.. _chat_measures:
Developmental Measures
======================
Some developmental measures are defined as :class:`~rustling.chat.CHAT` methods:
.. currentmodule:: rustling.chat.CHAT
.. autosummary::
mlu
mlum
mluw
ttr
ipsyn
For the mean length of utterance in morphemes in Eve's data from Brown:
.. code-block:: python
import rustling
eve = rustling.read_chat("path/to/your/local/Brown.zip", filter_files="Eve")
eve_chi = eve.filter(participants="CHI")
eve_chi.mlum()
# [1.43, 1.82, 2.15, 2.07, 2.16, 2.4, 2.43, 2.4, 2.86, 2.72, 2.69, 3.4, 3.5, 2.83, 3.54, 3.24, 3.61, 3.2, 3.8, 2.24]
The result is the MLU in morphemes for each of Eve's CHAT files in order.
As this is a list of floats, they can be readily piped into
other packages for making plots, for example:
.. code-block:: python
import rustling
# matplotlib and seaborn required for this code snippet
import matplotlib.pyplot as plt
import seaborn as sns
brown = rustling.read_chat("path/to/your/local/Brown.zip")
eve = brown.filter(files="Eve")
eve_chi = eve.filter(participants="CHI")
ages_in_months = [age.in_months() for age in eve_chi.ages()]
plt.figure(figsize=(8, 5))
sns.lineplot(
x=ages_in_months,
y=eve_chi.mlum(),
errorbar=None,
)
plt.title("Mean Length of Utterance in Morphemes for Brown's Eve")
plt.xlabel("Age in months")
plt.ylabel("MLU (morphemes)")
plt.xticks(ages_in_months)
plt.savefig("brown_eve_mlum.png")
plt.close()
.. image:: ../_static/brown_eve_mlum.png
:alt: Mean Length of Utterance in Morphemes for Brown's Eve