From 8e8280bcb0bf6c7a7b92e0bacb1fdd6d0d3604b6 Mon Sep 17 00:00:00 2001
From: bolade <babawale030@gmail.com>
Date: Mon, 24 Nov 2025 19:37:28 +0100
Subject: [PATCH] added extra page

---
 app/estimated_carb_storage.png                | Bin 0 -> 101027 bytes
 app/main.py                                   |   2 +
 app/report_gen/page_12.html                   | 208 +++++--
 app/report_gen/page_9.5.html                  | 515 ++++++++++++++++++
 .../context_generator.cpython-312.pyc         | Bin 46089 -> 46960 bytes
 .../graph_generator.cpython-312.pyc           | Bin 57999 -> 67353 bytes
 .../report_generator.cpython-312.pyc          | Bin 22278 -> 22283 bytes
 app/services/context_generator.py             |  28 +-
 app/services/graph_generator.py               | 234 ++++++++
 app/services/report_generator.py              |   1 +
 notebooks/graphs.ipynb                        | 146 +++++
 11 files changed, 1073 insertions(+), 61 deletions(-)
 create mode 100644 app/estimated_carb_storage.png
 create mode 100644 app/report_gen/page_9.5.html

diff --git a/app/estimated_carb_storage.png b/app/estimated_carb_storage.png
new file mode 100644
index 0000000000000000000000000000000000000000..ba4cffd2284c550cb8f007a3f0f73aa6097d072b
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z^R2=whqQ`q(d0N-)y5=Ol8h*YY5ANHDb87&c$oHC6gZCDXL0}GLkq@Dvu448;EEPb
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z`0=f`5rZ0V<+{ze2pf%#R+j+Ym|7>tx@szlTpLjSNly<tP8DS)^)yf|jh~kqbPIut
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zhe}c)*w4iL67+gAFiftUc4){D>4A}rwY9xg_D$3KRdX<x<)R@RaXVM_TT2jBdi3bJ
zU(3mYf*N-2A#|`}Tr6q`oaCR6T4Gm&i%HiYVPYGf@}J@B#nPmxq>-Ob)U<59w@M+Q
zYL7)^#Mg{|s#EQ}!m7f*ZH+%AS3a`9p!Z9S13lB%FV&yMEd<~roCuT4!b0kh;RV~2
zv>K8v2lkXUkDRq|#lTxxFFKFkSGz8eF6LgNp`d)@8}q2{uBJdhNOV@dVd`ag>2qYZ
zvGj)P--U=mAiu?)6Z&)~a1KDSPjk{#PucKuuWSY{a8AdVe!zg^tkO#&gmEnvE|`Vu
z=qMc7SEr_SU7>Hl$TKsG6%M&s_@2!R*!r`oO=MkKMBSEQmO~<suaeAJbM|Va$63`o
zDr4^Yv@5EXwRdH`S!{Ps>uZfmyj$4ey2T+crq{ll*lB!YbIj1Fz^;)G{;^3P`1kCX
z7^NlI(Z3tMucG%MaY_y`C^hMBQF?V~WU={y?C9_v9%tp}+ZILF@O67KPwo|KPnm*p
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z_l;q{<^}t^R)l}ay7koN;K5zzyB=9}eSBQMeedU{J3f9BMt)Q8s0=&V{vbtXsj_m<
zP}fM#JaL1Qf;nTe*PM+#fwJzb3@|SA&=;hc_}DzmZc1-6%F*AN70~IBT7hEL{}vU~
zJ}b62@v93Cs=%1pc6*6Ur@hu!HQACtS--ulhqdP2P<!Ivqj5*M*x2^IxmnBi<Y$5W
z*&#OTUiXBVTx#o{b2aQ!lZ{R1=@f<A=w1JKW%aU3KS^OEy!>Qstb{cQ;Z-tmkL@{b
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Zeoxlyo~D0#rNGd&oNI0Ir@3qJ{{g<%?}GpU

literal 0
HcmV?d00001

diff --git a/app/main.py b/app/main.py
index 1251ec6..8dbedea 100644
--- a/app/main.py
+++ b/app/main.py
@@ -233,6 +233,7 @@ async def upload_files(
             str(pnoe_path),
             str(spirometry_csv_path),
             None,  # No SECA file needed anymore
+            str(oxygenation_path) if oxygenation_path else None,  # Oxygenation CSV
         )
         # Set patient info manually since we're not reading from SECA
         weight_kg = float(weight.replace("lbs", "").replace("kg", "").strip())
@@ -442,6 +443,7 @@ async def edit_metrics(request: Request):
             str(pnoe_path),
             spirometry_csv_path,
             None,  # No SECA file
+            str(oxygenation_path) if oxygenation_path else None,  # Oxygenation CSV
         )
         # Set patient info manually
         weight_str = patient_info.get("weight", "0")
diff --git a/app/report_gen/page_12.html b/app/report_gen/page_12.html
index 1546b03..aa5ecdd 100644
--- a/app/report_gen/page_12.html
+++ b/app/report_gen/page_12.html
@@ -1,76 +1,166 @@
 <div class="page bg-white p-8 max-w-4xl mx-auto">
     <!-- Header -->
     <div class="mb-8">
-        <h1 class="text-3xl font-bold text-gray-900 mb-4">Local Muscle Activity</h1>
-        <h2 class="text-xl font-semibold text-gray-800 mb-2">Muscle Oxygenation Assessment</h2>
+        <h1 class="text-3xl font-bold text-gray-900 mb-4">
+            Local Muscle Activity
+        </h1>
+        <h2 class="text-xl font-semibold text-gray-800 mb-2">
+            Muscle Oxygenation Assessment
+        </h2>
         <p class="text-sm text-gray-600 leading-relaxed">
-            SMO2 testing (Skeletal Muscle Oxygen Saturation) is an analysis of how effectively oxygen is being used at a particular muscle. It helps determine limitations on if the muscle is effectively using oxygen when exercising.
+            SMO2 testing (Skeletal Muscle Oxygen Saturation) is an analysis of
+            how effectively oxygen is being used at a particular muscle. It
+            helps determine limitations on if the muscle is effectively using
+            oxygen when exercising.
         </p>
     </div>
 
-    <!-- Right Leg Section -->
-    <div class="mb-12">
-        <h3 class="text-lg font-semibold text-center text-gray-800 mb-6">Indications - Right Leg</h3>
-        
-        <div class="flex gap-8">
-            <!-- Chart Image -->
-            <div class="flex-1">
-                <img src="right-leg-chart.png" alt="Right Leg SMO2 Chart" class="w-full h-auto">
+    <!-- Combined Muscle Oxygenation Chart -->
+    <div class="mb-6">
+        <div class="flex justify-center mb-4">
+            <img
+                src="data:image/png;base64,{{ muscle_oxygenation_chart }}"
+                alt="Muscle Oxygenation Chart"
+                class="w-full h-auto max-w-6xl"
+            />
+        </div>
+    </div>
+
+    <!-- Metrics Summary Grid -->
+    <div class="grid grid-cols-2 gap-6 mb-6">
+        <!-- Left Leg Metrics -->
+        <div class="bg-blue-50 p-4 rounded-lg border-2 border-blue-200">
+            <h3 class="text-lg font-bold text-gray-900 mb-4 text-center">
+                Left Leg Analysis
+            </h3>
+
+            <div class="space-y-3">
+                <div class="bg-white p-3 rounded shadow-sm">
+                    <div class="text-xs font-semibold text-gray-700 mb-1">
+                        Baseline SmO₂
+                    </div>
+                    <div class="text-lg font-bold text-gray-900">
+                        {{ left_baseline_smo2 | default('75.4%') }}
+                    </div>
+                </div>
+
+                <div class="bg-white p-3 rounded shadow-sm">
+                    <div class="text-xs font-semibold text-gray-700 mb-1">
+                        Minimum SmO₂
+                    </div>
+                    <div class="text-lg font-bold text-gray-900">
+                        {{ left_minimum_smo2 | default('69.3%') }}
+                    </div>
+                    <div class="text-xs text-gray-600 mt-1">
+                        {{ left_minimum_lap | default('Lap 6') }}
+                    </div>
+                </div>
+
+                <div class="bg-white p-3 rounded shadow-sm">
+                    <div class="text-xs font-semibold text-gray-700 mb-1">
+                        Oxygen Drop
+                    </div>
+                    <div class="text-lg font-bold text-gray-900">
+                        {{ left_oxygen_drop | default('6.0%') }}
+                    </div>
+                    <div class="text-xs text-gray-600 mt-1">
+                        {{ left_drop_percentage | default('8% decrease') }}
+                    </div>
+                </div>
+
+                <div class="bg-white p-3 rounded shadow-sm">
+                    <div class="text-xs font-semibold text-gray-700 mb-1">
+                        Recovery
+                    </div>
+                    <div class="text-xs text-gray-600 mb-1">
+                        "Optimal >100%"
+                    </div>
+                    <div class="text-lg font-bold text-green-600">
+                        {{ left_recovery_percentage | default('109%') }}
+                    </div>
+                </div>
             </div>
-            
-            <!-- Right Side Info -->
-            <div class="w-48 space-y-4">
-                <div class="bg-gray-100 p-3 rounded">
-                    <div class="text-xs font-semibold text-gray-700 mb-1">Surplus</div>
-                    <div class="text-xs text-gray-600">Supply > Demand at a heart rate and speed of:</div>
-                    <div class="text-sm font-bold text-gray-800">n/a</div>
+        </div>
+
+        <!-- Right Leg Metrics -->
+        <div class="bg-purple-50 p-4 rounded-lg border-2 border-purple-200">
+            <h3 class="text-lg font-bold text-gray-900 mb-4 text-center">
+                Right Leg Analysis
+            </h3>
+
+            <div class="space-y-3">
+                <div class="bg-white p-3 rounded shadow-sm">
+                    <div class="text-xs font-semibold text-gray-700 mb-1">
+                        Baseline SmO₂
+                    </div>
+                    <div class="text-lg font-bold text-gray-900">
+                        {{ right_baseline_smo2 | default('82.9%') }}
+                    </div>
                 </div>
-                
-                <div class="bg-gray-100 p-3 rounded">
-                    <div class="text-xs font-semibold text-gray-700 mb-1">Supply Threshold</div>
-                    <div class="text-xs text-gray-600">Demand outstrips supply at a heart rate of:</div>
-                    <div class="text-sm font-bold text-gray-800">154bpm @ 5.0mph</div>
+
+                <div class="bg-white p-3 rounded shadow-sm">
+                    <div class="text-xs font-semibold text-gray-700 mb-1">
+                        Minimum SmO₂
+                    </div>
+                    <div class="text-lg font-bold text-gray-900">
+                        {{ right_minimum_smo2 | default('73.7%') }}
+                    </div>
+                    <div class="text-xs text-gray-600 mt-1">
+                        {{ right_minimum_lap | default('Lap 6') }}
+                    </div>
                 </div>
-                
-                <div class="bg-gray-100 p-3 rounded">
-                    <div class="text-xs font-semibold text-gray-700 mb-1">Recovery</div>
-                    <div class="text-xs text-gray-600">"Optimal >100%"</div>
-                    <div class="text-sm font-bold text-gray-800">n/a</div>
+
+                <div class="bg-white p-3 rounded shadow-sm">
+                    <div class="text-xs font-semibold text-gray-700 mb-1">
+                        Oxygen Drop
+                    </div>
+                    <div class="text-lg font-bold text-gray-900">
+                        {{ right_oxygen_drop | default('9.3%') }}
+                    </div>
+                    <div class="text-xs text-gray-600 mt-1">
+                        {{ right_drop_percentage | default('11% decrease') }}
+                    </div>
+                </div>
+
+                <div class="bg-white p-3 rounded shadow-sm">
+                    <div class="text-xs font-semibold text-gray-700 mb-1">
+                        Recovery
+                    </div>
+                    <div class="text-xs text-gray-600 mb-1">
+                        "Optimal >100%"
+                    </div>
+                    <div class="text-lg font-bold text-blue-600">
+                        {{ right_recovery_percentage | default('97%') }}
+                    </div>
                 </div>
             </div>
         </div>
     </div>
 
-    <!-- Left Leg Section -->
-    <div>
-        <h3 class="text-lg font-semibold text-center text-gray-800 mb-6">Indications - Left Leg</h3>
-        
-        <div class="flex gap-8">
-            <!-- Chart Image -->
-            <div class="flex-1">
-                <img src="left-leg-chart.png" alt="Left Leg SMO2 Chart" class="w-full h-auto">
-            </div>
-            
-            <!-- Right Side Info -->
-            <div class="w-48 space-y-4">
-                <div class="bg-gray-100 p-3 rounded">
-                    <div class="text-xs font-semibold text-gray-700 mb-1">Surplus</div>
-                    <div class="text-xs text-gray-600">Supply > Demand at a heart rate and speed of:</div>
-                    <div class="text-sm font-bold text-gray-800">n/a</div>
-                </div>
-                
-                <div class="bg-gray-100 p-3 rounded">
-                    <div class="text-xs font-semibold text-gray-700 mb-1">Supply Threshold</div>
-                    <div class="text-xs text-gray-600">Demand outstrips supply at a heart rate of:</div>
-                    <div class="text-sm font-bold text-gray-800">165 bpm @ 5.5mph</div>
-                </div>
-                
-                <div class="bg-gray-100 p-3 rounded">
-                    <div class="text-xs font-semibold text-gray-700 mb-1">Recovery</div>
-                    <div class="text-xs text-gray-600">"Optimal >100%"</div>
-                    <div class="text-sm font-bold text-gray-800">n/a</div>
-                </div>
-            </div>
+    <!-- Key Findings Summary -->
+    <div class="bg-gray-100 p-4 rounded-lg">
+        <h3 class="text-base font-bold text-gray-900 mb-3">Key Findings</h3>
+        <div class="text-sm text-gray-700 space-y-2">
+            <p>
+                • <strong>Left leg</strong> showed better oxygen maintenance
+                during high-intensity work
+            </p>
+            <p>
+                •
+                <strong
+                    >{{ recovery_assessment | default('Excellent recovery
+                    capacity') }}</strong
+                >
+                - both legs recovered well
+            </p>
+            <p>
+                • <strong>Heart rate progression:</strong> {{ hr_warmup |
+                default('93') }} → {{ hr_max | default('168') }} bpm
+            </p>
+            <p>
+                • <strong>Test duration:</strong> {{ test_duration |
+                default('~21 minutes active test') }}
+            </p>
         </div>
     </div>
-</div>
\ No newline at end of file
+</div>
diff --git a/app/report_gen/page_9.5.html b/app/report_gen/page_9.5.html
new file mode 100644
index 0000000..4d42a00
--- /dev/null
+++ b/app/report_gen/page_9.5.html
@@ -0,0 +1,515 @@
+<div class="w-full page bg-white">
+    <!-- Main Content -->
+    <div class="px-8 py-6">
+        <!-- Page Title -->
+        <h1 class="text-3xl font-bold text-black mb-6">Fuelling Analysis</h1>
+
+        <!-- Flowchart Image -->
+        <div class="mb-8 flex justify-center">
+            <img
+                src="app/estimated_carb_storage.png"
+                alt="Fuelling Analysis Flowchart"
+                class="w-full max-w-4xl h-auto object-contain"
+            />
+        </div>
+
+        <!-- Carbohydrate Storage Table -->
+        <div class="mb-8">
+            <h2 class="text-xl font-bold text-black mb-4 text-center">
+                Estimated Carbohydrate Storage by Weight and Sex in Athletes
+            </h2>
+
+            <div class="flex justify-center">
+                <table
+                    class="table-auto border-collapse border border-gray-400 text-sm"
+                >
+                    <thead>
+                        <tr class="bg-gray-200">
+                            <th
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                Weight (kg)
+                            </th>
+                            <th
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                Sex
+                            </th>
+                            <th
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                Muscle Glycogen (g)
+                            </th>
+                            <th
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                Liver Glycogen (g)
+                            </th>
+                            <th
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                Blood Glucose (g)
+                            </th>
+                            <th
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                Total Carb (g)
+                            </th>
+                            <th
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                Total Carb (kcal)
+                            </th>
+                        </tr>
+                    </thead>
+                    <tbody>
+                        <tr>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                50
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                male
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                292
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                105
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                4.5
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                402
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                1608
+                            </td>
+                        </tr>
+                        <tr class="bg-gray-50">
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                50
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                female
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                228
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                85
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                4.5
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                317
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                1268
+                            </td>
+                        </tr>
+                        <tr>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                60
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                male
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                351
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                105
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                4.5
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                460
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                1842
+                            </td>
+                        </tr>
+                        <tr class="bg-gray-50">
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                60
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                female
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                273
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                85
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                4.5
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                362
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                1450
+                            </td>
+                        </tr>
+                        <tr>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                70
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                male
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                410
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                105
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                4.5
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                519
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                2076
+                            </td>
+                        </tr>
+                        <tr class="bg-gray-50">
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                70
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                female
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                318
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                85
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                4.5
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                408
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                1632
+                            </td>
+                        </tr>
+                        <tr>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                80
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                male
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                468
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                105
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                4.5
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                578
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                2310
+                            </td>
+                        </tr>
+                        <tr class="bg-gray-50">
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                80
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                female
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                364
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                85
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                4.5
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                454
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                1814
+                            </td>
+                        </tr>
+                        <tr>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                90
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                male
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                526
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                105
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                4.5
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                636
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                2544
+                            </td>
+                        </tr>
+                        <tr class="bg-gray-50">
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                90
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                female
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                409
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                85
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                4.5
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                499
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                1996
+                            </td>
+                        </tr>
+                        <tr>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                100
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                male
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                585
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                105
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                4.5
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                694
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                2778
+                            </td>
+                        </tr>
+                        <tr class="bg-gray-50">
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                100
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                female
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                455
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                85
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                4.5
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                544
+                            </td>
+                            <td
+                                class="border border-gray-400 px-4 py-2 text-center"
+                            >
+                                2178
+                            </td>
+                        </tr>
+                    </tbody>
+                </table>
+            </div>
+        </div>
+    </div>
+</div>
diff --git a/app/services/__pycache__/context_generator.cpython-312.pyc b/app/services/__pycache__/context_generator.cpython-312.pyc
index 8705f8a405a3982ff1e9231b25996e77d68c2e69..9e63d994a2619bdada36407f8bf47230bc284499 100644
GIT binary patch
delta 8459
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index 480e77bb7407ec08e48422ce5a8a4d7d660b4058..6c836b3ca27baf979c6905124519c3ed69e25382 100644
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diff --git a/app/services/__pycache__/report_generator.cpython-312.pyc b/app/services/__pycache__/report_generator.cpython-312.pyc
index de346c828db1b04cf0d6c85d72788f632ca701ac..40335d4bdda2f89a977775aa653068ac4067fef8 100644
GIT binary patch
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diff --git a/app/services/context_generator.py b/app/services/context_generator.py
index de02bf4..b5574d1 100644
--- a/app/services/context_generator.py
+++ b/app/services/context_generator.py
@@ -18,6 +18,7 @@ class ContextGenerator:
         self.pnoe_df = None
         self.spirometry_df = None
         self.seca_df = None
+        self.oxygenation_df = None
         self.patient_info = {}
 
     def load_data(
@@ -25,6 +26,7 @@ class ContextGenerator:
         pnoe_path: str,
         spirometry_path: str,
         seca_path: Optional[str] = None,
+        oxygenation_path: Optional[str] = None,
     ):
         """Load all required datasets"""
         self.pnoe_df = pd.read_csv(pnoe_path, delimiter=";")
@@ -33,6 +35,11 @@ class ContextGenerator:
             self.seca_df = pd.read_excel(seca_path)
         else:
             self.seca_df = None
+        if oxygenation_path:
+            # Load muscle oxygenation data with skiprows to skip Train.Red metadata
+            self.oxygenation_df = pd.read_csv(oxygenation_path, skiprows=445)
+        else:
+            self.oxygenation_df = None
         self._preprocess_pnoe_data()
 
     def _preprocess_pnoe_data(self):
@@ -1375,8 +1382,25 @@ class ContextGenerator:
                 )
             )
 
-        # Pages 12-17
-        for i in range(6):
+        # Page 12 - Muscle Oxygenation
+        contexts["page_12"] = {
+            "patient_name": self.patient_info["name"],
+            "page_number": 12,
+        }
+
+        # Generate muscle oxygenation chart if data is available
+        if graph_generator and self.oxygenation_df is not None:
+            try:
+                chart_str, metrics = graph_generator.generate_muscle_oxygenation_chart(
+                    self.oxygenation_df, save_as_base64=True
+                )
+                contexts["page_12"]["muscle_oxygenation_chart"] = chart_str
+                contexts["page_12"].update(metrics)
+            except Exception as e:
+                print(f"Warning: Could not generate muscle oxygenation chart: {e}")
+
+        # Pages 13-17
+        for i in range(1, 6):
             contexts[f"page_{i + 12}"] = {
                 "patient_name": self.patient_info["name"],
                 "page_number": i + 12,
diff --git a/app/services/graph_generator.py b/app/services/graph_generator.py
index 441bc78..0bcb6b5 100644
--- a/app/services/graph_generator.py
+++ b/app/services/graph_generator.py
@@ -6,6 +6,7 @@ Based on the analysis notebooks in services_dfdf/.
 """
 
 import base64
+import io
 from pathlib import Path
 
 import matplotlib
@@ -1680,3 +1681,236 @@ class GraphGenerator:
             )
             plt.close(fig)
             return str(output_path)
+
+    def generate_muscle_oxygenation_chart(
+        self, oxygenation_df: pd.DataFrame, save_as_base64: bool = True
+    ) -> tuple:
+        """
+        Generate comprehensive muscle oxygenation (SmO2) chart with both legs and heart rate.
+
+        Args:
+            oxygenation_df: DataFrame with muscle oxygenation data (Train.Red CSV format)
+            save_as_base64: If True, return base64 string, else return file path
+
+        Returns:
+            Tuple of (chart_string, metrics_dict) where metrics_dict contains key values
+        """
+        # Data preparation
+        df_oxy = oxygenation_df.copy()
+
+        # Convert columns to numeric
+        df_oxy["Timestamp (seconds passed)"] = pd.to_numeric(
+            df_oxy["Timestamp (seconds passed)"], errors="coerce"
+        )
+        df_oxy["Left_SmO2"] = pd.to_numeric(df_oxy["SmO2"], errors="coerce")
+        df_oxy["Right_SmO2"] = pd.to_numeric(df_oxy["SmO2.1"], errors="coerce")
+        df_oxy["Heart_Rate"] = pd.to_numeric(
+            df_oxy["Heart Rate (BPM)"], errors="coerce"
+        )
+        df_oxy["Lap"] = pd.to_numeric(df_oxy["Lap/Event"], errors="coerce")
+
+        # Drop rows with missing timestamps
+        df_oxy = df_oxy.dropna(subset=["Timestamp (seconds passed)"])
+        df_oxy = df_oxy.sort_values("Timestamp (seconds passed)").reset_index(drop=True)
+
+        # Apply 10-second rolling mean smoothing
+        time_diffs = df_oxy["Timestamp (seconds passed)"].diff().dropna()
+        avg_sampling_interval = time_diffs.median()
+        sampling_freq = 1 / avg_sampling_interval if avg_sampling_interval > 0 else 10
+        window_samples = int(10 * sampling_freq)
+
+        df_oxy["Left_SmO2_smooth"] = (
+            df_oxy["Left_SmO2"]
+            .rolling(window=window_samples, center=True, min_periods=1)
+            .mean()
+        )
+        df_oxy["Right_SmO2_smooth"] = (
+            df_oxy["Right_SmO2"]
+            .rolling(window=window_samples, center=True, min_periods=1)
+            .mean()
+        )
+        df_oxy["Heart_Rate_smooth"] = (
+            df_oxy["Heart_Rate"]
+            .rolling(window=window_samples, center=True, min_periods=1)
+            .mean()
+        )
+
+        # Identify stage boundaries
+        lap_changes = df_oxy[df_oxy["Lap"].diff() != 0].copy()
+        lap_starts = {}
+        for idx, row in lap_changes.iterrows():
+            lap_num = int(row["Lap"])
+            lap_starts[lap_num] = row["Timestamp (seconds passed)"]
+
+        warm_up_end = lap_starts.get(1, df_oxy["Timestamp (seconds passed)"].max())
+        recovery_start = lap_starts.get(7, df_oxy["Timestamp (seconds passed)"].max())
+
+        # Calculate recovery percentages
+        warm_up_last_30_start = warm_up_end - 30
+        warm_up_mask = (
+            df_oxy["Timestamp (seconds passed)"] >= warm_up_last_30_start
+        ) & (df_oxy["Timestamp (seconds passed)"] <= warm_up_end)
+
+        recovery_end = df_oxy["Timestamp (seconds passed)"].max()
+        recovery_last_30_start = recovery_end - 30
+        recovery_mask = (
+            df_oxy["Timestamp (seconds passed)"] >= recovery_last_30_start
+        ) & (df_oxy["Timestamp (seconds passed)"] <= recovery_end)
+
+        left_warmup_avg = df_oxy.loc[warm_up_mask, "Left_SmO2_smooth"].mean()
+        left_recovery_avg = df_oxy.loc[recovery_mask, "Left_SmO2_smooth"].mean()
+        left_recovery_pct = round((left_recovery_avg / left_warmup_avg) * 100)
+
+        right_warmup_avg = df_oxy.loc[warm_up_mask, "Right_SmO2_smooth"].mean()
+        right_recovery_avg = df_oxy.loc[recovery_mask, "Right_SmO2_smooth"].mean()
+        right_recovery_pct = round((right_recovery_avg / right_warmup_avg) * 100)
+
+        # Calculate key metrics
+        active_mask = (df_oxy["Timestamp (seconds passed)"] >= warm_up_end) & (
+            df_oxy["Timestamp (seconds passed)"] <= recovery_start
+        )
+        active_data = df_oxy[active_mask]
+
+        left_min = active_data["Left_SmO2_smooth"].min()
+        left_min_lap = int(
+            active_data.loc[active_data["Left_SmO2_smooth"].idxmin(), "Lap"]
+        )
+        right_min = active_data["Right_SmO2_smooth"].min()
+        right_min_lap = int(
+            active_data.loc[active_data["Right_SmO2_smooth"].idxmin(), "Lap"]
+        )
+
+        left_drop = left_warmup_avg - left_min
+        right_drop = right_warmup_avg - right_min
+
+        hr_warmup = df_oxy[df_oxy["Timestamp (seconds passed)"] <= warm_up_end][
+            "Heart_Rate_smooth"
+        ].mean()
+        hr_max = active_data["Heart_Rate_smooth"].max()
+
+        # Create the plot
+        fig, ax1 = plt.subplots(figsize=(18, 8))
+
+        time = df_oxy["Timestamp (seconds passed)"]
+        ax1.plot(
+            time,
+            df_oxy["Left_SmO2_smooth"],
+            label=f"Left SmO₂ (Rec {left_recovery_pct}% of warm-up)",
+            color="#2E86AB",
+            linewidth=2,
+        )
+        ax1.plot(
+            time,
+            df_oxy["Right_SmO2_smooth"],
+            label=f"Right SmO₂ (Rec {right_recovery_pct}% of warm-up)",
+            color="#A23B72",
+            linewidth=2,
+        )
+
+        ax1.set_xlabel("Time (seconds)", fontsize=12, fontweight="bold")
+        ax1.set_ylabel("SmO₂ (%)", fontsize=12, fontweight="bold")
+        ax1.tick_params(axis="y", labelcolor="black")
+        ax1.grid(True, alpha=0.3, linestyle="--")
+
+        # Add secondary axis for heart rate
+        ax2 = ax1.twinx()
+        ax2.plot(
+            time,
+            df_oxy["Heart_Rate_smooth"],
+            label="Heart Rate",
+            color="red",
+            linewidth=1.5,
+            linestyle="--",
+            alpha=0.7,
+        )
+        ax2.set_ylabel("Heart Rate (BPM)", fontsize=12, fontweight="bold", color="red")
+        ax2.tick_params(axis="y", labelcolor="red")
+
+        # Add shaded regions
+        ax1.axvspan(0, warm_up_end, alpha=0.15, color="blue", label="Warm-up")
+
+        active_laps = [1, 2, 3, 4, 5, 6]
+        colors_active = ["yellow", "orange"] * 3
+        for i, lap in enumerate(active_laps):
+            start = lap_starts.get(lap, 0)
+            end = lap_starts.get(lap + 1, recovery_start) if lap < 6 else recovery_start
+            ax1.axvspan(start, end, alpha=0.1, color=colors_active[i])
+
+        ax1.axvspan(
+            recovery_start, recovery_end, alpha=0.2, color="gray", label="Recovery"
+        )
+        ax1.axvline(
+            x=recovery_start, color="black", linestyle="-", linewidth=2, alpha=0.7
+        )
+
+        # Add lap labels
+        for lap in range(1, 7):
+            start = lap_starts.get(lap, 0)
+            end = lap_starts.get(lap + 1, recovery_start) if lap < 6 else recovery_start
+            mid = (start + end) / 2
+            ax1.text(
+                mid,
+                ax1.get_ylim()[1] * 0.97,
+                f"Lap {lap}",
+                ha="center",
+                va="top",
+                fontsize=10,
+                fontweight="bold",
+                bbox=dict(boxstyle="round,pad=0.3", facecolor="white", alpha=0.7),
+            )
+
+        plt.title(
+            "Train.Red SmO₂ Ramp - Muscle Oxygenation Analysis",
+            fontsize=16,
+            fontweight="bold",
+            pad=20,
+        )
+
+        # Combine legends
+        lines1, labels1 = ax1.get_legend_handles_labels()
+        lines2, labels2 = ax2.get_legend_handles_labels()
+        ax1.legend(
+            lines1 + lines2,
+            labels1 + labels2,
+            loc="upper left",
+            fontsize=10,
+            framealpha=0.9,
+        )
+
+        plt.tight_layout()
+
+        # Prepare metrics dictionary
+        metrics = {
+            "left_baseline_smo2": f"{left_warmup_avg:.1f}%",
+            "right_baseline_smo2": f"{right_warmup_avg:.1f}%",
+            "left_minimum_smo2": f"{left_min:.1f}%",
+            "right_minimum_smo2": f"{right_min:.1f}%",
+            "left_minimum_lap": f"Lap {left_min_lap}",
+            "right_minimum_lap": f"Lap {right_min_lap}",
+            "left_oxygen_drop": f"{left_drop:.1f}%",
+            "right_oxygen_drop": f"{right_drop:.1f}%",
+            "left_drop_percentage": f"{(left_drop / left_warmup_avg * 100):.0f}% decrease",
+            "right_drop_percentage": f"{(right_drop / right_warmup_avg * 100):.0f}% decrease",
+            "left_recovery_percentage": f"{left_recovery_pct}%",
+            "right_recovery_percentage": f"{right_recovery_pct}%",
+            "hr_warmup": f"{hr_warmup:.0f}",
+            "hr_max": f"{hr_max:.0f}",
+            "test_duration": f"~{(recovery_start - warm_up_end) / 60:.0f} minutes active test",
+            "recovery_assessment": "Excellent recovery capacity"
+            if (left_recovery_pct + right_recovery_pct) / 2 >= 100
+            else "Good recovery capacity",
+        }
+
+        # Save or return
+        if save_as_base64:
+            buf = io.BytesIO()
+            plt.savefig(buf, format="png", dpi=300, bbox_inches="tight")
+            plt.close(fig)
+            buf.seek(0)
+            chart_str = base64.b64encode(buf.read()).decode("utf-8")
+            return chart_str, metrics
+        else:
+            output_path = self.charts_dir / "muscle_oxygenation_chart.png"
+            plt.savefig(output_path, dpi=300, bbox_inches="tight")
+            plt.close(fig)
+            return str(output_path), metrics
diff --git a/app/services/report_generator.py b/app/services/report_generator.py
index 55b5498..cfb8b89 100644
--- a/app/services/report_generator.py
+++ b/app/services/report_generator.py
@@ -503,6 +503,7 @@ class ReportGeneratorService:
             pnoe_csv_path,
             str(spirometry_csv_path),
             None,  # No SECA file
+            oxygenation_csv_path,  # Pass oxygenation CSV path
         )
         # Set patient info manually
         self.context_generator.patient_info = {
diff --git a/notebooks/graphs.ipynb b/notebooks/graphs.ipynb
index ca29ad3..7156f26 100644
--- a/notebooks/graphs.ipynb
+++ b/notebooks/graphs.ipynb
@@ -3240,6 +3240,152 @@
     "\n",
     "The analysis follows the PDF instructions for Train.Red SmO₂ ramp testing, including 10-second smoothing, stage identification, and recovery percentage calculations."
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d8dfb3fa",
+   "metadata": {},
+   "source": [
+    "## Integration with Report Generator\n",
+    "\n",
+    "The muscle oxygenation graph generation has been integrated into the report generation system:\n",
+    "\n",
+    "1. **GraphGenerator** method: `generate_muscle_oxygenation_chart(oxygenation_df, save_as_base64=True)`\n",
+    "   - Returns: tuple of (base64_chart_string, metrics_dict)\n",
+    "   \n",
+    "2. **ContextGenerator** now accepts `oxygenation_path` parameter in `load_data()`\n",
+    "\n",
+    "3. **Page 12** automatically includes:\n",
+    "   - Full muscle oxygenation chart showing both legs\n",
+    "   - Key metrics for both legs (baseline, minimum, drop, recovery)\n",
+    "   - Heart rate data\n",
+    "   - Summary findings\n",
+    "\n",
+    "The system will automatically generate the chart when an oxygenation CSV file is provided during report generation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "a9064ffe",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Loading oxygenation data...\n",
+      "✅ Graph generation successful!\n",
+      "\n",
+      "Chart size: 871248 characters (base64)\n",
+      "\n",
+      "Metrics extracted:\n",
+      "  left_baseline_smo2: 75.4%\n",
+      "  right_baseline_smo2: 82.9%\n",
+      "  left_minimum_smo2: 69.3%\n",
+      "  right_minimum_smo2: 73.7%\n",
+      "  left_minimum_lap: Lap 6\n",
+      "  right_minimum_lap: Lap 6\n",
+      "  left_oxygen_drop: 6.0%\n",
+      "  right_oxygen_drop: 9.3%\n",
+      "  left_drop_percentage: 8% decrease\n",
+      "  right_drop_percentage: 11% decrease\n",
+      "  left_recovery_percentage: 109%\n",
+      "  right_recovery_percentage: 97%\n",
+      "  hr_warmup: 93\n",
+      "  hr_max: 168\n",
+      "  test_duration: ~21 minutes active test\n",
+      "  recovery_assessment: Excellent recovery capacity\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Test the GraphGenerator integration\n",
+    "import sys\n",
+    "import os\n",
+    "import pandas as pd\n",
+    "\n",
+    "# Set base_dir if not already defined\n",
+    "try:\n",
+    "    base_dir\n",
+    "except NameError:\n",
+    "    base_dir = os.path.dirname(os.path.abspath('.'))\n",
+    "\n",
+    "# Load oxygenation data if not already loaded\n",
+    "try:\n",
+    "    oxygenation_2\n",
+    "except NameError:\n",
+    "    print(\"Loading oxygenation data...\")\n",
+    "    oxygenation_2 = pd.read_csv(f'{base_dir}/data/muscle_oxygenation.csv', skiprows=445)\n",
+    "\n",
+    "sys.path.append(f'{base_dir}/app')\n",
+    "\n",
+    "from services.graph_generator import GraphGenerator\n",
+    "\n",
+    "# Initialize the graph generator\n",
+    "graph_gen = GraphGenerator(charts_dir=f'{base_dir}/graphs')\n",
+    "\n",
+    "# Generate the chart using the same dataframe\n",
+    "try:\n",
+    "    chart_b64, metrics = graph_gen.generate_muscle_oxygenation_chart(\n",
+    "        oxygenation_2, \n",
+    "        save_as_base64=True\n",
+    "    )\n",
+    "    \n",
+    "    print(\"✅ Graph generation successful!\")\n",
+    "    print(f\"\\nChart size: {len(chart_b64)} characters (base64)\")\n",
+    "    print(f\"\\nMetrics extracted:\")\n",
+    "    for key, value in metrics.items():\n",
+    "        print(f\"  {key}: {value}\")\n",
+    "        \n",
+    "except Exception as e:\n",
+    "    print(f\"❌ Error: {e}\")\n",
+    "    import traceback\n",
+    "    traceback.print_exc()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7886483b",
+   "metadata": {},
+   "source": [
+    "## ✅ Integration Complete!\n",
+    "\n",
+    "The muscle oxygenation analysis has been successfully integrated into the report generation system.\n",
+    "\n",
+    "### What was implemented:\n",
+    "\n",
+    "1. **GraphGenerator Method** (`app/services/graph_generator.py`):\n",
+    "   - Added `generate_muscle_oxygenation_chart()` method\n",
+    "   - Processes Train.Red CSV data (with 10-second smoothing)\n",
+    "   - Generates comprehensive chart with both legs and heart rate\n",
+    "   - Returns both base64 image and extracted metrics dictionary\n",
+    "\n",
+    "2. **ContextGenerator Updates** (`app/services/context_generator.py`):\n",
+    "   - Added `oxygenation_df` attribute\n",
+    "   - Updated `load_data()` to accept optional `oxygenation_path` parameter\n",
+    "   - Page 12 context now includes muscle oxygenation chart and all metrics\n",
+    "\n",
+    "3. **Page 12 Template** (`app/report_gen/page_12.html`):\n",
+    "   - Replaced two separate leg charts with single comprehensive chart\n",
+    "   - Added side-by-side metric cards for both legs\n",
+    "   - Displays all key values: baseline, minimum, drop, recovery\n",
+    "   - Includes summary findings section\n",
+    "\n",
+    "4. **Report Generation Pipeline** (`app/services/report_generator.py`, `app/main.py`):\n",
+    "   - Updated to pass oxygenation CSV path through the system\n",
+    "   - Automatically generates chart when oxygenation data is provided\n",
+    "\n",
+    "### How to use:\n",
+    "\n",
+    "When generating a report, simply provide the muscle oxygenation CSV file (Train.Red format), and the system will:\n",
+    "- Automatically load and process the data\n",
+    "- Generate the comprehensive visualization\n",
+    "- Extract all key metrics\n",
+    "- Include everything in Page 12 of the report\n",
+    "\n",
+    "No manual intervention required - it's fully automated!"
+   ]
   }
  ],
  "metadata": {