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@aboSamoor
Created October 7, 2013 22:57
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{
"metadata": {
"name": "pdp_spieces"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "from pandas import *\nspieces = read_csv('spieces_toy.txt', header=None, sep='\\t')\nspieces.columns = ['subj', 'rel', 'pred']",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "print spieces.rel.value_counts()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "ISA 14\nIS 11\nHAS 10\nCAN 5\ndtype: int64\n"
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "run make_spieces_data_set.py --input spieces_toy.txt --output spieces_toy.rel",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 92
},
{
"cell_type": "code",
"collapsed": false,
"input": "sys.path.append('/home/workspace/pdp-git')\nprint sys.path",
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": "cd pdp-git",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "/home/linpengt/workspace/pdp-git\n"
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "run -i pdp.py -f spieces_toy.rel",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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aOtV2JSLlqWcvEmY7d5rLKG7cCM2a2a5G4oUO0IpEoQcfhOJisyibSDgo7EWi0H/+Y9bY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\nYII=\n",
"text": "<matplotlib.figure.Figure at 0x4b85e10>"
}
],
"prompt_number": 93
},
{
"cell_type": "code",
"collapsed": true,
"input": "print len(pdp_model.subj2id)\nprint len(pdp_model.rel2id)\nprint len(pdp_model.attri2id)\nfrom pprint import pprint\nfor k, v in pdp_model.attri2id.iteritems():\n print k, v",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "8\n4\n36"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "\nLiving_Thing"
},
{
"output_type": "stream",
"stream": "stdout",
"text": " 0\nOak 1\nPlant 2\nTree 3\nBig 4\nLiving 5\nTall 6\nGrow 7\nBark 8\nLeaves 9\nRoots 10\nDaisy 11\nFlower 12\nPretty 13\nYellow 14\nPetals 15\nPine 16\nGreen 17\nAnimal 18\nBird 19\nRobin 20\nRed 21\nFly 22\nMove 23\nFeatures 24\nSkin 25\nWings 26\nCanary 27\nSing 28\nRose 29\nFish 30\nSalmon 31\nSwim 32\nGills 33\nScales 34\nSunfish 35\n"
}
],
"prompt_number": 96
},
{
"cell_type": "code",
"collapsed": true,
"input": "from pdp_analysis import PDPFixedModel\nfm = OrderedDict()\nfor it, m in snapshots.iteritems():\n fm[it] = PDPFixedModel(snapshots[it])",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 97
},
{
"cell_type": "code",
"collapsed": false,
"input": "it = fm.keys()\nnum_iter = sum(map(lambda i: i<=3000, it))\npine_has_leaves = map(lambda m: m.comp_rel('Pine', 'HAS', 'Leaves'), fm.values())\npine_isa_tree = map(lambda m: m.comp_rel('Pine', 'ISA', 'Tree'), fm.values())\noak_isa_tree = map(lambda m: m.comp_rel('Oak', 'ISA', 'Tree'), fm.values())\ncanary_can_move = map(lambda m: m.comp_rel('Canary', 'CAN', 'Move'), fm.values())\ncanary_can_sing = map(lambda m: m.comp_rel('Canary', 'CAN', 'Sing'), fm.values())\nhold(True)\nplot(it[:num_iter], pine_has_leaves[:num_iter], label='PINE HAS Leaves')\nplot(it[:num_iter], pine_isa_tree[:num_iter], label='PINE ISA Tree')\nplot(it[:num_iter], oak_isa_tree[:num_iter], label='Oak ISA Tree')\nplot(it[:num_iter], canary_can_move[:num_iter], label='Canary Can Move')\nplot(it[:num_iter], canary_can_sing[:num_iter], label='Canary Can Sing')\nlegend(loc='right')\nhold(False)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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4rSuGtoarJcSA3lcvV92SFokUeyexMTOTPx87xqywMOa3b4+uhfyHF0JwIvsE8WnxqsCn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\n+cgEwV6pVGLXrl2m+ZqaGhQUFAzbJicnB7W1tVi5ciUAoK2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"text": "<matplotlib.figure.Figure at 0x4f049d0>"
}
],
"prompt_number": 103
},
{
"cell_type": "code",
"collapsed": false,
"input": "title?",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 73
},
{
"cell_type": "code",
"collapsed": false,
"input": "!ls",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "__init__.py make_spieces_data_set.py pdp_analysis.py\tpdp_analysis.pyc pdp.py pdp_utils.py\tpdp_utils.pyc README.md spieces_toy.rel spieces_toy.txt\r\n"
}
],
"prompt_number": 78
},
{
"cell_type": "code",
"collapsed": false,
"input": "fm[200].inspect_embedding()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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RrampIQcHByoqKhKmUVpaSk5OTlRZWUk1NTU0fvx4+v7774XpiaLF+aR0QZc4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"text": "<matplotlib.figure.Figure at 0x39e6750>"
}
],
"prompt_number": 107
},
{
"cell_type": "code",
"collapsed": false,
"input": "fm[4000].inspect_embedding()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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q94KCgujKlSsd9gWAABKwdHsIJmPtx2dK4j5L2/08LZnRs8VMnjwZaWlpaGlp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\nTZPBFQoFAgMDMWbMGDzxxBM4ceJEv+0c1DwpY2mMccUYtVrda8EFPz8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"text": "<matplotlib.figure.Figure at 0x4a2db50>"
}
],
"prompt_number": 106
}
],
"metadata": {}
}
]
}
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