bio-performx/app/services/__pycache__/graph_generator.cpython-312.pyc

Ë
Ü•i•¦ãó˜—dZd
dl
Z
d
dlmZ
d
dlZej
d«

d
dlmZ
d
dl	m
Z
d
dlZ
d
dlZd
dlZd
dlmZ
Gd„d«Zy)z§
Graph Generator Service

This service generates all the charts and visualizations required for the medical report.
Based on the analysis notebooks in services_dfdf/.
éN)
ÚPathÚAgg©
ÚFancyBboxPatchcóú
—eZ
dZd
Zddefd„Zdedefd„Z	ddejde
defd	„Z	ddejde
defd
„Z	ddejde
defd„Z
	ddejde
defd„Z	ddejde
defd
„Z	ddejde
defd„Z	ddejde
defd„Z	ddedede
defd„Z	ddededede
def
d„Z	ddejde
defd„Z	ddede
defd„Z	ddede
defd„Zy) ÚGraphGeneratorz'Generate all charts for medical reportsÚ
charts_dircó\—t
|
«
|_
|jjd
¬«

y)z{
        Initialize the graph generator.

        Args:
            charts_dir: Directory to save generated charts
        T)
Úexist_okN)rr	Úmkdir)Úselfr	s  úU/home/oluwasanmi/Documents/Work/MKD/report_generation/app/services/graph_generator.pyÚ__init__zGraphGenerator.__init__s%€ô˜zÓ*ˆŒØ�‰×Ñ tÐÕ,óÚ
image_pathÚreturncóÊ—	t
|
d
«5}tj|j««
j	d«
cddd«
S#1s
w
Y

yxYw
#t
$r
YywxYw
)z¤
        Convert image file to base64 string.

        Args:
            image_path: Path to image file

        Returns:
            Base64 encoded string
        Úrbzutf-8NÚ)ÚopenÚbase64Ú	b64encodeÚreadÚdecodeÚFileNotFoundError)r
rÚ
image_files   rÚ_image_to_base64zGraphGenerator._image_to_base64#s]€ð	Ü�j $Ó'ð

K
¨:Ü×'Ñ'¨
¯©Ó(9Ó:×AÑAÀ'ÓJ÷

K
÷

K
ò

K
ûä ò
	Ùð
	ús.‚AŽ2A
Á	AÁ
AÁAÁAÁ	A"Á!
A"ÚdfÚsave_as_base64c
óš—|
j
d
¬«
}|dj«}tjd¬«

tj«}tj|
ddd¬«
|jd	«

|jd«

|jd
d¬«
|jd
td|
dj«««
|j«}|jtj d
|
dj«dzd««

tj|
ddd|ddd¬«
|jd«

|jd
td|
dj««dz«
|j#«j%«
|j#«j%«
|j'«\}}|j'«\}	}
|j)||	z||
zd¬«
t+|«
dk\rw|j-d
|ddd¬«
|j-|d|ddd¬«
|j-|d|ddd¬«
|j-|d|
dj«dd ¬«
|j.d!z}tj0|d"d#¬$«
tj2«
|r|j5|«
St7|«
S)%a

        Generate respiratory chart (VT and Speed over time).

        Args:
            df: Processed DataFrame with smoothed columns
            save_as_base64: If True, return base64 string, else return file path

        Returns:
            Base64 string or file path
        ÚPHASE©
ÚsubsetúT(sec)©éé©
ÚfigsizezVT(l)_smoothedzVT (L)©ÚdataÚ
xÚ
yÚlabelú
Time (sec)Tçš™™™™™¹?©
ÚalpharééÈÚSpeedÚgreenú
steps-posté©r+r,r-ÚcolorÚaxÚ	drawstyleÚ	linewidthr.éé
ú
upper left©
Úlocéçš™™™™™É?Ú	lightblue©r2r:ÚpurpleéÚ
lightgreenÚbluezrespiratory.pngé,
Útight©ÚdpiÚbbox_inches)Údrop_duplicatesÚtolistÚpltÚfigureÚsubplotÚsnsÚlineplotÚ
set_xlabelÚ
set_ylabelÚgridÚset_ylimÚminÚmaxÚtwinxÚ
set_xticksÚnpÚarangeÚ
get_legendÚremoveÚget_legend_handles_labelsÚlegendÚlenÚaxvspanr	ÚsavefigÚcloserÚstr©r
rrÚfirst_unique_phaseÚphase_timesÚax1Úax2Úlines1Úlabels1Úlines2Úlabels2Ú
chart_paths            rÚgenerate_respiratory_chartz)GraphGenerator.generate_respiratory_chart3sa€ð ×/Ñ/°wÐ/Ó?ÐØ(¨Ñ2×9Ñ9Ó;ˆä�
‰
˜7Õ#Ü�k‰k‹mˆô	�‰˜" Ð,<ÀHÕMØ�‰�|Ô$Ø�‰�xÔ Ø�‰�˜SˆÔ!Ø�‰�Qœ˜A˜rÐ"2Ñ3×7Ñ7Ó9Ó:Ô;ð�i‰i‹kˆØ�‰”r—y‘y  B x¡L×$4Ñ$4Ó$6¸Ñ$<¸cÓBÔCÜ�‰ØØØØØØ"ØØõ		
ð	�‰�wÔØ�‰�Qœ˜B  7¡§¡Ó 1Ó2°QÑ6Ô7ð	�‰Ó×ÑÔ!Ø�‰Ó×ÑÔ!Ø×7Ñ7Ó9‰ˆ�Ø×7Ñ7Ó9‰ˆ�Ø�
‰
�6˜F‘? G¨gÑ$5¸<ˆ
ÔHôˆ{Ó˜qÒ Ø�K‰K˜
˜; q™>°¸KˆKÔHØ�K‰K˜ A™¨°A©¸cȈKÔRØ�K‰K˜ A™¨°A©¸cȈKÔVØ�K‰K˜ A™¨¨8©×(8Ñ(8Ó(:À#ÈVˆKÔTà—_‘_Ð'8Ñ8ˆ
Ü�‰�J C°WÕ=Ü�	‰	Œá4Bˆt×$Ñ$ ZÓ0ÐWÌÈJËÐWrcó —|
j
d
«
jd¬«
jd«
}|jdd}||jdk\|jdkz
}tjd¬	«

t
jjd
«

tdt|«
dz«D�cgc]}d|›�‘Œ	}}tjt|«
«
}|d|d
zdz}|d|dzdz}	tj«}
|
j||dddd¬«
|
j||	|dddd¬«
|
jdd¬«
|
j!dd¬«
|
j#dd«
t%t'||	|d««
D]r\}\}}}
|dkDr|
j)||dz|d ›d!d!d"d#d$¬%«
|dkDr!|
j)|||dzz|d ›d!d!d"d#d$¬%«
|
j)||
d&z|
d ›d'�d!d(d)d#d*¬%«
Œtt%|j«
D]?\}}|
j)|d+|d ›d,�d!d-d"¬.«
|
j)|d/|d0zd ›d1�d!d-d2d3¬4«
ŒA|
j+«}|j-||d5d6d7d2d8d9¬:«
|j!d;dd8¬<«
|j/d=d8¬>«
|j#dd?«
t%|d5«
D]-\}}|j)||d)zt1|«
›d@�d!d(d)d#d8¬%«
Œ/|
j3|«

|
j5|dA¬«
|
j7«\}}|j7«\}}|
j9||z||zdBddd¬C«
|
j;dddDd&¬E«
|
j=d«

tj>«
tj@dFdG¬H«
|jBdIz}tjD|dJ¬K«
tjF«
|r|jI|«
StK|«
Sc
c}w)La

        Generate fuel utilization chart (CHO vs FAT by stage).

        Args:
            df: Processed DataFrame with smoothed columns
            save_as_base64: If True, return base64 string, else return file path

        Returns:
            Base64 string or file path
        r5T)
Únumeric_onlyr?éÿÿÿÿg@g@)ér3r(ÚdefaultzStage zEE(kcal/min)zFAT(%)édzCARBS(%)z#1f77b4çš™™™™™é?ç333333ã?ÚFat)r:r2Úwidthr.z#ff7f0eÚCarbs)Úbottomr:r2r~r.ré©
ÚfontsizezFuel (kcal/min)rég333333Ó?r8ú.1fÚcenteré	ÚboldÚwhite)ÚhaÚvarƒÚ
fontweightr:çà?z kcalr€é
Úblackgø¿z mphÚtop©rŠr‹rƒgffffffÀgX9´Èv¾ù?z min/kmr3Úgray©rŠr‹rƒr:zHR(bpm)Ú
orHÚredz
Heart Rate)Úmarkerr=Ú
markersizer:r.úHeart Rate (bpm))rƒr:r-©ÚaxisÚ
labelcoloréÜÚbpmér@)rBÚframeonÚfancyboxÚshadowú
-)r2Ú	linestyler=r0çÍÌÌÌÌÌì?)r€r�zfuel_utilization_chart.pngrK)
rN)&ÚgroupbyÚmeanÚroundÚilocÚindexrRrSÚstyleÚuseÚrangerer_r`ÚgcaÚbarrWrXrZÚ	enumerateÚzipÚtextr]ÚplotÚtick_paramsÚintr^Úset_xticklabelsrcrdrYÚ
set_axisbelowÚtight_layoutÚsubplots_adjustr	rgrhrri)r
rrÚspeed_groupsÚ
filtered_dataÚ
iÚstage_labelsÚx_positionsÚfat_eeÚcarbs_eermÚfat_valÚcarb_valÚ	total_valÚspeedrnÚhrrorprqrrrss                      rÚgenerate_fuel_utilization_chartz.GraphGenerator.generate_fuel_utilization_chartqs—€ð—z‘z 'Ó*×/Ñ/¸TÐ/ÓB×HÑHÈÓKˆØ#×(Ñ(¨¨2Ð.ˆð%Ø
×
Ñ
 3Ñ
&¨<×+=Ñ+=ÀÑ+DÑEñ
ˆ
ô	�
‰
˜7Õ#Ü�	‰	�
‰
�iÔ ä.3°A´s¸=Ó7IÈAÑ7MÓ.NÖO¨˜&  šÐOˆÐOÜ—i‘i¤ MÓ 2Ó3ˆð˜~Ñ.°¸xÑ1HÑHÈ3ÑNˆØ  Ñ0°=ÀÑ3LÑLÈsÑRˆä�g‰g‹iˆð	�‰ØØØØØØð
	ô	
ð	�‰ØØØØØØØð	ô	
ð	�‰�r BˆÔ'Ø�‰Ð(°2ˆÔ6Ø�‰�Q˜Ôô2;Ü�˜ -°Ñ"?Ó@ó2
ò"	Ñ-ˆAÑ-�˜ 9ð˜Š}Ø—‘Øؘa‘Kؘs�mØØØØ%Ø!ðô	ð˜#Š~Ø—‘Øؘh¨™lÑ*Ø �nØØØØ%Ø!ðô	ð
�H‰HØؘC‘ؘS�/ Ð'ØØØØ!Øð
õ	
ð3"	ôJ
" -×"5Ñ"5Ó6ò
	‰HˆAˆuØ�H‰H�Q˜  s ¨4Ð0°XÀ%ÐRSˆHÔTØ�H‰HØØؘ5‘= Ð% WÐ-ØØØØð
õ
ð
	ð�i‰i‹kˆØ�‰ØØ˜)Ñ$ØØØØØð	ô	
ð	�‰Ð)°B¸eˆÔDØ�‰˜S¨UˆÔ3Ø�‰�Q˜Ôô˜}¨YÑ7Ó8ò
	‰EˆAˆrØ�H‰HØØ�R‘Ü�r“7�)˜3�ØØØØ!Øð
õ	
ð
	ð	�‰�{Ô#Ø×јL°2ÐÔ6ð×7Ñ7Ó9‰ˆ�Ø×7Ñ7Ó9‰ˆ�Ø�
‰
Ø�V‰OØ�gÑØØØØð
	ô	
ð	�‰�˜S¨C¸3ˆÔ?Ø×ј$Ôä×ÑÔÜ×Ñ 3¨CÕ0à—_‘_Ð'CÑCˆ
Ü�‰�J CÕ(Ü�	‰	Œá4Bˆt×$Ñ$ ZÓ0ÐWÌÈJËÐWùòQP
sÂ1Pc
ó˜—|
j
d
¬«
}|dj«}tjd¬«

tj«}tj|
dddd¬	«
|jd
«

|jd«

|jd|
dj««
|jdd
¬«
|j«}tj|
ddd|dd¬«
|jdd¬«
|jdd¬«
|jd|
dj«dz«
|j«}|jdjd«

tj|
ddd|ddd¬«
|jdd¬«
|jdd¬«
|jd|
dj«dz«
|j!t#j$d|
dj«dzd««

|j'«r|j'«j)«
|j'«r|j'«j)«
|j'«r|j'«j)«
|j+«\}}	|j+«\}
}|j+«\}}
|j-||
z|z|	|z|
zd¬ «
t/|«
d!k\rw|j1d|dd"d#¬$«
|j1|d|dd"d%¬$«
|j1|d|d&d"d'¬$«
|j1|d&|
dj«d"d¬$«
|j2d(z}tj4|d)d*¬+«
tj6«
|r|j9|«
St;|«
S),a

        Generate VO2 Pulse chart with HR and Speed.

        Args:
            df: Processed DataFrame with smoothed columns
            save_as_base64: If True, return base64 string, else return file path

        Returns:
            Base64 string or file path
        r!r"r$r%r(zVO2 Pulse_smoothedúVO2 Pulse (mL/beat)rJ©r+r,r-r.r:r/rTr0r1úHR(bpm)_smoothedr•r8r˜©r+r,r-r:r;r=r.©
r:r-r™r?Úright©Úoutwardé<r5r6r7r9r4r@rArCrDrErFrGrHrIzvo2_pulse_chart.pngrLrK©rOrN)rPrQrRrSrTrUrVrWrXrZr\rYr]r³ÚspinesÚset_positionr^r_r`rarbrcrdrerfr	rgrhrri©r
rrrkrlrmrnÚax3rorprqrrÚlines3Úlabels3rss               rÚgenerate_vo2_pulse_chartz'GraphGenerator.generate_vo2_pulse_chart
sO€ð ×/Ñ/°wÐ/Ó?ÐØ(¨Ñ2×9Ñ9Ó;ˆä�
‰
˜7Õ#Ü�k‰k‹mˆô	�‰ØØØ"Ø'Øõ	
ð	�‰�|Ô$Ø�‰Ð,Ô-Ø�‰�Q˜Ð/Ñ0×4Ñ4Ó6Ô7Ø�‰�˜SˆÔ!ð�i‰i‹kˆÜ�‰ØØØ ØØØØ$õ	
ð	�‰Ð)°ˆÔ7Ø�‰˜S¨UˆÔ3Ø�‰�Q˜Ð-Ñ.×2Ñ2Ó4°qÑ8Ô9ð�i‰i‹kˆØ�
‰
�7Ñ×(Ñ(¨Ô9Ü�‰ØØØØØØ"ØØõ		
ð	�‰�w gˆÔ.Ø�‰˜S¨WˆÔ5Ø�‰�Q˜˜7™Ÿ™Ó)¨AÑ-Ô.à�‰”r—y‘y  B x¡L×$4Ñ$4Ó$6¸Ñ$<¸cÓBÔCð�>‰>ÔØ�N‰NÓ×#Ñ#Ô%Ø�>‰>ÔØ�N‰NÓ×#Ñ#Ô%Ø�>‰>ÔØ�N‰NÓ×#Ñ#Ô%à×7Ñ7Ó9‰ˆ�Ø×7Ñ7Ó9‰ˆ�Ø×7Ñ7Ó9‰ˆ�Ø�
‰
Ø�V‰O˜fÑ$ g°Ñ&7¸'Ñ&AÀ|ð	ô	
ô
ˆ{Ó˜qÒ Ø�K‰K˜
˜; q™>°¸KˆKÔHØ�K‰K˜ A™¨°A©¸cȈKÔRØ�K‰K˜ A™¨°A©¸cȈKÔVØ�K‰K˜ A™¨¨8©×(8Ñ(8Ó(:À#ÈVˆKÔTà—_‘_Ð'<Ñ<ˆ
Ü�‰�J¨G¸Õ=Ü�	‰	Œá4Bˆt×$Ñ$ ZÓ0ÐWÌÈJËÐWrc
óx—|
j
d
¬«
}|dj«}tjd¬«

tj«}tj|
ddd¬«
|jd	«

|jd«

|jd
|
dj«dz«
|jdd
¬«
|j«}|jtjd
|
dj«dzd««

tj|
ddd|ddd¬«
|jd
|
dj«dz«
|jd«

|j!«j#«
|j!«j#«
|j%«\}}|j%«\}	}
|j'||	z||
zd¬«
t)|«
dk\rw|j+d
|ddd¬«
|j+|d|ddd¬«
|j+|d|ddd¬«
|j+|d|
dj«dd¬«
|j,dz}tj.|d d!¬"«
tj0«
|r|j3|«
St5|«
S)#a

        Generate VO2 per Breath chart.

        Args:
            df: Processed DataFrame with smoothed columns
            save_as_base64: If True, return base64 string, else return file path

        Returns:
            Base64 string or file path
        r!r"r$r%r(zVO2 Breath_smoothedzVO2 per Breath (mL/breath)r*r/rr?Tr0r1r4r5r6r7r8r9r@rArCrDrErFrGrHrIrJzvo2_breath_chart.pngrLrKrÐ)rPrQrRrSrTrUrVrWrXrZr\rYr]r^r_r`rarbrcrdrerfr	rgrhrrirjs            rÚgenerate_vo2_breath_chartz(GraphGenerator.generate_vo2_breath_chartr
s^€ð ×/Ñ/°wÐ/Ó?ÐØ(¨Ñ2×9Ñ9Ó;ˆä�
‰
˜7Õ#Ü�k‰k‹mˆä�‰ØØØ#Ø.õ		
ð	�‰�|Ô$Ø�‰Ð3Ô4Ø�‰�Q˜Ð0Ñ1×5Ñ5Ó7¸!Ñ;Ô<Ø�‰�˜SˆÔ!ð�i‰i‹kˆØ�‰”r—y‘y  B x¡L×$4Ñ$4Ó$6¸Ñ$<¸cÓBÔCÜ�‰ØØØØØØ"ØØõ		
ð	�‰�Q˜˜7™Ÿ™Ó)¨AÑ-Ô.Ø�‰�wÔð	�‰Ó×ÑÔ!Ø�‰Ó×ÑÔ!Ø×7Ñ7Ó9‰ˆ�Ø×7Ñ7Ó9‰ˆ�Ø�
‰
�6˜F‘? G¨gÑ$5¸<ˆ
ÔHôˆ{Ó˜qÒ Ø�K‰K˜
˜; q™>°¸KˆKÔHØ�K‰K˜ A™¨°A©¸cȈKÔRØ�K‰K˜ A™¨°A©¸cȈKÔVØ�K‰K˜ A™¨¨8©×(8Ñ(8Ó(:À#ÈVˆKÔTà—_‘_Ð'=Ñ=ˆ
Ü�‰�J¨G¸Õ=Ü�	‰	Œá4Bˆt×$Ñ$ ZÓ0ÐWÌÈJËÐWrcó—|
j
d
¬«
}|dj«}tjd¬«

tj«}tj|
ddd¬«
|jd	«

|jd
«

|jdd¬
«
|j«}|jtjd|
dj«dzd««

tj|
ddd|d¬«
|jd«

|jdd«
|j!«j#«
|j!«j#«
|j%«\}}|j%«\}	}
|j'||	z||
zd¬«
t)|«
dk\rw|j+d|ddd¬«
|j+|d|ddd¬«
|j+|d|ddd¬«
|j+|d|
dj«dd ¬«
|j,d!z}tj.|d"d#¬$«
tj0«
|r|j3|«
St5|«
S)%a

        Generate fat metabolism chart (CHO vs FAT over time).

        Args:
            df: Processed DataFrame with smoothed columns
            save_as_base64: If True, return base64 string, else return file path

        Returns:
            Base64 string or file path
        r!r"r$r%r(ÚCHO_smoothedzCHO (kcal/min)r*r/zCHO (g/min)Tr0r1rr4ÚFAT_smoothedr6zFAT (kcal/min))r+r,r-r:r;r.rxr@rArCr?rDrErFr8rGrHrIrJzfat_metabolism_chart.pngrLrKrÐ)rPrQrRrSrTrUrVrWrXrYr]r^r_r`r\rZrarbrcrdrerfr	rgrhrrirjs            rÚgenerate_fat_metabolism_chartz,GraphGenerator.generate_fat_metabolism_chart´
s!€ð ×/Ñ/°wÐ/Ó?ÐØ(¨Ñ2×9Ñ9Ó;ˆä�
‰
˜7Õ#Ü�k‰k‹mˆô	�‰˜" ¨NÐBRÕSØ�‰�|Ô$Ø�‰�}Ô%Ø�‰�˜SˆÔ!ð�i‰i‹kˆØ�‰”r—y‘y  B x¡L×$4Ñ$4Ó$6¸Ñ$<¸cÓBÔCÜ�‰ØØØØØØ"õ
	
ð	�‰Ð'Ô(Ø�‰�Q˜Ôð	�‰Ó×ÑÔ!Ø�‰Ó×ÑÔ!Ø×7Ñ7Ó9‰ˆ�Ø×7Ñ7Ó9‰ˆ�Ø�
‰
�6˜F‘? G¨gÑ$5¸<ˆ
ÔHôˆ{Ó˜qÒ Ø�K‰K˜
˜; q™>°¸KˆKÔHØ�K‰K˜ A™¨°A©¸cȈKÔRØ�K‰K˜ A™¨°A©¸cȈKÔVØ�K‰K˜ A™¨¨8©×(8Ñ(8Ó(:À#ÈVˆKÔTà—_‘_Ð'AÑAˆ
Ü�‰�J¨G¸Õ=Ü�	‰	Œá4Bˆt×$Ñ$ ZÓ0ÐWÌÈJËÐWrc	ó¸—|
j
d
¬«
}|dj«}tjd¬«

tj«}tj|
dddd¬	«
|jd
«

|jd«

|jd|
d
j««
|jdd¬«
|j«}tj|
ddd|dd¬«
|jdd¬«
|j|
dj«|
dj«dz«
|jdd¬«
|j«}|jdj!d«

tj|
ddd|dd¬«
|jdd¬«
|jdd¬«
|jd|
dj«dz«
|j#t%j&d|
dj«dzd««

|j)«r|j)«j+«
|j)«r|j)«j+«
|j)«r|j)«j+«
|j-«\}}	|j-«\}
}|j-«\}}
|j/||
z|z|	|z|
zd ¬!«
t1|«
d"k\rw|j3d|dd#d$¬%«
|j3|d|dd#d&¬%«
|j3|d|d'd#d(¬%«
|j3|d'|
dj«d#d¬%«
|j4d)z}tj6|d*d+¬,«
tj8«
|r|j;|«
St=|«
S)-a

        Generate recovery chart (VCO2, HR, and BF).

        Args:
            df: Processed DataFrame with smoothed columns
            save_as_base64: If True, return base64 string, else return file path

        Returns:
            Base64 string or file path
        r!r"r$r%r(zVCO2(ml/min)_smoothedz
VCO2 (ml/min)rJrÈr/rÇrzVCO2(ml/min)Tr0r1rÉr•r8r˜rÊrËr?r-r™rÌrÍzBF(bpm)_smoothedr6zBF (bpm)r4r@rArCrDrErFrGrHrIzrecovery_chart.pngrLrKrÐ)rPrQrRrSrTrUrVrWrXrZr\rYr]r[r³rÑrÒr^r_r`rarbrcrdrerfr	rgrhrrirÓs               rÚgenerate_recovery_chartz&GraphGenerator.generate_recovery_chartï
s_€ð ×/Ñ/°wÐ/Ó?ÐØ(¨Ñ2×9Ñ9Ó;ˆä�
‰
˜7Õ#Ü�k‰k‹mˆô	�‰ØØØ%Ø!Øõ	
ð	�‰�|Ô$Ø�‰Ð,Ô-Ø�‰�Q˜˜>Ñ*×.Ñ.Ó0Ô1Ø�‰�˜SˆÔ!ð�i‰i‹kˆÜ�‰ØØØ ØØØØ$õ	
ð	�‰Ð)°ˆÔ7Ø�‰�RÐ*Ñ+×/Ñ/Ó1°2Ð6HÑ3I×3MÑ3MÓ3OÐRSÑ3SÔTØ�‰˜S¨UˆÔ3ð�i‰i‹kˆØ�
‰
�7Ñ×(Ñ(¨Ô9Ü�‰ØØØ ØØØØõ	
ð	�‰�z¨ˆÔ1Ø�‰˜S¨WˆÔ5Ø�‰�Q˜Ð-Ñ.×2Ñ2Ó4°qÑ8Ô9Ø�‰”r—y‘y  B x¡L×$4Ñ$4Ó$6¸Ñ$<¸cÓBÔCð�>‰>ÔØ�N‰NÓ×#Ñ#Ô%Ø�>‰>ÔØ�N‰NÓ×#Ñ#Ô%Ø�>‰>ÔØ�N‰NÓ×#Ñ#Ô%à×7Ñ7Ó9‰ˆ�Ø×7Ñ7Ó9‰ˆ�Ø×7Ñ7Ó9‰ˆ�Ø�
‰
Ø�V‰O˜fÑ$ g°Ñ&7¸'Ñ&AÀ|ð	ô	
ô
ˆ{Ó˜qÒ Ø�K‰K˜
˜; q™>°¸KˆKÔHØ�K‰K˜ A™¨°A©¸cȈKÔRØ�K‰K˜ A™¨°A©¸cȈKÔVØ�K‰K˜ A™¨¨8©×(8Ñ(8Ó(:À#ÈVˆKÔTà—_‘_Ð';Ñ;ˆ
Ü�‰�J¨G¸Õ=Ü�	‰	Œá4Bˆt×$Ñ$ ZÓ0ÐWÌÈJËÐWrÚoxygenation_dfc	ód—d
dlm
}
tjd¬«

tj|
d|
dddd	¬
«
tj|
d|
ddd
d	¬
«
|
dj«}ddddddd|fg}|D�
]X\}}|
d|k\|
d|kz
}||
dj
«z
}	|	j«dkDrv|
j|	df}
|
j|	df}|j|
|d«j«j}|d
|d|
zz}
tj|
|
ddd	d¬«
||
dj
«z
}|j«dkDs
΋|
j|df}|
j|df}|j||d«j«j}|d
|d|zz}tj||ddd	d¬«
�
Œ[tjd«

tjd«

tjd«

tjdd¬«
tj d ¬!«

tj"«
|j$d"z}tj&|d#d$¬%«
tj(«
|r|j+|«
St-|«
S)&a@

        Generate TSI (Tissue Saturation Index) chart with trend lines per stage.

        Args:
            oxygenation_df: DataFrame with Time, TSI, and TSI-second columns
            save_as_base64: If True, return base64 string, else return file path

        Returns:
            Base64 string or file path
        r)
Ú
Polynomial)r�g@r(ÚTimeÚTSIzTSI (Left Leg)Ú	steelbluer8)r.r:r=z
TSI-secondzTSI2 (Right Leg)Úorange)réú)rçéô
)rèéî)rééè)rêéâ)rëéÜrìr?r�z--r{)r:r£r=r2zTime (s)zTSI (%)z<TSI (Left) and TSI2 (Right) with Black Slope Lines per StagerŽzupper right)rƒrBgÐ?r1z
tsi_chart.pngrLé rÐ)Únumpy.polynomial.polynomialrârRrSr²r\ÚisnaÚsumrBÚfitÚconvertÚcoefÚxlabelÚylabelÚtitlerdrYr·r	rgrhrri)r
ràrrâÚmax_timeÚ	intervalsÚ
start_timeÚend_timeÚ
mask_intervalÚ	mask_leftÚx_leftÚy_leftÚ
coefs_leftÚ
trend_leftÚ
mask_rightÚx_rightÚy_rightÚcoefs_rightÚtrend_rightrss                    rÚgenerate_tsi_chartz!GraphGenerator.generate_tsi_chartKs¶€õ	;ä�
‰
˜9Õ%ô	�‰Ø˜6Ñ"Ø˜5Ñ!Ø"ØØõ	
ô	�‰Ø˜6Ñ"Ø˜<Ñ(Ø$ØØõ	
ð" &Ñ)×-Ñ-Ó/ˆàØØØØØØ
�8Ðð
ˆ	ð%.ó$	Ñ ˆJ˜à+¨FÑ3°zÑAؘvÑ&¨(Ñ2ñˆMð
&¨¸Ñ)>×)CÑ)CÓ)EÐ(EÑEˆIØ�}‰}‹ Ò"Ø'×+Ñ+¨I°vÐ,=Ñ>�Ø'×+Ñ+¨I°uÐ,<Ñ=�Ø'Ÿ^™^¨F°F¸AÓ>×FÑFÓH×MÑM�
Ø'¨
™]¨Z¸
©]¸VÑ-CÑC�
Ü—‘ØØØ!Ø"ØØõ
ð'¨.¸Ñ*F×*KÑ*KÓ*MÐ)MÑMˆJØ�~‰~Ó !Ó#Ø(×,Ñ,¨Z¸Ð-?Ñ@�Ø(×,Ñ,¨Z¸Ð-EÑF�Ø(Ÿn™n¨W°g¸qÓA×IÑIÓK×PÑP�Ø)¨!™n¨{¸1©~ÀÑ/GÑG�Ü—‘ØØØ!Ø"ØØ÷
ð;$	ôL
	�
‰
�:ÔÜ�
‰
�9ÔÜ�	‰	ÐPÔQÜ�
‰
˜B MÕ2Ü�‰�tÕÜ×ÑÔà—_‘_ Ñ6ˆ
Ü�‰�J¨G¸Õ=Ü�	‰	Œá4Bˆt×$Ñ$ ZÓ0ÐWÌÈJËÐWrÚfat_mass_lbsÚ
lean_mass_lbscó\—|
|z}|
|zd
z}||zd
z}||g}ddg}t
jd¬«

t
j|ddtdd	¬
«|ddg¬«
t
jdd
d|
d›d|d›d�ddddtddd¬«¬«
t
jd
dd|d›d|d›d�ddddtddd¬«¬«
t
j
d«

|jdz}	t
j|	dd¬«
t
j«
|r|j|	«
St|	«
S) a-

        Generate body composition donut chart.

        Args:
            fat_mass_lbs: Fat mass in pounds
            lean_mass_lbs: Lean mass in pounds
            save_as_base64: If True, return base64 string, else return file path

        Returns:
            Base64 string or file path
        rzz#fde3acz#ff9966)r3r3r(réZr�Ú
w)r~Ú	edgecolor)ÚautopctÚ
startangleÚ
wedgepropsÚcolorsÚlabelsrwr?z
Fat Mass (r…zlbs)
ú
%érˆr†z
round,pad=0.3r‰r{)ÚboxstyleÚ	facecolorr2)rƒrŒrŠr‹ÚbboxzLean Mass (Úequalzbody_composition_chart.pngrLiXrÐ)rRrSÚpieÚdictr±ršr	rgrhrri)
r
r
r
rÚtotal_weightÚfat_percentageÚlean_percentageÚsizesr
rss
          rÚgenerate_body_composition_chartz.GraphGenerator.generate_body_composition_chart®sQ
€ð$ mÑ3ˆØ&¨Ñ5¸Ñ<ˆØ(¨<Ñ7¸3Ñ>ˆà Ð1ˆØ˜YÐ'ˆä�
‰
˜6Õ"ô	�‰ØØØÜ #°Ô5Øؘ�8õ
	
ô	�‰ØØ
ؘ cÐ*¨&°ÀÐ0DÀAÐFØØØØܘ¸'ÈÔMõ		
ô	�‰Ø
Øؘ-¨Ð,¨F°?À3Ð2GÀqÐIØØØØܘ¸'ÈÔMõ		
ô	�‰�Ôà—_‘_Ð'CÑCˆ
Ü�‰�J¨G¸Õ=Ü�	‰	Œá4Bˆt×$Ñ$ ZÓ0ÐWÌÈJËÐWrr
ÚageÚgenderc
óv—d
|cxkrdkrn
nd}n$d|cxkrdkrn
nd}nd|cxkrdkrn
nd	}nd}|j
«d
k(rdn
d}|›d
|›d�}|j
«dk(r|dk(rgd¢
}ngd¢
}n|dk(rgd¢
}n|dk(rgd¢
}ngd¢
}tjd¬«
\}	}
|D]\}}}
|
jd|
|d|dd¬«
Π|
j	|
ddddd|
j«¬ «
|
j
dd!«
|
jtdd"d#««

|
jg«

|
jd$d||
j«d%d&d'¬(«
tdd"d#«}|
j|«

|D�cgc]}|›d)�‘Œ	}}|
j|«

|
jd&jd«

|
jd*jd«

|
jd+jd«

|
jd,jd-«

tdd"d#«D]*}|
j	||gd$d.gd|
j«d¬/«
Œ,tj«
|j d0z}tj"|d1d2¬3«
tj$«
|r|j'|«
St)|«
Sc
c}w)4aS

        Generate body fat percentage chart.

        Args:
            fat_percentage: Body fat percentage
            age: Patient age
            gender: Patient gender ('male' or 'female')
            save_as_base64: If True, return base64 string, else return file path

        Returns:
            Base64 string or file path
        r„é'z20-39é(é;z40-59rÏéOz60-79ÚmaleÚ
MÚ
Fz
(ú
)Úfemale))ú#F8A8A8rrx)ú#FFEECCrxr')ú#D0F0C0r„rx©r,
é#r'©r+
r#
rŽ))r+
rr„©r,
r„r')r-
érŽr.
r0
)©r+
rr'©r,
r'r'©r-
rŽrŽr1
)r+
r2
r2
)r3
r4
r5
)r,
r„rŽ©r+
r>r„)r3
r4
)r-
rŽrx)r,
r2
r'r6
)rŽr8r(rr?r�r�)r-r~ÚleftÚheightr:r
r=gÍÌÌÌÌÌð?Ú
vrŽF)r–r:r—Úclip_onÚ	transformé2é3r'gš™™™™™©¿r†rÌr�)r;
r‹rŠrƒr
r�r7
r€Tg{®Gáz„¿)r:r;
r:
zbody_fat_percent_chart.pngrLrKrÐ)ÚlowerrRÚsubplotsÚbarhr²Úget_xaxis_transformÚset_xlimr^r¬Ú
set_yticksr±Úget_yaxis_transformrµrÑÚset_visibler·r	rgrhrri)r
r
r
r 
rÚ	age_groupÚ
gender_abbrevÚdemographicÚsegmentsÚfigr;r:ÚstartÚlengthÚticksÚ
tr
r,rss                   rÚgenerate_body_fat_percent_chartz.GraphGenerator.generate_body_fat_percent_chartïsÑ€ð(�Œ?˜�?؉IØ
�3Œ_˜"�_؉IØ
�3Œ_˜"�_؉IàˆIà%Ÿ|™|›~°Ò7™¸Sˆ
Ø"˜ 3 } o°QÐ7ˆð�<‰<‹>˜XÒ%ؘGÒ#ò‘ò‘ð˜GÒ#ò‘ð˜gÒ%ò‘ò�ô—,‘, wÔ/‰ˆˆRð%-ò		Ñ ˆE�5˜&Ø�G‰GØØØØØØ!Øð
õ
ð		ð	�‰ØØØØØØØ×,Ñ,Ó.ð	ô	
ð	�‰�A�rÔØ
�
‰
”e˜A˜r 1“oÔ&Ø
�
‰
�bÔØ
�‰ØØ
ØØ×,Ñ,Ó.ØØØð	ô	
ô�a˜˜Q“ˆØ
�
‰
�eÔØ#(Ö)˜a�Q�C�q’'Ð)ˆÐ)Ø
×ј6Ô"ð	�	‰	�'Ñ×&Ñ& uÔ-Ø
�	‰	�%Ñ×$Ñ$ UÔ+Ø
�	‰	�&Ñ×%Ñ% eÔ,Ø
�	‰	�(Ñ×'Ñ'¨Ô-ô�q˜"˜a“ò	ˆAØ�G‰GØ�A�ؘ�ØØ×0Ñ0Ó2Øð
õ
ð	ô	×ÑÔà—_‘_Ð'CÑCˆ
Ü�‰�J¨G¸Õ=Ü�	‰	Œá4Bˆt×$Ñ$ ZÓ0ÐWÌÈJËÐWùò3*sÅ8J6Ú
spirometry_dfcó,‡)—gd
¢
ddggd¢
gd¢
gd¢
dœ}i}|j
«D]>\}}|D]4}||
jvs
Œ|||<tj|
|d¬	«|
|<
Œ>Œ@|j
«D]"\}}||
jv
s
Œ||k7s
Œ|
||
|<Œ$d
ddd
œ}	g}
|	j
«D�]\}}|
j|
dj
j
«|k(}
|
jrS|
j|
dj
j
«j
j«|j«k(}
|
jrCd|vr?|jdd«}|
j|
dj
j
«|k(}
|
jr0td|›d�«

td|
dj«›�«

�
Œ|
jd}
|
jd|
jdtj««}|
jd|
jd|