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@ariG23498
Last active November 16, 2020 13:28
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Gautam Roy Gosthipaty
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Gautam Roy Gosthipaty",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/ariG23498/21ef3495300f7ed195249bf5dfbb8023/gautam-roy-gosthipaty.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"id": "oRxj804WtQGy"
},
"source": [
"import matplotlib.pyplot as plt"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "lIYdn1woOS1n",
"outputId": "d7dc9039-154e-48d7-c237-37d77f5bf94e",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"source": [
"# Insert the temperature and time(in hours)\n",
"temp = []\n",
"time = []\n",
"len(time) == len(temp)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"True"
]
},
"metadata": {
"tags": []
},
"execution_count": 1
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "-NWQFJ3haAgI",
"outputId": "4f4a1609-34a5-452f-b6df-1494c8a9d1d9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 296
}
},
"source": [
"x_axis = time\n",
"y_axis = temp\n",
"\n",
"x=range(len(x_axis))\n",
"\n",
"fig = plt.figure(figsize=(25,5))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax.set_xticks(x) # set tick positions\n",
"# Labels are formated as integers:\n",
"ax.set_xticklabels([\"{:d}\".format(int(v)) for v in x_axis]) \n",
"ax.plot(x, y_axis, marker='o')\n",
"\n",
"for i, txt in enumerate(temp):\n",
" ax.annotate(txt, (i+0.1, temp[i]+0.1))\n",
"\n",
"\n",
"plt.ylim(96, 104)\n",
"\n",
"# This provides a line that seperates days\n",
"# In the example the first seperation is on 06.09\n",
"# The line is drawn with the equation x=0\n",
"plt.axvline(0, color='r', linestyle='--')\n",
"plt.annotate('06.09', (0,104))\n",
"\n",
"plt.grid()\n",
"plt.xlabel('time in hrs')\n",
"plt.ylabel('temp in °F')\n",
"\n",
"fig.canvas.draw() # actually draw figure\n",
"plt.show() # enter GUI loop (for non-interactive interpreters)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 1800x360 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "jg8Tua1EiRCI",
"outputId": "188e4ff4-3e4c-47dd-bcba-ff9e655382bd",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"source": [
"# Provide oxygen and time\n",
"oxy = []\n",
"time = []\n",
"len(oxy) == len(time)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"True"
]
},
"metadata": {
"tags": []
},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "6DiRGB8X6Uik",
"outputId": "e47a2387-ff95-4840-80e5-43512afb0f6e",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 296
}
},
"source": [
"x_axis = time\n",
"y_axis = oxy\n",
"\n",
"x=range(len(x_axis))\n",
"\n",
"fig = plt.figure(figsize=(25,5))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax.set_xticks(x) # set tick positions\n",
"# Labels are formated as integers:\n",
"ax.set_xticklabels([\"{:d}\".format(int(v)) for v in x_axis]) \n",
"ax.plot(x, y_axis, marker='o')\n",
"\n",
"for i, txt in enumerate(oxy):\n",
" ax.annotate(txt, (i+0.1, oxy[i]+0.1))\n",
"\n",
"plt.ylim(85, 100)\n",
"\n",
"plt.axvline(0, color='r', linestyle='--')\n",
"plt.annotate('17.09', (0,100))\n",
"\n",
"plt.grid()\n",
"plt.xlabel('time in hrs')\n",
"plt.ylabel('Spo2')\n",
"\n",
"fig.canvas.draw() # actually draw figure\n",
"plt.show() # enter GUI loop (for non-interactive interpreters)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x360 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "pBkU8jl7RF0j",
"outputId": "bdd85f14-bae4-4d76-ceb8-c898176e7013",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"source": [
"# Provide pulse rate and time\n",
"pr = []\n",
"time = []\n",
"len(pr) == len(time)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"True"
]
},
"metadata": {
"tags": []
},
"execution_count": 8
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Q6xERPKa6rRq",
"outputId": "2f4d144a-e00d-4bad-f662-970dd570e6b6",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 296
}
},
"source": [
"x_axis = time\n",
"y_axis = pr\n",
"\n",
"x=range(len(x_axis))\n",
"\n",
"fig = plt.figure(figsize=(25,5))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax.set_xticks(x) # set tick positions\n",
"# Labels are formated as integers:\n",
"ax.set_xticklabels([\"{:d}\".format(int(v)) for v in x_axis]) \n",
"ax.plot(x, y_axis, marker='o')\n",
"\n",
"for i, txt in enumerate(pr):\n",
" ax.annotate(txt, (i+0.1, pr[i]+0.1))\n",
"\n",
"plt.ylim(70, 110)\n",
"\n",
"plt.axvline(0, color='r', linestyle='--')\n",
"plt.annotate('17.09', (0,110))\n",
"\n",
"plt.grid()\n",
"plt.xlabel('time in hrs')\n",
"plt.ylabel('Pulse Rate')\n",
"\n",
"fig.canvas.draw() # actually draw figure\n",
"plt.show() # enter GUI loop (for non-interactive interpreters)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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"text/plain": [
"<Figure size 1800x360 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "VbVqqCik7gef",
"outputId": "0c35d8a6-2c94-422b-8c95-7d1a28557814",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"source": [
"# Provide the systolic pressure and time\n",
"sys = []\n",
"time = []\n",
"len(sys) == len(time)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"True"
]
},
"metadata": {
"tags": []
},
"execution_count": 2
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "qeWurL_fSdrq",
"outputId": "5364f734-6d4f-4c65-bc8c-8a1aa35d38a7",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 297
}
},
"source": [
"x_axis = time\n",
"y_axis = sys\n",
"\n",
"x=range(len(x_axis))\n",
"\n",
"fig = plt.figure(figsize=(25,5))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax.set_xticks(x) # set tick positions\n",
"# Labels are formated as integers:\n",
"ax.set_xticklabels([\"{:d}\".format(int(v)) for v in x_axis]) \n",
"ax.plot(x, y_axis, marker='o')\n",
"\n",
"for i, txt in enumerate(sys):\n",
" ax.annotate(txt, (i+0.1, sys[i]+0.1))\n",
"\n",
"plt.ylim(70, 100)\n",
"\n",
"plt.axvline(0, color='r', linestyle='--')\n",
"plt.annotate('19.09', (0,100))\n",
"\n",
"plt.grid()\n",
"plt.xlabel('time in hrs')\n",
"plt.ylabel('Systolic')\n",
"\n",
"fig.canvas.draw() # actually draw figure\n",
"plt.show() # enter GUI loop (for non-interactive interpreters)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1800x360 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "72Qyp0kJTMsI",
"outputId": "b2b1c355-e8b7-42b5-cc43-a4e4207f17ed",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
}
},
"source": [
"# Provide the diastolic pressure\n",
"dia = []\n",
"time = []\n",
"len(dia) == len(time)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"True"
]
},
"metadata": {
"tags": []
},
"execution_count": 5
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "UCMBjJUPTMt9",
"outputId": "828b5794-2f7a-4088-8b6b-0f7046afbe12",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 306
}
},
"source": [
"x_axis = time\n",
"y_axis = dia\n",
"\n",
"x=range(len(x_axis))\n",
"\n",
"fig = plt.figure(figsize=(25,5))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"ax.set_xticks(x) # set tick positions\n",
"# Labels are formated as integers:\n",
"ax.set_xticklabels([\"{:d}\".format(int(v)) for v in x_axis]) \n",
"ax.plot(x, y_axis, marker='o')\n",
"\n",
"for i, txt in enumerate(dia):\n",
" ax.annotate(txt, (i+0.1, dia[i]+0.1))\n",
"\n",
"plt.ylim(40, 70)\n",
"\n",
"plt.axvline(0, color='r', linestyle='--')\n",
"plt.annotate('19.09', (0,70))\n",
"\n",
"plt.grid()\n",
"plt.xlabel('time in hrs')\n",
"plt.ylabel('Diastolic')\n",
"\n",
"fig.canvas.draw() # actually draw figure\n",
"plt.show() # enter GUI loop (for non-interactive interpreters)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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"text/plain": [
"<Figure size 1800x360 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}
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