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@ChaoYue
Last active July 25, 2016 14:41
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Pdata provides a fast, flexible, and dirty way to visulize the small amount of data for the "quick-look" purpose for scientists. It's currently a dirty, simple wrapper of some of matplotlib 2D plotting functions. Here is a prelimiary and concise example of what it can do.
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{
"metadata": {
"name": "Pdata_example"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import Pdata\n",
"import pandas as pa\n",
"import numpy as np\n",
"import g"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pa.DataFrame(np.random.randn(20, 6), columns=['A', 'B', 'C', 'D','E','F'])\n",
"df = df.cumsum()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Pdata.Pdata object"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Pdata.Pdata object could be created from:\n",
"#1. pandas Dataframe object\n",
"#2. use add_tag,addx,addy,add_xerrl,add_xerrh,add_yerrh,add_yerrl methods.\n",
"#3. create from a dict of 1D array\n",
"pd = Pdata.Pdata.from_dataframe(df)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pd.taglist"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 4,
"text": [
"['A', 'B', 'C', 'D', 'E', 'F']"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pd.get_data_as_dic('y')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 5,
"text": [
"{'A': array([ 0.76789659, 1.50013018, 0.7937714 , -0.0805941 , -0.84360302,\n",
" 0.40248128, 1.2458293 , 3.5485547 , 4.30940283, 4.95748188,\n",
" 5.58077862, 5.78044795, 6.22072128, 6.24415167, 5.65632398,\n",
" 4.93548047, 6.25954799, 6.85075691, 6.43883802, 7.15255974]),\n",
" 'B': array([-2.09825026, -1.30578051, -1.85405006, -3.55343019, -3.94301732,\n",
" -1.80575864, -0.15943565, -2.07307143, -2.61126217, -4.44677779,\n",
" -4.94368374, -5.52232883, -3.01483899, -3.18550438, -3.77204671,\n",
" -3.69193447, -4.59939766, -7.12795452, -4.26420816, -3.860138 ]),\n",
" 'C': array([ 0.40105388, 0.11731154, 1.07428067, 1.15590821, 1.50130576,\n",
" 2.05009801, 2.78049779, 3.56802195, 2.93189095, 2.80213804,\n",
" 0.43561886, 0.41805359, 0.6328289 , 0.07151791, 0.52157158,\n",
" -0.3935935 , 0.53017479, 0.10002245, -0.29697816, -1.40416437]),\n",
" 'D': array([-1.57798377, -3.08417402, -1.47556335, -0.96102657, -2.44677286,\n",
" -2.94991907, -4.68439743, -5.20431457, -4.94569597, -4.76681215,\n",
" -5.59975114, -5.34594199, -5.58229991, -6.35303113, -6.18324212,\n",
" -6.30790679, -6.29918559, -6.95915413, -7.32179864, -8.37241113]),\n",
" 'E': array([ 0.50115851, 1.10026495, -0.02405608, -0.03343537, -1.56407171,\n",
" -1.39680669, -2.07641503, -0.30732499, -0.63992488, -0.85927301,\n",
" -1.1352878 , -1.97562835, -3.60577354, -3.65117886, -3.22091191,\n",
" -3.25753041, -1.2575366 , -2.07653149, -1.7507272 , -0.6861282 ]),\n",
" 'F': array([-1.08303562, -1.10941063, -0.2024096 , 2.1200953 , 3.83850755,\n",
" 3.9362239 , 4.75993137, 3.07308704, 2.7394025 , 3.44363765,\n",
" 4.61729782, 4.54785112, 5.93631716, 5.63682075, 4.52950074,\n",
" 3.96733004, 3.84246991, 3.65983001, 3.69900551, 3.91670625])}"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"pd.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 6,
"text": [
"{'A': <matplotlib.lines.Line2D at 0x3858590>,\n",
" 'B': <matplotlib.lines.Line2D at 0x3858d90>,\n",
" 'C': <matplotlib.lines.Line2D at 0x3858810>,\n",
" 'D': <matplotlib.lines.Line2D at 0x385b7d0>,\n",
" 'E': <matplotlib.lines.Line2D at 0x385b2d0>,\n",
" 'F': <matplotlib.lines.Line2D at 0x385bcd0>}"
]
},
{
"output_type": "display_data",
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p2h2eTs6TevSjR4+Wq13OSyA8evQIkZGRGDZsWK2ff/311zWPPTw84OHhwbUr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\nQoiVo6AnhBArR0FPCCFWjoKeEEKs3P8DT2rwO3yZ9ScAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#you can also change the property after plotting\n",
"pd.plot()\n",
"pd.setp_tag('line',marker=[('D','o')],ls=dict(D='--'))\n",
"pd.setp_tag(lw=3)\n",
"pd.set_legend()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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x5tQaBIP0sq2btWb+gPmMvWsscoOUAUePirtdS9m1CwYNqtivIGjJzT1NVtYB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\n5rBEz2AwGGYOS/QMBoNh5vw/zQP8lvS1cA8AAAAASUVORK5CYII=\n"
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#provide simple tag slicing\n",
"pd1 = pd[['A','B','C','D']]\n",
"pd2 = pd[['E','F']]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig,ax = g.Create_1Axes()\n",
"pd1.plot(axes=ax)\n",
"pd2.plot(axes=ax,marker='o',ls='none')\n",
"\n",
"#another library provide the g.ProxyLenged function\n",
"pleg1 = pd1.get_proleg()\n",
"pleg2 = pd2.get_proleg()\n",
"pleg = g.ProxyLegend.merge_pleg(pleg1,pleg2)\n",
"pleg.create_legend(ax)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 9,
"text": [
"<matplotlib.legend.Legend at 0x3738890>"
]
},
{
"output_type": "display_data",
"png": 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QK2BjJz4evvoKmjcXLQCPHZMinxm2BWyZ3XY243ePR6tksOmvMoqicD/qPvtu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\nHh6irPHp09CihSiTMH487N0rYu+zSy5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}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#you can also plot directly to separate axes.\n",
"pd.plot_split_axes(ncols=2)\n",
"pd.set_ylabel('ylabel')\n",
"pd.set_xlabel('xlabel')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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6GzduROXKlXHr1i28ePECly9fxpUrVyRto0QJIDAQmDCBDXU+JVLz5eVLnrDt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\nEP8HEJkWkAlUCTMAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#if there is error bar information, it could also be plotted.\n",
"#the errorbar will follow the color of scatter plots.\n",
"yerrl = np.linspace(0,2,20)\n",
"yerrh = np.linspace(0,1,20)\n",
"pd.add_attr_by_tag(yerrl=dict(A=yerrl,B=yerrl),yerrh=dict(A=yerrl,B=yerrl))\n",
"pd.scatter(legend=False)\n",
"pd.errorbar(gca())\n",
"gca().set_xlim(0,20)\n",
"pd.set_legend(plottype='sca',ncol=2,loc='lower left')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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VpKamZkuu/8uNGzeoV+81EhIWsG/fWSIitnHo0J5cvQBMkqS/y3V39HPn+qJx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\nWVl47bXXoK2tDRsbG9jb26O4uFihJBmGYRj+lD7rpqqqCt7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}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#stackline plot\n",
"pd.plot_stackline(legdic=dict(ncol=2,loc='upper left'))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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ij2G8xxfcxAA+JIICSW2cjI4h03OTpGv+F2fKwLBMqSwNNqORhe3bc8epocz8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\nSUVORK5CYII=\n"
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"mat.rcParams['figure.figsize'] = (10,5)\n",
"pd = Pdata.Pdata.from_dataframe(df.ix[0:9])\n",
"pd.add_attr_by_tag(bleftshift=list(np.arange(0.1,0.61,0.1)))\n",
"pd.add_attr_by_tag(bwidth=0.1)\n",
"pd.add_attr_by_tag(color=g.pcolor[0:6])\n",
"pd.bar()\n",
"\n",
"\n",
"yerrl = np.linspace(0,2,10)\n",
"yerrh = np.linspace(0,1,10)\n",
"pd.add_attr_by_tag(yerrl=dict(A=yerrl,B=yerrl),yerrh=dict(A=yerrl,B=yerrl))\n",
"pd.errorbar(gca(),ef='bar')\n",
"\n",
"#pd.set_legend('bar')\n",
"pleg = pd.get_proleg()\n",
"pleg.create_legend(gca())"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"tag & tag_kwargs A {'color': 'b'}\n",
"tag & tag_kwargs C {'color': 'r'}\n",
"tag & tag_kwargs B {'color': 'g'}\n",
"tag & tag_kwargs E {'color': 'm'}\n",
"tag & tag_kwargs"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" D {'color': 'c'}\n",
"tag & tag_kwargs F {'color': 'y'}\n"
]
},
{
"output_type": "pyout",
"prompt_number": 13,
"text": [
"<matplotlib.legend.Legend at 0x4996490>"
]
},
{
"output_type": "display_data",
"png": 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AEPVMB6m0tDQdOXJELS0tOnLkiDwej5V1AQAARD0jGAwGzXxhU1OTxo4dq337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\nRK5CYII=\n"
}
],
"prompt_number": 13
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Pdata.NestPdata object: Store nested pdata"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#Pdata.NestPdata object could be created from:\n",
"#1. a dict of pdata object\n",
"#2. a dict of pa.DataFrame\n",
"#3. 2D ndarray\n",
"npd = Pdata.NestPdata.from_dict_of_dataframe({'original':df,'modified':df+2})"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"npd.parent_tags"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 15,
"text": [
"['original', 'modified']"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"npd.child_tags"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 16,
"text": [
"['A', 'B', 'C', 'D', 'E', 'F']"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"npd.child_pdata"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 18,
"text": [
"{'modified': <Pdata.Pdata at 0x4c23210>,\n",
" 'original': <Pdata.Pdata at 0x4c23890>}"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#plot on separate axes\n",
"npd.plot_split_parent_tag()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"DeprecatingWarning: set_legend_all\n"
]
},
{
"output_type": "display_data",
"png": 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W6dOn43a70Xby6zgmJEtVVa666ipycnJ4/PHH219UStZRoyheKioW8v33D2E0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cyY8DQ6QqIynOh0srlKv/gF8IMfAC+/3Lslb/oKUQTM5tChZ9/9f/6TXahRWBgavHxhrKAgrL1+\npGdqXS5sr6/H9vp6DE9OxtK8PDyend3vewH6ihqXC+XXr2NfQwOW5uXhRYOB5uf1E5IKWQBw9OjR\nkBIOy5cvD5y0l40VXAIaDzTC/K4ZrVWtyJmdg9zncpE6PjUsPQ72v9lRt60ON/beQMa3M6Bfokfm\ntMzwD1XeOpS4fDkbSpT4MEPwcKJcJWelKAqCSlO030/QJdzZc8ZxwI4dwNq1wKRJbJmaoAnt5DZs\nto7By7dvNLLVvDvrBRsyBMjIiHXr+wWvIGB/YyP+u64OF5xOLMjNxb/q9Rgcj6soEBjdbqy/fh2/\nuXEDi/V6rMzPl/xVfiS8JBeyujxpGIqRuo1umHebYd5hhixBBt1zOmh/qEWCtmff4vk2Hg0fNqBu\nax3cNW7oFumgW6BDoiEKl5l6PIGhxLo6NpS4YIGkhxIBNpzYVt0G1zWXv8Cq//41F7hmDomDEv2h\nK6kgqNhqQRJUA5WQVVSwyew6HZuXNH58rP9afYPXy9Zs7KwH7J//BBITWZB99ln2WuvBhQSkd/7u\ncGBrXR32WCyYlJ6OpXo9Hh4wgJb9iQMmtxuv1dRgr8WChTod/i0/HwOpp7hf6nchy8d3tZ95hxmN\n/9eI9G+nQ/ecDgMeGdBltXTnJSfqttXBstuC1HGp0C/RI+uRO6zXFQnBQ4mzZ7OhxNGjY9OWu8Q7\nebiudwxfrqsuuK7YwNs8SFLdRFLRQCSNyw/pBUsqSIJygJKu1IoEUQQaGoCzZ1k5iWPHWLBftgzI\nzo516/o8B89j740b2GIyoYXjsFivx3ydDtnUIyI59W43NtTUYI/Fgvk6HVbl5yOHwlW/1m9DVjDe\nzuPGhzdgftcM5z+c0M7RQvecDimj2fwhwSOgsaIRdVvr4DjngG6+DrpFOiQPSQ57W3rNYgkMJY4Y\nwYYSH3tM8kOJ3Tp/nvVc/e1v4H7+KlzfmAHXdXeHENZ2tQ0QEdoDVpCEjCkZ0NyvifXfom+5dImV\nkvjd74A5c4AXX2RzukhEiaKIKpsN/11Xh/2NjXgsKwtL9Xo8mJZGXy5izOzx4PWaGuwym/Gj3Fys\nHjQIuRSuCChkdeC87IR5pxmWXRYk6BOQNiENDR82QD1CDf0SPbJnZUOeIOHJqB4P+/DbtIlNgvYN\nJWZmxrplPVNbC7zyCvDRRyxkLV0KdDMvxWv1hoavahca9zcieVgyDCsMyHo0CzIFfRiFTV0dq0r/\nq1+xUhKrV7NVE0jENXm92Gk2Y2tdHdRyOZ7Py8OztysD0dYG/Od/sqtvExPZFagpKYBGE7jf202t\njtj6rfHghseDN2pr8W59Pebm5mJNfn7cViYnkUEh6zZEXoT1z1a0ftGKnB/kQD0iDuegfPklG0r8\nwx/iZyjRagVeew349a9ZhfbVq4H09F4/nOAV0LCvAcaNRnibvDAsNyB3fm7E137sV1pagG3b2JWe\n99/P/s1KS6lcRBQIoohP2stAHO2sDMQnnwCLFwMlJSxoKRTsKtPuNrv9zn7P5WJffjoLYNnZbB7f\n8OGBLSsrLK8LURTRxHEwut0wut0wud1o4TgoZDLIAchlMv/9zo7JZTIoujjm/3O3OSYD8H8NDdhe\nX49ntVr8bNAg5FG4Ip2gkNUfmM1sKHHrVrb+3fLlwKOPSmsosa0NeOcd4I03gFmz2JWDen3YHl4U\nRbSeaIXxl0ZYD1uROy8XeT/JQ3KhhIZ8453bDezZA/zXfwFpacCaNcDMmdJ6nfVhRrcb2+vqsL2+\nHsNUKiw9eBCP79yJhE2b2NSBSBAEVkqlswB24wZw+TJbecG3yeWhocu3DRvmr3nIiyIsHo8/PBlv\n2UweD0xuN9RyOfISE2Fo39KVSgiiCKH9MQSwEMp3cUwQRfBdHPP/uVsegxdFjE9Nxc8GDUI+XflJ\nuiCZkLVq1Sp89NFHSE5OxuTJk1FWVob0W3owKGTdJY8H2LePDSVaLGwo8emnWW2pWH0Q8jywezer\n1D5uHCsqOmJERE/pqnHBtNkE86/NSJ+cDsMKA9K/FYUCov2FIAAVFezqz5s3WXHYuXO7He4lYSCK\n8L7/Pio+/BBb5szBBZ0OC/R6aZSBEEV4btxA/eXLMNbUwNjQAGNrK4wcB6NSCZNWC6NWC7NGgwGC\nAINcDkNKCgwZGTCo1chLSPAHqrzERKgpvJM4IJmQ9ec//xlTp04FACxevBhZWVn+BaL9J6WQFT5V\nVSxs/elPbLhn4EBWFiF40+tD97VaIFxXNIliYL5VZibrwXrwwfA89h3iHTzMu8wwvmWEIkUBwwoD\ncn6QA3li/51jElaiCHz+OQtbX3/NelCXLqWaW5FSXc2eX4sF2L4dGDcOF51ObK2rw3tmM4ar1UiW\ny6FoHyJTAIH7vdiXB+938rsuQYCpvUfKt930epEbFJZ8gcmgUsHQ0gJDTQ10ly8jIbj3y2gE8vM7\n7wHLy4vcnDBRZF8CvV72BdXrDWweD/tyqqGLakjXJBOygu3btw/79+/Hnj17Qk9KISsyPB72xlxf\nz7a6usD94GONjawWV3dhTKdjE2xv5y9/YUNJN28CGzawocsY9iKJgoibh27C+EsjHOcc0C/VQ79Y\nf/eV+knA2bNsGPGjj4D584Gf/pR9QJK7x3HAxo0szK5ezZ7bW74MOXgeJ202eH3DYu1DYnz7Pt+L\nfSF4v5PfTZTJQsKUITEROQkJUPT0/7rHwwJkcPDyDUM2N7M1PIcPZ3PAgkNQcCjq7TG5nD2Xvi0h\ngd0qlWw49N57gYkTWVHkSZNYGKQecenz5Ygo/FtJMmQ9/PDDWLhwIZ588snQk1LIii2eZ28s3YUx\ni4WtHXhr8NLpgKNHWW2vdevYEJLEuvwd5xwwbjKi4cMGZD+eDcMLBmiK6Ntq2NTUsGWQdu9m87VW\nrWLzBEnvfPklWwh94EBWvuWee2Ldouiy2YArV1hZkZs3Q4PQrVtnx7v73a56ydxu1kN7/Dj74nj8\nOPszvsA1cSK7EITqmUWX08k+h3ybyRS6H3w8Cr3qUQ1Z06ZNg9ls7nB8/fr1eKx9YmZ5eTlOnTqF\nffv2ddrYV155xb9fWlqK0tLSnjaDRJogAE1NnYexwkI2pJEs7QnnngYP6v+nHqbNJqjvU7MSEI9k\nhX+ppP6qqQnYsoVd7DBhAuvZnDgx1q2KH3Y7W6tz715Ws+zZZ6kHJdZEka2O4Atcx48D168DDzwQ\nCF4TJsRfOR2p8HgCnyddhSi3m42udLelpkakmZWVlaisrPTvl5WVSacna+fOndi+fTs++eQTJHUy\nSZN6ski0CR4BDR+yEhBcCwfDCwbk/igXCo20euDiltMJ7NzJgoJez8LWI4/069pL3frjH4Hnn2dl\nMt58k6ruS5nVCpw4Eejt+vJLYPDgQE/XpEms97G/B2SrlQXU2/U41dWxucNaLZtm0FV4ysyU1PMp\nmeHCQ4cOYeXKlfjss8+QlZXV+UkpZJEYEUURrX9pLwHxqRW653TI+3Eekgroirmw4Dh25esbb7Bv\noqtWAc88w4ZtCGM2Ay+8AHz1FSvH8p3vxLpFpKe8XuDMmdDeLq83dF5XSUnXc1r7ElFkNRHXrGHh\nU6+/fYgaODAuv3xJJmQNGzYMHo8HA9oXOX7wwQexZcuW0JNSyCIS4LrmgukdE+p31CNzSiYMKwxI\nm0RLm4SFKAKHD7NJ3OfPA2PHsiV7grfCQvaG21+eb0FgH0Q//zmwcCErdyLx4XbSAzU1ofO6Ll0C\niosDwWviRPZ672usVjaf8NIl4H//Fxg5MtYtigjJhKw7OimFLCIhnI2DZZcFxreMUKYrYVhhwIDv\nDqCFqsPlyhXg4kXg2rWOm9PZMXz5AlhBARtC6wv/BhcvsortLhcry1BUFOsWkUiz2ViJHV9P14kT\nbJjs+efZqh0Su1ioV44dY/MIZ8xgvdexruEWQRSyCLlLoiDi5sGbMG4ywlZlgyiKbIHqIUlIHpLM\nFq323R+cBHlS/HV53y1RFCF6RPB2nm2O0FvBIXT4meARkDIyBanjU5EyMiV03UmbjU0qvnq18xDm\ncnUdwsK0vEvEuN2sN2/TJraG5/PP940PV9JzPA+cOsWG0B0OFrbjdY1QjgPKy9mVsL/6FSvf08dR\nyCIkzLxWL1zVbKHqtuq2wG21C+5aN1TZqtDgVRi4TdAlSOIKRlEUITgFcM0cOCsHr9ULrpkDb+s6\nGHW4Dfo9KABFigIKjaLDrTxF3uG4TCmD45wDrVWt8NR5oCnRIG18GlLHpSJtfBoSByfevsewtbXr\nEObxdB7Ahg5lm2/tv1g4dowNowwdCmzezGovESKKwLvvsgLOCxeyq0vjadi4pob1XiUmshIuYVw2\nTcooZBESRSIvwm1yw1XtQtvVttAwVu0C18IhqSApELyGJIWEMGXanS9sLQoi+FYeXHN7SLKywBQS\nnIL2ffd9x2VKGZSZSigzlFBlqqDMUEKRdmcBKeS2/Xfkqt734HmtXthO2mCrssH2pQ2tX7RC5EUW\nusan+sOXKusOaxK1tLAQdu1aIIhVV7Mhyupq1tPlW1PPdztsGDBkSOQmJTc3Az/7GVvQfdMm4PHH\npd3bRmLDbGarJ5w6xdaknTIl1i3q3r59rDd25UrWIxeHE9h7i0IWIRLCO3i4roUGL18Ya6tugyJZ\nEQhehckQBfG2wYlv5SFPkfsDkjIzaPMFp6B9ZWbQsQylpJcXEkURHpMHrVWtsFXZ2O1JG1QDVSHB\nS1OsgULdw2E2ngdqawNVxS9fDtyvrWXfwIODl+/+4MGsEnjP/zLA737HrhycPh147TVaeoh0r6IC\n+PGPgYcfZqspSLH+lsMBrFgBHDkCfPABMH58rFsUdRSyCIkToijC2+ANBK+rLsgUstuGJGW6EjJl\n/+kJEQURzkvOQOiqssFx3gH1cHWgt8s3v6u3z4vXy3q+goOX79ZiYcOO7cFLHDoMvGE4uIEF4BKz\nwbUGhl+5Zg68k4eCs0H5+/egbLwG5ZofQ/nNYijSFezfL00ZOg+NkFu1trLhw9//HnjrLeCJJ6TT\n+3n6NPD008C4cWzYO0LFP6WOQhYhpM8SXALsZ+xsiLE9eLmNbmiKNSHBK6kgqdP5XYKrPRg1B+al\n+XsOm0OHX7mbbnA3nPA2usHZBPBtCsjlXihFO5RiK5TJPJRpciizE6HM1UDBO8H/9TS44SXgDCPA\n2QRwLe0BrIUHZ+OgUCugTGehWZEeuK9MZ5s/kKUHbUG/q9AoJDHHj0TY8ePAokVsHt+WLYDBELu2\niCILfOXlwC9/yeZh9WOSC1lvvvkmVq1ahcbGRn/NLP9JKWQRQu4S18zBdrI9dPnmd3lFpIxJCYSq\n9vAk8mKHeWn+odfg2wxlx/lr6YrAPDTfGnvBvV8uF1BWBowY0Wk7RYFdjck1c+Ba2oNXewjjWoKO\nBe3f+ru8k4cyjYUvlVYFzVgNUktSoSnRQDNG0y+vdO2z3G5gwwbg7bfZ62rp0ujPfbpxA3juOaCx\nkQ0P9re1NDshqZBVW1uLRYsW4dKlS/jqq68oZBFCosJtcsNx3gFFiiIkMMmT5XFd80zkRHCtLHh5\nTB7YT9th+9oG+9d2OP/hRPKwZKQWs9CVWpKKlPtToEztxbwyIh0XLrBeLYCVe4hWkc+PP2YBa948\nFvJoYWwAEgtZTz75JF5++WXMmDGDQhYhhESQ4BLgOOdgoesUC1+Ocw4k5SdBU6zxBy9NsQaqAfSB\nGVcEgS299B//wSbH//u/R+6qWI8HeOkltlj57t3AQw9F5jxxqre5JexfdSoqKmAwGFDUTUXjtWvX\n+u+XlpaitLQ03E0hhJA+T54kR+oDqUh9IDAhWfAKcF50wv41C11Nf2iC/bQdqiwVC11BvV4JubSu\npGTJ5axkwvTpwLJlbJme7dvZMj3hdPkym9yu17OJ7rRYOSorK1FZWXnXj9Ornqxp06bBbDZ3OF5e\nXo7169fj448/RlpaGgoLC3Hy5MkOC0VTTxYhhESXKIhou9LmD172r+2wnbJBnnjF0TAAAAn0SURB\nVCj393T5glfioC4KxN7p+XiRFbN1tBeybb/f3T4EFhy73JK7+Xn71qeu6gwuETJjBpu3lZZ294+5\naxerebV2LQt0cTysHkmSGC48d+4cpk6dCrVaDQAwGo3Iy8tDVVUVcnJy7rqxhBBCwkcURbhr3IHQ\n1X4reAR/8EoanATe2bOgxDt4iJwIhZoVs5WnyFlR25Tu9yEHRLcIwSV0uvFt/G1/FrK1CZApZN2G\nNJlCBoiB54Pdgf9YWH8GIEGXgJSRKUgZlQL1KDXUw9U9q2VntQKrVwOHDgHvvMMCV2+0tABLlgBn\nz7IhwjFjevc4/YQkQtatCgsLaU4WIYTEGXe9G/ZTdti/tsNtckOuvvOQ5NuXJ8X2YgNRFCFyYkjo\n6iyIiQL7LPK31ddkWeB+2H4GwG10w3HBAed5JxznHXBddSGpIAnqUeqeha/KSrZs0/33s5UFdLo7\nf3JOnACeeQb4l38B3nwzvpb1iRFJhqwhQ4bg5MmTFLIIIYSQTggeAW3/aIPjvKPn4autDXj1VTZP\na/16YMGCrof7eJ4tWP7WW8C2bcDMmdH5S/YBkgxZtz0phSxCCCHktroNXyPVSBnVHr6URqg3LINc\nk8jWQRw+vOMDmkzAnDlsHtaePbEtdBqHKGQRQgghfZw/fF1wwHG+PXxdaA9faU6om08jZWIeUhZO\nhXpMGpIGJUFR+UfIlixmC1KvWQMoergOKKGQRQghhPRX/vB19BocG38PZ4MGjsyxcNd7IHplUGlV\nSMhnJTsStAkhtyqtyr+vSFXEdeHeSKGQRQghhBA2JLh3L/Dii8BDD4H/xWZ4XcnwmD3wWDyd3not\nXnjMHoi8eNsAduutQtN/esQoZBFCCCHkrvB2ngUvS8cAdmswgwyhwUuXgLQJacicmolEfYQq08cI\nhSxCCCGERIUosoXP/SHM4oHb6EbLsRZYP7UiQZuAzO9kIvM7mcj4dgaU6fG9lqakQtaOHTuwefNm\nuFwuPPLII3j99ddDT0ohixBCCOmTRF6E/bQd1sNWWA9b0XqiFSljUvyhK21CGuQJPSjAKgGSCVlH\njhzB+vXrcfDgQahUKjQ0NGDgwIGhJ6WQRQghhPQLfBuP1r+0stD1iRXOi06kT0r3h66UMSmQyaU9\n2V4yIWv27NlYsmQJHupiBW8KWYQQQkj/5L3pRXNls7+ni2vmkDk10x+6kgYnxbqJHUgmZBUXF2PG\njBk4cOAAUlNTsXHjRpSUlISeVCbDK6+84t8vLS1FaWlpOJtBCCGEkDjguu6C9ROrP3Qp05UscE3N\nRMaUDKiyVFFvU2VlJSorK/37ZWVl0QtZ06ZNg9ls7nC8vLwcL730EoqLi7Ft2zYcPnwYGzduxKef\nfhp6UurJIoQQQsgtREGE45zDH7hajrVAPVwdmM81KQ2K5OiXjpBMT9Z3v/td/OQnP8H3vvc9AIBe\nr0d1dTWSkgLdfxSyCCGEENIdwSOg9URgPpfjbw6kfSPNH7o0xRrIFJGfz9Xb3BL26f0zZ87EwYMH\nIYoivvjiC9xzzz0hAYsQQggh5E7IE+TImJyBwnWFKDleggdNDyLvhTy46924OP8ieAcf6yZ2Kew9\nWTzPY9myZThy5AhUKhW2bt2Kb37zm6EnpZ4sQgghhMQJyQwX3tFJKWQRQgghJE5IZriQEEIIIYRQ\nyCKEEEIIiQgKWYQQQgghEUAhixBCCCEkAihkEckLrrpLSFfotUJ6gl4vJNLCHrIuXLiARx99FGPH\njsVjjz2Gv//97+E+Beln6I2Q3Cl6rZCeoNcLibSwh6x169Zh7ty5OH36NJ555hmsW7cu3KcghBBC\nCJG8sIes9PR0NDU1QRAENDU1ITMzM9ynIIQQQgiRvLAXI21tbcX48eNRX18PvV6PqqoqpKamhp5U\nFvl1hgghhBBCwiVqFd+nTZsGs9nc4Xh5eTl2796NKVOmYPHixdi8eTOOHz+O3/72tz1uGCGEEEJI\nPAt7T1Zubi6uXr2K5ORk2O12DB06tNNARgghhBDSl4V9TtaUKVNw4MABAEBFRQWmTZsW7lMQQggh\nhEhe2Huyzp8/j1dffRUXLlzA6NGj8fLLL2PEiBHhPAUhhBBCiOSFvSdr1KhR2Lt3L86cOYP333+/\nQ8D67LPPUFJSgqKiIrz99tvhPj3pYwoKClBUVITi4mKMHz8+1s0hEjN//nxotVqMGTPGf8xms2Hm\nzJkoKirCrFmzYLfbY9hCIhWdvVbWrl0Lg8GA4uJiFBcX49ChQzFsIZGK2tpaTJkyBaNGjUJpaSl2\n7twJoHfvLWHvyeoKz/O49957cfjwYeTl5WHcuHHYu3cv7rvvvmg1gcSZwsJCfPXVVxgwYECsm0Ik\n6PPPP4dGo8HcuXNx9uxZAMDq1auRnZ2N1atX4/XXX4fVasWGDRti3FISa529VsrKypCamooXX3wx\nxq0jUmI2m2E2mzF27Fg0NjZi9OjROHLkCHbs2NHj95aoLqtTVVWFoUOHoqCgACqVCk899RQqKiqi\n2QQSh6L4PYDEmW9961sdavEdOHAA8+bNAwDMmzcP+/fvj0XTiMR09loB6P2FdJSbm4uxY8cCALKz\nszFu3DiYTKZevbdENWSZTCbk5+f79w0GA0wmUzSbQOKMTCbDQw89hOLiYmzfvj3WzSFxwGKxQKvV\nAgC0Wi0sFkuMW0Sk7O2338bIkSOxYMECNDc3x7o5RGKuXLmC8+fPY8KECb16b4lqyKIipKSnjh8/\njjNnzuCDDz7A+vXr8fnnn8e6SSSOyGQyet8ht7V06VJcvXoVf/3rX6FQKLBy5cpYN4lIiN1ux1NP\nPYWNGzdCo9GE/OxO31uiGrLy8vJQW1vr36+trYXBYIhmE0ic0el0AID77rsPs2bNQlVVVYxbRKRO\nq9X6a/PV19cjJycnxi0iUpWTkwOZTIb09HQsW7aM3l+In9frxfe//33MmTMHM2bMANC795aohqwH\nHngAly9fxrVr1+DxePCb3/wG06dPj2YTSBxxOp2w2WwAgIaGBhw8eDDkyiBCOjN9+nTs2rULALBr\n1y7MnDkzxi0iUlVfXw8A4DgOH3zwAb2/EABsnt6CBQswatQorFixwn+8N+8tUb26EACOHj2KFStW\ngOM4LFq0CMuXL4/m6UkcuXr1KmbNmgUAyMrKwuzZs7F48eIYt4pIydNPP42jR4+iqakJOTk5WLdu\nHZ544gn88Ic/RHV1Ne655x689957Hbr6Sf/je600NjZCq9WirKwMlZWVOH36NBISEjB58mSsWbPG\nP+eG9F/Hjh3D5MmTUVRU5B8SfO211zBp0qQev7dEPWQRQgghhPQHUR0uJIQQQgjpLyhkEUIIIYRE\nAIUsQgghhJAIoJBFCCGEEBIBFLIIIYQQQiKAQhYhhBBCSAT8P0bO6v5UTONTAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#it allows to permuate the parent and child tags\n",
"npd.permuate_tag()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"npd.plot_split_parent_tag(ncols=2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"DeprecatingWarning: set_legend_all\n"
]
},
{
"output_type": "display_data",
"png": 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Abdq0waFDh7Bo0SK4ubmhcuXK6Nq1K7p3745y5coV205pwcPDAxMmTCj0fWvr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4XKbnV1SwRTy5ZAfTF3jzIrppKTidhyBIWE0JUWW7bQ4HDSZH3wegS9DSoWTKW334s4/OD9Ayz1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\nnYmXPwAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"npd.plot_stackline_split_parent_tag(ncols=2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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OXz1M9++6m33yX4XeEVnrgKzIRnG7OfoLvSC2C4qQ9w2LRivyD4a/z83BjYQp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vuBik06rWFsNXY9spGWr3fEY88As/vsL02F0P0f8P6nlRPMtdPONmjOcEdxtfogO3PWkBf9A2hm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\nAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 22
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Pdata.Mdata object: store labeled matrix data"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def func3(x,y):\n",
" return (1- x/2 + x**5 + y**3)*exp(-x**2-y**2)\n",
"\n",
"\n",
"# make these smaller to increase the resolution\n",
"dx, dy = 0.05, 0.05\n",
"\n",
"x = arange(-3.0, 3.0001, dx)\n",
"y = arange(-3.0, 3.0001, dy)\n",
"X,Y = meshgrid(x, y)\n",
"\n",
"Z = func3(X, Y)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"md = Pdata.Mdata.from_dict_of_array({'A':Z,'B':Z+2,'C':Z[::-1],'D':Z[::-1]+2})"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"md.imshow_split_axes(cbar=True,ncols=2)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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LTnBL+TtcTSKSwskQJ06c6NTRdlxdSuU5TcpxatsE36aUccJEzwDlvkcqEz8H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58A6D0T8DXXXIN/+Id/QJIkuOaaa/C7v/u7E21slSoS264fIRj0eHQ//vv+Ixe0qkS/624mR+ws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\nWXnwq99VY+pRsU+SsE2Vo1gSt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HDfkGUIkOqUQCRslQvUibCnmCa6n0sARPtJltqy2+ZE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Ho48+6pURQpTmPKBbTS8SIpoMIr/9EPBcc7nVKRGGYATMgy80tFRAgyUM4ZYTEk00fD6c7Tvm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\nNgkoWXixkXgSUucUQXm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}
],
"prompt_number": 26
}
],
"metadata": {}
}
]
}
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