Newer
Older
{
"cells": [
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: pylab import has clobbered these variables: ['cm']\n",
"`%matplotlib` prevents importing * from pylab and numpy\n"
]
}
],
"source": [
"from __future__ import division\n",
"from numpy import *\n",
"%pylab inline\n",
"rcParams.update({'font.size': 18})"
]
},
{
"cell_type": "code",
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data = {}\n",
"with open('coil-coil-force.csv','r') as datafile:\n",
" for i in range(5):\n",
" datafile.readline() #strip headers\n",
" #magnet_os = [item.split(',')[0] for item in datafile.readline().split('magnet_os=') if item is not ''][1:]\n",
" #magnet_os = 1e6*asarray(map(float,magnet_os))\n",
" #Ns = [10+5*i for i in range(8)]\n",
" #gaps = [300 + 100*i for i in range(6)]\n",
" raw_data = []\n",
" for line in datafile.readlines():\n",
" raw_data.append([float(item) for item in line.strip('\\n').split(',') if item is not ''])\n",
" raw_data = asarray(raw_data).reshape(9,6,-1)\n",
" #raw_data = asarray(raw_data)[:,2:].reshape(9,6,-1)"
]
},
{
"cell_type": "code",
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAxsAAAH5CAYAAADpzSNpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nNsxmXgAAAABJRU5ErkJggg==\n",
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cm = plt.get_cmap('cool')\n",
"figure(figsize=(10,8))\n",
"for i,series in enumerate(raw_data):\n",
" plot(series[:,1],-1e3*series[:,2],label='N=%d'%(series[0,0]),c=cm(i/len(raw_data)))\n",
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data = {}\n",
"with open('magnet-coil-force.csv','r') as datafile:\n",
" for i in range(5):\n",
" datafile.readline() #strip headers\n",
" #magnet_os = [item.split(',')[0] for item in datafile.readline().split('magnet_os=') if item is not ''][1:]\n",
" #magnet_os = 1e6*asarray(map(float,magnet_os))\n",
" #Ns = [10+5*i for i in range(8)]\n",
" #gaps = [300 + 100*i for i in range(6)]\n",
" raw_data = []\n",
" for line in datafile.readlines():\n",
" raw_data.append([float(item) for item in line.strip('\\n').split(',') if item is not ''])\n",
" raw_data = asarray(raw_data).reshape(7,6,-1)\n",
" #raw_data = asarray(raw_data)[:,2:].reshape(9,6,-1)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 0.44002382907818138)"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA2AAAAH5CAYAAADnZF0GAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10eca3910>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cm = plt.get_cmap('cool')\n",
"figure(figsize=(10,8))\n",
"for i,series in enumerate(raw_data):\n",
" plot(series[:,1],series[:,2],label='w=%.1f mm'%(series[0,0]),c=cm(i/len(raw_data)))\n",
"legend(loc=(1.05,0))\n",
"xlabel('gap (um)')\n",
"ylabel('Force (N)')\n",
"grid(True)\n",
"ylim([0,1.1*amax(raw_data[:,:,2])])"
]
},
"execution_count": 67,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data = {}\n",
"with open('magnet-coil-force-no-gap.csv','r') as datafile:\n",
" for i in range(5):\n",
" datafile.readline() #strip headers\n",
" #magnet_os = [item.split(',')[0] for item in datafile.readline().split('magnet_os=') if item is not ''][1:]\n",
" #magnet_os = 1e6*asarray(map(float,magnet_os))\n",
" #Ns = [10+5*i for i in range(8)]\n",
" #gaps = [300 + 100*i for i in range(6)]\n",
" raw_data = []\n",
" for line in datafile.readlines():\n",
" raw_data.append([float(item) for item in line.strip('\\n').split(',') if item is not ''])\n",
" raw_data = asarray(raw_data).reshape(6,6,-1)\n",
" #raw_data = asarray(raw_data)[:,2:].reshape(9,6,-1)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(0, 0.80655997044850736)"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1kAAAH/CAYAAACl2xfpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWSIiIiIiImmkJEtERERERCSN/h+n4FY3SqY/9gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e6f71d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cm = plt.get_cmap('cool')\n",
"figure(figsize=(10,8))\n",
"for i,series in enumerate(raw_data):\n",
" plot(series[:,1],series[:,2],label='th=%.1f mm'%(series[0,0]),c=cm(i/len(raw_data)))\n",
"legend(loc=(1.05,0))\n",
"xlabel('gap (um)')\n",
"execution_count": 72,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data = {}\n",
"with open('magnet-coil-force-big-gap.csv','r') as datafile:\n",
" for i in range(5):\n",
" datafile.readline() #strip headers\n",
" #magnet_os = [item.split(',')[0] for item in datafile.readline().split('magnet_os=') if item is not ''][1:]\n",
" #magnet_os = 1e6*asarray(map(float,magnet_os))\n",
" #Ns = [10+5*i for i in range(8)]\n",
" #gaps = [300 + 100*i for i in range(6)]\n",
" raw_data = []\n",
" for line in datafile.readlines():\n",
" raw_data.append([float(item) for item in line.strip('\\n').split(',') if item is not ''])\n",
" raw_data = asarray(raw_data).reshape(11,7,-1)\n",
" #raw_data = asarray(raw_data)[:,2:].reshape(9,6,-1)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(200, 800)"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA3kAAAH9CAYAAACnTrUyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiISBOiJE9ERERERKQJ+X9Ij/WGc16QzwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10ea9f490>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cm = plt.get_cmap('cool')\n",
"figure(figsize=(10,8))\n",
"for i,series in enumerate(raw_data):\n",
" plot(series[:,1],series[:,2],label='pitch=%.1f mm'%(series[0,0]),c=cm(i/len(raw_data)))\n",
"legend(loc=(1.05,0))\n",
"xlabel('gap (um)')\n",
"ylabel('Force (N)')\n",
"grid(True)\n",
"ylim([0,1.1*amax(raw_data[:,:,2])])\n",
"xlim([200,800])"
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
]
},
{
"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": "2.7.14"
}
},
"nbformat": 4,
"nbformat_minor": 0
}