Commit c7a64956 authored by Sam Calisch's avatar Sam Calisch

fix scale

parent 71bf8fb0
......@@ -619,7 +619,7 @@
},
{
"cell_type": "code",
"execution_count": 66,
"execution_count": 69,
"metadata": {
"collapsed": false
},
......@@ -627,18 +627,18 @@
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x10be63f10>"
"<matplotlib.legend.Legend at 0x10d0bd790>"
]
},
"execution_count": 66,
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAuMAAAGNCAYAAAC7a38TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIhIQFSMi4iIiIgE5P8DdoG1PeSTHLgAAAAASUVORK5CYII=\n",
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAuMAAAGNCAYAAAC7a38TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c654250>"
"<matplotlib.figure.Figure at 0x10d55b410>"
]
},
"metadata": {},
......@@ -693,7 +693,7 @@
"axarr[1].set_title('Stress vs. Curvature')\n",
"axarr[1].set_xlabel('radius of curvature')\n",
"axarr[1].set_ylabel('$\\sigma$ (MPa)')\n",
"axarr[1].set_ylim([0,1.1*amax(stress(r)/1e6)])\n",
"axarr[1].set_ylim([0,1.1*amax(cycle_stresses)])\n",
"axarr[1].legend(loc='center right')\n"
]
},
......
Markdown is supported
0% or
You are about to add 0 people to the discussion. Proceed with caution.
Finish editing this message first!
Please register or to comment