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cl2nc is an open source command line Python program for converting Vaisala CL51 and CL31 ceilometer dat files to NetCDF.


On the command-line:

cl2nc input.dat

where input.dat is a Vaisala CL51 or CL31 dat file and is the name of a NetCDF output file.

See for an example input and output.


Supported operating systems:

  • Linux
  • Windows
  • macOS


  • Python 2.7 or Python 3

On Windows and macOS Anaconda distribution of Python is recommended. On Linux, use Python which comes with your Linux distribution (either built-in, or installed through a package manager).

The following commands should be run in the Terminal (Linux and macOS) or Anaconda Prompt (Windows – you can find Anaconda Prompt in the Start menu). To install with Python 3 instead of Python 2, replace pip with pip3 and python with python3 in the commands below.

To install from the Python Package Index (PyPI):

pip install cl2nc

or to install in the user's home directory (make sure ~/.local/bin is in the PATH environment variable):

pip install cl2nc --user

Alternatively, to install from source, download and unpack the latest cl2nc archive, or clone the repository from GitHub (git clone In the package directory, run the following commands:

pip install netCDF4
python install

# or to install in the user's home directory
# (make sure `~/.local/bin` is in the `PATH` environment variable):

python install --user

You can also use the Python script cl2nc directly without installation (as long as netCDF4 is installed).

Once installed, you should be able to run cl2nc in the Terminal (Linux and macOS) or Anaconda Prompt (Windows).


cl2nc [-chq] [--debug] [--help] <input> <output>

<input> is an input .dat file. <output> is an output .nc file. If directories are supplied for <input> and <output>, all .dat and .DAT files in <input> are converted to .nc files in <output>.


  • -c: Enable checksum verification (slow).
  • --debug: Enable debugging output.
  • -h, --help: Show help message and exit.
  • -q: Run quietly (suppress output).

A manual page is also available if cl2nc is installed on unix-like operating systems:

man cl2nc


Please see Vaisala CL51 User's Guide for a complete description of the variables.

The DAT files can alternatively contain values in feet (instead of meters), in which case all values are converted by cl2nc to meters.

Time in DAT files is assumed to be UTC.

Missing values are encoded as NaN (floating-point variables) or -2147483648 (integer variables). The _FillValue attribute contains the missing value used in the given variable.

Variable Description Units Dimensions
background_light Background light mV time
backscatter Attenuated volume backscatter coefficient time, level
backscatter_sum Backscatter sum sr-1 time
cbh_1 Lowest cloud base height m time
cbh_2 Second lowest cloud base height m time
cbh_3 Highest cloud base height m time
detection_status Detection status time
sky_detection_status Sky detection status time
highest_signal Highest signal detected time
laser_temperature Laser temperature °C time
layer Layer number layer
layer_cloud_amount Layer cloud amount octas time, layer
layer_height Layer height m time, layer
level Level number level
message_number Message number time
message_subclass Message subclass time
pulse_energy Pulse energy % time
pulse_length Pulse length time
pulse_count Pulse count time
receiver_bandwidth Receiver bandwidth time
receiver_gain Receiver gain time
self_check Self check time
software_level Software level ID time
status_alarm Status alarm time
status_internal Status internal time
status_warning Status warning time
tilt_angle Tilt angle degrees time
time Time seconds since 1970-01-01 00:00:00 UTC time
time_utc Time (UTC) ISO 8601 time
unit Unit identification character time
vertical_resolution Vertical resolution m time
vertical_visibility Vertical visibility m time
window_transmission Window transmission estimate % time


Background light (mV)

Millivolts at internal ADC input.


Attenuated volume backscatter coefficient (


Backscatter sum (sr-1)

Sum of detected and normalized backscatter (0–0.0999 sr-1).


Lowest cloud base height (m)


Second lowest cloud base height (m)


Highest cloud base height (m)


Detection status

  • 0 – no significant backscatter
  • 1 – one cloud base detected
  • 2 – two cloud bases detected
  • 3 – three cloud bases detected
  • 4 – full obscuration determined but no cloud base detected
  • 5 – some obscuration detected but determined to be transparent
  • / – raw data input to algorithm missing or suspect


Sky detection status

  • 0-8 – cloud coverage of the first layer in octas
  • 9 – vertical visibility
  • -1 – data missing, sky condition option not active or ceilometer in standby mode
  • 99 – not enough data (after start-up)


Highest signal detected


Laser temperature (°C)


Layer number


Layer cloud amount (octas)

Sky condition algorithm.


Layer height (m)

Sky condition algorithm.


Level number


Message number

  • 1 – message without sky condition data
  • 2 – message with sky condition data


Message subclass

  • 6 – 10 m ⨉ 1540 samples, range 15400 m (msg1_10x1540)
  • 8 – without a backscatter profile (msg1_base)


Pulse energy (% of nominal factory setting)


Pulse length

  • L – long (100 ns)
  • S – short


Pulse count


Receiver bandwidth

  • N – narrow
  • W – wide


Receiver gain

  • H – high
  • L – low

High by default, may be low in fog or heavy snow.


Self check

  • 0 – self-check OK
  • W – at least one warning active, no alarms
  • A – at least one alarm active


Software level ID


Status alarm


  • 0x8000 – transmitter shut-off
  • 0x4000 – transmitter failure
  • 0x2000 – receiver failure
  • 0x1000 – voltage failure
  • 0x0400 – memory error
  • 0x0200 – light path obstruction
  • 0x0100 – receiver saturation


Status internal


  • 0x8000 – blower is on
  • 0x4000 – blower heater is on
  • 0x2000 – internal heater is on
  • 0x1000 – working from battery
  • 0x0800 – standby mode is on
  • 0x0400 – self test in progress
  • 0x0200 – manual data acquisition settings are effective
  • 0x0080 – units are meters if on, else feet (note that units are always converted to m by cl2nc)
  • 0x0040 – manual blower control
  • 0x0020 – polling mode is on


Status warning


  • 0x8000 – window contamination
  • 0x4000 – battery voltage low
  • 0x2000 – transmitter expires
  • 0x1000 – high humidity
  • 0x0800 – blower failure
  • 0x0100 – humidity sensor failure
  • 0x0080 – heater fault
  • 0x0040 – high background radiance
  • 0x0020 – ceilometer engine board failure
  • 0x0010 – battery failure
  • 0x0008 – laser monitor failure
  • 0x0004 – receiver warning
  • 0x0002 – tilt angle > 45 degrees warning


Tilt angle (degrees from vertical)


Time (seconds since 1970-01-01 00:00:00 UTC, excluding leap seconds)


Time (UTC) (ISO 8601)


Unit identification character


Vertical resolution (m)


Vertical visibility (m)


Window transmission estimate (%)

90% to 100% means the window is clean.



cl2nc identification: cl2nc (


cl2nc version string. Follows semantic versioning.


Time when the NetCDF file was created (ISO 8601 UTC).


This software is open source and can be used, shared and modified freely under the terms of the MIT License (see


If you encouter any issues with cl2nc you can contact me at Peter Kuma <>, or submit a GitHub Issue.


cl2nc fails with an exception.

Please make sure you that the Python package netCDF4 is installed. If it still does not work for you contact me: Peter Kuma <>. There are small variations in the .DAT file format with instruments. cl2nc may need to be modified to be able to read a particular type of format.

Where is the height information?

Height can be determined from vertical_resolution. The instrument samples vertical bins on regular intervals.

MATLAB cannot read the time_utc variable.

MATLAB NetCDF implementation currently does not support reading NC_STRING variables. You can use the time variable instead or use the MATLAB HDF functions to read the file (you may need to change the file extension to .h5).


cl2nc follows semantic versioning.

3.3.1 (2021-03-24)

  • Fixed an issue of the last record in DAT files skipped.

3.3.0 (2020-08-27)

  • Fixed handling of certain types of time encoding.
  • Issue a warning instead of an error when a line cannot be parsed.

3.2.2 (2020-07-17)

  • Fixed installation on Windows.

3.2.1 (2020-02-08)

  • Added manual page.

3.2.0 (2020-02-08)

  • Support for an alternative DAT format with UNIX timestamps.
  • Improved error logging.
  • New option: --debug.

3.1.0 (2019-04-27)

  • Support for Python 3.
  • Accept directory input and output arguments.

3.0.0 (2018-08-20)

  • Changed time variable to contain time offset in seconds since 1970-01-01 00:00:00 UTC. time_utc contains the original time values (UTC as ISO 8601 strings).

2.1.0 (2017-11-25)

  • Fixed parsing on Windows (line endings).
  • Added support for a specific CL31 format (timestamp line instead of checksum).

2.0.1 (2017-10-23)

  • Fixed writing of NA integer values.
  • Fixed scale factor of backscatter_sum.

2.0.0 (2017-10-19)

  • Important: Fixed units conversion for sky condition height data and vertical resolution. In previous versions vertical_resolution is off by a factor of 0.3048 if input file units is ft. layer_height is off by a factor of 100 or 10 if units are ft or m, respectively.
  • Added NetCDF file attributes: software, version, created.
  • Format time with T as delimiter to conform to ISO 8601.
  • Improved error handling.

See also

ALCF, ccplot, mpl2nc, mrr2c