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-rwxr-xr-xELECTRIC_MACHINERY/chapter5.ipynb31
1 files changed, 9 insertions, 22 deletions
diff --git a/ELECTRIC_MACHINERY/chapter5.ipynb b/ELECTRIC_MACHINERY/chapter5.ipynb
index d0c5898a..e0897bf4 100755
--- a/ELECTRIC_MACHINERY/chapter5.ipynb
+++ b/ELECTRIC_MACHINERY/chapter5.ipynb
@@ -1,6 +1,7 @@
{
"metadata": {
- "name": ""
+ "name": "",
+ "signature": "sha256:fdfb62ac44329d8ca6f9c44e55b110ca6276a0bf982882f2c43000518ecc6bb3"
},
"nbformat": 3,
"nbformat_minor": 0,
@@ -279,9 +280,10 @@
"collapsed": false,
"input": [
"from __future__ import division\n",
- "%pylab inline\n",
+ "%matplotlib inline\n",
"import cmath\n",
"import math\n",
+ "from pylab import *\n",
"\n",
"\n",
"#Variable declaration:\n",
@@ -338,34 +340,19 @@
"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: ['prod', 'Circle', 'power', 'diag', 'sinh', 'trunc', 'binomial', 'plot', 'eye', 'det', 'tan', 'product', 'roots', 'vectorize', 'sin', 'plotting', 'zeros', 'cosh', 'conjugate', 'linalg', 'take', 'solve', 'trace', 'beta', 'draw_if_interactive', 'random', 'ones', 'transpose', 'cos', 'interactive', 'diff', 'invert', 'tanh', 'Polygon', 'reshape', 'sqrt', 'floor', 'source', 'add', 'multinomial', 'test', 'poly', 'mod', 'sign', 'fft', 'gamma', 'log', 'var', 'info', 'seterr', 'flatten', 'nan', 'pi', 'exp']\n",
- "`%pylab --no-import-all` prevents importing * from pylab and numpy\n"
- ]
- },
- {
"metadata": {},
"output_type": "display_data",
- "png": 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06YiMjKxQn42NDaZOnYouXbrAzs4OBw8exNy5c3HgwAFYWVlh8ODBGDp0qDK+paUlNm3a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\n11RvA2H37t0aRyktXrxY5s2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69aqv6EMDAIDu1G5CkJWVrZeVla1n5rlcrhT6EAAA3j/tJgRXV9fYTZs2fVVT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\n",
"text": [
- "<matplotlib.figure.Figure at 0x3794dd0>"
+ "<matplotlib.figure.Figure at 0x34638d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
- "png": 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+s2+K7OxsBAcHIzAwEOvXr2+zjFarxfjx4xEaGoopU6Z0+AsQEZF5KbaCW11d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\nqfiEENJ6EF5eXgbX1XVxcWn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zy9hstiQsLGxPcnLyDNkyAwcOvEXXOOrr600tLS3vySYFAADoeUpvuz1t2rSj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\ncv4f7PGByn7cLZQAAAAASUVORK5CYII=\n",
"text": [
- "<matplotlib.figure.Figure at 0x3965f10>"
+ "<matplotlib.figure.Figure at 0x3463890>"
]
},
{
@@ -376,7 +363,7 @@
]
}
],
- "prompt_number": 2
+ "prompt_number": 1
},
{
"cell_type": "heading",