Phenotype Data
Pheno DB access
Example usage of PhenoDB
To access a pheno DB you need to import DAE and use a factory object named pheno:
In [1]: from DAE import pheno
In [2]: pheno.get_pheno_db_names()
Out[2]: ['ssc', 'vip', 'spark', 'agre']
In [3]: phdb = pheno.get_pheno_db('agre')
The result of get_pheno_db is an instance of
PhenoDB
class. This is the main class
that provides access to the phenotype database.
To access values of given measure use:
In [8]: df = phdb.get_measure_values_df('ADOS21.CSB9')
In [9]: df.head()
Out[9]:
person_id ADOS21.CSB9
0 AU011105 1.0
1 AU014005 2.0
2 AU015904 2.0
3 AU024704 2.0
4 AU025005 1.0
You can get a data frame with value for multiple measures by using:
In [12]: df = phdb.get_values_df(['ADOS21.CSB9', 'Raven1.B12'])
In [13]: df.head()
Out[13]:
person_id ADOS21.CSB9 Raven1.B12
0 AU011105 1.0 5.0
1 AU014005 2.0 -1.0
2 AU015904 2.0 NaN
3 AU024704 2.0 NaN
4 AU025005 1.0 -1.0
To access data for individuals in the database use:
In [10]: psdf = phdb.get_persons_df()
In [11]: psdf.head()
Out[11]:
person_id family_id role gender status
0 AU2275201 AU2275 Role.dad Gender.M Status.unaffected
1 AU2275202 AU2275 Role.mom Gender.F Status.unaffected
2 AU2275301 AU2275 Role.prb Gender.M Status.affected
3 AU2275302 AU2275 Role.sib Gender.M Status.affected
4 AU0966201 AU0966 Role.dad Gender.M Status.unaffected
You can access individuals and measures values as a joined data frame by using get_persons_values_df:
In [17]: df = phdb.get_persons_values_df(['ADIR1.EHFMAN', 'Raven1.B12'])
In [18]: df.head()
Out[18]:
person_id family_id role gender status \
2 AU2275301 AU2275 Role.prb Gender.M Status.affected
3 AU2275302 AU2275 Role.sib Gender.M Status.affected
6 AU0966301 AU0966 Role.prb Gender.M Status.affected
7 AU0966302 AU0966 Role.sib Gender.M Status.affected
10 AU0965301 AU0965 Role.prb Gender.M Status.affected
ADIR1.EHFMAN Raven1.B12
2 3.0 5.0
3 0.0 5.0
6 2.0 -1.0
7 2.0 -1.0
10 1.0 -1.0
Classes and Functions
- dae.pheno package
- Subpackages
- Submodules
- dae.pheno.common module
- dae.pheno.db module
- dae.pheno.graphs module
GraphColumn
column_counts()
draw_categorical_violin_distribution()
draw_distribution()
draw_linregres()
draw_measure_violinplot()
draw_ordinal_violin_distribution()
gender_palette()
gender_palette_light()
get_columns_to_draw()
male_female_colors()
male_female_legend()
names()
role_labels()
set_figure_size()
- dae.pheno.pheno_data module
- dae.pheno.prepare_data module
- dae.pheno.registry module
- Module contents