Commit fe4d5e11cafdd98c1c23babf04ab08ae4882125c

Authored by Killian
1 parent d1012a7a16
Exists in master

ajout des W2V ipnb

Showing 1 changed file with 340 additions and 0 deletions Inline Diff

W2V/tsneW2V decoda.ipynb
File was created 1 {
2 "cells": [
3 {
4 "cell_type": "code",
5 "execution_count": 1,
6 "metadata": {
7 "collapsed": true
8 },
9 "outputs": [],
10 "source": [
11 "%matplotlib inline"
12 ]
13 },
14 {
15 "cell_type": "code",
16 "execution_count": 41,
17 "metadata": {
18 "collapsed": true
19 },
20 "outputs": [],
21 "source": [
22 "import matplotlib\n",
23 "import shelve\n",
24 "import gensim\n",
25 "import random"
26 ]
27 },
28 {
29 "cell_type": "code",
30 "execution_count": 39,
31 "metadata": {
32 "collapsed": true
33 },
34 "outputs": [],
35 "source": [
36 "from ggplot import ggplot, aes, geom_point ,geom_text"
37 ]
38 },
39 {
40 "cell_type": "code",
41 "execution_count": 6,
42 "metadata": {
43 "collapsed": true
44 },
45 "outputs": [],
46 "source": [
47 "import pandas"
48 ]
49 },
50 {
51 "cell_type": "code",
52 "execution_count": 4,
53 "metadata": {
54 "collapsed": true
55 },
56 "outputs": [],
57 "source": [
58 "import numpy "
59 ]
60 },
61 {
62 "cell_type": "code",
63 "execution_count": 42,
64 "metadata": {
65 "collapsed": false
66 },
67 "outputs": [],
68 "source": [
69 "def some(x, n):\n",
70 " return x.ix[random.sample(x.index, n)]\n",
71 "pd = pandas.DataFrame(numpy.load(\"./asr_tsne.np.npy\"))"
72 ]
73 },
74 {
75 "cell_type": "code",
76 "execution_count": 19,
77 "metadata": {
78 "collapsed": false
79 },
80 "outputs": [
81 {
82 "name": "stderr",
83 "output_type": "stream",
84 "text": [
85 "/home/laboinfo/janod/.pyenv/versions/2.7.10/lib/python2.7/site-packages/matplotlib/__init__.py:872: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.\n",
86 " warnings.warn(self.msg_depr % (key, alt_key))\n"
87 ]
88 },
89 {
90 "data": {
91 "image/png": 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/6qmncNVVV4n6pGdeOAG9Z88edHV1obW1Ffn5+fx9kpmZidbWVgwMDAC4vET/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gHoibUl+9BWO15oBWuFPnz4MJxOp2QO9hanTp3CM888o/pBFwxCldw4GDFQxP51hAYDgpx+++23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tMXv27JH/L61RlZLZ48ePo7KykgkqUYjimlMiIgo6aQZ31apVbvetWLECS5culXf05+bmuq1R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\nFQAAAABJRU5ErkJggg==\n",
92 "text/plain": [
93 "<matplotlib.figure.Figure at 0x7f635418e190>"
94 ]
95 },
96 "metadata": {},
97 "output_type": "display_data"
98 },
99 {
100 "data": {
101 "text/plain": [
102 "<ggplot: (8753953994981)>"
103 ]
104 },
105 "execution_count": 19,
106 "metadata": {},
107 "output_type": "execute_result"
108 }
109 ],
110 "source": [
111 "ggplot(pd, aes(0 ,1)) + \\\n",
112 " geom_point()"
113 ]
114 },
115 {
116 "cell_type": "code",
117 "execution_count": 23,
118 "metadata": {
119 "collapsed": false
120 },
121 "outputs": [],
122 "source": [
123 "data = shelve.open(\"DECODA_list_wid.shelve\")"
124 ]
125 },
126 {
127 "cell_type": "code",
128 "execution_count": 28,
129 "metadata": {
130 "collapsed": false
131 },
132 "outputs": [],
133 "source": [
134 "words = data[\"vocab\"].values()"
135 ]
136 },
137 {
138 "cell_type": "code",
139 "execution_count": 35,
140 "metadata": {
141 "collapsed": false
142 },
143 "outputs": [],
144 "source": [
145 "asr = gensim.models.Word2Vec.load(\"./ASR_gensim.w2v\")\n",
146 "trs = gensim.models.Word2Vec.load(\"./TRS_gensim.w2v\")"
147 ]
148 },
149 {
150 "cell_type": "code",
151 "execution_count": 33,
152 "metadata": {
153 "collapsed": false
154 },
155 "outputs": [],
156 "source": [
157 "asr_words = [ x for x in words if x in asr ]"
158 ]
159 },
160 {
161 "cell_type": "code",
162 "execution_count": 36,
163 "metadata": {
164 "collapsed": true
165 },
166 "outputs": [],
167 "source": [
168 "trs_words = [ x for x in words if x in trs ]"
169 ]
170 },
171 {
172 "cell_type": "code",
173 "execution_count": 48,
174 "metadata": {
175 "collapsed": true
176 },
177 "outputs": [],
178 "source": [
179 "pd[\"words\"]=asr_words"
180 ]
181 },
182 {
183 "cell_type": "code",
184 "execution_count": 43,
185 "metadata": {
186 "collapsed": false
187 },
188 "outputs": [
189 {
190 "ename": "AttributeError",
191 "evalue": "'EvalEnvironment' object has no attribute 'add_outer_namespace'",
192 "output_type": "error",
193 "traceback": [
194 "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
195 "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)",
196 "\u001b[1;32m<ipython-input-43-614da5f12e74>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mggplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msome\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m1000\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maes\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'words'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mgeom_text\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
197 "\u001b[1;32m/home/laboinfo/janod/.pyenv/versions/2.7.10/lib/python2.7/site-packages/ggplot/ggplot.pyc\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, aesthetics, data)\u001b[0m\n\u001b[0;32m 64\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 65\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maesthetics\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maesthetics\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 66\u001b[1;33m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_apply_transforms\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maesthetics\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 67\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 68\u001b[0m \u001b[1;31m# defaults\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
198 "\u001b[1;32m/home/laboinfo/janod/.pyenv/versions/2.7.10/lib/python2.7/site-packages/ggplot/ggplot.pyc\u001b[0m in \u001b[0;36m_apply_transforms\u001b[1;34m(data, aes)\u001b[0m\n\u001b[0;32m 548\u001b[0m \u001b[0menv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mEvalEnvironment\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcapture\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0meval_env\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0maes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__eval_env__\u001b[0m \u001b[1;32mor\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 549\u001b[0m \u001b[1;31m# add factor as a special case\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 550\u001b[1;33m \u001b[0menv\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_outer_namespace\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m\"factor\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mfactor\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 551\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 552\u001b[0m \u001b[0mnew_val\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0menv\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0meval\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minner_namespace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
199 "\u001b[1;31mAttributeError\u001b[0m: 'EvalEnvironment' object has no attribute 'add_outer_namespace'"
200 ]
201 }
202 ],
203 "source": [
204 "ggplot(pd, aes(x=0, y=1, label='words')) +\\\n",
205 " geom_text()"
206 ]
207 },
208 {
209 "cell_type": "code",
210 "execution_count": 55,
211 "metadata": {
212 "collapsed": false
213 },
214 "outputs": [
215 {
216 "data": {
217 "image/png": 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z5w5Go5GMjAyTQlWIf0OKUCGEEKKI2bx5Mzt37iQ0NBQXFxfu3LmDTqfDaDTy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218 "text/plain": [
219 "<matplotlib.figure.Figure at 0x7f637ae4f850>"
220 ]
221 },
222 "metadata": {},
223 "output_type": "display_data"
224 },
225 {
226 "data": {
227 "text/plain": [
228 "<ggplot: (8754080138701)>"
229 ]
230 },
231 "execution_count": 55,
232 "metadata": {},
233 "output_type": "execute_result"
234 }
235 ],
236 "source": [
237 "rpd = some(pd,100)\n",
238 "ggplot(rpd, aes(x=0, y=1, label='words')) +\\\n",
239 " geom_text()"
240 ]
241 },
242 {
243 "cell_type": "code",
244 "execution_count": 47,
245 "metadata": {
246 "collapsed": false
247 },
248 "outputs": [
249 {
250 "data": {
251 "text/html": [
252 "<div>\n",
253 "<table border=\"1\" class=\"dataframe\">\n",
254 " <thead>\n",
255 " <tr style=\"text-align: right;\">\n",
256 " <th></th>\n",
257 " <th>0</th>\n",
258 " <th>1</th>\n",
259 " </tr>\n",
260 " </thead>\n",
261 " <tbody>\n",
262 " <tr>\n",
263 " <th>2034</th>\n",
264 " <td>5.927024</td>\n",
265 " <td>3.019022</td>\n",
266 " </tr>\n",
267 " <tr>\n",
268 " <th>454</th>\n",
269 " <td>-9.455710</td>\n",
270 " <td>-0.984015</td>\n",
271 " </tr>\n",
272 " <tr>\n",
273 " <th>409</th>\n",
274 " <td>-13.974693</td>\n",
275 " <td>10.527684</td>\n",
276 " </tr>\n",
277 " <tr>\n",
278 " <th>1492</th>\n",
279 " <td>-9.873440</td>\n",
280 " <td>-3.042415</td>\n",
281 " </tr>\n",
282 " <tr>\n",
283 " <th>2800</th>\n",
284 " <td>-0.674099</td>\n",
285 " <td>-16.807998</td>\n",
286 " </tr>\n",
287 " </tbody>\n",
288 "</table>\n",
289 "</div>"
290 ],
291 "text/plain": [
292 " 0 1\n",
293 "2034 5.927024 3.019022\n",
294 "454 -9.455710 -0.984015\n",
295 "409 -13.974693 10.527684\n",
296 "1492 -9.873440 -3.042415\n",
297 "2800 -0.674099 -16.807998"
298 ]
299 },
300 "execution_count": 47,
301 "metadata": {},
302 "output_type": "execute_result"
303 }
304 ],
305 "source": [
306 "rpd.head()\n"
307 ]
308 },
309 {
310 "cell_type": "code",
311 "execution_count": null,
312 "metadata": {
313 "collapsed": true
314 },
315 "outputs": [],
316 "source": []
317 }
318 ],
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