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@csaid
Created January 7, 2022 02:54
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"sns.set_style('whitegrid')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"blue = np.array([58., 195., 242.]) / 255\n",
"pink = np.array([237., 38., 133.]) / 255\n",
"gray = np.array([150, 150, 150]) / 255\n",
"lightgray = np.array([200, 200, 200]) / 255\n",
"orange = np.array([245, 128, 50]) / 255\n",
"yellow = np.array([241, 211, 33]) / 255\n",
"red = np.array([237, 18, 98]) / 255\n",
"green = np.array([18, 237, 157]) / 255"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"df = pd.DataFrame([\n",
" {'case': 'C', 'day': 1, 'ct_nasal': 32, 'antigen_nasal': 'False Negative'},\n",
" {'case': 'C', 'day': 2, 'ct_nasal': 31, 'antigen_nasal': 'False Negative'},\n",
" {'case': 'C', 'day': 3, 'ct_nasal': 27, 'antigen_nasal': 'True Positive'},\n",
" {'case': 'C', 'day': 4, 'ct_nasal': 23, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'C', 'day': 5, 'ct_nasal': 18, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'C', 'day': 6, 'ct_nasal': 16, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'C', 'day': 7, 'ct_nasal': 24, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'C', 'day': 8, 'ct_nasal': 20, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'C', 'day': 9, 'ct_nasal': 28, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'C', 'day': 10, 'ct_nasal': 27, 'antigen_nasal': 'True Positive'},\n",
" \n",
" {'case': 'H', 'day': 1, 'ct_nasal': 34, 'antigen_nasal': 'False Negative'},\n",
" {'case': 'H', 'day': 2, 'ct_nasal': 29, 'antigen_nasal': 'False Negative'},\n",
" {'case': 'H', 'day': 3, 'ct_nasal': 23, 'antigen_nasal': 'True Positive'},\n",
" {'case': 'H', 'day': 4, 'ct_nasal': 13, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'H', 'day': 5, 'ct_nasal': 15, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'H', 'day': 6, 'ct_nasal': 20, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'H', 'day': 7, 'ct_nasal': 25, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'H', 'day': 8, 'ct_nasal': 29, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'H', 'day': 9, 'ct_nasal': 31, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'H', 'day': 10, 'ct_nasal': 34, 'antigen_nasal': 'False Negative'},\n",
" \n",
" {'case': 'P', 'day': 1, 'ct_nasal': 29, 'antigen_nasal': 'False Negative'},\n",
" {'case': 'P', 'day': 2, 'ct_nasal': 28, 'antigen_nasal': 'False Negative'},\n",
" {'case': 'P', 'day': 2.5, 'ct_nasal': 25, 'antigen_nasal': 'False Negative'},\n",
" {'case': 'P', 'day': 3, 'ct_nasal': 22, 'antigen_nasal': 'True Positive'},\n",
" {'case': 'P', 'day': 4, 'ct_nasal': 26, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'P', 'day': 5, 'ct_nasal': 15, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'P', 'day': 6, 'ct_nasal': 15, 'antigen_nasal': 'Not Performed'},\n",
" {'case': 'P', 'day': 6.5, 'ct_nasal': 18, 'antigen_nasal': 'Not Performed'},\n",
" \n",
" {'case': 'Q', 'day': 1, 'ct_nasal': 36, 'antigen_nasal': 'False Negative'},\n",
" {'case': 'Q', 'day': 2, 'ct_nasal': 35, 'antigen_nasal': 'False Negative'},\n",
" {'case': 'Q', 'day': 3, 'ct_nasal': 20, 'antigen_nasal': 'True Positive'},\n",
" {'case': 'Q', 'day': 4, 'ct_nasal': 24, 'antigen_nasal': 'True Positive'},\n",
" {'case': 'Q', 'day': 5, 'ct_nasal': 25, 'antigen_nasal': 'Not Performed'},\n",
" \n",
" {'case': 'S', 'day': 2, 'ct_nasal': 25, 'antigen_nasal': 'False Negative'},\n",
" {'case': 'S', 'day': 3, 'ct_nasal': 19, 'antigen_nasal': 'True Positive'},\n",
" {'case': 'S', 'day': 4, 'ct_nasal': 25, 'antigen_nasal': 'True Positive'},\n",
" {'case': 'S', 'day': 5, 'ct_nasal': 20, 'antigen_nasal': 'True Positive'},\n",
" {'case': 'S', 'day': 6, 'ct_nasal': 20, 'antigen_nasal': 'True Positive'},\n",
" {'case': 'S', 'day': 7, 'ct_nasal': 16, 'antigen_nasal': 'True Positive'},\n",
"])"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x13b9f7e48>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 379,
"width": 613
}
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=[10, 6])\n",
"antigen_colors = {'True Positive': blue, 'False Negative': red, 'Not Performed': gray}\n",
"cases = df['case'].unique()\n",
"for case in cases:\n",
" sub_df = df[df['case'] == case]\n",
" plt.plot(sub_df['day'], sub_df['ct_nasal'], color=gray)\n",
" \n",
"for antigen_result, color in antigen_colors.items():\n",
" for case in cases:\n",
" if case == 'H':\n",
" label = antigen_result\n",
" else:\n",
" label = '_nolegend_'\n",
" sub_df = df[(df['case'] == case) & (df['antigen_nasal'] == antigen_result)]\n",
" plt.scatter(sub_df['day'], sub_df['ct_nasal'], color=color, zorder=99, s=100, label=label)\n",
" \n",
"plt.xlabel('Days from first positive test', fontsize=16)\n",
"plt.ylabel('Nasal SARS-CoV-2 PCR Ct', fontsize=16)\n",
"plt.xticks(fontsize=14)\n",
"plt.yticks([10, 20, 30], fontsize=14)\n",
"plt.ylim([9, 40])\n",
"plt.gca().invert_yaxis()\n",
"plt.legend(fontsize=14)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.10"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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