Mercurial > hg > plosone_underreview

comparison notebooks/test_hubness.ipynb @ 89:8a2d56880050 branch-tests

Find changesets by keywords (author, files, the commit message), revision number or hash, or revset expression.
?
author Maria Panteli
date Mon, 02 Oct 2017 12:37:55 +0100
parents 4395037087b6
children e279ccea5f9b
comparison
equal deleted inserted replaced
88:c829d4f20066 89:8a2d56880050
1 { 1 {
2 "cells": [ 2 "cells": [
3 { 3 {
4 "cell_type": "code", 4 "cell_type": "code",
5 "execution_count": 1, 5 "execution_count": 1,
6 "metadata": {}, 6 "metadata": {
7 "collapsed": true
8 },
7 "outputs": [], 9 "outputs": [],
8 "source": [ 10 "source": [
9 "import numpy as np\n", 11 "import numpy as np\n",
10 "import pickle\n", 12 "import pickle\n",
11 "from scipy.stats import pearsonr\n", 13 "from scipy.stats import pearsonr\n",
43 ] 45 ]
44 }, 46 },
45 { 47 {
46 "cell_type": "code", 48 "cell_type": "code",
47 "execution_count": 3, 49 "execution_count": 3,
48 "metadata": {}, 50 "metadata": {
51 "collapsed": false
52 },
49 "outputs": [ 53 "outputs": [
50 { 54 {
51 "data": { 55 "data": {
52 "text/plain": [ 56 "text/plain": [
53 "(8200, 380)" 57 "(8200, 380)"
82 ] 86 ]
83 }, 87 },
84 { 88 {
85 "cell_type": "code", 89 "cell_type": "code",
86 "execution_count": 4, 90 "execution_count": 4,
87 "metadata": {}, 91 "metadata": {
92 "collapsed": false
93 },
88 "outputs": [ 94 "outputs": [
89 { 95 {
90 "data": { 96 "data": {
91 "text/plain": [ 97 "text/plain": [
92 "(8200, 8200)" 98 "(8200, 8200)"
103 ] 109 ]
104 }, 110 },
105 { 111 {
106 "cell_type": "code", 112 "cell_type": "code",
107 "execution_count": 5, 113 "execution_count": 5,
108 "metadata": {}, 114 "metadata": {
115 "collapsed": false
116 },
109 "outputs": [ 117 "outputs": [
110 { 118 {
111 "data": { 119 "data": {
112 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZUAAAEACAYAAAB78OvLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", 120 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZUAAAEACAYAAAB78OvLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
113 "text/plain": [ 121 "text/plain": [
147 ] 155 ]
148 }, 156 },
149 { 157 {
150 "cell_type": "code", 158 "cell_type": "code",
151 "execution_count": 27, 159 "execution_count": 27,
152 "metadata": {}, 160 "metadata": {
161 "collapsed": false
162 },
153 "outputs": [ 163 "outputs": [
154 { 164 {
155 "name": "stdout", 165 "name": "stdout",
156 "output_type": "stream", 166 "output_type": "stream",
157 "text": [ 167 "text": [
242 ] 252 ]
243 }, 253 },
244 { 254 {
245 "cell_type": "code", 255 "cell_type": "code",
246 "execution_count": 17, 256 "execution_count": 17,
247 "metadata": {}, 257 "metadata": {
258 "collapsed": false
259 },
248 "outputs": [ 260 "outputs": [
249 { 261 {
250 "data": { 262 "data": {
251 "text/plain": [ 263 "text/plain": [
252 "array([[4650, 2942, 3520, ..., 3488, 2864, 6361],\n", 264 "array([[4650, 2942, 3520, ..., 3488, 2864, 6361],\n",
268 ] 280 ]
269 }, 281 },
270 { 282 {
271 "cell_type": "code", 283 "cell_type": "code",
272 "execution_count": 23, 284 "execution_count": 23,
273 "metadata": {}, 285 "metadata": {
286 "collapsed": false
287 },
274 "outputs": [ 288 "outputs": [
275 { 289 {
276 "name": "stdout", 290 "name": "stdout",
277 "output_type": "stream", 291 "output_type": "stream",
278 "text": [ 292 "text": [
468 ] 482 ]
469 }, 483 },
470 { 484 {
471 "cell_type": "code", 485 "cell_type": "code",
472 "execution_count": 21, 486 "execution_count": 21,
473 "metadata": {}, 487 "metadata": {
488 "collapsed": false
489 },
474 "outputs": [ 490 "outputs": [
475 { 491 {
476 "data": { 492 "data": {
477 "text/plain": [ 493 "text/plain": [
478 "(7160,)" 494 "(7160,)"
495 ] 511 ]
496 }, 512 },
497 { 513 {
498 "cell_type": "code", 514 "cell_type": "code",
499 "execution_count": 12, 515 "execution_count": 12,
500 "metadata": {}, 516 "metadata": {
517 "collapsed": false
518 },
501 "outputs": [ 519 "outputs": [
502 { 520 {
503 "name": "stderr", 521 "name": "stderr",
504 "output_type": "stream", 522 "output_type": "stream",
505 "text": [ 523 "text": [
522 ] 540 ]
523 }, 541 },
524 { 542 {
525 "cell_type": "code", 543 "cell_type": "code",
526 "execution_count": 6, 544 "execution_count": 6,
527 "metadata": {}, 545 "metadata": {
546 "collapsed": false
547 },
528 "outputs": [ 548 "outputs": [
529 { 549 {
530 "data": { 550 "data": {
531 "text/plain": [ 551 "text/plain": [
532 "(8200, 108)" 552 "(8200, 108)"
542 ] 562 ]
543 }, 563 },
544 { 564 {
545 "cell_type": "code", 565 "cell_type": "code",
546 "execution_count": 7, 566 "execution_count": 7,
547 "metadata": {}, 567 "metadata": {
568 "collapsed": false
569 },
548 "outputs": [ 570 "outputs": [
549 { 571 {
550 "data": { 572 "data": {
551 "text/plain": [ 573 "text/plain": [
552 "True" 574 "True"
569 ] 591 ]
570 }, 592 },
571 { 593 {
572 "cell_type": "code", 594 "cell_type": "code",
573 "execution_count": 14, 595 "execution_count": 14,
574 "metadata": {}, 596 "metadata": {
597 "collapsed": false
598 },
575 "outputs": [ 599 "outputs": [
576 { 600 {
577 "name": "stderr", 601 "name": "stderr",
578 "output_type": "stream", 602 "output_type": "stream",
579 "text": [ 603 "text": [
594 ] 618 ]
595 }, 619 },
596 { 620 {
597 "cell_type": "code", 621 "cell_type": "code",
598 "execution_count": 10, 622 "execution_count": 10,
599 "metadata": {}, 623 "metadata": {
624 "collapsed": false
625 },
600 "outputs": [ 626 "outputs": [
601 { 627 {
602 "data": { 628 "data": {
603 "text/plain": [ 629 "text/plain": [
604 "array([ 'https://sounds.bl.uk/World-and-traditional-music/Decca-West-African-recordings/025M-1CS0043663XX-0100V0',\n", 630 "array([ 'https://sounds.bl.uk/World-and-traditional-music/Decca-West-African-recordings/025M-1CS0043663XX-0100V0',\n",
626 ] 652 ]
627 }, 653 },
628 { 654 {
629 "cell_type": "code", 655 "cell_type": "code",
630 "execution_count": 7, 656 "execution_count": 7,
631 "metadata": {}, 657 "metadata": {
658 "collapsed": false
659 },
632 "outputs": [ 660 "outputs": [
633 { 661 {
634 "name": "stdout", 662 "name": "stdout",
635 "output_type": "stream", 663 "output_type": "stream",
636 "text": [ 664 "text": [
666 ] 694 ]
667 }, 695 },
668 { 696 {
669 "cell_type": "code", 697 "cell_type": "code",
670 "execution_count": 15, 698 "execution_count": 15,
671 "metadata": {}, 699 "metadata": {
700 "collapsed": false
701 },
672 "outputs": [ 702 "outputs": [
673 { 703 {
674 "name": "stdout", 704 "name": "stdout",
675 "output_type": "stream", 705 "output_type": "stream",
676 "text": [ 706 "text": [
697 ] 727 ]
698 }, 728 },
699 { 729 {
700 "cell_type": "code", 730 "cell_type": "code",
701 "execution_count": 6, 731 "execution_count": 6,
702 "metadata": {}, 732 "metadata": {
733 "collapsed": false
734 },
703 "outputs": [ 735 "outputs": [
704 { 736 {
705 "data": { 737 "data": {
706 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEACAYAAACznAEdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWLDE1f0AAAAASUVORK5CYII=\n", 738 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYQAAAEACAYAAACznAEdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWLDE1f0AAAAASUVORK5CYII=\n",
707 "text/plain": [ 739 "text/plain": [
719 ] 751 ]
720 }, 752 },
721 { 753 {
722 "cell_type": "code", 754 "cell_type": "code",
723 "execution_count": 7, 755 "execution_count": 7,
724 "metadata": {}, 756 "metadata": {
757 "collapsed": false
758 },
725 "outputs": [ 759 "outputs": [
726 { 760 {
727 "data": { 761 "data": {
728 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEACAYAAABcXmojAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", 762 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEACAYAAABcXmojAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n",
729 "text/plain": [ 763 "text/plain": [
764 "file_extension": ".py", 798 "file_extension": ".py",
765 "mimetype": "text/x-python", 799 "mimetype": "text/x-python",
766 "name": "python", 800 "name": "python",
767 "nbconvert_exporter": "python", 801 "nbconvert_exporter": "python",
768 "pygments_lexer": "ipython2", 802 "pygments_lexer": "ipython2",
769 "version": "2.7.12" 803 "version": "2.7.11"
770 } 804 }
771 }, 805 },
772 "nbformat": 4, 806 "nbformat": 4,
773 "nbformat_minor": 1 807 "nbformat_minor": 1
774 } 808 }