comparison notebooks/test_hubness.ipynb @ 68:a6606b255ad7 branch-tests

?
author Maria Panteli
date Thu, 21 Sep 2017 22:02:42 +0100
parents dd86e49ae8bf
children 7bed7a5966c1
comparison
equal deleted inserted replaced
57:dd86e49ae8bf 68:a6606b255ad7
44 ] 44 ]
45 }, 45 },
46 { 46 {
47 "cell_type": "code", 47 "cell_type": "code",
48 "execution_count": 3, 48 "execution_count": 3,
49 "metadata": {}, 49 "metadata": {
50 "collapsed": false
51 },
50 "outputs": [ 52 "outputs": [
51 { 53 {
52 "data": { 54 "data": {
53 "text/plain": [ 55 "text/plain": [
54 "(8200, 380)" 56 "(8200, 380)"
82 ] 84 ]
83 }, 85 },
84 { 86 {
85 "cell_type": "code", 87 "cell_type": "code",
86 "execution_count": 5, 88 "execution_count": 5,
87 "metadata": {}, 89 "metadata": {
90 "collapsed": false
91 },
88 "outputs": [ 92 "outputs": [
89 { 93 {
90 "data": { 94 "data": {
91 "text/plain": [ 95 "text/plain": [
92 "(8200, 8200)" 96 "(8200, 8200)"
104 ] 108 ]
105 }, 109 },
106 { 110 {
107 "cell_type": "code", 111 "cell_type": "code",
108 "execution_count": 6, 112 "execution_count": 6,
109 "metadata": {}, 113 "metadata": {
114 "collapsed": false
115 },
110 "outputs": [ 116 "outputs": [
111 { 117 {
112 "data": { 118 "data": {
113 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZUAAAEACAYAAAB78OvLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", 119 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZUAAAEACAYAAAB78OvLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
114 "text/plain": [ 120 "text/plain": [
148 ] 154 ]
149 }, 155 },
150 { 156 {
151 "cell_type": "code", 157 "cell_type": "code",
152 "execution_count": 14, 158 "execution_count": 14,
153 "metadata": {}, 159 "metadata": {
160 "collapsed": false
161 },
154 "outputs": [ 162 "outputs": [
155 { 163 {
156 "name": "stdout", 164 "name": "stdout",
157 "output_type": "stream", 165 "output_type": "stream",
158 "text": [ 166 "text": [
236 ] 244 ]
237 }, 245 },
238 { 246 {
239 "cell_type": "code", 247 "cell_type": "code",
240 "execution_count": 7, 248 "execution_count": 7,
241 "metadata": {}, 249 "metadata": {
250 "collapsed": false
251 },
242 "outputs": [ 252 "outputs": [
243 { 253 {
244 "name": "stdout", 254 "name": "stdout",
245 "output_type": "stream", 255 "output_type": "stream",
246 "text": [ 256 "text": [
282 ] 292 ]
283 }, 293 },
284 { 294 {
285 "cell_type": "code", 295 "cell_type": "code",
286 "execution_count": 17, 296 "execution_count": 17,
287 "metadata": {}, 297 "metadata": {
298 "collapsed": false
299 },
288 "outputs": [ 300 "outputs": [
289 { 301 {
290 "data": { 302 "data": {
291 "text/plain": [ 303 "text/plain": [
292 "array([[4650, 2942, 3520, ..., 3488, 2864, 6361],\n", 304 "array([[4650, 2942, 3520, ..., 3488, 2864, 6361],\n",
308 ] 320 ]
309 }, 321 },
310 { 322 {
311 "cell_type": "code", 323 "cell_type": "code",
312 "execution_count": 12, 324 "execution_count": 12,
313 "metadata": {}, 325 "metadata": {
326 "collapsed": false
327 },
314 "outputs": [ 328 "outputs": [
315 { 329 {
316 "name": "stdout", 330 "name": "stdout",
317 "output_type": "stream", 331 "output_type": "stream",
318 "text": [ 332 "text": [
506 ] 520 ]
507 }, 521 },
508 { 522 {
509 "cell_type": "code", 523 "cell_type": "code",
510 "execution_count": 21, 524 "execution_count": 21,
511 "metadata": {}, 525 "metadata": {
526 "collapsed": false
527 },
512 "outputs": [ 528 "outputs": [
513 { 529 {
514 "data": { 530 "data": {
515 "text/plain": [ 531 "text/plain": [
516 "(7160,)" 532 "(7160,)"
533 ] 549 ]
534 }, 550 },
535 { 551 {
536 "cell_type": "code", 552 "cell_type": "code",
537 "execution_count": 19, 553 "execution_count": 19,
538 "metadata": {}, 554 "metadata": {
555 "collapsed": false
556 },
539 "outputs": [ 557 "outputs": [
540 { 558 {
541 "name": "stderr", 559 "name": "stderr",
542 "output_type": "stream", 560 "output_type": "stream",
543 "text": [ 561 "text": [
553 ] 571 ]
554 }, 572 },
555 { 573 {
556 "cell_type": "code", 574 "cell_type": "code",
557 "execution_count": 6, 575 "execution_count": 6,
558 "metadata": {}, 576 "metadata": {
577 "collapsed": false
578 },
559 "outputs": [ 579 "outputs": [
560 { 580 {
561 "data": { 581 "data": {
562 "text/plain": [ 582 "text/plain": [
563 "(8200, 108)" 583 "(8200, 108)"
573 ] 593 ]
574 }, 594 },
575 { 595 {
576 "cell_type": "code", 596 "cell_type": "code",
577 "execution_count": 7, 597 "execution_count": 7,
578 "metadata": {}, 598 "metadata": {
599 "collapsed": false
600 },
579 "outputs": [ 601 "outputs": [
580 { 602 {
581 "data": { 603 "data": {
582 "text/plain": [ 604 "text/plain": [
583 "True" 605 "True"
600 ] 622 ]
601 }, 623 },
602 { 624 {
603 "cell_type": "code", 625 "cell_type": "code",
604 "execution_count": 8, 626 "execution_count": 8,
605 "metadata": {}, 627 "metadata": {
628 "collapsed": false
629 },
606 "outputs": [ 630 "outputs": [
607 { 631 {
608 "name": "stderr", 632 "name": "stderr",
609 "output_type": "stream", 633 "output_type": "stream",
610 "text": [ 634 "text": [
625 ] 649 ]
626 }, 650 },
627 { 651 {
628 "cell_type": "code", 652 "cell_type": "code",
629 "execution_count": 10, 653 "execution_count": 10,
630 "metadata": {}, 654 "metadata": {
655 "collapsed": false
656 },
631 "outputs": [ 657 "outputs": [
632 { 658 {
633 "data": { 659 "data": {
634 "text/plain": [ 660 "text/plain": [
635 "array([ 'https://sounds.bl.uk/World-and-traditional-music/Decca-West-African-recordings/025M-1CS0043663XX-0100V0',\n", 661 "array([ 'https://sounds.bl.uk/World-and-traditional-music/Decca-West-African-recordings/025M-1CS0043663XX-0100V0',\n",
673 "file_extension": ".py", 699 "file_extension": ".py",
674 "mimetype": "text/x-python", 700 "mimetype": "text/x-python",
675 "name": "python", 701 "name": "python",
676 "nbconvert_exporter": "python", 702 "nbconvert_exporter": "python",
677 "pygments_lexer": "ipython2", 703 "pygments_lexer": "ipython2",
678 "version": "2.7.12" 704 "version": "2.7.11"
679 } 705 }
680 }, 706 },
681 "nbformat": 4, 707 "nbformat": 4,
682 "nbformat_minor": 1 708 "nbformat_minor": 1
683 } 709 }