# Picadae Calibration Programs


## Install
sudo dnf install python3-devel jack-audio-connection-kit-devel

prerequisites:
pyyaml
sounddevice
soundfile
pthon-rtmidi

export PYTHONPATH=${HOME}/src/picadae/control/app
python p_ac.py -c p_ac.yml

## Data collection

Record a sequence of notes of decreasing dynamic level

python p_ac.py # start the interactive data collection program

Capture note 60 and 61 using the full_pulseL[] and holdDutyPctD{} from the p_ac.yml

`c 60 61` 


## Plot Cheat Sheet


---

Print a specific pitch and take.

![Plot Seq 1](doc/do_td_plot.png)


````
    python plot_seq.py p_ac.yml ~/temp/p_ac_3_of td_plot 60 2
    
    do_td_plot(inDir,cfg.analysisArgs, pitch, take_id )
````

---

Plot all the takes for a given pitch

![Multi Usec dB](doc/us_db.png)

````
python plot_seq_1.py p_ac.yml ~/temp/p_ac_3_od us_db 84
````

---

Plot a specific set of pitches and takes.

![Overlapping USec dB](doc/us_db_takes.png)


````
python plot_seq_1.py p_ac.yml ~/temp/p_ac_3_of us_db_pitch_take 75 0 76 0 77 0 78 0 72 10 73 1 74 1
````

---

Plot the last take from a list of pitches.

![Overlapping USec dB](doc/us_db_takes_last.png)


````
python plot_seq_1.py p_ac.yml ~/temp/p_ac_3_of us_db_pitch_last 77 78 79 80
````


---

Plot the time domain envelope for a specific set of pitches and takes.

![Multi Plot 1](doc/multi_plot.png)


````
python plot_seq.py p_ac.yml ~/temp/p_ac_3_od td_multi_plot 60 3 60 4 60 5

plot_seq.py `do_td_multi_plot(inDir,cfg.analysisArgs,[(36,4), (48,2)] )
````
---

Plot the spectrum with harmonic location markers of a specific set of pitches and takes.

![Spectral Ranges](doc/plot_spectral_ranges.png)


````
#                                                                 pitch0 takeId0 pitch1 takeId1
python plot_seq.py p_ac.yml ~/temp/p_ac_3_od plot_spectral_ranges   60      3       60      4

````

---

Plot the microsecond variance to achieve a given decibel value.

![Usec dB Spread](doc/us_db_map.png)

````
python plot_seq_1.py p_ac.yml ~/temp/p_ac_3_od us_db_map 84 72
````

---

Analyze all takes for given pitch and show the mean us/db curve and
places where resampling may be necessary.

![Resample](doc/resample_pulse_times.png)

````
python plot_seq.py p_ac.yml ~/temp/p_ac_3_of resample_pulse_times 84
````


---

Plot the min and max decibel values for specified pitches.

![Min Max](doc/min_max_db.png)

````
python plot_seq_1.py p_ac.yml ~/temp/p_ac_3_od min_max 36 48 60 72 84
````

---

Plot the min and max decibel values for specified pitches.

![Min Max 2](doc/min_max_db_2.png)

````
#                                                        pitch0 pitch1 pitch2 pitch3 pitch4 takeId
python plot_seq_1.py p_ac.yml ~/temp/p_ac_3_od min_max_2   36     48      60     72     84     2
````

---

Plot the min and max decibel values for specified set of manually corrected pitches.

![Manual dB](doc/manual_db.png)

````
python plot_seq_1.py p_ac.yml ~/temp/p_ac_3_od manual_db
````

Interpolate across the min and max db values to form the min/max curves for the complete
set of keys.  The anchor points for the curves are taken from cfg record
manuMinD,manualAnchorPitchMinDbL, and manualMaxDbL.

````
      # select the event (takeId, eventIdx) to use to represent the min value for each pitch
      manualMinD: {
        36: [2, 10],
        48: [2, 10],
        60: [2, 10],
        72: [2, 10],
        84: [2, 10]
        },

      # leave 60 out of the min anchor point list
      manualAnchorPitchMinDbL: [ 36,48,72,84 ],
      
      manualAnchorPitchMaxDbL: [ 36,48,60,72,84 ],

````