diff --git a/context_generator.py b/context_generator.py index a98d562..b46bc41 100644 --- a/context_generator.py +++ b/context_generator.py @@ -2,4 +2,5 @@ import pandas as pd pnoe_df = pd.read_csv('data/pnoe_data.csv') patient_df = pd.read_csv('data/patient_data.csv') -spirometry_df = pd.read_csv('data/spirometry_data.csv') \ No newline at end of file +spirometry_df = pd.read_csv('data/spirometry_data.csv') + diff --git a/graphs/spirometry_chart.png b/graphs/spirometry_chart.png index e9eb47f..152f6a3 100644 Binary files a/graphs/spirometry_chart.png and b/graphs/spirometry_chart.png differ diff --git a/multi_page_report.pdf b/multi_page_report.pdf index d60598a..5d74680 100644 Binary files a/multi_page_report.pdf and b/multi_page_report.pdf differ diff --git a/notebook.ipynb b/notebook.ipynb index 69cb7ec..a61fe22 100644 --- a/notebook.ipynb +++ b/notebook.ipynb @@ -1381,13 +1381,13 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 53, "id": "d468d687", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1477,7 +1477,7 @@ " ax.set_xlabel('')\n", "\n", "# Add x-axis label to the bottom axis\n", - "axes[-1].set_xlabel('Z-score', fontsize=10)\n", + "# axes[-1].set_xlabel('Z-score', fontsize=10)\n", "\n", "# Top annotations\n", "axes[0].text(-1.7, 0.45, 'LLN', ha='center', va='bottom', fontsize=9)\n", diff --git a/report_gen/page_19.html b/report_gen/page_19.html index 3aa8fa0..840153e 100644 --- a/report_gen/page_19.html +++ b/report_gen/page_19.html @@ -18,42 +18,42 @@ Age (M) Poor Below Average Average Above Average Good Excellent Athlete @@ -62,169 +62,169 @@ 18-25 - + 85bpm + - + 76-84bpm - + 74-78bpm - + 70-73bpm - + 66-69bpm - + 61-65bpm - + 60-60bpm 26-35 - + 83bpm + - + 77-82bpm - + 73-76bpm - + 69-72bpm - + 65-68bpm - + 60-64bpm - + 55-59bpm 36-45 - + 85bpm + - + 79-84bpm - + 74-78bpm - + 70-73bpm - + 65-69bpm - + 60-64bpm - + 55-59bpm 46-55 - + 84bpm + - + 76-83bpm - + 73-77bpm - + 70-72bpm - + 66-69bpm - + 61-65bpm - + 56-60bpm 56-65 - + 85bpm + - + 78-84bpm - + 74-77bpm - + 70-73bpm - + 65-69bpm - + 60-64bpm - + 50-59bpm 65+ - + 84bpm + - + 77-83bpm - + 73-76bpm - + 70-73bpm - + 65-69bpm - + 60-64bpm - + 55-59bpm @@ -240,42 +240,42 @@ Age (F) Poor Below Average Average Above Average Good Excellent Athlete @@ -284,169 +284,169 @@ 18-25 - + 81bpm + - + 74-81bpm - + 73-78bpm - + 66-69bpm - + 62-65bpm - + 56-61bpm - + 50-55bpm 26-35 - + 82bpm + - + 75-81bpm - + 71-74bpm - + 66-70bpm - + 62-65bpm - + 55-61bpm - + 54-54bpm 36-45 - + 83bpm + - + 76-82bpm - + 71-75bpm - + 67-70bpm - + 63-66bpm - + 57-62bpm - + 47-56bpm 46-55 - + 84bpm + - + 77-83bpm - + 72-76bpm - + 68-71bpm - + 64-67bpm - + 58-63bpm - + 49-57bpm 56-65 - + 82bpm + - + 76-81bpm - + 72-75bpm - + 68-71bpm - + 62-67bpm - + 57-61bpm - + 51-56bpm 65+ - + 80bpm + - + 74-79bpm - + 70-73bpm - + 66-69bpm - + 62-65bpm - + 56-61bpm - + 52-55bpm @@ -469,37 +469,37 @@ Age (M) Very Poor Poor Fair Good Excellent Superior @@ -508,126 +508,126 @@ 20-29 - + 29.0-38.1 - + 38.1-44.9 - + 44.9-50.2 - + 50.2-61.8 - + 57.1-66.3 - + 66.3+ 30-39 - + 27.2-34.1 - + 34.1-39.6 - + 39.6-45.2 - + 45.2-51.6 - + 51.6-59.8 - + 59.8+ 40-49 - + 24.2-30.5 - + 30.5-35.7 - + 35.7-40.3 - + 40.3-46.7 - + 46.7-55.6 - + 55.6+ 50-59 - + 20.9-26.1 - + 26.1-30.7 - + 30.7-35.1 - + 35.1-41.2 - + 41.2-50.7 - + 50.7+ 60-69 - + 17.4-22.4 - + 22.4-26.6 - + 26.6-30.5 - + 30.5-36.1 - + 36.1-43.0 - + 43.0+ @@ -643,37 +643,37 @@ Age (F) Very Poor Poor Fair Good Excellent Superior @@ -682,126 +682,126 @@ 20-29 - + 21.7-28.6 - + 28.6-34.6 - + 34.6-40.6 - + 40.6-46.5 - + 46.5-56.0 - + 56.0+ 30-39 - + 19.0-24.1 - + 24.1-28.2 - + 28.2-32.2 - + 32.2-35.7 - + 35.7-45.8 - + 45.8+ 40-49 - + 17.0-21.3 - + 21.3-24.9 - + 24.9-28.7 - + 28.7-34.0 - + 34.0-41.7 - + 41.7+ 50-59 - + 16.0-19.1 - + 19.1-24.4 - + 21.8-27.6 - + 25.2-28.6 - + 28.6-35.9 - + 35.9+ 60-69 - + 13.4-16.5 - + 16.5-18.9 - + 18.9-21.2 - + 21.2-24.6 - + 24.6-29.4 - + 29.4+ diff --git a/report_gen/page_7.html b/report_gen/page_7.html index d3f20a8..d934c08 100644 --- a/report_gen/page_7.html +++ b/report_gen/page_7.html @@ -1,11 +1,11 @@ -
+
-

Lung Analysis

+

Lung Analysis

-
+

Spirometry Assessment

-

+

Spirometry is a diagnostic device that assesses how well a person breathes and how their lungs are functioning. Lung function is crucial for oxygen delivery during physical activity. Comparing @@ -24,18 +24,18 @@

-
+

Indications

{{ indication }}

-
+

Respiratory

-
+