diff options
Diffstat (limited to 'Fluid_Mechanics/Chapter_23.ipynb')
-rwxr-xr-x | Fluid_Mechanics/Chapter_23.ipynb | 23 |
1 files changed, 4 insertions, 19 deletions
diff --git a/Fluid_Mechanics/Chapter_23.ipynb b/Fluid_Mechanics/Chapter_23.ipynb index fa71e92d..8cb510fa 100755 --- a/Fluid_Mechanics/Chapter_23.ipynb +++ b/Fluid_Mechanics/Chapter_23.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:109f899855f47f57b7b8d73d8df4dd5290683ba03d6e02690f896cfaa5c8d9e2" + "signature": "sha256:ef9e21b794b8d045cd677d625f05028772e4370ff57190a11a0021b5fe3769e2" }, "nbformat": 3, "nbformat_minor": 0, @@ -65,30 +65,15 @@ "metadata": {}, "outputs": [ { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" - ] - }, - { - "output_type": "stream", - "stream": "stderr", - "text": [ - "WARNING: pylab import has clobbered these variables: ['linalg', 'draw_if_interactive', 'random', 'power', 'info', 'fft']\n", - "`%pylab --no-import-all` prevents importing * from pylab and numpy\n" - ] - }, - { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAYEAAAEPCAYAAACk43iMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRHiWAAAAAElFTkSuQmCC\n", + "png": "iVBORw0KGgoAAAANSUhEUgAAAYEAAAEMCAYAAAAidwoiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIK1PDnOiPzgAAAAASUVORK5CYII=\n", "text": [ - "<matplotlib.figure.Figure at 0x2dc9f90>" + "<matplotlib.figure.Figure at 0x322b110>" ] } ], - "prompt_number": 2 + "prompt_number": 1 }, { "cell_type": "heading", |