', '613128', '613129', '613130', '613131', '613132', '613133', '613134', '613135', '613136', '613137', '613138', '613139', '613140', '613141', '613142', '613143', '613144', '613145', '613146', '613147', '613148', '613149', '613150', '613151', '613152', '613153', '613154', '613155', '613156', '613157', '613158', '613159', '613160', '613161', '613162', '613163', '613164', '613165', '613166', '613167', '613168', '613169', '613170', '613171', '613172', '613173', '613174', '613175', '613176', '613177', '613178', '613179', '613180', '613181', '613182', '613183', '613184', '613185', '613186', '613187', '613188', '613189', '613190', '613191', '613192', '613193', '613194', '613195', '613196', '613197', '613198', '613199', '613200', '613201', '613202', '613203', '613204', '613205', '613206', '613207', '613208', '613209', '613210', '613211', '613212', '613213', '613214', '613215', '613216', '613217', '613218', '613219', '613220', '613221', '613222', '613223', '613224', '613225', '613226', '613227', '613228', '613229', '613230', '613231', '613232', '613233', '613234', '613235', '613236', '613237', '613238', '613239', '613240', '613241', '613242', '613243', '613244', '613245', '613246', '613247', '613248', '613249', '613250', '613251', '613252', '613253', '613254', '613255', '613256', '613257', '613258', '613259', '613260', '613261', '613262', '613263', '613264', '613265', '613266', '613267', '613268', '613269', '613270', '613271', '613272', '613273', '613274', '613275', '613276', '613277', '613278', '613279', '613280', '613281', '613282', '613283', '613284', '613285', '613286', '613287', '613288', '613289', '613290', '613291', '613292', '613293', '613294', '613295', '613296', '613297', '613298', '613299', '613300', '613301', '613302', '613303', '613304', '613305', '613306', 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'613407', '613408', '613409', '613410', '613411', '613412', '613413', '613414', '613415', '613416', '613417', '613418', '613419', '613420', '613421', '613422', '613423', '613424', '613425', '613426', '613427', '613428', '613429', '613430', '613431', '613432', '613433', '613434', '613435', '613436', '613437', '613438', '613439', '613440', '613441', '613442', '613443', '613444', '613445', '613446', '613447', '613448', '613449', '613450', '613451', '613452', '613453', '613454', '613455', '613456', '613457', '613458', '613459', '613460', '613461', '613462', '613463', '613464', '613465', '613466', '613467', '613468', '613469', '613470', '613471', '613472', '613473', '613474', '613475', '613476', '613477', '613478', '613479', '613480', '613481', '613482', '613483', '613484', '613485', '613486', '613487', '613488', '613489', '613490', '613491', '613492', '613493', '613494', '613495', '613496', '613497', '613498', '613499', '613500', '613501', '613502', '613503', '613504', '613505', '613506', 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'613708', '613709', '613710', '613711', '613712', '613713', '613714', '613715', '613716', '613717', '613718', '613719', '613720', '613721', '613722', '613723', '613724', '613725', '613726', '613727', '613728', '613729', '613730', '613731', '613732', '613733', '613734', '613735', '613736', '613737', '613738', '613739', '613740', '613741', '613742', '613743', '613744', '613745', '613746', '613747', '613748', '613749', '613750', '613751', '613752', '613753', '613754', '613755', '613756', '613757', '613758', '613759', '613760', '613761', '613762', '613763', '613764', '613765', '613766', '613767', '613768', '613769', '613770', '613771', '613772', '613773', '613774', '613775', '613776', '613777', '613778', '613779', '613780', '613781', '613782', '613783', '613784', '613785', '613786', '613787', '613788', '613789', '613790', '613791', '613792', '613793', '613794', '613795', '613796', '613797', '613798', '613799', '613800', '613801', '613802', '613803', '613804', '613805', '613806', '613807', '613808', '613809', '613810', '613811', '613812', '613813', '613814', '613815', '613816', '613817', '613818', '613819', '613820', '613821', '613822', '613823', '613824', '613825', '613826', '613827', '613828', '613829', '613830', '613831', '613832', '613833', '613834', '613835', '613836', '613837', '613838', '613839', '613840', '613841', '613842', '613843', '613844', '613845', '613846', '613847', '613848', '613849', '613850', '613851', '613852', '613853', '613854', '613855', '613856', '613857', '613858', '613859', '613860', '613861', '613862', '613863', '613864', '613865', '613866', '613867', '613868', '613869', '613870', '613871', '613872', '613873', '613874', '613875', '613876', '613877', '613878', '613879', '613880', '613881', '613882', '613883', '613884', '613885', '613886', '613887', '613888', '613889', '613890', '613891', '613892', '613893', '613894', '613895', '613896', '613897', '613898', '613899', '613900', '613901', '613902', '613903', '613904', '613905', '613906', '613907', '613908', '613909', '613910', '613911', '613912', '613913', '613914', '613915', '613916', '613917', '613918', '613919', '613920', '613921', '613922', '613923', '613924', '613925', '613926', '613927', '613928', '613929', '613930', '613931', '613932', '613933', '613934', '613935', '613936', '613937', '613938', '613939', '613940', '613941', '613942', '613943', '613944', '613945', '613946', '613947', '613948', '613949', '613950', '613951', '613952', '613953', '613954', '613955', '613956', '613957', '613958', '613959', '613960', '613961', '613962', '613963', '613964', '613965', '613966', '613967', '613968', '613969', '613970', '613971', '613972', '613973', '613974', '613975', '613976', '613977', '613978', '613979', '613980', '613981', '613982', '613983', '613984', '613985', '613986', '613987', '613988', '613989', '613990', '613991', '613992', '613993', '613994', '613995', '613996', '613997', '613998', '613999', '614000', '614001', '614002', '614003', '614004', '614005', '614006', '614007', '614008', '614009', '614010', '614011', '614012', '614013', '614014', '614015', '614016', '614017', '614018', '614019', '614020', '614021', '614022', '614023', '614024', '614025', '614026', '614027', '614028', '614029', '614030', '614031', '614032', '614033', '614034', '614035', '614036', '614037', '614038', '614039', '614040', '614041', '614042', '614043', '614044', '614045', '614046', '614047', '614048', '614049', '614050', '614051', '614052', '614053', '614054', '614055', '614056', '614057', '614058', '614059', '614060', '614061', '614062', '614063', '614064', '614065', '614066', '614067', '614068', '614069', '614070', '614071', '614072', '614073', '614074', '614075', '614076', '614077', '614078', '614079', '614080', '614081', '614082', '614083', '614084', '614085', '614086', '614087', '614088', '614089', '614090', '614091', '614092', '614093', '614094', '614095', '614096', '614097', '614098', '614099', '614100', '614101', '614102', '614103', '614104', '614105', '614106', '614107', '614108', '614109', '614110', '614111', '614112', '614113', '614114', '614115', '614116', '614117', '614118', '614119', '614120', '614121', '614122', '614123', '614124', '614125', '614126', '614127', '614128', '614129', '614130', '614131', '614132', '614133', '614134', '614135', '614136', '614137', '614138', '614139', '614140', '614141', '614142', '614143', '614144', '614145', '614146', '614147', '614148', '614149', '614150', '614151', '614152', '614153', '614154', '614155', '614156', '614157', '614158', '614159', '614160', '614161', '614162', '614163', '614164', '614165', '614166', '614167', '614168', '614169', '614170', '614171', '614172', '614173', '614174', '614175', '614176', '614177', '614178', '614179', '614180', '614181', '614182', '614183', '614184', '614185', '614186', '614187', '614188', '614189', '614190', '614191', '614192', '614193', '614194', '614195', '614196', '614197', '614198', '614199', '614200', '614201', '614202', '614203', '614204', '614205', '614206', '614207', '614208', '614209', '614210', '614211', '614212', '614213', '614214', '614215', '614216', '614217', '614218', '614219', '614220', '614221', '614222', '614223', '614224', '614225', '614226', '614227', '614228', '614229', '614230', '614231', '614232', '614233', '614234', '614235', '614236', '614237', '614238', '614239', '614240', '614241', '614242', '614243', '614244', '614245', '614246', '614247', '614248', '614249', '614250', '614251', '614252', '614253', '614254', '614255', '614256', '614257', '614258', '614259', '614260', '614261', '614262', '614263', '614264', '614265', '614266', '614267', '614268', '614269', '614270', '614271', '614272', '614273', '614274', '614275', '614276', '614277', '614278', '614279', '614280', '614281', '614282', '614283', '614284', '614285', '614286', '614287', '614288', '614289', '614290', '614291', '614292', '614293', '614294', '614295', '614296', '614297', '614298', '614299', '614300', '614301', '614302', '614303', '614304', '614305', '614306', '614307', '614308', '614309', '614310', '614311', '614312', '614313', '614314', '614315', '614316', '614317', '614318', '614319', '614320', '614321', '614322', '614323', '614324', '614325', '614326', '614327', '614328', '614329', '614330', '614331', '614332', '614333', '614334', '614335', '614336', '614337', '614338', '614339', '614340', '614341', '614342', '614343', '614344', '614345', '614346', '614347', '614348', '614349', '614350', '614351', '614352', '614353', '614354', '614355', '614356', '614357', '614358', '614359', '614360', '614361', '614362', '614363', '614364', '614365', '614366', '614367', '614368', '614369', '614370', '614371', '614372', '614373', '614374', '614375', '614376', '614377', '614378', '614379', '614380', '614381', '614382', '614383', '614384', '614385', '614386', '614387', '614388', '614389', '614390', '614391', '614392', '614393', '614394', '614395', '614396', '614397', '614398', '614399', '614400', '614401', '614402', '614403', '614404', '614405', '614406', '614407', '614408', '614409', '614410', '614411', '614412', '614413', '614414', '614415', '614416', '614417', '614418', '614419', '614420', '614421', '614422', '614423', '614424', '614425', '614426', '614427', '614428', '614429', '614430', '614431', '614432', '614433', '614434', '614435', '614436', '614437', '614438', '614439', '614440', '614441', '614442', '614443', '614444', '614445', '614446', '614447', '614448', '614449', '614450', '614451', '614452', '614453', '614454', '614455', '614456', '614457', '614458', '614459', '614460', '614461', '614462', '614463', '614464', '614465', '614466', '614467', '614468', '614469', '614470', '614471', '614472', '614473', '614474', '614475', '614476', '614477', '614478', '614479', '614480', '614481', '614482', '614483', '614484', '614485', '614486', '614487', '614488', '614489', '614490', '614491', '614492', '614493', '614494', '614495', '614496', '614497', '614498', '614499', '614500', '614501', '614502', '614503', '614504', '614505', '614506', '614507', '614508', '614509', '614510', '614511', '614512', '614513', '614514', '614515', '614516', '614517', '614518', '614519', '614520', '614521', '614522', '614523', '614524', '614525', '614526', '614527', '614528', '614529', '614530', '614531', '614532', '614533', '614534', '614535', '614536', '614537', '614538', '614539', '614540', '614541', '614542', '614543', '614544', '614545', '614546', '614547', '614548', '614549', '614550', '614551', '614552', '614553', '614554', '614555', '614556', '614557', '614558', '614559', '614560', '614561', '614562', '614563', '614564', '614565', '614566', '614567', '614568', '614569', '614570', '614571', '614572', '614573', '614574', '614575', '614576', '614577', '614578', '614579', '614580', '614581', '614582', '614583', '614584', '614585', '614586', '614587', '614588', '614589', '614590', '614591', '614592', '614593', '614594', '614595', '614596', '614597', '614598', '614599', '614600', '614601', '614602', '614603', '614604', '614605', '614606', '614607', '614608', '614609', '614610', '614611', '614612', '614613', '614614', '614615', '614616', '614617', '614618', '614619', '614620', '614621', '614622', '614623', '614624', '614625', '614626', '614627', '614628', '614629', '614630', '614631', '614632', '614633', '614634', '614635', '614636', '614637', '614638', '614639', '614640', '614641', '614642', '614643', '614644', '614645', '614646', '614647', '614648', '614649', '614650', '614651', '614652', '614653', '614654', '614655', '614656', '614657', '614658', '614659', '614660', '614661', '614662', '614663', '614664', '614665', '614666', '614667', '614668', '614669', '614670', '614671', '614672', '614673', '614674', '614675', '614676', '614677', '614678', '614679', '614680', '614681', '614682', '614683', '614684', '614685', '614686', '614687', '614688', '614689', '614690', '614691', '614692', '614693', '614694', '614695', '614696', '614697', '614698', '614699', '614700', '614701', '614702', '614703', '614704', '614705', '614706', '614707', '614708', '614709', '614710', '614711', '614712', '614713', '614714', '614715', '614716', '614717', '614718', '614719', '614720', '614721', '614722', '614723', '614724', '614725', '614726', '614727', '614728', '614729', '614730', '614731', '614732', '614733', '614734', '614735', '614736', '614737', '614738', '614739', '614740', '614741', '614742', '614743', '614744', '614745', '614746', '614747', '614748', '614749', '614750', '614751', '614752', '614753', '614754', '614755', '614756', '614757', '614758', '614759', '614760', '614761', '614762', '614763', '614764', '614765', '614766', '614767', '614768', '614769', '614770', '614771', '614772', '614773', '614774', '614775', '614776', '614777', '614778', '614779', '614780', '614781', '614782', '614783', '614784', '614785', '614786', '614787', '614788', '614789', '614790', '614791', '614792', '614793', '614794', '614795', '614796', '614797', '614798', '614799', '614800', '614801', '614802', '614803', '614804', '614805', '614806', '614807', '614808', '614809', '614810', '614811', '614812', '614813', '614814', '614815', '614816', '614817', '614818', '614819', '614820', '614821', '614822', '614823', '614824', '614825', '614826', '614827', '614828', '614829', '614830', '614831', '614832', '614833', '614834', '614835', '614836', '614837', '614838', '614839', '614840', '614841', '614842', '614843', '614844', '614845', '614846', '614847', '614848', '614849', '614850', '614851', '614852', '614853', '614854', '614855', '614856', '614857', '614858', '614859', '614860', '614861', '614862', '614863', '614864', '614865', '614866', '614867', '614868', '614869', '614870', '614871', '614872', '614873', '614874', '614875', '614876', '614877', '614878', '614879', '614880', '614881', '614882', '614883', '614884', '614885', '614886', '614887', '614888', '614889', '614890', '614891', '614892', '614893', '614894', '614895', '614896', '614897', '614898', '614899', '614900', '614901', '614902', '614903', '614904', '614905', '614906', '614907', 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'617112', '617113', '617114', '617115', '617116', '617117', '617118', '617119', '617120', '617121', '617122', '617123', '617124', '617125', '617126', '617127', '617128', '617129', '617130', '617131', '617132', '617133', '617134', '617135', '617136', '617137', '617138', '617139', '617140', '617141', '617142', '617143', '617144', '617145', '617146', '617147', '617148', '617149', '617150', '617151', '617152', '617153', '617154', '617155', '617156', '617157', '617158', '617159', '617160', '617161', '617162', '617163', '617164', '617165', '617166', '617167', '617168', '617169', '617170', '617171', '617172', '617173', '617174', '617175', '617176', '617177', '617178', '617179', '617180', '617181', '617182', '617183', '617184', '617185', '617186', '617187', '617188', '617189', '617190', '617191', '617192', '617193', '617194', '617195', '617196', '617197', '617198', '617199', '617200', '617201', '617202', '617203', '617204', '617205', '617206', '617207', '617208', '617209', '617210', '617211', '617212', '617213', '617214', '617215', '617216', '617217', '617218', '617219', '617220', '617221', '617222', '617223', '617224', '617225', '617226', '617227', '617228', '617229', '617230', '617231', '617232', '617233', '617234', '617235', '617236', '617237', '617238', '617239', '617240', '617241', '617242', '617243', '617244', '617245', '617246', '617247', '617248', '617249', '617250', '617251', '617252', '617253', '617254', '617255', '617256', '617257', '617258', '617259', '617260', '617261', '617262', '617263', '617264', '617265', '617266', '617267', '617268', '617269', '617270', '617271', '617272', '617273', '617274', '617275', '617276', '617277', '617278', '617279', '617280', '617281', '617282', '617283', '617284', '617285', '617286', '617287', '617288', '617289', '617290', '617291', '617292', '617293', '617294', '617295', '617296', '617297', '617298', '617299', '617300', '617301', '617302', '617303', '617304', '617305', '617306', '617307', '617308', '617309', '617310', '617311', '617312', '617313', '617314', '617315', '617316', '617317', '617318', '617319', '617320', '617321', '617322', '617323', '617324', '617325', '617326', '617327', '617328', '617329', '617330', '617331', '617332', '617333', '617334', '617335', '617336', '617337', '617338', '617339', '617340', '617341', '617342', '617343', '617344', '617345', '617346', '617347', '617348', '617349', '617350', '617351', '617352', '617353', '617354', '617355', '617356', '617357', '617358', '617359', '617360', '617361', '617362', '617363', '617364', '617365', '617366', '617367', '617368', '617369', '617370', '617371', '617372', '617373', '617374', '617375', '617376', '617377', '617378', '617379', '617380', '617381', '617382', '617383', '617384', '617385', '617386', '617387', '617388', '617389', '617390', '617391', '617392', '617393', '617394', '617395', '617396', '617397', '617398', '617399', '617400', '617401', '617402', '617403', '617404', '617405', '617406', '617407', '617408', '617409', '617410', '617411', '617412', '617413', '617414', '617415', '617416', '617417', '617418', '617419', '617420', '617421', '617422', '617423', '617424', '617425']
 - Column 5 :
      ['OK']

You can get a dictionary with the unique values of each column with get_df_columns_unique_values_dict:

dict_unique_values = get_df_columns_unique_values_dict(df_raw, column_indices=None, column_names=False)

Once you investigate the content of the data and the characteristics of each column, it’s time to try assign a name to each column.

Each sensor has its own set of allowed column names.

The function print_valid_l0_column_names provides you the the list of valid column names for your sensor.

Please note that latitude, longitude and altitude columns can be specfied only if the disdrometer station is mobile (i.e. on a ship).

print_allowed_column_names(sensor_name)

['rainfall_rate_32bit',
 'rainfall_accumulated_32bit',
 'weather_code_synop_4680',
 'weather_code_synop_4677',
 'weather_code_metar_4678',
 'weather_code_nws',
 'reflectivity_32bit',
 'mor_visibility',
 'sample_interval',
 'laser_amplitude',
 'number_particles',
 'sensor_temperature',
 'sensor_serial_number',
 'firmware_iop',
 'firmware_dsp',
 'sensor_heating_current',
 'sensor_battery_voltage',
 'sensor_status',
 'start_time',
 'sensor_time',
 'sensor_date',
 'station_name',
 'station_number',
 'rainfall_amount_absolute_32bit',
 'error_code',
 'rainfall_rate_16bit',
 'rainfall_rate_12bit',
 'rainfall_accumulated_16bit',
 'reflectivity_16bit',
 'raw_drop_concentration',
 'raw_drop_average_velocity',
 'raw_drop_number',
 'time',
 'latitude',
 'longitude',
 'altitude']

The list of variables allowed for each sensor is defined in the `l0a_encodings.yml configuration file <https://disdrodb.readthedocs.io/en/latest/sensor_configs.html#disdrodb-l0a-encodings>`__.

The disdrodb reader function we are creating will have to return a dataframe with only such set (or subset) of variables !

To help data contributors to define the column names, the function infer_column_names tries to guess the column names using the sensor specifications described within the raw_data_format.yml configuration file.

infer_column_names(df_raw, sensor_name=sensor_name)

WARNING: The number of characters of column 1 values is not constant. Column names are currently inferred using 'row_idx=1'.
WARNING: The number of characters of column 2 values is not constant. Column names are currently inferred using 'row_idx=1'.

{0: [],
 1: [],
 2: [],
 3: [],
 4: [],
 5: [],
 6: ['rainfall_rate_32bit'],
 7: ['rainfall_accumulated_32bit', 'rainfall_accumulated_16bit'],
 8: ['weather_code_synop_4680', 'weather_code_synop_4677'],
 9: ['weather_code_synop_4680', 'weather_code_synop_4677'],
 10: ['reflectivity_32bit', 'rainfall_rate_16bit'],
 11: ['mor_visibility'],
 12: ['number_particles', 'laser_amplitude', 'sample_interval'],
 13: ['number_particles', 'laser_amplitude', 'sample_interval'],
 14: ['error_code', 'sensor_temperature'],
 15: ['sensor_heating_current'],
 16: ['sensor_battery_voltage'],
 17: ['sensor_status'],
 18: ['rainfall_amount_absolute_32bit'],
 19: ['error_code', 'sensor_temperature'],
 20: ['raw_drop_average_velocity', 'raw_drop_concentration'],
 21: ['raw_drop_average_velocity', 'raw_drop_concentration'],
 22: ['raw_drop_number'],
 23: ['sensor_status']}

Exploiting the suggestions provided by infer_column_names, cross-checking the column values provided by print_df_columns_unique_values, as well as using external documented knowledge of the raw file content, we define the column_names variable listing the column names of the dataframe.

column_names = [
    "unknown1",
    "unknown2",
    "unknown3",
    "timestep",
    "unknown4",
    "unknown5",
    "rainfall_rate_32bit",
    "rainfall_accumulated_32bit",
    "weather_code_synop_4680",
    "weather_code_synop_4677",
    "reflectivity_32bit",
    "mor_visibility",
    "laser_amplitude",
    "number_particles",
    "sensor_temperature",
    "sensor_heating_current",
    "sensor_battery_voltage",
    "sensor_status",
    "rainfall_amount_absolute_32bit",
    "error_code",
    "raw_drop_concentration",
    "raw_drop_average_velocity",
    "raw_drop_number",
    "unknown6",
]

🚨 The column_names list will be transferred to the reader function at the end of this section.

We can check the name validity of the specified column names with the check_column_names function.

check_column_names(column_names, sensor_name)

The following columns do no met the DISDRODB standards: ['unknown3', 'unknown1', 'unknown5', 'timestep', 'unknown2', 'unknown4', 'unknown6'].
Please remove such columns in the reader function !
Please be sure to create the 'time' column within the reader function !
The 'time' column must be datetime with resolution in seconds (dtype='M8[s]').

As you see with the printed message above, the check_column_names function tells you: - what are the columns that needs to be discarded in the reader function, - and we need to rename the timestep column to time, as well as to take care to convert the string values to datetime objects in the reader function.

4. Make the dataframe compliant with the DISDRODB L0 standards

So now it’s time to read back the raw data file with the correct column names, and take care of making the dataframe compliant with the DISDRODB L0 standards.

To this end, we will copy in the cell below the reader_kwargs dictionary as well as the column_names list defined above. The content of this cell will be transferred to the reader function at the end of this notebook.

#### Define column names
column_names = [
    "unknown1",
    "unknown2",
    "unknown3",
    "time",  # renamed  ;)
    "unknown4",
    "unknown5",
    "rainfall_rate_32bit",
    "rainfall_accumulated_32bit",
    "weather_code_synop_4680",
    "weather_code_synop_4677",
    "reflectivity_32bit",
    "mor_visibility",
    "laser_amplitude",
    "number_particles",
    "sensor_temperature",
    "sensor_heating_current",
    "sensor_battery_voltage",
    "sensor_status",
    "rainfall_amount_absolute_32bit",
    "error_code",
    "raw_drop_concentration",
    "raw_drop_average_velocity",
    "raw_drop_number",
    "unknown6",
]
##------------------------------------------------------------------------.
#### Define reader options
reader_kwargs = {}

# - Define delimiter
reader_kwargs["delimiter"] = ","

# - Avoid first column to become df index !!!
reader_kwargs["index_col"] = False

# Since column names are expected to be passed explicitly, header is set to None
reader_kwargs["header"] = None

# - Number of rows to be skipped at the beginning of the file
reader_kwargs["skiprows"] = None

# - Define behaviour when encountering bad lines
reader_kwargs["on_bad_lines"] = "skip"

# - Define reader engine
#   - C engine is faster
#   - Python engine is more feature-complete
reader_kwargs["engine"] = "python"

# - Define on-the-fly decompression of on-disk data
#   - Available: gzip, bz2, zip
reader_kwargs["compression"] = "infer"

# - Strings to recognize as NA/NaN and replace with standard NA flags
#   - Already included: '#N/A', '#N/A N/A', '#NA', '-1.#IND', '-1.#QNAN',
#                       '-NaN', '-nan', '1.#IND', '1.#QNAN', '<NA>', 'N/A',
#                       'NA', 'NULL', 'NaN', 'n/a', 'nan', 'null'
reader_kwargs["na_values"] = ["na", "", "error"]

##------------------------------------------------------------------------.
#### Read the data
df = read_raw_text_file(
    filepath=filepath,
    column_names=column_names,
    reader_kwargs=reader_kwargs,
)
##------------------------------------------------------------------------.

display(df)

	unknown1	unknown2	unknown3	time	unknown4	unknown5	rainfall_rate_32bit	rainfall_accumulated_32bit	weather_code_synop_4680	weather_code_synop_4677	...	sensor_temperature	sensor_heating_current	sensor_battery_voltage	sensor_status	rainfall_amount_absolute_32bit	error_code	raw_drop_concentration	raw_drop_average_velocity	raw_drop_number	unknown6
0	610908	4610.3530	00847.2425	26-10-2018 18:43:01	NaN	OK	0000.000	0000.02	00	00	...	017	0.04	26.6	0	000.002	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
1	610909	4610.3529	00847.2424	26-10-2018 18:43:30	NaN	OK	0000.000	0000.02	00	00	...	017	0.04	26.6	0	000.002	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
2	610910	4610.3528	00847.2423	26-10-2018 18:44:00	NaN	OK	0000.000	0000.02	00	00	...	017	0.04	26.6	0	000.002	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
3	610911	4610.3528	00847.2423	26-10-2018 18:44:31	NaN	OK	0000.000	0000.02	00	00	...	017	0.04	26.6	0	000.002	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
4	610912	4610.3529	00847.2422	26-10-2018 18:45:01	NaN	OK	0000.000	0000.02	00	00	...	017	0.04	26.6	0	000.002	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
6521	617421	4610.3544	00847.2440	29-10-2018 00:59:30	NaN	OK	0000.000	0165.80	00	00	...	012	0.09	26.6	0	016.580	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0
6522	617422	4610.3544	00847.2442	29-10-2018 01:00:00	NaN	OK	0000.230	0165.80	61	61	...	012	0.09	26.6	0	016.580	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,01.0...	00.000,00.000,00.000,00.000,00.000,00.000,04.4...	000,000,000,000,000,000,000,000,000,000,000,00...	0
6523	617423	4610.3544	00847.2442	29-10-2018 01:00:31	NaN	OK	0000.377	0165.80	61	61	...	012	0.09	26.6	0	016.580	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,01.0...	00.000,00.000,00.000,00.000,00.000,00.000,04.4...	000,000,000,000,000,000,000,000,000,000,000,00...	0
6524	617424	4610.3542	00847.2446	29-10-2018 01:01:01	NaN	OK	0000.000	0165.80	00	00	...	012	0.09	26.6	0	016.580	000	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,01.0...	00.000,00.000,00.000,00.000,00.000,00.000,04.4...	000,000,000,000,000,000,000,000,000,000,000,00...	0
6525	617425	4610.3542	00847.2448	29-10-2018 01:01:30	NaN	OK	0000.139	0165.80	61	61	...	012	0.08	26.6	0	016.580	000	-9.999,-9.999,-9.999,-9.999,01.145,-9.999,-9.9...	00.000,00.000,00.000,00.000,03.799,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...	0

6526 rows × 24 columns

Now it’s time to adapt the dataframe to adhere to the DISDRODB L0 standards.

First let’s check again the columns that must be discarded:

check_l0a_column_names(df, sensor_name=sensor_name)

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
Cell In[28], line 1
----> 1 check_l0a_column_names(df, sensor_name=sensor_name)

File ~/Projects/disdrodb/disdrodb/l0/check_standards.py:145, in check_l0a_column_names(df, sensor_name)
    143 if len(invalid_columns) > 0:
    144     msg = f"The following columns do no met the DISDRODB standards: {invalid_columns}"
--> 145     raise ValueError(msg)
    147 # Check time column is present
    148 if "time" not in df_columns:

ValueError: The following columns do no met the DISDRODB standards: {'unknown3', 'unknown1', 'unknown5', 'unknown2', 'unknown4', 'unknown6'}

Now, let’s remove the columns that does not adhere to the DISDRODB L0 standards. The check_l0a_column_names function must not raise anymore an error !

df = df.drop(columns=["unknown1", "unknown2", "unknown3", "unknown4", "unknown5", "unknown6"])
check_l0a_column_names(df, sensor_name=sensor_name)

Then, we take care of correctly defining the time column and convert the time strings to the datetime format expected by DISDRODB.

df["time"] = pd.to_datetime(df["time"], format="%d-%m-%Y %H:%M:%S")
print(df["time"])

0      2018-10-26 18:43:01
1      2018-10-26 18:43:30
2      2018-10-26 18:44:00
3      2018-10-26 18:44:31
4      2018-10-26 18:45:01
               ...
6521   2018-10-29 00:59:30
6522   2018-10-29 01:00:00
6523   2018-10-29 01:00:31
6524   2018-10-29 01:01:01
6525   2018-10-29 01:01:30
Name: time, Length: 6526, dtype: datetime64[ns]

Finally, let’s check that the dataframe looks as desired:

print_df_column_names(df)

 - Column 0 : time
 - Column 1 : rainfall_rate_32bit
 - Column 2 : rainfall_accumulated_32bit
 - Column 3 : weather_code_synop_4680
 - Column 4 : weather_code_synop_4677
 - Column 5 : reflectivity_32bit
 - Column 6 : mor_visibility
 - Column 7 : laser_amplitude
 - Column 8 : number_particles
 - Column 9 : sensor_temperature
 - Column 10 : sensor_heating_current
 - Column 11 : sensor_battery_voltage
 - Column 12 : sensor_status
 - Column 13 : rainfall_amount_absolute_32bit
 - Column 14 : error_code
 - Column 15 : raw_drop_concentration
 - Column 16 : raw_drop_average_velocity
 - Column 17 : raw_drop_number

print_df_random_n_rows(df, n=5)

 - Column 0 ( time ):
      ['2018-10-28T22:53:30.000000000' '2018-10-26T23:26:31.000000000'
 '2018-10-27T02:38:01.000000000' '2018-10-28T02:27:31.000000000'
 '2018-10-28T02:56:00.000000000']
 - Column 1 ( rainfall_rate_32bit ):
      ['0000.000' '0000.000' '0001.188' '0006.069' '0002.038']
 - Column 2 ( rainfall_accumulated_32bit ):
      ['0162.56' '0000.06' '0000.34' '0082.15' '0084.11']
 - Column 3 ( weather_code_synop_4680 ):
      ['00' '00' '62' '63' '62']
 - Column 4 ( weather_code_synop_4677 ):
      ['00' '00' '63' '65' '63']
 - Column 5 ( reflectivity_32bit ):
      ['-9.999' '-9.999' '29.648' '34.957' '28.455']
 - Column 6 ( mor_visibility ):
      ['5000' '5000' '5000' '4220' '5000']
 - Column 7 ( laser_amplitude ):
      ['08426' '09669' '08972' '08390' '09558']
 - Column 8 ( number_particles ):
      ['00001' '00000' '00071' '00300' '00134']
 - Column 9 ( sensor_temperature ):
      ['012' '015' '014' '009' '010']
 - Column 10 ( sensor_heating_current ):
      ['0.08' '0.04' '0.04' '0.10' '0.10']
 - Column 11 ( sensor_battery_voltage ):
      ['26.6' '26.6' '26.6' '26.6' '26.6']
 - Column 12 ( sensor_status ):
      ['0' '0' '0' '0' '0']
 - Column 13 ( rainfall_amount_absolute_32bit ):
      ['016.256' '000.006' '000.034' '008.215' '008.411']
 - Column 14 ( error_code ):
      ['000' '000' '000' '000' '000']
 - Column 15 ( raw_drop_concentration ):
      ['-9.999,-9.999,-9.999,01.301,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,'
 '-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,'
 '-9.999,-9.999,02.089,02.628,02.231,02.257,02.163,01.074,01.595,01.076,01.361,-9.999,00.954,00.948,00.595,00.248,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,'
 '-9.999,-9.999,02.259,02.744,02.803,02.738,02.699,02.655,02.446,02.407,02.114,01.907,01.465,01.363,01.243,00.508,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,'
 '-9.999,-9.999,01.982,02.508,02.523,02.326,02.487,02.140,02.154,02.106,01.861,01.387,01.242,00.889,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,']
 - Column 16 ( raw_drop_average_velocity ):
      ['00.000,00.000,00.000,02.599,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,'
 '00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,'
 '00.000,00.000,02.533,02.614,02.777,03.181,03.288,04.400,04.000,04.400,04.599,00.000,06.000,06.000,06.800,07.599,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,'
 '00.000,00.000,02.337,02.617,03.139,03.610,03.915,04.326,04.591,04.730,05.169,05.777,06.228,06.799,07.519,08.199,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,'
 '00.000,00.000,02.174,02.593,02.957,03.428,03.709,04.127,04.366,04.472,05.028,05.359,06.000,06.800,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,00.000,']
 - Column 17 ( raw_drop_number ):
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'0118.92', '0118.97', '0119.02', '0119.10', '0119.18', '0119.24', '0119.36', '0119.46', '0119.53', '0119.60', '0119.67', '0119.76', '0119.85', '0119.94', '0120.05', '0120.21', '0120.38', '0120.59', '0120.76', '0120.88', '0120.99', '0121.08', '0121.16', '0121.25', '0121.32', '0121.41', '0121.47', '0121.54', '0121.60', '0121.66', '0121.73', '0121.81', '0121.86', '0121.91', '0121.97', '0122.05', '0122.14', '0122.30', '0122.41', '0122.49', '0122.59', '0122.65', '0122.73', '0122.81', '0122.88', '0122.98', '0123.10', '0123.19', '0123.29', '0123.35', '0123.45', '0123.52', '0123.57', '0123.63', '0123.69', '0123.76', '0123.86', '0123.91', '0123.99', '0124.06', '0124.12', '0124.22', '0124.33', '0124.41', '0124.48', '0124.57', '0124.62', '0124.68', '0124.75', '0124.81', '0124.91', '0125.07', '0125.17', '0125.25', '0125.32', '0125.38', '0125.45', '0125.49', '0125.53', '0125.59', '0125.67', '0125.75', '0125.88', '0125.97', '0126.03', '0126.13', '0126.22', '0126.38', '0126.57', '0126.76', '0126.91', '0127.06', '0127.20', '0127.30', '0127.39', '0127.47', '0127.54', '0127.62', '0127.68', '0127.78', '0127.87', '0127.97', '0128.11', '0128.25', '0128.40', '0128.54', '0128.69', '0128.86', '0129.01', '0129.14', '0129.26', '0129.36', '0129.46', '0129.56', '0129.64', '0129.71', '0129.81', '0129.90', '0130.01', '0130.11', '0130.19', '0130.26', '0130.32', '0130.36', '0130.41', '0130.51', '0130.64', '0130.84', '0131.08', '0131.32', '0131.44', '0131.54', '0131.58', '0131.61', '0131.65', '0131.72', '0131.82', '0131.99', '0132.12', '0132.25', '0132.33', '0132.43', '0132.54', '0132.74', '0132.85', '0132.96', '0133.00', '0133.10', '0133.23', '0133.38', '0133.57', '0133.71', '0133.79', '0133.90', '0134.02', '0134.11', '0134.24', '0134.33', '0134.44', '0134.54', '0134.68', '0134.78', '0134.89', '0135.02', '0135.13', '0135.24', '0135.40', '0135.52', '0135.67', '0135.84', '0135.97', '0136.08', '0136.17', '0136.26', '0136.35', '0136.45', '0136.56', '0136.69', '0136.80', '0136.90', '0137.00', '0137.07', '0137.14', '0137.23', '0137.35', '0137.48', '0137.62', '0137.75', '0137.89', '0138.00', '0138.11', '0138.21', '0138.31', '0138.41', '0138.52', '0138.61', '0138.69', '0138.78', '0138.86', '0138.93', '0138.99', '0139.03', '0139.08', '0139.14', '0139.21', '0139.25', '0139.32', '0139.38', '0139.43', '0139.51', '0139.56', '0139.65', '0139.72', '0139.84', '0139.96', '0140.09', '0140.22', '0140.34', '0140.46', '0140.58', '0140.68', '0140.77', '0140.86', '0140.94', '0141.01', '0141.07', '0141.13', '0141.22', '0141.31', '0141.43', '0141.56', '0141.69', '0141.83', '0141.97', '0142.09', '0142.24', '0142.41', '0142.56', '0142.70', '0142.85', '0142.99', '0143.12', '0143.24', '0143.38', '0143.56', '0143.75', '0143.92', '0144.12', '0144.38', '0144.59', '0144.80', '0144.95', '0145.08', '0145.18', '0145.32', '0145.47', '0145.58', '0145.67', '0145.76', '0145.88', '0146.03', '0146.18', '0146.33', '0146.45', '0146.57', '0146.73', '0146.87', '0147.02', '0147.12', '0147.20', '0147.28', '0147.39', '0147.51', '0147.63', '0147.75', '0147.89', '0148.02', '0148.18', '0148.35', '0148.50', '0148.69', '0148.80', '0148.92', '0149.02', '0149.11', '0149.20', '0149.28', '0149.37', '0149.46', '0149.56', '0149.68', '0149.80', '0149.94', '0150.04', '0150.13', '0150.20', '0150.27', '0150.34', '0150.41', '0150.47', '0150.55', '0150.67', '0150.82', '0150.94', '0151.03', '0151.15', '0151.25', '0151.36', '0151.44', '0151.53', '0151.63', '0151.76', '0151.89', '0152.09', '0152.25', '0152.36', '0152.48', '0152.63', '0152.79', '0152.96', '0153.09', '0153.20', '0153.31', '0153.44', '0153.56', '0153.69', '0153.82', '0153.95', '0154.07', '0154.20', '0154.32', '0154.40', '0154.46', '0154.52', '0154.61', '0154.72', '0154.84', '0154.98', '0155.10', '0155.24', '0155.39', '0155.50', '0155.57', '0155.62', '0155.67', '0155.72', '0155.76', '0155.81', '0155.88', '0155.95', '0156.02', '0156.10', '0156.20', '0156.31', '0156.41', '0156.49', '0156.57', '0156.61', '0156.65', '0156.68', '0156.71', '0156.73', '0156.74', '0156.76', '0156.79', '0156.83', '0156.88', '0156.92', '0156.96', '0157.02', '0157.08', '0157.16', '0157.22', '0157.27', '0157.32', '0157.37', '0157.41', '0157.45', '0157.50', '0157.56', '0157.62', '0157.69', '0157.76', '0157.84', '0157.89', '0157.94', '0157.97', '0158.00', '0158.01', '0158.03', '0158.05', '0158.06', '0158.07', '0158.08', '0158.10', '0158.12', '0158.13', '0158.15', '0158.16', '0158.18', '0158.20', '0158.23', '0158.26', '0158.29', '0158.33', '0158.39', '0158.47', '0158.56', '0158.67', '0158.77', '0158.92', '0159.05', '0159.12', '0159.19', '0159.25', '0159.32', '0159.40', '0159.45', '0159.50', '0159.53', '0159.54', '0159.55', '0159.56', '0159.57', '0159.58', '0159.59', '0159.60', '0159.61', '0159.62', '0159.63', '0159.65', '0159.66', '0159.68', '0159.70', '0159.71', '0159.72', '0159.74', '0159.75', '0159.76', '0159.77', '0159.78', '0159.79', '0159.80', '0159.81', '0159.83', '0159.89', '0159.95', '0160.00', '0160.02', '0160.03', '0160.05', '0160.06', '0160.07', '0160.08', '0160.09', '0160.10', '0160.11', '0160.12', '0160.13', '0160.14', '0160.15', '0160.16', '0160.18', '0160.20', '0160.21', '0160.23', '0160.25', '0160.26', '0160.28', '0160.29', '0160.31', '0160.32', '0160.33', '0160.34', '0160.35', '0160.36', '0160.37', '0160.38', '0160.39', '0160.40', '0160.41', '0160.44', '0160.45', '0160.47', '0160.48', '0160.49', '0160.50', '0160.51', '0160.52', '0160.53', '0160.56', '0160.59', '0160.61', '0160.62', '0160.63', '0160.64', '0160.65', '0160.67', '0160.68', '0160.70', '0160.72', '0160.74', '0160.77', '0160.81', '0160.83', '0160.84', '0160.90', '0161.03', '0161.11', '0161.16', '0161.20', '0161.21', '0161.22', '0161.23', '0161.24', '0161.28', '0161.30', '0161.32', '0161.33', '0161.34', '0161.35', '0161.39', '0161.43', '0161.46', '0161.49', '0161.50', '0161.51', '0161.53', '0161.55', '0161.57', '0161.60', '0161.62', '0161.69', '0161.80', '0161.87', '0161.90', '0161.98', '0162.06', '0162.12', '0162.13', '0162.14', '0162.15', '0162.16', '0162.17', '0162.18', '0162.19', '0162.20', '0162.21', '0162.23', '0162.25', '0162.26', '0162.27', '0162.28', '0162.29', '0162.30', '0162.31', '0162.32', '0162.33', '0162.34', '0162.35', '0162.36', '0162.38', '0162.40', '0162.43', '0162.46', '0162.48', '0162.50', '0162.51', '0162.52', '0162.53', '0162.54', '0162.55', '0162.56', '0162.57', '0162.58', '0162.60', '0162.64', '0162.68', '0162.71', '0162.79', '0162.83', '0162.88', '0162.96', '0163.12', '0163.44', '0163.73', '0163.91', '0164.01', '0164.06', '0164.09', '0164.11', '0164.12', '0164.13', '0164.14', '0164.15', '0164.17', '0164.20', '0164.34', '0164.47', '0164.59', '0164.67', '0164.72', '0164.76', '0164.79', '0164.81', '0164.82', '0164.84', '0164.86', '0164.88', '0164.90', '0164.92', '0164.94', '0164.95', '0164.96', '0164.97', '0164.98', '0164.99', '0165.00', '0165.01', '0165.02', '0165.05', '0165.06', '0165.07', '0165.08', '0165.10', '0165.14', '0165.20', '0165.23', '0165.28', '0165.33', '0165.40', '0165.45', '0165.49', '0165.52', '0165.54', '0165.56', '0165.57', '0165.58', '0165.59', '0165.60', '0165.61', '0165.63', '0165.65', '0165.67', '0165.69', '0165.71', '0165.72', '0165.73', '0165.74', '0165.75', '0165.76', '0165.77', '0165.78', '0165.79', '0165.80']

Now it’s time to see if the dataframe is compliant with the DISDRODB L0 standards.

To this end, we will call the sanitize_df function, which peforms all final checks to ensure the dataframe adhere to the DISDRODB L0 standards and does not contain corrupted data!

If no error is raised, we can be sure that the dataframe is compliant with the DISDRODB L0 standards and that you have successfully created the reader components allowing you to ingest your station data into DISDRODB.

df = sanitize_df(df, sensor_name=sensor_name, verbose=True)
display(df)

 - The following timesteps occurred more than once: ['2018-10-28T08:51:31' '2018-10-28T08:52:01' '2018-10-28T08:52:30'
 '2018-10-28T08:53:01' '2018-10-28T08:53:30' '2018-10-28T08:54:01'
 '2018-10-28T08:54:30']. Only the first occurrence selected.

	time	rainfall_rate_32bit	rainfall_accumulated_32bit	weather_code_synop_4680	weather_code_synop_4677	reflectivity_32bit	mor_visibility	laser_amplitude	number_particles	sensor_temperature	sensor_heating_current	sensor_battery_voltage	sensor_status	rainfall_amount_absolute_32bit	error_code	raw_drop_concentration	raw_drop_average_velocity	raw_drop_number
0	2018-10-26 18:43:01	0.000	0.020000	0.0	0.0	-9.999000	5000.0	9893.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
1	2018-10-26 18:43:30	0.000	0.020000	0.0	0.0	-9.999000	5000.0	9889.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
2	2018-10-26 18:44:00	0.000	0.020000	0.0	0.0	-9.999000	5000.0	9894.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
3	2018-10-26 18:44:31	0.000	0.020000	0.0	0.0	-9.999000	5000.0	9894.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
4	2018-10-26 18:45:01	0.000	0.020000	0.0	0.0	-9.999000	5000.0	9914.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
6521	2018-10-29 00:59:30	0.000	165.800003	0.0	0.0	-9.999000	5000.0	8365.0	4.0	12.0	0.09	26.6	0.0	16.580	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
6522	2018-10-29 01:00:00	0.230	165.800003	61.0	61.0	16.705999	5000.0	8364.0	12.0	12.0	0.09	26.6	0.0	16.580	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,01.0...	00.000,00.000,00.000,00.000,00.000,00.000,04.4...	000,000,000,000,000,000,000,000,000,000,000,00...
6523	2018-10-29 01:00:31	0.377	165.800003	61.0	61.0	20.035000	5000.0	8362.0	21.0	12.0	0.09	26.6	0.0	16.580	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,01.0...	00.000,00.000,00.000,00.000,00.000,00.000,04.4...	000,000,000,000,000,000,000,000,000,000,000,00...
6524	2018-10-29 01:01:01	0.000	165.800003	0.0	0.0	-9.999000	5000.0	8366.0	7.0	12.0	0.09	26.6	0.0	16.580	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,01.0...	00.000,00.000,00.000,00.000,00.000,00.000,04.4...	000,000,000,000,000,000,000,000,000,000,000,00...
6525	2018-10-29 01:01:30	0.139	165.800003	61.0	61.0	13.825000	5000.0	8364.0	10.0	12.0	0.08	26.6	0.0	16.580	0.0	-9.999,-9.999,-9.999,-9.999,01.145,-9.999,-9.9...	00.000,00.000,00.000,00.000,03.799,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...

6513 rows × 18 columns

5. Create the reader function

Now let’s put everything together and create the reader function.

The reader function must have the following signature def reader(filepath, logger=None).

We put inside the function the column_names list, the reader_kwargs dictionary we defined above as well as the code required to make the dataframe compliant with the DISDRODB L0 standards.

def reader(
    filepath,
    logger=None,
):
    """Reader."""
    ##------------------------------------------------------------------------.
    #### Define column names
    column_names = [
        "unknown1",
        "unknown2",
        "unknown3",
        "time",  # renamed  ;)
        "unknown4",
        "unknown5",
        "rainfall_rate_32bit",
        "rainfall_accumulated_32bit",
        "weather_code_synop_4680",
        "weather_code_synop_4677",
        "reflectivity_32bit",
        "mor_visibility",
        "laser_amplitude",
        "number_particles",
        "sensor_temperature",
        "sensor_heating_current",
        "sensor_battery_voltage",
        "sensor_status",
        "rainfall_amount_absolute_32bit",
        "error_code",
        "raw_drop_concentration",
        "raw_drop_average_velocity",
        "raw_drop_number",
        "unknown6",
    ]

    ##------------------------------------------------------------------------.
    #### Define reader options
    reader_kwargs = {}
    # - Define delimiter
    reader_kwargs["delimiter"] = ","
    # - Avoid first column to become df index
    reader_kwargs["index_col"] = False
    # - Define behaviour when encountering bad lines
    reader_kwargs["on_bad_lines"] = "skip"
    # - Define reader engine
    #   - C engine is faster
    #   - Python engine is more feature-complete
    reader_kwargs["engine"] = "python"
    # - Define on-the-fly decompression of on-disk data
    #   - Available: gzip, bz2, zip
    reader_kwargs["compression"] = "infer"
    # - Strings to recognize as NA/NaN and replace with standard NA flags
    #   - Already included: '#N/A', '#N/A N/A', '#NA', '-1.#IND', '-1.#QNAN',
    #                       '-NaN', '-nan', '1.#IND', '1.#QNAN', '<NA>', 'N/A',
    #                       'NA', 'NULL', 'NaN', 'n/a', 'nan', 'null'
    reader_kwargs["na_values"] = ["na", "", "error"]

    ##------------------------------------------------------------------------.
    #### Read the data
    df = read_raw_text_file(
        filepath=filepath,
        column_names=column_names,
        reader_kwargs=reader_kwargs,
        logger=logger,
    )

    ##------------------------------------------------------------------------.
    #### Adapt the dataframe to adhere to DISDRODB L0 standards
    # Convert time column to datetime with resolution in seconds
    df["time"] = pd.to_datetime(df["time"], format="%d-%m-%Y %H:%M:%S", errors="coerce")

    # Drop columns not agreeing with DISDRODB L0 standards
    df = df.drop(columns=["unknown1", "unknown2", "unknown3", "unknown4", "unknown5", "unknown6"])

    # Return the dataframe adhering to DISDRODB L0 standards
    return df

Now let’s call the reader function to check that everything works as expected:

df = reader(filepath)
df = sanitize_df(df, sensor_name=sensor_name, verbose=True)
display(df)

 - The following timesteps occurred more than once: ['2018-10-28T08:51:31' '2018-10-28T08:52:01' '2018-10-28T08:52:30'
 '2018-10-28T08:53:01' '2018-10-28T08:53:30' '2018-10-28T08:54:01'
 '2018-10-28T08:54:30']. Only the first occurrence selected.

	time	rainfall_rate_32bit	rainfall_accumulated_32bit	weather_code_synop_4680	weather_code_synop_4677	reflectivity_32bit	mor_visibility	laser_amplitude	number_particles	sensor_temperature	sensor_heating_current	sensor_battery_voltage	sensor_status	rainfall_amount_absolute_32bit	error_code	raw_drop_concentration	raw_drop_average_velocity	raw_drop_number
0	2018-10-26 18:43:01	0.000	0.020000	0.0	0.0	-9.999000	5000.0	9893.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
1	2018-10-26 18:43:30	0.000	0.020000	0.0	0.0	-9.999000	5000.0	9889.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
2	2018-10-26 18:44:00	0.000	0.020000	0.0	0.0	-9.999000	5000.0	9894.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
3	2018-10-26 18:44:31	0.000	0.020000	0.0	0.0	-9.999000	5000.0	9894.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
4	2018-10-26 18:45:01	0.000	0.020000	0.0	0.0	-9.999000	5000.0	9914.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
6521	2018-10-29 00:59:30	0.000	165.800003	0.0	0.0	-9.999000	5000.0	8365.0	4.0	12.0	0.09	26.6	0.0	16.580	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
6522	2018-10-29 01:00:00	0.230	165.800003	61.0	61.0	16.705999	5000.0	8364.0	12.0	12.0	0.09	26.6	0.0	16.580	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,01.0...	00.000,00.000,00.000,00.000,00.000,00.000,04.4...	000,000,000,000,000,000,000,000,000,000,000,00...
6523	2018-10-29 01:00:31	0.377	165.800003	61.0	61.0	20.035000	5000.0	8362.0	21.0	12.0	0.09	26.6	0.0	16.580	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,01.0...	00.000,00.000,00.000,00.000,00.000,00.000,04.4...	000,000,000,000,000,000,000,000,000,000,000,00...
6524	2018-10-29 01:01:01	0.000	165.800003	0.0	0.0	-9.999000	5000.0	8366.0	7.0	12.0	0.09	26.6	0.0	16.580	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,01.0...	00.000,00.000,00.000,00.000,00.000,00.000,04.4...	000,000,000,000,000,000,000,000,000,000,000,00...
6525	2018-10-29 01:01:30	0.139	165.800003	61.0	61.0	13.825000	5000.0	8364.0	10.0	12.0	0.08	26.6	0.0	16.580	0.0	-9.999,-9.999,-9.999,-9.999,01.145,-9.999,-9.9...	00.000,00.000,00.000,00.000,03.799,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...

6513 rows × 18 columns

Now we can try reading multiple files at once with the read_raw_text_files function.

This function already takes care of applying the sanitize_df function to each dataframe read from the raw files. and concatenating the resulting dataframes into a single one.

subset_filepaths = filepaths[:2]  # Here specify a custom subset of files
df = read_raw_text_files(
    filepaths=subset_filepaths,
    reader=reader,
    sensor_name=sensor_name,
    verbose=True,
)
display(df)

 - The following timesteps occurred more than once: ['2018-10-28T08:51:31' '2018-10-28T08:52:01' '2018-10-28T08:52:30'
 '2018-10-28T08:53:01' '2018-10-28T08:53:30' '2018-10-28T08:54:01'
 '2018-10-28T08:54:30']. Only the first occurrence selected.
 - Raw file '/tmp/data/DISDRODB/RAW/EPFL/LOCARNO_2018/data/61/file61_20181029.dat.gz' processed successfully (1/2).
 - The following timesteps occurred more than once: ['2018-10-28T08:51:31' '2018-10-28T08:52:01' '2018-10-28T08:52:30'
 '2018-10-28T08:53:01' '2018-10-28T08:53:30' '2018-10-28T08:54:01'
 '2018-10-28T08:54:30']. Only the first occurrence selected.
 - Raw file '/tmp/data/DISDRODB/RAW/EPFL/LOCARNO_2018/data/61/file61_20181030.dat.gz' processed successfully (2/2).
 - 0 of 2 have been skipped.
 - Concatenation of dataframes started.
 - Concatenation of dataframes has finished.

	time	rainfall_rate_32bit	rainfall_accumulated_32bit	weather_code_synop_4680	weather_code_synop_4677	reflectivity_32bit	mor_visibility	laser_amplitude	number_particles	sensor_temperature	sensor_heating_current	sensor_battery_voltage	sensor_status	rainfall_amount_absolute_32bit	error_code	raw_drop_concentration	raw_drop_average_velocity	raw_drop_number
0	2018-10-26 18:43:01	0.000	0.02	0.0	0.0	-9.999000	5000.0	9893.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
1	2018-10-26 18:43:30	0.000	0.02	0.0	0.0	-9.999000	5000.0	9889.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
2	2018-10-26 18:44:00	0.000	0.02	0.0	0.0	-9.999000	5000.0	9894.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
3	2018-10-26 18:44:31	0.000	0.02	0.0	0.0	-9.999000	5000.0	9894.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
4	2018-10-26 18:45:01	0.000	0.02	0.0	0.0	-9.999000	5000.0	9914.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
11572	2018-10-30 01:00:00	4.807	8.77	63.0	65.0	36.429001	5000.0	5166.0	90.0	10.0	0.10	26.6	1.0	0.877	0.0	-9.999,-9.999,-9.999,01.369,01.433,02.225,01.9...	00.000,00.000,00.000,02.200,01.899,03.309,03.4...	000,000,000,000,000,000,000,000,000,000,000,00...
11573	2018-10-30 01:00:30	2.092	8.79	62.0	63.0	30.712999	5000.0	4915.0	80.0	10.0	0.10	26.6	3.0	0.879	0.0	-9.999,-9.999,-9.999,-9.999,01.939,02.060,01.9...	00.000,00.000,00.000,00.000,03.179,03.257,03.2...	000,000,000,000,000,000,000,000,000,000,000,00...
11574	2018-10-30 01:01:00	3.655	8.82	62.0	63.0	36.894001	5000.0	4931.0	63.0	10.0	0.10	26.6	3.0	0.882	0.0	-9.999,-9.999,-9.999,-9.999,01.132,01.133,02.1...	00.000,00.000,00.000,00.000,03.799,03.799,03.9...	000,000,000,000,000,000,000,000,000,000,000,00...
11575	2018-10-30 01:01:31	3.752	8.85	62.0	63.0	33.764999	5000.0	4945.0	79.0	10.0	0.10	26.6	3.0	0.885	0.0	-9.999,-9.999,-9.999,-9.999,01.632,01.586,01.8...	00.000,00.000,00.000,00.000,02.399,04.000,03.4...	000,000,000,000,000,000,000,000,000,000,000,00...
11576	2018-10-30 01:02:00	5.151	8.90	63.0	65.0	35.648998	5000.0	4937.0	131.0	9.0	0.10	26.6	3.0	0.890	0.0	-9.999,-9.999,01.298,01.570,01.785,02.023,02.2...	00.000,00.000,05.199,02.799,03.499,03.728,03.8...	000,000,000,000,000,000,000,000,000,000,000,00...

11577 rows × 18 columns

If no error is raised, the reader function is almost ready for inclusion in the disdrodb software.

But before that, let’s check that the raw_drop_number variable can be correctly reshaped to a 2D array when aiming to create the DISDRODB L0B product.

To this end, we will call the create_l0b_from_l0a function to generate the L0B xarray.Dataset from the L0A pandas.DataFrame.

The function create_l0b_from_l0a takes care of splitting and reshape the raw_drop_number strings looking like 000,000,...,000,000.

ds = create_l0b_from_l0a(df, metadata=metadata, verbose=False)
ds

<xarray.Dataset> Size: 102MB
Dimensions:                         (time: 11577, diameter_bin_center: 32,
                                     velocity_bin_center: 32, crs: 1)
Coordinates: (12/13)
  * time                            (time) datetime64[ns] 93kB 2018-10-26T18:...
  * diameter_bin_center             (diameter_bin_center) float64 256B 0.062 ...
    diameter_bin_lower              (diameter_bin_center) float64 256B 0.0 .....
    diameter_bin_upper              (diameter_bin_center) float64 256B 0.1245...
    diameter_bin_width              (diameter_bin_center) float64 256B 0.125 ...
  * velocity_bin_center             (velocity_bin_center) float64 256B 0.05 ....
    ...                              ...
    velocity_bin_upper              (velocity_bin_center) float64 256B 0.1 .....
    velocity_bin_width              (velocity_bin_center) float64 256B 0.1 .....
    latitude                        float64 8B 46.17
    longitude                       float64 8B 8.787
    altitude                        float64 8B 369.0
  * crs                             (crs) <U5 20B 'WGS84'
Data variables: (12/17)
    raw_drop_concentration          (time, diameter_bin_center) float64 3MB 0...
    raw_drop_average_velocity       (time, diameter_bin_center) float64 3MB 0...
    raw_drop_number                 (time, diameter_bin_center, velocity_bin_center) float64 95MB ...
    rainfall_rate_32bit             (time) float32 46kB 0.0 0.0 ... 3.752 5.151
    rainfall_accumulated_32bit      (time) float32 46kB 0.02 0.02 ... 8.85 8.9
    weather_code_synop_4680         (time) float32 46kB 0.0 0.0 ... 62.0 63.0
    ...                              ...
    sensor_temperature              (time) float32 46kB 17.0 17.0 ... 10.0 9.0
    sensor_heating_current          (time) float32 46kB 0.04 0.04 ... 0.1 0.1
    sensor_battery_voltage          (time) float32 46kB 26.6 26.6 ... 26.6 26.6
    sensor_status                   (time) float32 46kB 0.0 0.0 0.0 ... 3.0 3.0
    rainfall_amount_absolute_32bit  (time) float32 46kB 0.002 0.002 ... 0.89
    error_code                      (time) float32 46kB 0.0 0.0 0.0 ... 0.0 0.0
Attributes: (12/62)
    data_source:                     EPFL
    campaign_name:                   LOCARNO_2018
    station_name:                    61
    sensor_name:                     PARSIVEL
    reader:                          EPFL/LOCARNO_2018
    raw_data_glob_pattern:           *.dat*
    ...                              ...
    time_coverage_start:             2018-10-26T18:43:01.000000000
    time_coverage_end:               2018-10-30T01:02:00.000000000
    disdrodb_processing_date:        2025-05-13 12:28:57
    disdrodb_product_version:        V0
    disdrodb_software_version:       V0.1.dev1024+gf532bba.d20250507
    disdrodb_product:                L0B

xarray.Dataset

• Dimensions:
  • time: 11577
  • diameter_bin_center: 32
  • velocity_bin_center: 32
  • crs: 1
• Coordinates: (13)
  • time
    (time)
    datetime64[ns]
    2018-10-26T18:43:01 ... 2018-10-...

    name :

    time

    standard_name :

    time

    long_name :

    time

    description :

    UTC Time

    array(['2018-10-26T18:43:01.000000000', '2018-10-26T18:43:30.000000000',
           '2018-10-26T18:44:00.000000000', ..., '2018-10-30T01:01:00.000000000',
           '2018-10-30T01:01:31.000000000', '2018-10-30T01:02:00.000000000'],
          shape=(11577,), dtype='datetime64[ns]')

  • diameter_bin_center
    (diameter_bin_center)
    float64
    0.062 0.187 0.312 ... 21.5 24.5

    name :

    diameter_bin_center

    standard_name :

    diameter_bin_center

    long_name :

    diameter_bin_center

    units :

    mm

    description :

    Bin center drop diameter value

    array([ 0.062,  0.187,  0.312,  0.437,  0.562,  0.687,  0.812,  0.937,  1.062,
            1.187,  1.375,  1.625,  1.875,  2.125,  2.375,  2.75 ,  3.25 ,  3.75 ,
            4.25 ,  4.75 ,  5.5  ,  6.5  ,  7.5  ,  8.5  ,  9.5  , 11.   , 13.   ,
           15.   , 17.   , 19.   , 21.5  , 24.5  ])

  • diameter_bin_lower
    (diameter_bin_center)
    float64
    0.0 0.1245 0.2495 ... 20.0 23.0

    array([ 0.    ,  0.1245,  0.2495,  0.3745,  0.4995,  0.6245,  0.7495,
            0.8745,  0.9995,  1.1245,  1.25  ,  1.5   ,  1.75  ,  2.    ,
            2.25  ,  2.5   ,  3.    ,  3.5   ,  4.    ,  4.5   ,  5.    ,
            6.    ,  7.    ,  8.    ,  9.    , 10.    , 12.    , 14.    ,
           16.    , 18.    , 20.    , 23.    ])

  • diameter_bin_upper
    (diameter_bin_center)
    float64
    0.1245 0.2495 0.3745 ... 23.0 26.0

    name :

    diameter_bin_upper

    standard_name :

    diameter_bin_upper

    long_name :

    diameter_bin_upper

    units :

    mm

    description :

    Bin upper bound drop diameter value

    array([ 0.1245,  0.2495,  0.3745,  0.4995,  0.6245,  0.7495,  0.8745,
            0.9995,  1.1245,  1.25  ,  1.5   ,  1.75  ,  2.    ,  2.25  ,
            2.5   ,  3.    ,  3.5   ,  4.    ,  4.5   ,  5.    ,  6.    ,
            7.    ,  8.    ,  9.    , 10.    , 12.    , 14.    , 16.    ,
           18.    , 20.    , 23.    , 26.    ])

  • diameter_bin_width
    (diameter_bin_center)
    float64
    0.125 0.125 0.125 ... 2.0 3.0 3.0

    name :

    diameter_bin_width

    standard_name :

    diameter_bin_width

    long_name :

    diameter_bin_width

    units :

    mm

    description :

    Drop diameter bin width

    array([0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125, 0.125,
           0.125, 0.25 , 0.25 , 0.25 , 0.25 , 0.25 , 0.5  , 0.5  , 0.5  ,
           0.5  , 0.5  , 1.   , 1.   , 1.   , 1.   , 1.   , 2.   , 2.   ,
           2.   , 2.   , 2.   , 3.   , 3.   ])

  • velocity_bin_center
    (velocity_bin_center)
    float64
    0.05 0.15 0.25 ... 15.2 17.6 20.8

    name :

    velocity_bin_center

    standard_name :

    velocity_bin_center

    long_name :

    velocity_bin_center

    units :

    m/s

    description :

    Bin center drop fall velocity value

    array([ 0.05,  0.15,  0.25,  0.35,  0.45,  0.55,  0.65,  0.75,  0.85,  0.95,
            1.1 ,  1.3 ,  1.5 ,  1.7 ,  1.9 ,  2.2 ,  2.6 ,  3.  ,  3.4 ,  3.8 ,
            4.4 ,  5.2 ,  6.  ,  6.8 ,  7.6 ,  8.8 , 10.4 , 12.  , 13.6 , 15.2 ,
           17.6 , 20.8 ])

  • velocity_bin_lower
    (velocity_bin_center)
    float64
    0.0 0.1 0.2 0.3 ... 14.4 16.0 19.2

    name :

    velocity_bin_lower

    standard_name :

    velocity_bin_lower

    long_name :

    velocity_bin_lower

    units :

    m/s

    description :

    Bin lower bound drop fall velocity value

    array([ 0. ,  0.1,  0.2,  0.3,  0.4,  0.5,  0.6,  0.7,  0.8,  0.9,  1. ,
            1.2,  1.4,  1.6,  1.8,  2. ,  2.4,  2.8,  3.2,  3.6,  4. ,  4.8,
            5.6,  6.4,  7.2,  8. ,  9.6, 11.2, 12.8, 14.4, 16. , 19.2])

  • velocity_bin_upper
    (velocity_bin_center)
    float64
    0.1 0.2 0.3 0.4 ... 16.0 19.2 22.4

    name :

    velocity_bin_upper

    standard_name :

    velocity_bin_upper

    long_name :

    velocity_bin_upper

    units :

    m/s

    description :

    Bin upper bound drop fall velocity value

    array([ 0.1,  0.2,  0.3,  0.4,  0.5,  0.6,  0.7,  0.8,  0.9,  1. ,  1.2,
            1.4,  1.6,  1.8,  2. ,  2.4,  2.8,  3.2,  3.6,  4. ,  4.8,  5.6,
            6.4,  7.2,  8. ,  9.6, 11.2, 12.8, 14.4, 16. , 19.2, 22.4])

  • velocity_bin_width
    (velocity_bin_center)
    float64
    0.1 0.1 0.1 0.1 ... 1.6 1.6 3.2 3.2

    name :

    velocity_bin_width

    standard_name :

    velocity_bin_width

    long_name :

    velocity_bin_width

    units :

    m/s

    description :

    Drop fall velocity bin width

    array([0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.1, 0.2, 0.2, 0.2,
           0.2, 0.2, 0.4, 0.4, 0.4, 0.4, 0.4, 0.8, 0.8, 0.8, 0.8, 0.8, 1.6,
           1.6, 1.6, 1.6, 1.6, 3.2, 3.2])

  • latitude
    ()
    float64
    46.17

    name :

    latitude

    standard_name :

    latitude

    long_name :

    Latitude

    units :

    degrees_north

    array(46.17259)

  • longitude
    ()
    float64
    8.787

    name :

    longitude

    standard_name :

    longitude

    long_name :

    Longitude

    units :

    degrees_east

    array(8.7874267)

  • altitude
    ()
    float64
    369.0

    name :

    altitude

    standard_name :

    altitude

    long_name :

    Altitude

    units :

    m

    description :

    Elevation above sea level

    array(369.)

  • crs
    (crs)
    <U5
    'WGS84'

    array(['WGS84'], dtype='<U5')

• Data variables: (17)
  • raw_drop_concentration
    (time, diameter_bin_center)
    float64
    0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0

    description :

    Particle number concentrations per diameter class

    long_name :

    Raw drop concentration

    units :

    1/(m3*mm)

    array([[0.   , 0.   , 0.   , ..., 0.   , 0.   , 0.   ],
           [0.   , 0.   , 0.   , ..., 0.   , 0.   , 0.   ],
           [0.   , 0.   , 0.   , ..., 0.   , 0.   , 0.   ],
           ...,
           [0.   , 0.   , 0.   , ..., 0.   , 0.   , 0.   ],
           [0.   , 0.   , 0.   , ..., 0.   , 0.   , 0.   ],
           [0.   , 0.   , 1.298, ..., 0.   , 0.   , 0.   ]], shape=(11577, 32))

  • raw_drop_average_velocity
    (time, diameter_bin_center)
    float64
    0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0

    description :

    Average particle velocities for each diameter class

    long_name :

    Raw drop average velocity

    units :

    m/s

    array([[0.   , 0.   , 0.   , ..., 0.   , 0.   , 0.   ],
           [0.   , 0.   , 0.   , ..., 0.   , 0.   , 0.   ],
           [0.   , 0.   , 0.   , ..., 0.   , 0.   , 0.   ],
           ...,
           [0.   , 0.   , 0.   , ..., 0.   , 0.   , 0.   ],
           [0.   , 0.   , 0.   , ..., 0.   , 0.   , 0.   ],
           [0.   , 0.   , 5.199, ..., 0.   , 0.   , 0.   ]], shape=(11577, 32))

  • raw_drop_number
    (time, diameter_bin_center, velocity_bin_center)
    float64
    0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0

    description :

    Drop counts per diameter and velocity class

    long_name :

    Raw drop number

    units :

    array([[[0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            ...,
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.]],
    
           [[0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            ...,
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.]],
    
           [[0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            ...,
    ...
            ...,
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.]],
    
           [[0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            ...,
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.]],
    
           [[0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            ...,
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.]]], shape=(11577, 32, 32))

  • rainfall_rate_32bit
    (time)
    float32
    0.0 0.0 0.0 ... 3.655 3.752 5.151

    description :

    Rainfall rate

    long_name :

    Rainfall rate 32 bit

    units :

    mm/h

    valid_min :

    0

    valid_max :

    9999.999

    array([0.   , 0.   , 0.   , ..., 3.655, 3.752, 5.151],
          shape=(11577,), dtype=float32)

  • rainfall_accumulated_32bit
    (time)
    float32
    0.02 0.02 0.02 ... 8.82 8.85 8.9

    description :

    Accumulated rain amount over the measurement interval

    long_name :

    Rainfall accumulated 32 bit

    units :

    mm

    valid_min :

    0

    valid_max :

    300.0

    array([0.02, 0.02, 0.02, ..., 8.82, 8.85, 8.9 ],
          shape=(11577,), dtype=float32)

  • weather_code_synop_4680
    (time)
    float32
    0.0 0.0 0.0 0.0 ... 62.0 62.0 63.0

    description :

    SYNOP weather code according to table 4680 of Parsivel documentation

    long_name :

    Weather code SYNOP 4680

    units :

    valid_min :

    0

    valid_max :

    89

    array([ 0.,  0.,  0., ..., 62., 62., 63.], shape=(11577,), dtype=float32)

  • weather_code_synop_4677
    (time)
    float32
    0.0 0.0 0.0 0.0 ... 63.0 63.0 65.0

    description :

    SYNOP weather code according to table 4677 of Parsivel documentation

    long_name :

    Weather code SYNOP 4677

    units :

    valid_min :

    0

    valid_max :

    90

    array([ 0.,  0.,  0., ..., 63., 63., 65.], shape=(11577,), dtype=float32)

  • reflectivity_32bit
    (time)
    float32
    -9.999 -9.999 ... 33.76 35.65

    description :

    Radar reflectivity

    long_name :

    Reflectivity 32 bit

    units :

    dBz

    valid_min :

    -9.999

    valid_max :

    99.999

    array([-9.999, -9.999, -9.999, ..., 36.894, 33.765, 35.649],
          shape=(11577,), dtype=float32)

  • mor_visibility
    (time)
    float32
    5e+03 5e+03 5e+03 ... 5e+03 5e+03

    description :

    Meteorological Optical Range in precipitation

    long_name :

    MOR visibility

    units :

    m

    valid_min :

    0

    valid_max :

    20000

    array([5000., 5000., 5000., ..., 5000., 5000., 5000.],
          shape=(11577,), dtype=float32)

  • laser_amplitude
    (time)
    float32
    9.893e+03 9.889e+03 ... 4.937e+03

    description :

    Signal amplitude of the laser strip. A way to monitor if windows are dirty or not.

    long_name :

    Laser amplitude

    units :

    valid_min :

    0

    valid_max :

    99999

    array([9893., 9889., 9894., ..., 4931., 4945., 4937.],
          shape=(11577,), dtype=float32)

  • number_particles
    (time)
    float32
    0.0 0.0 0.0 0.0 ... 63.0 79.0 131.0

    description :

    Number of particles detected and validated

    long_name :

    Number of detected particles

    units :

    valid_min :

    0

    valid_max :

    99999

    array([  0.,   0.,   0., ...,  63.,  79., 131.],
          shape=(11577,), dtype=float32)

  • sensor_temperature
    (time)
    float32
    17.0 17.0 17.0 ... 10.0 10.0 9.0

    description :

    Temperature in sensor housing

    long_name :

    Temperature of the sensor

    units :

    °C

    valid_min :

    -99

    valid_max :

    100

    array([17., 17., 17., ..., 10., 10.,  9.], shape=(11577,), dtype=float32)

  • sensor_heating_current
    (time)
    float32
    0.04 0.04 0.04 0.04 ... 0.1 0.1 0.1

    description :

    Sensor head heating current. Optimum heating output of the sensor head heating system can be guaranteed with a power supply voltage > 20 V

    long_name :

    Sensor heating current

    units :

    A

    valid_min :

    0

    valid_max :

    4.0

    array([0.04, 0.04, 0.04, ..., 0.1 , 0.1 , 0.1 ],
          shape=(11577,), dtype=float32)

  • sensor_battery_voltage
    (time)
    float32
    26.6 26.6 26.6 ... 26.6 26.6 26.6

    description :

    Power supply voltage

    long_name :

    Sensor battery voltage

    units :

    V

    valid_min :

    0

    valid_max :

    30.0

    array([26.6, 26.6, 26.6, ..., 26.6, 26.6, 26.6],
          shape=(11577,), dtype=float32)

  • sensor_status
    (time)
    float32
    0.0 0.0 0.0 0.0 ... 3.0 3.0 3.0 3.0

    description :

    Sensor status

    long_name :

    Sensor status

    units :

    valid_min :

    0

    valid_max :

    3

    array([0., 0., 0., ..., 3., 3., 3.], shape=(11577,), dtype=float32)

  • rainfall_amount_absolute_32bit
    (time)
    float32
    0.002 0.002 0.002 ... 0.885 0.89

    description :

    Accumulated rain amount over the measurement interval

    long_name :

    Rainfall amount absolute 32 bit

    units :

    mm

    valid_min :

    0

    valid_max :

    999.999

    array([0.002, 0.002, 0.002, ..., 0.882, 0.885, 0.89 ],
          shape=(11577,), dtype=float32)

  • error_code
    (time)
    float32
    0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0

    description :

    Error code

    long_name :

    Error code

    units :

    valid_min :

    0

    valid_max :

    3

    array([0., 0., 0., ..., 0., 0., 0.], shape=(11577,), dtype=float32)

• Indexes: (4)
  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['2018-10-26 18:43:01', '2018-10-26 18:43:30',
                   '2018-10-26 18:44:00', '2018-10-26 18:44:31',
                   '2018-10-26 18:45:01', '2018-10-26 18:45:31',
                   '2018-10-26 18:46:01', '2018-10-26 18:46:31',
                   '2018-10-26 18:47:01', '2018-10-26 18:47:30',
                   ...
                   '2018-10-30 00:57:30', '2018-10-30 00:58:00',
                   '2018-10-30 00:58:31', '2018-10-30 00:59:01',
                   '2018-10-30 00:59:30', '2018-10-30 01:00:00',
                   '2018-10-30 01:00:30', '2018-10-30 01:01:00',
                   '2018-10-30 01:01:31', '2018-10-30 01:02:00'],
                  dtype='datetime64[ns]', name='time', length=11577, freq=None))

  • diameter_bin_center
    PandasIndex

    PandasIndex(Index([0.062, 0.187, 0.312, 0.437, 0.562, 0.687, 0.812, 0.937, 1.062, 1.187,
           1.375, 1.625, 1.875, 2.125, 2.375,  2.75,  3.25,  3.75,  4.25,  4.75,
             5.5,   6.5,   7.5,   8.5,   9.5,  11.0,  13.0,  15.0,  17.0,  19.0,
            21.5,  24.5],
          dtype='float64', name='diameter_bin_center'))

  • velocity_bin_center
    PandasIndex

    PandasIndex(Index([0.05, 0.15, 0.25, 0.35, 0.45, 0.55, 0.65, 0.75, 0.85, 0.95,  1.1,  1.3,
            1.5,  1.7,  1.9,  2.2,  2.6,  3.0,  3.4,  3.8,  4.4,  5.2,  6.0,  6.8,
            7.6,  8.8, 10.4, 12.0, 13.6, 15.2, 17.6, 20.8],
          dtype='float64', name='velocity_bin_center'))

  • crs
    PandasIndex

    PandasIndex(Index(['WGS84'], dtype='object', name='crs'))

• Attributes: (62)

  data_source :

  EPFL

  campaign_name :

  LOCARNO_2018

  station_name :

  61

  sensor_name :

  PARSIVEL

  reader :

  EPFL/LOCARNO_2018

  raw_data_glob_pattern :

  *.dat*

  raw_data_format :

  txt

  platform_type :

  fixed

  source :

  source_convention :

  source_processing_date :

  title :

  LOCARNO_2018

  description :

  project_name :

  keywords :

  summary :

  history :

  comment :

  Instrument installed at the MeteoSwiss site in Locarno-Monti (Switzerland)

  station_id :

  61

  location :

  Locarno-Monti

  country :

  Switzerland

  continent :

  Europe

  deployment_status :

  terminated

  deployment mode :

  platform_protection :

  unshielded

  platform_orientation :

  sensor_long_name :

  OTT Hydromet Parsivel

  sensor_manufacturer :

  sensor_wavelength :

  sensor_serial_number :

  firmware_iop :

  firmware_dsp :

  firmware_version :

  sensor_beam_length :

  sensor_beam_width :

  sensor_nominal_width :

  measurement_interval :

  30

  calibration_sensitivity :

  calibration_certification_date :

  calibration_certification_url :

  contributors :

  Alexis Berne, Jacopo Grazioli

  authors :

  Alexis Berne, Jacopo Grazioli

  authors_url :

  https://orcid.org/0000-0003-4977-1204, https://orcid.org/0000-0002-7097-3946

  contact :

  alexis.berne@epfl.ch

  contact_information :

  http://lte.epfl.ch

  acknowledgement :

  references :

  documentation :

  website :

  institution :

  Laboratoire de Teledetection Environnementale - Ecole Polytechnique Federale de Lausanne

  source_repository :

  license :

  doi :

  disdrodb_data_url :

  Conventions :

  CF-1.10, ACDD-1.3

  featureType :

  timeSeries

  time_coverage_start :

  2018-10-26T18:43:01.000000000

  time_coverage_end :

  2018-10-30T01:02:00.000000000

  disdrodb_processing_date :

  2025-05-13 12:28:57

  disdrodb_product_version :

  V0

  disdrodb_software_version :

  V0.1.dev1024+gf532bba.d20250507

  disdrodb_product :

  L0B

If no error is raised, it means that the reader function is ready for inclusion in the disdrodb software.

Otherwise, you will have to further adapt the reader function to make the output dataframe compliant with the DISDRODB L0 standards.

Finally, to generate the DISDRODB L0C product, the disdrodb software requires to know before hand what is the time interval (in seconds) over which the disdrometer takes measurements.

This information must be specified in the station metadata file in the measurement_interval key. If you are not sure about the time interval, you can use the infer_sample_interval function to infer the measurement time period from the L0B xarray.Dataset.

sample_interval = infer_sample_interval(ds, verbose=True)
print("Inferred sample interval (in seconds): ", sample_interval)

 - Non-unique interval detected.
 - --> Interval: 60.0 seconds, Occurrence: 1, Frequency: 0.01 %
 - --> Interval: 90.0 seconds, Occurrence: 2, Frequency: 0.02 %
Inferred sample interval (in seconds):  30

Now that the disdrometer measurement interval is known and the station metadata contains such information, you are ready add the reader to the software and run the full DISDRODB L0 processing chain.

6. Add the reader to the disdrodb software

If you think the reader is ready, you can now copy the reader function into the reader file you created in the disdrodb.l0.readers.<SENSOR_NAME>.<DATA_SOURCE>/<READER_NAME>.py directory.

To open the disdrodb software readers directory, you can type in the terminal the command disdrodb_open_readers_directory.

Then update the reader reference key in the metadata of your station to point to the reader file you just created. The reader reference should be <DATA_SOURCE>/<READER_NAME>.

To open the station metadata directory, you can type in the terminal disdrodb_open_metadata_directory EPFL LOCARNO_2018 61.

If you correctly added the reader file to disdrodb and you updated the metadata with the reader reference, you can now retrieve the reader using the get_reader or the get_station_reader functions.

reader = disdrodb.get_reader(reader_reference="EPFL/LOCARNO_2018", sensor_name=sensor_name)

reader = disdrodb.get_station_reader(
    data_source=data_source,
    campaign_name=campaign_name,
    station_name=station_name,
)

df = read_raw_text_files(
    filepaths=subset_filepaths,
    reader=reader,
    sensor_name=sensor_name,
    verbose=True,
)
display(df)

 - The following timesteps occurred more than once: ['2018-10-28T08:51:31' '2018-10-28T08:52:01' '2018-10-28T08:52:30'
 '2018-10-28T08:53:01' '2018-10-28T08:53:30' '2018-10-28T08:54:01'
 '2018-10-28T08:54:30']. Only the first occurrence selected.
 - Raw file '/tmp/data/DISDRODB/RAW/EPFL/LOCARNO_2018/data/61/file61_20181029.dat.gz' processed successfully (1/2).
 - The following timesteps occurred more than once: ['2018-10-28T08:51:31' '2018-10-28T08:52:01' '2018-10-28T08:52:30'
 '2018-10-28T08:53:01' '2018-10-28T08:53:30' '2018-10-28T08:54:01'
 '2018-10-28T08:54:30']. Only the first occurrence selected.
 - Raw file '/tmp/data/DISDRODB/RAW/EPFL/LOCARNO_2018/data/61/file61_20181030.dat.gz' processed successfully (2/2).
 - 0 of 2 have been skipped.
 - Concatenation of dataframes started.
 - Concatenation of dataframes has finished.

	time	rainfall_rate_32bit	rainfall_accumulated_32bit	weather_code_synop_4680	weather_code_synop_4677	reflectivity_32bit	mor_visibility	laser_amplitude	number_particles	sensor_temperature	sensor_heating_current	sensor_battery_voltage	sensor_status	rainfall_amount_absolute_32bit	error_code	raw_drop_concentration	raw_drop_average_velocity	raw_drop_number
0	2018-10-26 18:43:01	0.000	0.02	0.0	0.0	-9.999000	5000.0	9893.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
1	2018-10-26 18:43:30	0.000	0.02	0.0	0.0	-9.999000	5000.0	9889.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
2	2018-10-26 18:44:00	0.000	0.02	0.0	0.0	-9.999000	5000.0	9894.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
3	2018-10-26 18:44:31	0.000	0.02	0.0	0.0	-9.999000	5000.0	9894.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
4	2018-10-26 18:45:01	0.000	0.02	0.0	0.0	-9.999000	5000.0	9914.0	0.0	17.0	0.04	26.6	0.0	0.002	0.0	-9.999,-9.999,-9.999,-9.999,-9.999,-9.999,-9.9...	00.000,00.000,00.000,00.000,00.000,00.000,00.0...	000,000,000,000,000,000,000,000,000,000,000,00...
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
11572	2018-10-30 01:00:00	4.807	8.77	63.0	65.0	36.429001	5000.0	5166.0	90.0	10.0	0.10	26.6	1.0	0.877	0.0	-9.999,-9.999,-9.999,01.369,01.433,02.225,01.9...	00.000,00.000,00.000,02.200,01.899,03.309,03.4...	000,000,000,000,000,000,000,000,000,000,000,00...
11573	2018-10-30 01:00:30	2.092	8.79	62.0	63.0	30.712999	5000.0	4915.0	80.0	10.0	0.10	26.6	3.0	0.879	0.0	-9.999,-9.999,-9.999,-9.999,01.939,02.060,01.9...	00.000,00.000,00.000,00.000,03.179,03.257,03.2...	000,000,000,000,000,000,000,000,000,000,000,00...
11574	2018-10-30 01:01:00	3.655	8.82	62.0	63.0	36.894001	5000.0	4931.0	63.0	10.0	0.10	26.6	3.0	0.882	0.0	-9.999,-9.999,-9.999,-9.999,01.132,01.133,02.1...	00.000,00.000,00.000,00.000,03.799,03.799,03.9...	000,000,000,000,000,000,000,000,000,000,000,00...
11575	2018-10-30 01:01:31	3.752	8.85	62.0	63.0	33.764999	5000.0	4945.0	79.0	10.0	0.10	26.6	3.0	0.885	0.0	-9.999,-9.999,-9.999,-9.999,01.632,01.586,01.8...	00.000,00.000,00.000,00.000,02.399,04.000,03.4...	000,000,000,000,000,000,000,000,000,000,000,00...
11576	2018-10-30 01:02:00	5.151	8.90	63.0	65.0	35.648998	5000.0	4937.0	131.0	9.0	0.10	26.6	3.0	0.890	0.0	-9.999,-9.999,01.298,01.570,01.785,02.023,02.2...	00.000,00.000,05.199,02.799,03.499,03.728,03.8...	000,000,000,000,000,000,000,000,000,000,000,00...

11577 rows × 18 columns

If the above code runs without errors, the reader is working correctly !

To start the production of the DISDRODB products, you just have to be sure that all required metadata are specified. To check the metadata file correctness, you can use the check_station_metadata function.

disdrodb.check_station_metadata(
    data_source=data_source,
    campaign_name=campaign_name,
    station_name=station_name,
)

If no error is raised, the metadata file is compliant with the DISDRODB standards and you can proceed with the DISDRODB product generation.

7. Start the DISDRODB product generation

Here below we will test the production of the L0A, L0B, L0C, L1 and L2E DISDRODB products using the two sample files.

To test the DISDRODB processing chain using few data you can activate the debugging_mode=True option.

When running the DISDRODB routines with debugging_mode=True: - the DISDRODB product processing chain ingest only 3 files from the previous product level - for the L0B product generation, only the first 100 rows of each L0A files are processed.

Please also note that DISDRODB L2 products are generated only if there are rain events in L1 product files.

To generate DISDRODB products in a parallel/distributed way from the command line, please read the DISDRODB Archive Processing section of the documentation.

# Create DISDRODB L0A, L0B and L0C products
disdrodb.run_l0_station(
    # DISDRODB root directories
    data_archive_dir=tutorial_data_archive_dir,
    metadata_archive_dir=metadata_archive_dir,
    # Station arguments
    data_source=data_source,
    campaign_name=campaign_name,
    station_name=station_name,
    # Processing options
    force=False,
    verbose=True,
    debugging_mode=False,
    parallel=False,
)

L0 processing of station 61 has started.
 - L0A processing of station 61 has started.
 - 2 raw files are ready to be processed.
 - L0A processing of file61_20181029.dat.gz has started.
 - The following timesteps occurred more than once: ['2018-10-28T08:51:31' '2018-10-28T08:52:01' '2018-10-28T08:52:30'
 '2018-10-28T08:53:01' '2018-10-28T08:53:30' '2018-10-28T08:54:01'
 '2018-10-28T08:54:30']. Only the first occurrence selected.
 - The Pandas Dataframe has been written as an Apache Parquet file to /tmp/data/DISDRODB/V0/EPFL/LOCARNO_2018/L0A/61/2018/10/L0A.LOCARNO_2018.61.s20181026184301.e20181029010130.V0.parquet.
 - L0A processing of L0A.LOCARNO_2018.61.s20181026184301.e20181029010130.V0.parquet has ended.
 - L0A processing of file61_20181030.dat.gz has started.
 - The following timesteps occurred more than once: ['2018-10-28T08:51:31' '2018-10-28T08:52:01' '2018-10-28T08:52:30'
 '2018-10-28T08:53:01' '2018-10-28T08:53:30' '2018-10-28T08:54:01'
 '2018-10-28T08:54:30']. Only the first occurrence selected.
 - The Pandas Dataframe has been written as an Apache Parquet file to /tmp/data/DISDRODB/V0/EPFL/LOCARNO_2018/L0A/61/2018/10/L0A.LOCARNO_2018.61.s20181028064831.e20181030010200.V0.parquet.
 - L0A processing of L0A.LOCARNO_2018.61.s20181028064831.e20181030010200.V0.parquet has ended.
 - L0A processing of station 61 completed in 0:00:12
 - L0B processing of station_name 61 has started.
 - L0B processing of L0A.LOCARNO_2018.61.s20181026184301.e20181029010130.V0.parquet has started.
 - Reading L0 Apache Parquet file at /tmp/data/DISDRODB/V0/EPFL/LOCARNO_2018/L0A/61/2018/10/L0A.LOCARNO_2018.61.s20181026184301.e20181029010130.V0.parquet started.
 - Reading L0 Apache Parquet file at /tmp/data/DISDRODB/V0/EPFL/LOCARNO_2018/L0A/61/2018/10/L0A.LOCARNO_2018.61.s20181026184301.e20181029010130.V0.parquet ended.
 - Retrieval of L0B data arrays started.
 - Retrieval of L0B data arrays ended.
 - L0B processing of L0B.LOCARNO_2018.61.s20181026184301.e20181029010130.V0.nc has ended.
 - L0B processing of L0A.LOCARNO_2018.61.s20181028064831.e20181030010200.V0.parquet has started.
 - Reading L0 Apache Parquet file at /tmp/data/DISDRODB/V0/EPFL/LOCARNO_2018/L0A/61/2018/10/L0A.LOCARNO_2018.61.s20181028064831.e20181030010200.V0.parquet started.
 - Reading L0 Apache Parquet file at /tmp/data/DISDRODB/V0/EPFL/LOCARNO_2018/L0A/61/2018/10/L0A.LOCARNO_2018.61.s20181028064831.e20181030010200.V0.parquet ended.
 - Retrieval of L0B data arrays started.
 - Retrieval of L0B data arrays ended.
 - L0B processing of L0B.LOCARNO_2018.61.s20181028064831.e20181030010200.V0.nc has ended.
 - L0B processing of station_name 61 completed in 0:00:14
 - L0C processing of station 61 has started.
 - L0C processing for 2018-10-26 has started.
 - L0C processing for 2018-10-26 has ended.
 - L0C processing for 2018-10-27 has started.
 - L0C processing for 2018-10-27 has ended.
 - L0C processing for 2018-10-28 has started.
 - L0C processing for 2018-10-28 has ended.
 - L0C processing for 2018-10-29 has started.
 - L0C processing for 2018-10-29 has ended.
 - L0C processing for 2018-10-30 has started.
 - L0C processing for 2018-10-30 has ended.
 - L0C processing of station 61 completed in 0:01:48
L0 processing of stations 61 completed in 0:02:19

# Create DISDRODB L1 product
disdrodb.run_l1_station(
    # DISDRODB root directories
    data_archive_dir=tutorial_data_archive_dir,
    metadata_archive_dir=metadata_archive_dir,
    # Station arguments
    data_source=data_source,
    campaign_name=campaign_name,
    station_name=station_name,
    # Processing options
    force=False,
    verbose=True,
    debugging_mode=False,
    parallel=False,
)

 - L1 processing of station 61 has started.
 - L1 processing of L0C.30S.LOCARNO_2018.61.s20181026184300.e20181026235930.V0.nc has started.
 - L1 processing of L1.30S.LOCARNO_2018.61.s20181026184300.e20181026235930.V0.nc has ended.
 - L1 processing of L0C.30S.LOCARNO_2018.61.s20181027000000.e20181027235930.V0.nc has started.
 - L1 processing of L1.30S.LOCARNO_2018.61.s20181027000000.e20181027235930.V0.nc has ended.
 - L1 processing of L0C.30S.LOCARNO_2018.61.s20181028000000.e20181028235930.V0.nc has started.
 - L1 processing of L1.30S.LOCARNO_2018.61.s20181028000000.e20181028235930.V0.nc has ended.
 - L1 processing of L0C.30S.LOCARNO_2018.61.s20181029000000.e20181029235930.V0.nc has started.
 - L1 processing of L1.30S.LOCARNO_2018.61.s20181029000000.e20181029235930.V0.nc has ended.
 - L1 processing of L0C.30S.LOCARNO_2018.61.s20181030000000.e20181030010200.V0.nc has started.
 - L1 processing of L1.30S.LOCARNO_2018.61.s20181030000000.e20181030010200.V0.nc has ended.
 - L1 processing of station 61 completed in 0:00:02

# Create DISDRODB L2E product
disdrodb.run_l2e_station(
    # DISDRODB root directories
    data_archive_dir=tutorial_data_archive_dir,
    metadata_archive_dir=metadata_archive_dir,
    # Station arguments
    data_source=data_source,
    campaign_name=campaign_name,
    station_name=station_name,
    # Processing options
    force=False,
    verbose=True,
    debugging_mode=False,
    parallel=False,
)

 - L2E processing of station 61 has started.
 - L2E processing of L2E.1MIN.LOCARNO_2018.61.s20181026222000.e20181030010300 has started.
 - L2E processing of L2E.1MIN.LOCARNO_2018.61.s20181026222000.e20181030010200.V0.nc has ended.
 - L2E processing of L2E.10MIN.LOCARNO_2018.61.s20181026222000.e20181030011200 has started.
 - L2E processing of L2E.10MIN.LOCARNO_2018.61.s20181026222000.e20181030010000.V0.nc has ended.
 - L2E processing of L2E.ROLL1MIN.LOCARNO_2018.61.s20181026221900.e20181030010200 has started.
 - L2E processing of L2E.ROLL1MIN.LOCARNO_2018.61.s20181026221900.e20181030010130.V0.nc has ended.
 - L2E processing of L2E.ROLL10MIN.LOCARNO_2018.61.s20181026221000.e20181030010200 has started.
 - L2E processing of L2E.ROLL10MIN.LOCARNO_2018.61.s20181026221000.e20181030005230.V0.nc has ended.
 - L2E processing of station 61 completed in 0:00:21

After the product generation has completed, we recommend to check the processing logs directory located at <data_archive_dir>/<ARCHIVE_VERSION>/<DATA_SOURCE>/<CAMPAIGN_NAME>/logs.

You can open it typing into the terminal disdrodb_open_logs_directory EPFL LOCARNO_2018 60 or in python calling the disdrodb.open_logs_directory function.

disdrodb.open_logs_directory(
    data_archive_dir=tutorial_data_archive_dir,
    data_source=data_source,
    campaign_name=campaign_name,
)

/snap/core20/current/lib/x86_64-linux-gnu/libstdc++.so.6: version `GLIBCXX_3.4.29' not found (required by /lib/x86_64-linux-gnu/libproxy.so.1)
Failed to load module: /home/ghiggi/snap/code/common/.cache/gio-modules/libgiolibproxy.so

If any errors occur during product generation, a directory called problems will appear within the logs directory. If no issues are encountered, only only the files and summary subdirectories will be present.

It is strongly recommended to generate all L0A products before proceeding with the generation of L0B, L0C, and L1 products. This step helps identify any issues in reading the raw data files that may have gone unnoticed during the development of the reader, either due to the limited number of files used to develop the reader and/or due to subtle changes in the raw file format over time.

To run only the L0A product generation for all station raw data files, you can use the run_l0a_station function:

disdrodb.run_l0a_station(
    # DISDRODB root directories
    data_archive_dir=tutorial_data_archive_dir,
    metadata_archive_dir=metadata_archive_dir,
    # Station arguments
    data_source=data_source,
    campaign_name=campaign_name,
    station_name=station_name,
    # Processing options
    force=True,  # because there is already a L0A directory generated by the call to run_l0_station function above
    verbose=False,
    debugging_mode=False,
    parallel=False,
)

8. Analyze the DISDRODB products

To list the files produced by the DISDRODB routines, you can use the disdrodb.find_files function:

filepaths = disdrodb.find_files(
    data_archive_dir=tutorial_data_archive_dir,
    product="L2E",
    # Station arguments
    data_source=data_source,
    campaign_name=campaign_name,
    station_name=station_name,
    # L2E product options
    sample_interval=60,  # seconds
    rolling=False,
)
print(filepaths)

['/tmp/data/DISDRODB/V0/EPFL/LOCARNO_2018/L2E/61/1MIN/L2E.1MIN.LOCARNO_2018.61.s20181026222000.e20181030010200.V0.nc']

To read all station files of a specific DISDRODB product into a xarray.Dataset, you can use the disdrodb.open_dataset function. Here below we read all the L2E files of the station 61:

ds = disdrodb.open_dataset(
    data_archive_dir=tutorial_data_archive_dir,
    product="L2E",
    # Station arguments
    data_source=data_source,
    campaign_name=campaign_name,
    station_name=station_name,
    # L2E product options
    product_kwargs={"sample_interval": 60, "rolling": False},
)
ds

<xarray.Dataset> Size: 21MB
Dimensions:                    (time: 3912, diameter_bin_center: 21,
                                velocity_bin_center: 27, velocity_method: 2,
                                source: 2)
Coordinates: (12/15)
    sample_interval            int64 8B ...
  * diameter_bin_center        (diameter_bin_center) float64 168B 0.312 ... 7.5
    latitude                   float64 8B ...
    longitude                  float64 8B ...
    altitude                   float64 8B ...
    diameter_bin_lower         (diameter_bin_center) float64 168B ...
    ...                         ...
  * velocity_bin_center        (velocity_bin_center) float64 216B 0.05 ... 10.4
    velocity_bin_lower         (velocity_bin_center) float64 216B ...
    velocity_bin_upper         (velocity_bin_center) float64 216B ...
    velocity_bin_width         (velocity_bin_center) float64 216B ...
  * velocity_method            (velocity_method) <U17 136B 'fall_velocity' 'm...
  * source                     (source) <U25 200B 'drop_number_concentration'...
Data variables: (12/32)
    drop_number                (time, diameter_bin_center, velocity_bin_center) float64 18MB ...
    drop_counts                (time, diameter_bin_center) float64 657kB 1.0 ...
    N           (time) float64 31kB 16.0 47.0 ... 157.0 127.0
    Nremoved          (time) float64 31kB 4.0 3.0 9.0 ... 23.0 15.0
    Dmin                       (time) float64 31kB 0.312 0.562 ... 0.562 0.437
    Dmax                       (time) float64 31kB 1.062 1.187 ... 3.75 3.25
    ...                         ...
    D10                        (time, velocity_method) float64 63kB 0.543 ......
    D50                        (time, velocity_method) float64 63kB 0.728 ......
    D90                        (time, velocity_method) float64 63kB 1.013 ......
    TKE                        (time, velocity_method, source) float64 125kB ...
    KEF                        (time, velocity_method, source) float64 125kB ...
    KED                        (time, velocity_method, source) float64 125kB ...
Attributes: (12/63)
    data_source:                     EPFL
    campaign_name:                   LOCARNO_2018
    station_name:                    61
    sensor_name:                     PARSIVEL
    reader:                          EPFL/LOCARNO_2018
    raw_data_glob_pattern:           *.dat*
    ...                              ...
    time_coverage_end:               2018-10-30T01:02:00.000000000
    disdrodb_processing_date:        2025-05-13 12:31:51
    disdrodb_product_version:        V0
    disdrodb_software_version:       V0.1.dev1024+gf532bba.d20250507
    disdrodb_product:                L2E
    rolled:                          False

xarray.Dataset

• Dimensions:
  • time: 3912
  • diameter_bin_center: 21
  • velocity_bin_center: 27
  • velocity_method: 2
  • source: 2
• Coordinates: (15)
  • sample_interval
    ()
    int64
    ...

    description :

    Sample interval

    long_name :

    Sample interval

    units :

    seconds

    [1 values with dtype=int64]

  • diameter_bin_center
    (diameter_bin_center)
    float64
    0.312 0.437 0.562 ... 5.5 6.5 7.5

    array([0.312, 0.437, 0.562, 0.687, 0.812, 0.937, 1.062, 1.187, 1.375, 1.625,
           1.875, 2.125, 2.375, 2.75 , 3.25 , 3.75 , 4.25 , 4.75 , 5.5  , 6.5  ,
           7.5  ])

  • latitude
    ()
    float64
    ...

    name :

    latitude

    standard_name :

    latitude

    long_name :

    Latitude

    units :

    degrees_north

    [1 values with dtype=float64]

  • longitude
    ()
    float64
    ...

    name :

    longitude

    standard_name :

    longitude

    long_name :

    Longitude

    units :

    degrees_east

    [1 values with dtype=float64]

  • altitude
    ()
    float64
    ...

    name :

    altitude

    standard_name :

    altitude

    long_name :

    Altitude

    units :

    m

    description :

    Elevation above sea level

    [1 values with dtype=float64]

  • diameter_bin_lower
    (diameter_bin_center)
    float64
    ...

    [21 values with dtype=float64]

  • diameter_bin_upper
    (diameter_bin_center)
    float64
    ...

    [21 values with dtype=float64]

  • diameter_bin_width
    (diameter_bin_center)
    float64
    ...

    [21 values with dtype=float64]

  • time
    (time)
    datetime64[ns]
    2018-10-26T22:20:00 ... 2018-10-...

    array(['2018-10-26T22:20:00.000000000', '2018-10-26T22:21:00.000000000',
           '2018-10-26T22:22:00.000000000', ..., '2018-10-30T01:00:00.000000000',
           '2018-10-30T01:01:00.000000000', '2018-10-30T01:02:00.000000000'],
          shape=(3912,), dtype='datetime64[ns]')

  • velocity_bin_center
    (velocity_bin_center)
    float64
    0.05 0.15 0.25 ... 7.6 8.8 10.4

    array([ 0.05,  0.15,  0.25,  0.35,  0.45,  0.55,  0.65,  0.75,  0.85,  0.95,
            1.1 ,  1.3 ,  1.5 ,  1.7 ,  1.9 ,  2.2 ,  2.6 ,  3.  ,  3.4 ,  3.8 ,
            4.4 ,  5.2 ,  6.  ,  6.8 ,  7.6 ,  8.8 , 10.4 ])

  • velocity_bin_lower
    (velocity_bin_center)
    float64
    ...

    name :

    velocity_bin_lower

    standard_name :

    velocity_bin_lower

    long_name :

    velocity_bin_lower

    units :

    m/s

    description :

    Bin lower bound drop fall velocity value

    [27 values with dtype=float64]

  • velocity_bin_upper
    (velocity_bin_center)
    float64
    ...

    name :

    velocity_bin_upper

    standard_name :

    velocity_bin_upper

    long_name :

    velocity_bin_upper

    units :

    m/s

    description :

    Bin upper bound drop fall velocity value

    [27 values with dtype=float64]

  • velocity_bin_width
    (velocity_bin_center)
    float64
    ...

    name :

    velocity_bin_width

    standard_name :

    velocity_bin_width

    long_name :

    velocity_bin_width

    units :

    m/s

    description :

    Drop fall velocity bin width

    [27 values with dtype=float64]

  • velocity_method
    (velocity_method)
    <U17
    'fall_velocity' 'measured_velocity'

    array(['fall_velocity', 'measured_velocity'], dtype='<U17')

  • source
    (source)
    <U25
    'drop_number_concentration' 'dro...

    array(['drop_number_concentration', 'drop_number'], dtype='<U25')

• Data variables: (32)
  • drop_number
    (time, diameter_bin_center, velocity_bin_center)
    float64
    0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0

    description :

    Counts of drops per diameter and velocity class

    long_name :

    Drop counts per diameter and velocity class

    units :

    array([[[0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            ...,
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.]],
    
           [[0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            ...,
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.]],
    
           [[0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            ...,
    ...
            ...,
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.]],
    
           [[0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            ...,
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.]],
    
           [[0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            ...,
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.],
            [0., 0., 0., ..., 0., 0., 0.]]], shape=(3912, 21, 27))

  • drop_counts
    (time, diameter_bin_center)
    float64
    1.0 0.0 3.0 6.0 ... 0.0 0.0 0.0 0.0

    description :

    Counts of drops per diameter class

    long_name :

    Drop counts per diameter class

    units :

    array([[1., 0., 3., ..., 0., 0., 0.],
           [0., 0., 8., ..., 0., 0., 0.],
           [1., 0., 4., ..., 0., 0., 0.],
           ...,
           [0., 1., 4., ..., 0., 0., 0.],
           [0., 0., 2., ..., 0., 0., 0.],
           [0., 1., 1., ..., 0., 0., 0.]], shape=(3912, 21))

  • N
    (time)
    float64
    16.0 47.0 59.0 ... 157.0 127.0

    description :

    Total number of selected drops

    long_name :

    Total number of selected drops

    units :

    array([ 16.,  47.,  59., ..., 169., 157., 127.], shape=(3912,))

  • Nremoved
    (time)
    float64
    4.0 3.0 9.0 10.0 ... 17.0 23.0 15.0

    description :

    Total number of discarded drops

    long_name :

    Total number of discarded drops

    units :

    array([ 4.,  3.,  9., ..., 17., 23., 15.], shape=(3912,))

  • Dmin
    (time)
    float64
    0.312 0.562 0.312 ... 0.562 0.437

    name :

    diameter_bin_center

    standard_name :

    diameter_bin_center

    long_name :

    Minimum drop diameter

    units :

    mm

    description :

    Minimum drop diameter

    array([0.312, 0.562, 0.312, ..., 0.437, 0.562, 0.437], shape=(3912,))

  • Dmax
    (time)
    float64
    1.062 1.187 1.187 ... 3.75 3.25

    name :

    diameter_bin_center

    standard_name :

    diameter_bin_center

    long_name :

    Maximum drop diameter

    units :

    mm

    description :

    Maximum drop diameter

    array([1.062, 1.187, 1.187, ..., 3.25 , 3.75 , 3.25 ], shape=(3912,))

  • fall_velocity
    (time, diameter_bin_center)
    float64
    1.215 1.772 2.316 ... 9.362 9.374

    description :

    Estimated drop fall velocity per diameter class

    long_name :

    Estimated drop fall velocity

    units :

    m s-1

    array([[1.215, 1.772, 2.316, ..., 9.359, 9.362, 9.374],
           [1.215, 1.772, 2.316, ..., 9.359, 9.362, 9.374],
           [1.215, 1.772, 2.316, ..., 9.359, 9.362, 9.374],
           ...,
           [1.215, 1.772, 2.316, ..., 9.359, 9.362, 9.374],
           [1.215, 1.772, 2.316, ..., 9.359, 9.362, 9.374],
           [1.215, 1.772, 2.316, ..., 9.359, 9.362, 9.374]], shape=(3912, 21))

  • drop_number_concentration
    (time, diameter_bin_center, velocity_method)
    float32
    20.43 19.09 0.0 0.0 ... 0.0 0.0 0.0

    description :

    Number concentration of drops per diameter class per unit volume

    long_name :

    Drop number concentration per diameter class

    units :

    m-3 mm-1

    array([[[20.428333 , 19.092634 ],
            [ 0.       ,  0.       ],
            [32.286037 , 23.947376 ],
            ...,
            [ 0.       ,  0.       ],
            [ 0.       ,  0.       ],
            [ 0.       ,  0.       ]],
    
           [[ 0.       ,  0.       ],
            [ 0.       ,  0.       ],
            [86.0961   , 72.443634 ],
            ...,
            [ 0.       ,  0.       ],
            [ 0.       ,  0.       ],
            [ 0.       ,  0.       ]],
    
           [[20.428333 , 11.282011 ],
            [ 0.       ,  0.       ],
            [43.04805  , 32.25565  ],
            ...,
    ...
            ...,
            [ 0.       ,  0.       ],
            [ 0.       ,  0.       ],
            [ 0.       ,  0.       ]],
    
           [[ 0.       ,  0.       ],
            [ 0.       ,  0.       ],
            [21.524025 , 20.915934 ],
            ...,
            [ 0.       ,  0.       ],
            [ 0.       ,  0.       ],
            [ 0.       ,  0.       ]],
    
           [[ 0.       ,  0.       ],
            [14.0364065,  9.566351 ],
            [10.7620125,  9.58647  ],
            ...,
            [ 0.       ,  0.       ],
            [ 0.       ,  0.       ],
            [ 0.       ,  0.       ]]], shape=(3912, 21, 2), dtype=float32)

  • Rm
    (time)
    float64
    0.04328 0.1987 ... 3.76 2.484

    array([0.04327648, 0.19871192, 0.24090635, ..., 3.31821628, 3.75962259,
           2.48419071], shape=(3912,))

  • Pm
    (time)
    float64
    0.0007213 0.003312 ... 0.0414

    array([0.00072127, 0.00331187, 0.00401511, ..., 0.0553036 , 0.06266038,
           0.04140318], shape=(3912,))

  • Nt
    (time, velocity_method)
    float32
    18.24 15.24 43.76 ... 89.22 88.88

    standard_name :

    number_concentration_of_rain_drops_in_air

    units :

    m-3

    long_name :

    Total Number Concentration

    array([[ 18.238626,  15.236362],
           [ 43.761333,  37.82637 ],
           [ 55.072346,  45.670197],
           ...,
           [123.86137 , 133.23578 ],
           [106.04414 ,  99.26633 ],
           [ 89.21675 ,  88.8751  ]], shape=(3912, 2), dtype=float32)

  • R
    (time, velocity_method)
    float64
    0.04 0.04 0.2 ... 3.83 2.48 2.59

    standard_name :

    rainfall_rate

    units :

    mm h-1

    long_name :

    Instantaneous Rainfall Rate

    array([[0.04, 0.04],
           [0.2 , 0.18],
           [0.24, 0.21],
           ...,
           [3.32, 3.63],
           [3.76, 3.83],
           [2.48, 2.59]], shape=(3912, 2))

  • P
    (time, velocity_method)
    float32
    0.0007213 0.0006352 ... 0.04319

    standard_name :

    precipitation_amount

    units :

    mm

    long_name :

    Rain Accumulation

    array([[0.00072127, 0.00063515],
           [0.00331187, 0.00299857],
           [0.00401511, 0.0035236 ],
           ...,
           [0.0553036 , 0.06053473],
           [0.06266037, 0.06375046],
           [0.04140318, 0.04319132]], shape=(3912, 2), dtype=float32)

  • M0
    (time, velocity_method)
    float64
    18.24 15.24 43.76 ... 89.22 88.88

    array([[ 18.23862671,  15.23636227],
           [ 43.76133317,  37.82637205],
           [ 55.07234393,  45.6701947 ],
           ...,
           [123.86136809, 133.23578503],
           [106.04414332,  99.26632979],
           [ 89.21675305,  88.87510199]], shape=(3912, 2))

  • M1
    (time, velocity_method)
    float32
    12.17 10.22 35.88 ... 105.7 108.0

    standard_name :

    units :

    m-3 mm

    long_name :

    First Moment of the Drop Size Distribution

    array([[ 12.168685,  10.220716],
           [ 35.880604,  31.389086],
           [ 45.00207 ,  38.08323 ],
           ...,
           [140.11264 , 153.11072 ],
           [132.7396  , 127.140205],
           [105.67767 , 107.97642 ]], shape=(3912, 2), dtype=float32)

  • M2
    (time, velocity_method)
    float32
    8.834 7.519 30.92 ... 143.1 148.5

    standard_name :

    units :

    m-3 mm2

    long_name :

    Second Moment of the Drop Size Distribution

    array([[  8.833896,   7.51853 ],
           [ 30.919817,  27.383759],
           [ 38.59569 ,  33.133137],
           ...,
           [186.07248 , 204.72794 ],
           [191.15167 , 187.56631 ],
           [143.05884 , 148.45383 ]], shape=(3912, 2), dtype=float32)

  • M3
    (time, velocity_method)
    float32
    6.843 5.924 27.78 ... 221.7 231.3

    standard_name :

    units :

    m-3 mm3

    long_name :

    Third Moment of the Drop Size Distribution

    array([[  6.8433676,   5.923959 ],
           [ 27.781946 ,  24.898735 ],
           [ 34.25955  ,  29.764471 ],
           ...,
           [291.37097  , 320.06308  ],
           [319.23312  , 320.571    ],
           [221.70946  , 231.3039   ]], shape=(3912, 2), dtype=float32)

  • M4
    (time, velocity_method)
    float32
    5.594 4.93 25.82 ... 391.7 407.3

    standard_name :

    units :

    m-3 mm4

    long_name :

    Fourth Moment of the Drop Size Distribution

    array([[  5.593556 ,   4.9295144],
           [ 25.820892 ,  23.398916 ],
           [ 31.258202 ,  27.461044 ],
           ...,
           [531.0344   , 579.2445   ],
           [617.5235   , 632.6968   ],
           [391.71732  , 407.32153  ]], shape=(3912, 2), dtype=float32)

  • M5
    (time, velocity_method)
    float32
    4.789 4.294 24.65 ... 780.8 804.7

    standard_name :

    units :

    m-3 mm5

    long_name :

    Fifth Moment of the Drop Size Distribution

    array([[   4.7891483,    4.2935853],
           [  24.652782 ,   22.567947 ],
           [  29.210585 ,   25.943588 ],
           ...,
           [1097.9326   , 1187.4159   ],
           [1370.3776   , 1426.2924   ],
           [ 780.80884  ,  804.68646  ]], shape=(3912, 2), dtype=float32)

  • M6
    (time, velocity_method)
    float32
    4.27 3.887 ... 1.73e+03 1.763e+03

    standard_name :

    units :

    m-3 mm6

    long_name :

    Sixth Moment of the Drop Size Distribution

    array([[   4.2695847,    3.887238 ],
           [  24.047827 ,   22.217905 ],
           [  27.902035 ,   25.051538 ],
           ...,
           [2502.9644   , 2687.2822   ],
           [3433.954    , 3612.6494   ],
           [1729.5201   , 1762.5416   ]], shape=(3912, 2), dtype=float32)

  • W
    (time, velocity_method)
    float32
    0.003583 0.003102 ... 0.1161 0.1211

    description :

    Water Mass of the Drop Size Distribution

    standard_name :

    mass_concentration_of_liquid_water_in_air

    units :

    g m-3

    long_name :

    Liquid Water Content

    array([[0.00358318, 0.00310178],
           [0.01454659, 0.01303695],
           [0.01793826, 0.01558464],
           ...,
           [0.15256149, 0.16758463],
           [0.16715007, 0.16785058],
           [0.1160868 , 0.12111043]], shape=(3912, 2), dtype=float32)

  • Z
    (time, velocity_method)
    float64
    6.3 5.9 13.81 ... 35.58 32.38 32.46

    standard_name :

    equivalent_reflectivity_factor

    units :

    dBZ

    long_name :

    Equivalent Radar Reflectivity Factor

    array([[ 6.3 ,  5.9 ],
           [13.81, 13.47],
           [14.46, 13.99],
           ...,
           [33.98, 34.29],
           [35.36, 35.58],
           [32.38, 32.46]], shape=(3912, 2))

  • Dmode
    (time, velocity_method)
    float64
    0.687 0.687 0.562 ... 1.062 1.062

    standard_name :

    units :

    mm

    long_name :

    Mode Diameter of the Drop Size Distribution

    array([[0.687, 0.687],
           [0.562, 0.937],
           [0.937, 0.937],
           ...,
           [0.937, 0.937],
           [0.937, 0.937],
           [1.062, 1.062]], shape=(3912, 2))

  • Dm
    (time, velocity_method)
    float64
    0.817 0.832 0.929 ... 1.767 1.761

    standard_name :

    Dm

    units :

    mm

    long_name :

    Mean Volume Diameter

    array([[0.817, 0.832],
           [0.929, 0.94 ],
           [0.912, 0.923],
           ...,
           [1.823, 1.81 ],
           [1.934, 1.974],
           [1.767, 1.761]], shape=(3912, 2))

  • sigma_m
    (time, velocity_method)
    float64
    0.178 0.18 0.153 ... 0.633 0.615

    standard_name :

    units :

    mm

    long_name :

    Standard Deviation of Mass Spectrum

    array([[0.178, 0.18 ],
           [0.153, 0.152],
           [0.142, 0.143],
           ...,
           [0.668, 0.659],
           [0.742, 0.744],
           [0.633, 0.615]], shape=(3912, 2))

  • Nw
    (time, velocity_method)
    float32
    654.2 527.1 ... 970.8 1.026e+03

    standard_name :

    normalized_intercept_parameter

    units :

    mm-1 m-3

    long_name :

    Normalized Intercept Parameter of a Normalized Gamma Distribution

    array([[ 654.1633 ,  527.14764],
           [1588.6094 , 1362.0472 ],
           [2109.313  , 1752.7155 ],
           ...,
           [1126.7548 , 1272.9719 ],
           [ 972.7796 ,  901.4204 ],
           [ 970.77563, 1026.2517 ]], shape=(3912, 2), dtype=float32)

  • D10
    (time, velocity_method)
    float64
    0.543 0.559 0.638 ... 0.959 0.975

    standard_name :

    units :

    mm

    long_name :

    10th Percentile Drop Diameter

    array([[0.543, 0.559],
           [0.638, 0.662],
           [0.69 , 0.693],
           ...,
           [0.905, 0.908],
           [0.996, 1.029],
           [0.959, 0.975]], shape=(3912, 2))

  • D50
    (time, velocity_method)
    float64
    0.728 0.749 0.892 ... 1.577 1.574

    standard_name :

    median_volume_diameter

    units :

    mm

    long_name :

    Median Volume Drop Diameter

    array([[0.728, 0.749],
           [0.892, 0.905],
           [0.85 , 0.858],
           ...,
           [1.653, 1.62 ],
           [1.739, 1.777],
           [1.577, 1.574]], shape=(3912, 2))

  • D90
    (time, velocity_method)
    float64
    1.013 1.019 1.041 ... 2.552 2.528

    standard_name :

    units :

    mm

    long_name :

    90th Percentile Drop Diameter

    array([[1.013, 1.019],
           [1.041, 1.045],
           [1.06 , 1.078],
           ...,
           [2.609, 2.599],
           [2.78 , 2.876],
           [2.552, 2.528]], shape=(3912, 2))

  • TKE
    (time, velocity_method, source)
    float64
    0.004594 0.004594 ... 0.8748 0.8592

    array([[[0.00459354, 0.00459354],
            [0.00417279, 0.00571793]],
    
           [[0.02550043, 0.02550043],
            [0.02349744, 0.03139487]],
    
           [[0.02961854, 0.02961854],
            [0.02649207, 0.03810437]],
    
           ...,
    
           [[1.18334875, 1.18334875],
            [1.28187279, 1.07917393]],
    
           [[1.41430621, 1.41430621],
            [1.4679267 , 1.43761031]],
    
           [[0.8455871 , 0.8455871 ],
            [0.87475368, 0.85921291]]], shape=(3912, 2, 2))

  • KEF
    (time, velocity_method, source)
    float64
    0.2756 0.2756 ... 52.49 51.55

    array([[[ 0.27561225,  0.27561225],
            [ 0.25036765,  0.34307609]],
    
           [[ 1.53002599,  1.53002599],
            [ 1.40984665,  1.88369204]],
    
           [[ 1.77711215,  1.77711215],
            [ 1.58952444,  2.28626215]],
    
           ...,
    
           [[71.00092524, 71.00092524],
            [76.91236711, 64.75043595]],
    
           [[84.8583727 , 84.8583727 ],
            [88.07560227, 86.25661842]],
    
           [[50.73522589, 50.73522589],
            [52.48522102, 51.55277458]]], shape=(3912, 2, 2))

  • KED
    (time, velocity_method, source)
    float64
    6.369 6.369 6.57 ... 20.25 20.75

    array([[[ 6.36863879,  6.36863879],
            [ 6.56973688,  7.92754218]],
    
           [[ 7.69971929,  7.69971929],
            [ 7.83622388,  9.47951216]],
    
           [[ 7.37677579,  7.37677579],
            [ 7.51846005,  9.49025267]],
    
           ...,
    
           [[21.39731688, 21.39731688],
            [21.17582257, 19.51362734]],
    
           [[22.57098168, 22.57098168],
            [23.02613387, 22.94289288]],
    
           [[20.42324116, 20.42324116],
            [20.25299429, 20.75234177]]], shape=(3912, 2, 2))

• Indexes: (5)
  • diameter_bin_center
    PandasIndex

    PandasIndex(Index([0.312, 0.437, 0.562, 0.687, 0.812, 0.937, 1.062, 1.187, 1.375, 1.625,
           1.875, 2.125, 2.375,  2.75,  3.25,  3.75,  4.25,  4.75,   5.5,   6.5,
             7.5],
          dtype='float64', name='diameter_bin_center'))

  • time
    PandasIndex

    PandasIndex(DatetimeIndex(['2018-10-26 22:20:00', '2018-10-26 22:21:00',
                   '2018-10-26 22:22:00', '2018-10-26 22:23:00',
                   '2018-10-26 22:24:00', '2018-10-26 22:25:00',
                   '2018-10-26 22:26:00', '2018-10-26 22:27:00',
                   '2018-10-26 22:28:00', '2018-10-26 22:29:00',
                   ...
                   '2018-10-30 00:53:00', '2018-10-30 00:54:00',
                   '2018-10-30 00:55:00', '2018-10-30 00:56:00',
                   '2018-10-30 00:57:00', '2018-10-30 00:58:00',
                   '2018-10-30 00:59:00', '2018-10-30 01:00:00',
                   '2018-10-30 01:01:00', '2018-10-30 01:02:00'],
                  dtype='datetime64[ns]', name='time', length=3912, freq=None))

  • velocity_bin_center
    PandasIndex

    PandasIndex(Index([0.05, 0.15, 0.25, 0.35, 0.45, 0.55, 0.65, 0.75, 0.85, 0.95,  1.1,  1.3,
            1.5,  1.7,  1.9,  2.2,  2.6,  3.0,  3.4,  3.8,  4.4,  5.2,  6.0,  6.8,
            7.6,  8.8, 10.4],
          dtype='float64', name='velocity_bin_center'))

  • velocity_method
    PandasIndex

    PandasIndex(Index(['fall_velocity', 'measured_velocity'], dtype='object', name='velocity_method'))

  • source
    PandasIndex

    PandasIndex(Index(['drop_number_concentration', 'drop_number'], dtype='object', name='source'))

• Attributes: (63)

  data_source :

  EPFL

  campaign_name :

  LOCARNO_2018

  station_name :

  61

  sensor_name :

  PARSIVEL

  reader :

  EPFL/LOCARNO_2018

  raw_data_glob_pattern :

  *.dat*

  raw_data_format :

  txt

  platform_type :

  fixed

  source :

  source_convention :

  source_processing_date :

  title :

  LOCARNO_2018

  description :

  project_name :

  keywords :

  summary :

  history :

  comment :

  Instrument installed at the MeteoSwiss site in Locarno-Monti (Switzerland)

  station_id :

  61

  location :

  Locarno-Monti

  country :

  Switzerland

  continent :

  Europe

  deployment_status :

  terminated

  deployment mode :

  platform_protection :

  unshielded

  platform_orientation :

  sensor_long_name :

  OTT Hydromet Parsivel

  sensor_manufacturer :

  sensor_wavelength :

  sensor_serial_number :

  firmware_iop :

  firmware_dsp :

  firmware_version :

  sensor_beam_length :

  sensor_beam_width :

  sensor_nominal_width :

  measurement_interval :

  60

  calibration_sensitivity :

  calibration_certification_date :

  calibration_certification_url :

  contributors :

  Alexis Berne, Jacopo Grazioli

  authors :

  Alexis Berne, Jacopo Grazioli

  authors_url :

  https://orcid.org/0000-0003-4977-1204, https://orcid.org/0000-0002-7097-3946

  contact :

  alexis.berne@epfl.ch

  contact_information :

  http://lte.epfl.ch

  acknowledgement :

  references :

  documentation :

  website :

  institution :

  Laboratoire de Teledetection Environnementale - Ecole Polytechnique Federale de Lausanne

  source_repository :

  license :

  doi :

  disdrodb_data_url :

  Conventions :

  CF-1.10, ACDD-1.3

  featureType :

  timeSeries

  time_coverage_start :

  2018-10-26T22:20:00.000000000

  time_coverage_end :

  2018-10-30T01:02:00.000000000

  disdrodb_processing_date :

  2025-05-13 12:31:51

  disdrodb_product_version :

  V0

  disdrodb_software_version :

  V0.1.dev1024+gf532bba.d20250507

  disdrodb_product :

  L2E

  rolled :

  False

Once your DISDRODB product is read into xarray, it becomes relatively easy to analyze and visualize the data.

You can easily subset the dataset to a specific time range:

ds_subset = ds.sel(time=slice("2018-10-26 19:00:00", "2018-10-30 12:00:00"))

The disdrodb software calculates drop number concentration and the derived DSD parameters in two ways: - Using the theoretical fall velocity estimated using the Beard model

- Using the velocity measured directly by the disdrometer (when the instrument has a laser or camera system capable of measuring each drop’s fall speed)

Here below, we select the variables derived using the theoretical Beard-model drop fall velocity.

ds_subset = ds_subset.sel(velocity_method="fall_velocity")  # the other option is "measured_velocity"

Now let’s plot the raw drop number concentration for a rainy event captured by the disdrometer:

# Let's subset the dataset to a specific diameter range
ds_subset = ds_subset.sel(diameter_bin_center=slice(None, 8))
# Let's mask N(D) values that are equal to 0 (for visualization purposes)
da_nd = ds_subset["drop_number_concentration"].where(ds_subset["drop_number_concentration"] > 0)
# Let's plot the N(D) over time
p = da_nd.plot.pcolormesh(
    x="time",
    y="diameter_bin_center",
    cmap="Spectral_r",
    extend="max",
    vmax=1000,
)
p.axes.set_title("Drop number concentration (N(D))")
p.axes.set_ylabel("Drop diameter (mm)")
p.axes.set_xlabel("")

Text(0.5, 0, '')

Now let’s plot the derived rain rate estimate:

ds_subset["R"].plot(linewidth=0.5)

[<matplotlib.lines.Line2D at 0x7f34e88d1dd0>]

Feel free to check out the other variables in the L2E product dataset. For full details on all available variables and their definitions, see the DISDRODB L2E documentation DISDRODB L2E documentation.

9. Conclusion

You arrived at the end of this tutorial. Well done 👋👋👋

At this point, you should be able to create the DISDRODB readers for your own stations and generate the DISDRODB products.

When you think your reader is ready for inclusion in the disdrodb software, please continue to read the How to Contribute New Data to DISDRODB guidelines.

Do not hesitate to open a GitHub Issue if you need any clarification.

The DISDRODB team hope you enjoyed this tutorial!