Commit 383a885f authored by Grace Copplestone's avatar Grace Copplestone

analysis of may testing

parent 0e532453
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{
"cells": [
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import csv\n",
"from matplotlib import pyplot as plt\n",
"\n",
"cols = ['#cc33ff', '#33cc33', '#6666ff', '#ff0066', '#00cc99', '#0066ff', '#ff0000', '#003399', '#ffcc00', '#990033', '#ff9933', '#cc99ff', '#33cccc']\n",
"\n",
"# sample_no, mass (g), length (mm), width (mm), height (mm), instron data\n",
"data = [[1.1, 5.3, 112.1, 35.13, 1.55, 1],\n",
" [1.2, 4.4, 112.46, 34.64, 0.94,2],\n",
" [2.1, 5.7, 112.0, 34.44, 1.35, 3],\n",
" [2.2, 5.6, 111.25, 33.65, 1.22, 4],\n",
" [3.1, 6.1, 111.31, 34.05, 1.46, 5],\n",
" [3.2, 6.2, 111.89, 33.95, 1.45, 6],\n",
" [4.1, 9.0, 111.68, 34.17, 2.13, 7],\n",
" [4.2, 8.9, 111.44, 33.72, 1.96, 8],\n",
" [5.1, 6.2, 111.62, 34.61, 1.37, 9],\n",
" [5.2, 7.7, 112.2, 34.39, 2.21, 10],\n",
" [6.1, 2.8, 110.98, 33.53, 0.8, 11],\n",
" [6.2, 3.0, 112.08, 33.73, 0.95, 12],\n",
" [6.3, 2.9, 112.81, 33.02, 0.94, 13],\n",
" [6.4, 2.6, 108.35, 35.00, 0.89, 14],\n",
" [7.1, 8.0, 110.92, 33.68, 1.82, 27],\n",
" [7.2, 8.0, 112.63, 34.14, 2.07, 16],\n",
" [8.1, 5.4, 110.41, 33.62, 1.18, 17],\n",
" [8.2, 5.4, 112.39, 33.97, 1.21, 18],\n",
" [9.1, 1.7, 113.86, 33.01, 0.49, 28],\n",
" [9.2, 1.6, 113.35, 32.87, 0.63, 20],\n",
" [10.1, 5.9, 112.14, 33.59, 1.36, 21],\n",
" [10.2, 6.0, 111.62, 34.15, 1.48, 22],\n",
" [11.1, 5.4, 110.39, 34.04, 1.32, 23],\n",
" [11.2, 5.7, 111.80, 35.13, 1.24, 24],\n",
" [12.1, 9.6, 112.23, 33.99, 2.14, 25],\n",
" [12.2, 9.2, 112.88, 34.13, 2.21, 26]]\n",
"SN = 0; M = 1; L = 2; W = 3; H = 4; ID = 5;\n",
"data = np.array(data)\n",
"length = np.array(data[:,L], dtype=np.float64)\n",
"width = np.array(data[:,W], dtype=np.float64)\n",
"height = np.array(data[:,H], dtype=np.float64)\n",
"mass = np.array(data[:,M], dtype=np.float64)\n",
"volume = np.dot(length, np.dot(width, height)) # in mm^3\n",
"density = np.divide(mass,volume)*1000000 # in kg/m^3\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(26, 961, 3)\n"
]
}
],
"source": [
"# takes the instron csv files and makes numpy arrays of the data for each sample\n",
"# note - S15 and S19 were retested as S27 and S28\n",
"\n",
"# make the string for the csv file of each sample\n",
"\n",
"all_instron_data = []\n",
"file_name = \"instron_data_2017.05.10/Specimen_RawData_\" + str(1) + \".csv\"\n",
"T = 0; D = 1; F = 2;\n",
"\n",
"# extract the row from the csv file and then pull out the numbers\n",
"\n",
"for h in range(len(data)):\n",
" file_name = \"instron_data_2017.05.10/Specimen_RawData_\" + str(int(data[h][ID])) + \".csv\"\n",
" with open(file_name, 'rb') as csvfile:\n",
" csvreader = csv.reader(csvfile, delimiter=',', quotechar='|')\n",
" instron_data_np = []\n",
" instron_data_str = []\n",
" for row in csvreader:\n",
" r = ', '.join(row)\n",
" instron_data_str.append(r)\n",
" \n",
" for i in range(2,len(instron_data)):\n",
" extract = np.fromstring(instron_data[i], dtype=float, sep=',')\n",
" instron_data_np.append(extract)\n",
" \n",
" all_instron_data.append(instron_data_np)\n",
"\n",
"all_instron_data = np.array(all_instron_data)\n",
"print np.shape(all_instron_data)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [
{
"data": {
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21jvKkNtLr+xdoBzlSpieBDtHPAIAAAAuxmazKajbGLl7plWzPQuUMW9O05PgANxMDwAA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\nhdo6YyEm6QB3zzpaGEY6giP3qe4XxTFGiccxyK4//QdP/xDLfvM1jObo/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O1X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\n7v8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XhT9x9RQYncQkJvEOh7WWNLMkqSFNDWlm3H5mh/fTYv/ia1v2R1x36Lx0+7XiODPW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\nIiIiIqK6/j8J1a/mJw/A9wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x109f8ee10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def prepare_data_to_plot(dims,instron_data):\n",
" data_to_plot = []\n",
" for i in range(len(dims)):\n",
" test_data = instron_data[i]\n",
" specimen_data = dims[i]\n",
" \n",
" l = specimen_data[L]\n",
" w = specimen_data[W]\n",
" h = specimen_data[H]\n",
" deflection = test_data[:,D]\n",
" load = test_data[:,F]\n",
" \n",
" # d/L for the x axis\n",
" X = deflection/-l\n",
" \n",
" #(F L**2)/(4 w h**3) for y axis\n",
" Y = load * (-l**2/(4*w*h**3))\n",
" \n",
" data_to_plot.append([X,Y])\n",
" return data_to_plot\n",
"\n",
" \n",
"\n",
"def plot_instron_data(d):\n",
" t1 = \"Instron testing\"\n",
" font = {'family': 'monospace',\n",
" 'color': '#39393d',\n",
" 'weight': 'light',\n",
" 'size': 14,\n",
" }\n",
" fig = plt.figure(figsize=(15,20), facecolor=\"white\")\n",
" ax = fig.add_subplot(111)\n",
" ax.set_title(t1, fontdict=font)\n",
" ax.set_xlabel('d/L',fontdict=font)\n",
" ax.set_ylabel('FL^2/4wh^3',fontdict=font)\n",
" for j in range(len(d)):\n",
" ax.plot(d[j][0],d[j][1],color=cols[j/2])\n",
" plt.show()\n",
"\n",
"plot_data = prepare_data_to_plot(data,all_instron_data)\n",
"plot_instron_data(plot_data)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
This source diff could not be displayed because it is too large. You can view the blob instead.
{
"cells": [
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import csv\n",
"from matplotlib import pyplot as plt\n",
"\n",
"cols = ['#cc33ff', '#33cc33', '#6666ff', '#ff0066', '#00cc99', '#0066ff', '#ff0000', '#003399', '#ffcc00', '#990033', '#ff9933', '#cc99ff', '#33cccc']\n",
"\n",
"# sample_no, mass (g), length (mm), width (mm), height (mm), instron data\n",
"data = [[1.1, 5.3, 112.1, 35.13, 1.55, 1],\n",
" [1.2, 4.4, 112.46, 34.64, 0.94,2],\n",
" [2.1, 5.7, 112.0, 34.44, 1.35, 3],\n",
" [2.2, 5.6, 111.25, 33.65, 1.22, 4],\n",
" [3.1, 6.1, 111.31, 34.05, 1.46, 5],\n",
" [3.2, 6.2, 111.89, 33.95, 1.45, 6],\n",
" [4.1, 9.0, 111.68, 34.17, 2.13, 7],\n",
" [4.2, 8.9, 111.44, 33.72, 1.96, 8],\n",
" [5.1, 6.2, 111.62, 34.61, 1.37, 9],\n",
" [5.2, 7.7, 112.2, 34.39, 2.21, 10],\n",
" [6.1, 2.8, 110.98, 33.53, 0.8, 11],\n",
" [6.2, 3.0, 112.08, 33.73, 0.95, 12],\n",
" [6.3, 2.9, 112.81, 33.02, 0.94, 13],\n",
" [6.4, 2.6, 108.35, 35.00, 0.89, 14],\n",
" [7.1, 8.0, 110.92, 33.68, 1.82, 27],\n",
" [7.2, 8.0, 112.63, 34.14, 2.07, 16],\n",
" [8.1, 5.4, 110.41, 33.62, 1.18, 17],\n",
" [8.2, 5.4, 112.39, 33.97, 1.21, 18],\n",
" [9.1, 1.7, 113.86, 33.01, 0.49, 28],\n",
" [9.2, 1.6, 113.35, 32.87, 0.63, 20],\n",
" [10.1, 5.9, 112.14, 33.59, 1.36, 21],\n",
" [10.2, 6.0, 111.62, 34.15, 1.48, 22],\n",
" [11.1, 5.4, 110.39, 34.04, 1.32, 23],\n",
" [11.2, 5.7, 111.80, 35.13, 1.24, 24],\n",
" [12.1, 9.6, 112.23, 33.99, 2.14, 25],\n",
" [12.2, 9.2, 112.88, 34.13, 2.21, 26]]\n",
"SN = 0; M = 1; L = 2; W = 3; H = 4; ID = 5;\n",
"data = np.array(data)\n",
"length = np.array(data[:,L], dtype=np.float64)\n",
"width = np.array(data[:,W], dtype=np.float64)\n",
"height = np.array(data[:,H], dtype=np.float64)\n",
"mass = np.array(data[:,M], dtype=np.float64)\n",
"volume = np.dot(length, np.dot(width, height)) # in mm^3\n",
"density = np.divide(mass,volume)*1000000 # in kg/m^3\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(26, 961, 3)\n"
]
}
],
"source": [
"# takes the instron csv files and makes numpy arrays of the data for each sample\n",
"# note - S15 and S19 were retested as S27 and S28\n",
"\n",
"# make the string for the csv file of each sample\n",
"\n",
"all_instron_data = []\n",
"file_name = \"instron_data_2017.05.10/Specimen_RawData_\" + str(1) + \".csv\"\n",
"T = 0; D = 1; F = 2;\n",
"\n",
"# extract the row from the csv file and then pull out the numbers\n",
"\n",
"for h in range(len(data)):\n",
" file_name = \"instron_data_2017.05.10/Specimen_RawData_\" + str(int(data[h][ID])) + \".csv\"\n",
" with open(file_name, 'rb') as csvfile:\n",
" csvreader = csv.reader(csvfile, delimiter=',', quotechar='|')\n",
" instron_data_np = []\n",
" instron_data_str = []\n",
" for row in csvreader:\n",
" r = ', '.join(row)\n",
" instron_data_str.append(r)\n",
" \n",
" for i in range(2,len(instron_data)):\n",
" extract = np.fromstring(instron_data[i], dtype=float, sep=',')\n",
" instron_data_np.append(extract)\n",
" \n",
" all_instron_data.append(instron_data_np)\n",
"\n",
"all_instron_data = np.array(all_instron_data)\n",
"print np.shape(all_instron_data)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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21jvKkNtLr+xdoBzlSpieBDtHPAIAAAAuxmazKajbGLl7plWzPQuUMW9O05PgANxMDwAA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\nhdo6YyEm6QB3zzpaGEY6giP3qe4XxTFGiccxyK4//QdP/xDLfvM1jObo/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O1X\n0Dhbzjfm7uHLt3w3Tyw/wrO7V+Cewzx4t8eRg/CXJ6A4iXcj+i0nijzB01tBMDnpIDHbqtC50DkQ\nmjEVSAHhYfUSqVogVHN05RSbosY6AedReY9By6ks4XjW40y6SSfu5C8etrdpoVnQC7kSuIvD9YWR\nquC8nmdOzdNIp8liMVQtNOlA2hsGwSiCExG8cRFb6JbcwKltALB2Y6mBJivlYVbz+MYBYexsnVlk\nyRKw2Q4ARPQGwEcbZVsEuKqcasi62RkCv2IY2vRkl64e2Dk7ShNrB3yJ52O0s3Ea3cD4TVI9Rezt\nJvGmib0ZIj1FT0+RyIDEKiIrnYXTGDomh7sR9s12XoyFDDdCgFY+tkYgVB/iiu2irnFATtFUTt0r\n4G8I6pTHTPEa5TsVMJ+/nvLwjBnYK3cyxoHaKBWvOp/tvB/9lqiCXAEwVZjzfQdz9fpokBsPcTYH\ntQhPRHgywhcR2sYO5ojRNsazEZ6MqemIwIupaQdwfh/gInwZu+vIOIe4CC1iNHEObzHKxkgilI2Q\nJkKM+yBwpyFUqd+ON9yAVRbHdVCz+XowOK/4o9w/r7KeD+E10BMi2nFM/qmug2gdO8nnfuyvceYP\nn2PlH/x5Dv93P4ryvYu/8CqPMIH/6yj89tfhN5+Hbgx1D/7oYfj0g/DJwzBTv9J3OSLW113F0yee\ncBbUo0ddRVSAeh37gQ9g/tiPkIYN0lObZK+/SPM//zbapmjgRGM/TyyvcPTQT/DM7kcI73mIew/P\ncOQg/NQEFCfxdsJaMO2SMlhA4akBEMYn3Vx6AUb2/BNArhCO6QloRYNMLxLrBbpyhrZosilqrOFx\nAckpYzhpUt7IQt5MWnSTnhNF6OXDRU3W+n0DZ/Uu7qjNsTIiT3BOzjNrFvDjJlkkBvbQja2KYBrC\nWgjnd6oGBq5KaGNXpX3EiBYS12tuYNGyYZS6VwDgAPYKSHTQl0bsHPyIkMLZOhUtPNsioFWCu2GF\nT7OJooWgRSxadFWXnjau/YKWhHmRltgLyLw6xquTek0SPU3iTRF7c0T6JnqqSeQ16MomkQpIrMzV\nPegZQ6tQ+LKYzULly2LaJh1U2EzyQZSPYSunL2QOeX7fsjklPZa9eh/eyupdGeimK1bN4pxrFfSM\nGQ9scezqwsWx+9Bm3DmjwG8U/F1OFACn9WC/CnLgQE7rgZWyaqdM02GrpyDLoSsqAVh1Py5BXkzN\ni6npkEBHBCom0FEOcW7dV1GuwOUQJyI0EcrGKKJcfYsRl9G/cXDjcrhRarlHTn++OXq+WlGr+MRM\n+a63TgF3W65dOr5e/7BewzHp83gN93lMw4gn/vt/ygs//xl0o8aj//JnufNHv+tK39bbijSD33sZ\nfu0ppzCeb7ucxY8fgh9+GB69A5rBlb7LUiQJPP/8sKr40kuD9Xvuwdx1mMTOk56Lid48RvPMkwSp\n+yR505vmK0sPc3R5hWd2r9A6tMLBh/Zz5FZ4aAKKk9hpDNlGSyCYnHLFZJITTiVMz26TH6jZDgiN\nnM7VwQU6apqWqLGGz6qVnLZwwqS8mUUcS3usjnkPhWJWz7LgLbCgF/oAuKAX+tVF5/UC89ki09kC\nKg62gN+osV3fQKHGw94oe2ixf72ogf3CLuPy+oq1qAJ+sSWNLFksMOlOICVBihz07CYeLXQOgaq/\nrYJgl1C06akOPdWmo1MirYm1R6w9Uh2QejUS3STymqTeFGEx9DQ9PUVHN+jIBhGSyAoiS67wpX0b\nZ8skbGYxrSzZcRP0Wq7qlS2aQ1vlb7Ftlrdl2JuWHv418ABcVLbcqVI3ahTAt526dzmWSyEGCt04\nm2X5abYAulHKHIAkxZchvgydEiejYWUuV9TcugO6mo6oeRGBCgkKVU5F+XUGAKjzoRiAnLQhcszf\n1h1HoZ71SxtXAK0KXkPlj6swV2qQOu61BdiJiZfzRolJn8frPNa/cYzHf+jnuPDcy9z70z/AA3/5\nx5k+sPdK39ZlxdlN+I/PuhzGL73mcoWaAXzqffBnHr2KejBaC2++OQyKTz8NvVwpWVrCvO8DpLd/\nkGRd0D15ltqxZ5h+8VcJACk0Ly4+wNG7foxnlldYv3uFXd9yiCN3SL7rAPylCShOohzWQrZegsFT\nwyM+7qAwPQdmtK2t34x+zAOzkVMkapGemqMtp9gQNVbxOGslp63heJZwLAt5I+sRG+HSEBPAle7o\n5wwueA7+lhsLHNILfUVwQS4wxy6mszma6SxeXCeLhIO+9mgQjCM4Y+HMiPsV0rVxKwCwKBIzahRw\nKPVV8vfjMqNfdTUaBrwtSl8fAA1ZaAbrqdpBNc+s35dP0cLDKX6NPuhtBT9oE8oOPdWho9v0VELo\nOehLdEDs1Yh0g9hrEHlNIj1N6DXp6t109W209BQtVSdEE1noWUs7y9gsgV7RU29L9FW+bj6GLZwF\nwM0qn/1eg5kc9GbyVguD4wEElhW9qzVHr6zYjYK0i4FboepF0fC5ZcXucoqilO2WVZWuCGsH8FfN\nlzNm2FZZAF0ge2MBz5dOjavpqL/1ZESgIjwVO1umLKlyBcgRod4uyI0Ctr6i1gA9v03lqhLIjYO9\ncSB3DXwA8V6HzTMibOIKaZtiP64cl8+JAQPzH7/Sd3/txgQer7GIWx2++j//Ml/9x7+Mqvl852/+\nE2755KNX+rYuOc5sOmXxM085pdFYuHMZfvyD8PF74BP3Qt2/wje5uQlPPjmwnz7xBJzJH2mDAHv4\n/SSPfR9Jr0b79AbqzIssPP5ZfCw+cGrmdj67/1t5enmFC3euMP3h9/PAPXU+dAD+zAQUb9ywWd6H\n8NRoIIzfcvvpBfIn5EoUT2SjgTCTM675vJqjJafZEAHnreYsgpOZ4S0T80ba5ZRNSI0sAWEIhDRl\nk0Vv0QFgMM8D3iIf1fMs6kXmWGQ+28V0ukAzncWPG2ShHLSQ6FUUwdjV6RhVj1HIYdirL4xQBQtl\nsH7tgqC1VbgbAX/9voyGLMxyxc+SxhKTai5W1dP16HM2Tp3DX62i+OkS/KW0iZRT/LqqQ6RjQs8j\n0j6RrhHpOpFXJ9INQt0k9Kbo6Cm63i7a+iAbusmmCAitoGehbTJaWcJGFjvwM8non06D+4GIU2Ad\nzQazymdG+f3tPq/B3cHskLpXQGEZ/oqcvQIErwZlz1oHYlXb5Xb7FwPBAvSi6PJsmGXbZTmfrvg9\nKuyWUkIQDKDOZAYtBqA2DHHhFpDrA58Kc6ALnd1SubniNcU1HdCFKOuA7rJtlWXbY7nZaF9Vmx29\nvsWGUO1RM0qpC26cJOVKWJsDWeLgy+aW9S1zo9aiwba/HjmQGxpJ6Vqlbf966TAImoRxRpmLh4KH\nJvB42TGBx2sozj31Io//8M+x+epxbvnkozz6L/4KUzftvtK3teM4veGA8deegi+84oDx7t3wc98F\nP/gQHN5/Bf8mpyl8/evDquILL/R9MPb2O0gPfQvJnXNsXojJzh5j6eln8M0T+EC3tosnllZ48q4f\n4twdKwQffph73r/IQ7fAD+5zxX0mcZ1H1h4BhKchPgHxG4M8wmyNbXswVMIiMLJJLKfpqDk2RJN1\nUeMcmrMWTuRtJo5lIRdQZEMKYQ9J1FcHF3ynCj6mF1hQi+wye5jPlphJF2imc9SSJiL2SDcd/CUV\nGCyKxVRLePRBMIe8xvTW5zQVgFdSDaV3bTyDmWwAd9upfya2Dv6iLAc/yJKdwp/L5Stsnn5f6Wvl\neX0FBG5iaOXg16Kr2kReRM9ThDog9Oo57DXo6SY93XS2Tt2kpZfZUAfZVHXaQtEzlo4xtE3KZubU\nvt521YAsOfjFNKRhVkXM5EBX9NQrQ+BMxd45XVIDZ5TPjPIIrkCbhQLwylA2bmwHeMVxFRQvNRFo\nXJGU8v1aO1i3WYqy4RDQjYO74tgTw1Dn9nvUZJdAhQ7oZOSKnhD27ZaX9e8rJGKUBUAHoKdALW79\nwzCquWjxqVHxR2OLyhdc1/lwNrtMUBs3V1obC2ijrl9S8d6RkCD9vNuS3jr6ax7oGbcVXj6v3ZrM\n54QurXuD/f5xse5Xjr1Bp6dJXF5MHmmvkfjmv/1tfu9P/k3qywt86vP/ir2PPXilb2lHcWrD2VF/\n7Sn4/W+6/wTv2Qt/9Y/CDzwE9++7Qg+Qx48Pg+KTT0LX2Z/swgLZHQ8Sfeu3sHHBEJ99i8W3nmH6\n1V/HA4Sq8dSuh/jMfT/NqdsfQX5whds+eJCHDgh+dgKK11dY6yqJVq2j8UmIjzmVsIDCsbmEoyMT\nNWI1Q0fOsCGmuZAD4RkrOGEyXku7nLQZ6+gBEKYAlimlWCgqiNbm2a/neYBlFnMYnM0WaCaz1JJp\ndFwja8the2gvbx+RR5yPIqTnns+8+nAPwbJl9FoBwX5Pv3Hw1z92ql8WGdLYkkYCkyqsudgvdDzU\nl0/RxqdDva/2DRRAQYtItghL4NfVCT3fo6fr9DwHfF2vQUdP0dYN2qrOpgxYV7OsqzodoekYQ8cY\nWsapfbG9iNfQgJdIZjLDtEqYVYIZ5bHPH9g3Z8ZA30xlf0b574mlM8uGQa5styzDXRneqmrdOMXv\nUgBPiGHlrmrHBKfUCQw1HaPp4YvCbtkbAXijlby6V1LpVEQgQzwZ4osQT4Ro0cvB7tKf4m1eAUqU\nFTivkf8Sz40vbDIqOXhk+eAB0Ilr0R6Qh80q4BTtEMzGwNoQpEX5CN0YCWwlle3tpkeWo4CxAsyk\nV5nzQE2BLkCrsjZ2zgMRVLblc4PSNp9nkj55XcTkMfcqj/DCOl/+mX/CK7/8W+x57P18+2f+IbXF\nuSt9W2PDWvjya/C5b7gqqX/4qpu7dy/89U86hfG+fe/xTXU68NRTrgLqSy/B44+71hmA9TzMnYdJ\n7v8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XhT9x9RQYncQkJvEOh7WWNLMkqSFNDWlm3H5mh/fTYv/ia1v2R1x36Lx0+7XiODPW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\nIiIiIqK6/j8J1a/mJw/A9wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x109f8ee10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def prepare_data_to_plot(dims,instron_data):\n",
" data_to_plot = []\n",
" for i in range(len(dims)):\n",
" test_data = instron_data[i]\n",
" specimen_data = dims[i]\n",
" \n",
" l = specimen_data[L]\n",
" w = specimen_data[W]\n",
" h = specimen_data[H]\n",
" deflection = test_data[:,D]\n",
" load = test_data[:,F]\n",
" \n",
" # d/L for the x axis\n",
" X = deflection/-l\n",
" \n",
" #(F L**2)/(4 w h**3) for y axis\n",
" Y = load * (-l**2/(4*w*h**3))\n",
" \n",
" data_to_plot.append([X,Y])\n",
" return data_to_plot\n",
"\n",
" \n",
"\n",
"def plot_instron_data(d):\n",
" t1 = \"Instron testing\"\n",
" font = {'family': 'monospace',\n",
" 'color': '#39393d',\n",
" 'weight': 'light',\n",
" 'size': 14,\n",
" }\n",
" fig = plt.figure(figsize=(15,20), facecolor=\"white\")\n",
" ax = fig.add_subplot(111)\n",
" ax.set_title(t1, fontdict=font)\n",
" ax.set_xlabel('d/L',fontdict=font)\n",
" ax.set_ylabel('FL^2/4wh^3',fontdict=font)\n",
" for j in range(len(d)):\n",
" ax.plot(d[j][0],d[j][1],color=cols[j/2])\n",
" plt.show()\n",
"\n",
"plot_data = prepare_data_to_plot(data,all_instron_data)\n",
"plot_instron_data(plot_data)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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