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Merge pull request #24 from DePaul-CCR/main
v0.6.4 Reorganize templates, dsq assessment. Adds OI to IOM.
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from flask import render_template, session | ||
import numpy as np | ||
import plotly.graph_objects as go | ||
import json | ||
import plotly.utils | ||
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def dsq_diagnose(): | ||
import domainScores as ds | ||
pem_domainscore = (int(session["minexf"]) + int(session["minexs"]) + int(session['soref']) + int(session['sores']) + | ||
int(session['heavyf']) + int(session['heavys']) + int(session['drainedf']) + int( | ||
session['draineds']) + | ||
int(session['mentalf']) + int(session['mentals']) + int(session['weakf']) + int( | ||
session['weaks'])) / 12 | ||
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sleep_domainscore = (int(session["sleepf"]) + int(session["sleeps"]) + int(session['napf']) + int(session['naps']) + | ||
int(session['fallf']) + int(session['falls']) + int(session['stayf']) + int(session['stays']) + | ||
int(session['earlyf']) + int(session['earlys']) + int(session['alldayf']) + int( | ||
session['alldays'])) / 12 | ||
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cog_domainscore = (int(session["rememberf"]) + int(session["remembers"]) + int(session['attentionf']) + | ||
int(session['attentions']) + int(session['wordf']) + int(session['words']) + | ||
int(session['understandf']) + int(session['understands']) + int(session['focusf']) + | ||
int(session['focuss']) + int(session['slowf']) + int(session['slows']) + | ||
int(session['absentf']) + int(session['absents']) + int(session['visionf']) + | ||
int(session['visions'])) / 16 | ||
pain_domainscore = (int(session['musclef']) + int(session['muscles']) + int(session['jointpainf']) + | ||
int(session['jointpains']) + int(session['eyepainf']) + int(session['eyepains']) + | ||
int(session['headachesf']) + int(session['headachess'])) / 8 | ||
gastro_domainscore = (int(session['bloatf']) + int(session['bloats']) + int(session['bowelf']) + | ||
int(session['bowels']) + int(session['stomachf']) + int(session['stomachs']) + | ||
int(session['bladderf']) + int(session['bladders'])) / 8 | ||
ortho_domainscore = (int(session['unsteadyf']) + int(session['unsteadys']) + int(session['chestpainf']) + | ||
int(session['chestpains']) + int(session['shortf']) + int(session['shorts']) + | ||
int(session['dizzyf']) + int(session['dizzys']) + int(session['heartf']) + | ||
int(session['hearts']) + int(session['nauseaf']) + int(session['nauseas'])) / 12 | ||
circ_domainscore = (int(session['limbsf']) + int(session['limbss']) + int(session['hotf']) + | ||
int(session['hots']) + int(session['lotempf']) + int(session['lotemps']) + | ||
int(session['sweatf']) + int(session['sweats']) + int(session['chillsf']) + | ||
int(session['chillss']) + int(session['weightf']) + int(session['weights']) + | ||
int(session['appetitef']) + int(session['appetites']) + int(session['nightf']) + | ||
int(session['nights'])) / 16 | ||
immune_domainscore = (int(session['fluf']) + int(session['flus']) + int(session['feverf']) + | ||
int(session['fevers']) + int(session['lymphnodesf']) + int(session['lymphnodess']) + | ||
int(session['throatf']) + int(session['throats']) + int(session['hitempf']) + | ||
int(session['hitemps'])) / 10 | ||
neuroen_domainscore = (int(session['smellf']) + int(session['smells']) + int(session['alcoholf']) + | ||
int(session['alcohols']) + int(session['twitchesf']) + int(session['twitchess']) + | ||
int(session['noisef']) + int(session['noises']) + int(session['lightsf']) + | ||
int(session['lightss']) + int(session['depthf']) + int(session['depths'])) / 12 | ||
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mecfs = ds.df[(ds.df['dx'] == 1)] | ||
control = ds.df[(ds.df['dx'] != 1)] | ||
user_scores = [(int(session['fatiguescoref']) + int(session['fatiguescores'])) / 2, | ||
pem_domainscore, sleep_domainscore, cog_domainscore, pain_domainscore, gastro_domainscore, | ||
ortho_domainscore, circ_domainscore, immune_domainscore, neuroen_domainscore] | ||
cfsdomains = np.mean(mecfs.iloc[:, 110:120], axis=0) | ||
conDomains = np.mean(control.iloc[:, 110:120], axis=0) | ||
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categories = ['Fatigue', 'PEM', 'Sleep', 'Cognitive Problems', 'Pain', 'Gastro Problems', | ||
'Orthostatic Intolerance', 'Circulatory Problems', 'Immune System', 'Neuroendocrine Problems'] | ||
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# IOM assessment | ||
iomfatiguecheck = "No" | ||
iomreductioncheck = "No" | ||
iompemcheck = "No" | ||
iomsleepcheck = "No" | ||
iomcogcheck = "No" | ||
iomorthocheck = "No" | ||
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if int(session['fatiguescoref']) >= 2 and int(session['fatiguescores']) >= 2: | ||
iomfatiguecheck = "Yes" | ||
if int(session['reduction']) == 1: | ||
iomreductioncheck = "Yes" | ||
if (int(session['minexf']) >= 2 and int(session['minexs']) >= 2) or ( | ||
int(session['heavyf']) >= 2 and int(session['heavys']) >= 2) or \ | ||
(int(session['soref']) >= 2 and int(session['sores']) >= 2) or ( | ||
int(session['mentalf']) >= 2 and int(session['mentals']) >= 2) or \ | ||
(int(session['drainedf']) >= 2 and int(session['draineds']) >= 2): | ||
iompemcheck = "Yes" | ||
if (int(session['sleepf']) >= 2 and int(session['sleeps']) >= 2) or ( | ||
int(session['napf']) >= 2 and int(session['naps']) >= 2) or \ | ||
(int(session['fallf']) >= 2 and int(session['falls']) >= 2) or ( | ||
int(session['stayf']) >= 2 and int(session['stays']) >= 2) or \ | ||
(int(session['earlyf']) >= 2 and int(session['earlys']) >= 2) or ( | ||
int(session['alldayf']) >= 2 and int(session['alldays']) >= 2): | ||
iomsleepcheck = "Yes" | ||
if (int(session['lightsf']) >= 2 and int(session['lightss']) >= 2) or \ | ||
(int(session['rememberf']) >= 2 and int(session['remembers']) >= 2) or \ | ||
(int(session['attentionf']) >= 2 and int(session['attentions']) >= 2) or \ | ||
(int(session['wordf']) >= 2 and int(session['words']) >= 2) or ( | ||
int(session['understandf']) >= 2 and int(session['understands']) >= 2) or \ | ||
(int(session['focusf']) >= 2 and int(session['focuss']) >= 2) or ( | ||
int(session['visionf']) >= 2 and int(session['visions']) >= 2) or \ | ||
(int(session['depthf']) >= 2 and int(session['depths']) >= 2) or ( | ||
int(session['slowf']) >= 2 and int(session['slows']) >= 2) or \ | ||
(int(session['absentf']) >= 2 and int(session['absents']) >= 2): | ||
iomcogcheck = "Yes" | ||
if (int(session['unsteadyf']) >= 2 and int(session['unsteadys']) >= 2) or \ | ||
(int(session['shortf']) >= 2 and int(session['shorts']) >= 2) or \ | ||
(int(session['dizzyf']) >= 2 and int(session['dizzys']) >= 2) or \ | ||
(int(session['heartf']) >= 2 and int(session['hearts']) >= 2): | ||
iomorthocheck = "Yes" | ||
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if iomfatiguecheck == "Yes" and iomreductioncheck == "Yes" and iompemcheck == "Yes" and iomsleepcheck == "Yes" and (iomcogcheck == "Yes" or iomorthocheck == "Yes"): | ||
iom_msg = "Your responses suggest you meet the IOM Criteria for ME/CFS." | ||
iomdxcheck = "Met" | ||
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else: | ||
iom_msg = "Your responses do not meet the IOM Criteria for ME/CFS." | ||
iomdxcheck = "Not met" | ||
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# Canadian criteria assessment | ||
ccc_dx = False | ||
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if int(session['fatiguescoref']) >= 2 and int(session['fatiguescores']) >= 2: | ||
ccc_fatigue = 1 | ||
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ccc_fatiguecheck = "Yes" | ||
else: | ||
ccc_fatigue = 0 | ||
ccc_fatiguecheck = "No" | ||
if int(session['reduction']) == 1: | ||
ccc_reduction = "Yes" | ||
else: | ||
ccc_reduction = "No" | ||
if (int(session['musclef']) >= 2 and int(session['muscles']) >= 2) or ( | ||
int(session['jointpainf']) >= 2 and int(session['jointpains']) >= 2) or \ | ||
(int(session['eyepainf']) >= 2 and int(session['eyepains']) >= 2) or ( | ||
int(session['chestpainf']) >= 2 and int(session['chestpains']) >= 2) or \ | ||
(int(session['headachesf']) >= 2 and int(session['headachess']) >= 2) or ( | ||
int(session['bloatf']) >= 2 and int(session['bloats']) >= 2) or \ | ||
(int(session['stomachf']) >= 2 and int(session['stomachs']) >= 2): | ||
ccc_pain = 1 | ||
ccc_paincheck = "Yes" | ||
else: | ||
ccc_pain = 0 | ||
ccc_paincheck = "No" | ||
if int(session['sleepf']) >= 2 and int(session['sleeps']) >= 2: | ||
ccc_sleep = 1 | ||
ccc_sleepcheck = "Yes" | ||
else: | ||
ccc_sleep = 0 | ||
ccc_sleepcheck = "No" | ||
if (int(session['minexf']) >= 2 and int(session['minexs']) >= 2) or ( | ||
int(session['soref']) >= 2 and int(session['sores']) >= 2): | ||
ccc_pem = 1 | ||
ccc_pemcheck = "Yes" | ||
else: | ||
ccc_pem = 0 | ||
ccc_pemcheck = "No" | ||
if (int(session['twitchesf']) >= 2 and int(session['twitchess']) >= 2) or ( | ||
int(session['weakf']) >= 2 and int(session['weaks']) >= 2) or \ | ||
(int(session['noisef']) >= 2 and int(session['noises']) >= 2) or ( | ||
int(session['lightsf']) >= 2 and int(session['lightss']) >= 2) or \ | ||
(int(session['rememberf']) >= 2 and int(session['remembers']) >= 2) or \ | ||
(int(session['attentionf']) >= 2 and int(session['attentions']) >= 2) or \ | ||
(int(session['wordf']) >= 2 and int(session['words']) >= 2) or ( | ||
int(session['understandf']) >= 2 and int(session['understands']) >= 2) or \ | ||
(int(session['focusf']) >= 2 and int(session['focuss']) >= 2) or ( | ||
int(session['visionf']) >= 2 and int(session['visions']) >= 2) or \ | ||
(int(session['depthf']) >= 2 and int(session['depths']) >= 2) or ( | ||
int(session['slowf']) >= 2 and int(session['slows']) >= 2) or \ | ||
(int(session['absentf']) >= 2 and int(session['absents']) >= 2): | ||
ccc_cog = 1 | ||
ccc_cogcheck = "Yes" | ||
else: | ||
ccc_cog = 0 | ||
ccc_cogcheck = "No" | ||
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if (int(session['unsteadyf']) >= 2 and int(session['unsteadys']) >= 2) or ( | ||
int(session['bowelf']) >= 2 and int(session['bowels']) >= 2) or \ | ||
(int(session['bladderf']) >= 2 and int(session['bladders']) >= 2) or ( | ||
int(session['nauseaf']) >= 2 and int(session['nauseas']) >= 2) or ( | ||
int(session['shortf']) >= 2 and int(session['shorts']) >= 2) or ( | ||
int(session['dizzyf']) >= 2 and int(session['dizzys']) >= 2) or ( | ||
int(session['heartf']) >= 2 and int(session['hearts']) >= 2): | ||
ccc_auto = 1 | ||
ccc_autocheck = "Yes" | ||
else: | ||
ccc_auto = 0 | ||
ccc_autocheck = "No" | ||
if (int(session['sweatf']) >= 2 and int(session['sweats']) >= 2) or ( | ||
int(session['nightf']) >= 2 and int(session['nights']) >= 2) or \ | ||
(int(session['limbsf']) >= 2 and int(session['limbss']) >= 2) or ( | ||
int(session['chillsf']) >= 2 and int(session['chillss']) >= 2) or \ | ||
(int(session['hotf']) >= 2 and int(session['hots']) >= 2) or ( | ||
int(session['hitempf']) >= 2 and int(session['hitemps']) >= 2) or \ | ||
(int(session['lotempf']) >= 2 and int(session['lotemps']) >= 2) or ( | ||
int(session['appetitef']) >= 2 and int(session['appetites']) >= 2) or ( | ||
int(session['weightf']) >= 2 and int(session['weights']) >= 2) or ( | ||
int(session['alcoholf']) >= 2 and int(session['alcohols']) >= 2): | ||
ccc_neuro = 1 | ||
ccc_neurocheck = "Yes" | ||
else: | ||
ccc_neuro = 0 | ||
ccc_neurocheck = "No" | ||
if (int(session['fluf']) >= 2 and int(session['flus']) >= 2) or ( | ||
int(session['smellf']) >= 2 and int(session['smells']) >= 2) or \ | ||
(int(session['throatf']) >= 2 and int(session['throats']) >= 2) or \ | ||
(int(session['lymphnodesf']) >= 2 and int(session['lymphnodess']) >= 2) or \ | ||
(int(session['feverf']) >= 2 and int(session['fevers']) >= 2): | ||
ccc_immune = 1 | ||
ccc_immunecheck = "Yes" | ||
else: | ||
ccc_immune = 0 | ||
ccc_immunecheck = "No" | ||
ccc_poly = np.sum([ccc_auto, ccc_neuro, ccc_immune]) | ||
# most of the symptoms are required, but there is one polythetic criteria, shown here by ccc_poly | ||
if np.sum([ccc_fatigue, ccc_pem, ccc_sleep, ccc_pain, ccc_cog]) >= 5 and ccc_poly >= 2: | ||
ccc_dx = "Met" | ||
ccc_msg = "Your responses suggest that you meet the Canadian Consensus Criteria for ME/CFS." | ||
else: | ||
ccc_dx = "Not met" | ||
ccc_msg = "Your responses do not meet the Canadian Consensus Criteria for ME/CFS." | ||
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# converts scores to 100pt scale | ||
user_scores = np.multiply(user_scores, 25).tolist() | ||
cfsdomains = np.multiply(cfsdomains, 25).tolist() | ||
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fig = go.Figure( | ||
data=[ | ||
go.Bar(y=user_scores, x=categories, name="Your scores"), | ||
go.Bar(y=cfsdomains, x=categories, name="Average ME/CFS scores")], | ||
layout=go.Layout( | ||
title=go.layout.Title(text='Your scores compared with our dataset of <br>' | ||
'over 2,400 participants with ME/CFS', x=0.5), | ||
showlegend=True, legend=dict( | ||
orientation="h", | ||
yanchor="bottom", | ||
y=1.02, | ||
xanchor="right", | ||
x=1))) | ||
fig.update_layout(yaxis_title='Averaged Frequency and Severity Scores', | ||
xaxis_title='Symptom Domains') | ||
fig.update_yaxes(range=[0, 100], dtick=25) | ||
fig.add_hline(y=1.5 * 25, line_color='black') | ||
graphJSON = json.dumps(fig, cls=plotly.utils.PlotlyJSONEncoder) | ||
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return render_template("results/graph3.html", graphJSON=graphJSON, | ||
ccc_msg=ccc_msg, ccc_fatiguecheck=ccc_fatiguecheck, | ||
ccc_pemcheck=ccc_pemcheck, ccc_paincheck=ccc_paincheck, ccc_sleepcheck=ccc_sleepcheck, | ||
ccc_cogcheck=ccc_cogcheck, ccc_autocheck=ccc_autocheck, ccc_immunecheck=ccc_immunecheck, | ||
ccc_neurocheck=ccc_neurocheck, ccc_dx=ccc_dx, ccc_reduction=ccc_reduction, | ||
iomfatiguecheck=iomfatiguecheck, iomreductioncheck=iomreductioncheck, | ||
iompemcheck=iompemcheck, iomdxcheck=iomdxcheck, iom_msg=iom_msg, | ||
iomsleepcheck=iomsleepcheck, iomcogcheck=iomcogcheck, iomorthocheck=iomorthocheck) |
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