{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Demo 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From ." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "from IPython.core.display import HTML \n", "Image(url= \"img/obama.jpg\", width=400)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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onsetdurationlandmark_LEFT_EYE_RIGHT_CORNER_zlandmark_LEFT_EYE_RIGHT_CORNER_xlandmark_LEFT_EYE_RIGHT_CORNER_yfdBoundingPoly_vertex1_ylandmark_MIDPOINT_BETWEEN_EYES_zlandmark_MIDPOINT_BETWEEN_EYES_xlandmark_MIDPOINT_BETWEEN_EYES_ytiltAngle...landmark_RIGHT_OF_LEFT_EYEBROW_zjoyLikelihoodlandmark_RIGHT_OF_LEFT_EYEBROW_xlandmark_RIGHT_OF_LEFT_EYEBROW_ylandmark_RIGHT_OF_RIGHT_EYEBROW_zlandmark_RIGHT_OF_RIGHT_EYEBROW_xlandmark_RIGHT_OF_RIGHT_EYEBROW_yboundingPoly_vertex4_xboundingPoly_vertex4_ylandmark_RIGHT_EYE_LEFT_CORNER_y
0NoneNone-0.051046186.25365211.77217112-25.619604219.56862203.68555-2.058331...-23.860262VERY_LIKELY191.6638184.70097.464142317.03247181.9061434444205.67786
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1 rows × 132 columns

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" ], "text/plain": [ " onset duration landmark_LEFT_EYE_RIGHT_CORNER_z \\\n", "0 None None -0.051046 \n", "\n", " landmark_LEFT_EYE_RIGHT_CORNER_x landmark_LEFT_EYE_RIGHT_CORNER_y \\\n", "0 186.25365 211.77217 \n", "\n", " fdBoundingPoly_vertex1_y landmark_MIDPOINT_BETWEEN_EYES_z \\\n", "0 112 -25.619604 \n", "\n", " landmark_MIDPOINT_BETWEEN_EYES_x landmark_MIDPOINT_BETWEEN_EYES_y \\\n", "0 219.56862 203.68555 \n", "\n", " tiltAngle ... \\\n", "0 -2.058331 ... \n", "\n", " landmark_RIGHT_OF_LEFT_EYEBROW_z joyLikelihood \\\n", "0 -23.860262 VERY_LIKELY \n", "\n", " landmark_RIGHT_OF_LEFT_EYEBROW_x landmark_RIGHT_OF_LEFT_EYEBROW_y \\\n", "0 191.6638 184.7009 \n", "\n", " landmark_RIGHT_OF_RIGHT_EYEBROW_z landmark_RIGHT_OF_RIGHT_EYEBROW_x \\\n", "0 7.464142 317.03247 \n", "\n", " landmark_RIGHT_OF_RIGHT_EYEBROW_y boundingPoly_vertex4_x \\\n", "0 181.90614 34 \n", "\n", " boundingPoly_vertex4_y landmark_RIGHT_EYE_LEFT_CORNER_y \n", "0 444 205.67786 \n", "\n", "[1 rows x 132 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pliers.extractors import GoogleVisionAPIFaceExtractor\n", "ext = GoogleVisionAPIFaceExtractor()\n", "\n", "obama = ext.transform('img/obama.jpg').to_df()\n", "obama" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Is he angry?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 VERY_UNLIKELY\n", "Name: angerLikelihood, dtype: object\n" ] } ], "source": [ "print(obama['angerLikelihood'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Is he joyful?" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 VERY_LIKELY\n", "Name: joyLikelihood, dtype: object\n" ] } ], "source": [ "print(obama['joyLikelihood'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How about the new guy?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(url=\"img/trump.jpg\", width=400)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "ext = GoogleVisionAPIFaceExtractor()\n", "trump = ext.transform('img/trump.jpg').to_df()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Is he angry?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 LIKELY\n", "Name: angerLikelihood, dtype: object\n" ] } ], "source": [ "print(trump['angerLikelihood'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Is he joyful" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 VERY_UNLIKELY\n", "Name: joyLikelihood, dtype: object\n" ] } ], "source": [ "print(trump['joyLikelihood'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Demo 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this demo, we'll import some sound stimuli and run a speech to text conversion program over them before returning the results. These sounds are from [this](http://doi.org/10.17910/B7.248) volume on [Databrary](http://databrary.org).\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Sound stimulus](snd/peep-I-neu-chk.wav)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import imageio\n", "imageio.plugins.ffmpeg.download()\n", "import speech_recognition\n", "from pliers.converters import IBMSpeechAPIConverter\n", "\n", "ext_speech_IBM = IBMSpeechAPIConverter()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll print the onset and duration of the extracted speech stream for each word." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.15\t0.55\thi\n", "2.4\t0.14\tthe\n", "2.54\t0.5\tcheckbooks\n", "3.04\t0.44\tgone\n", "4.54\t0.21\tyou\n", "4.75\t0.26\ttook\n", "5.01\t0.18\tit\n", "6.2\t0.14\tI\n", "6.34\t0.28\tdon't\n", "6.62\t0.21\thave\n", "6.83\t0.2\tit\n", "8.72\t0.21\tyou\n", "8.93\t0.24\thad\n", "9.17\t0.11\tit\n", "9.28\t0.54\tlast\n", "10.83\t0.23\tit's\n", "11.06\t0.29\tjust\n", "11.35\t0.17\tnot\n", "11.52\t0.46\there\n", "12.93\t0.16\tyou'll\n", "13.09\t0.2\thave\n", "13.29\t0.13\tto\n", "13.42\t0.34\tfind\n", "13.76\t0.16\tit\n" ] } ], "source": [ "neu_chk_IBM = ext_speech_IBM.transform('snd/peep-I-neu-chk.wav')\n", "for ts in neu_chk_IBM:\n", " print(str(ts.onset) + \"\\t\" + str(ts.duration) + \"\\t\" + ts.text)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Would you like to see a frequency spectrum of these data?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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EfKkgBJ9MgWMjRONyOYyLJwnxOImkzp8+5H6vCxf08NMzhZh/e5Nf5ybj/cFN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0+L0ALlpr734nr/Gfzer533+kUyLKxGaeHra/G2auNK8SHjb6psjyYQN4TblkJlsO5KGT5fJZ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\n9Z54eT8T8SR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si/Vn5yUwnSKdM5lMY5LBaw0N5HWcX+Walc8dSwUAr1wrpWieJYU0OUXj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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from pliers.extractors import STFTAudioExtractor\n", "import matplotlib\n", "\n", "ext = STFTAudioExtractor(freq_bins=10, spectrogram=True)\n", "\n", "result = ext.transform('snd/peep-I-neu-chk.wav')\n", "print(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try another sound, just for fun. \n", "\n", "[Another sound](snd/peep-I-hap-tlk.wav)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.96\t0.45\tsorry\n", "1.41\t0.13\tyou're\n", "1.54\t0.58\ttired\n", "2.84\t0.28\twe\n", "3.12\t0.21\tshould\n", "3.33\t0.51\ttalk\n", "4.73\t0.32\tabout\n", "5.05\t0.3\tlots\n", "5.35\t0.1\tof\n", "5.45\t0.54\tthings\n", "6.97\t0.6\tmoney\n", "7.96\t0.12\tthe\n", "8.08\t0.66\tweekend\n", "9.7\t0.51\tfine\n", "10.54\t0.14\twe\n", "10.68\t0.14\twill\n", "10.82\t0.33\ttalk\n", "11.15\t0.51\tnow\n", "12.64\t0.73\tokay\n", "13.45\t0.31\tnever\n", "13.76\t0.48\tmind\n" ] } ], "source": [ "hap_tlk_IBM = ext_speech_IBM.transform('snd/peep-I-hap-tlk.wav')\n", "for ts in hap_tlk_IBM:\n", " print(str(ts.onset) + \"\\t\" + str(ts.duration) + \"\\t\" + ts.text)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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RqEdQ6nKzFm1tqX/pzwEAscP7ozG3dRXOw2h2a0W2EPadP6VgvWMUDGPdP/uG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\nAHa08fqTKwQcMol60PINvtzT+d0jgF9TeW0Sf7dz7qlN3z8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aosGCi7ka1j0SDLh4oQkx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LZXWllXoQH8BokGO8YDmE+qZJEqWd7bXNsfNIm9NkValBDT9B3E4Q+rbl5TOOsfN7v2fX9shJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "result = ext.transform('snd/peep-I-hap-tlk.wav')\n", "print(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Slick, eh? See the `pliers` [documentation](http://tyarkoni.github.io/pliers/index.html) for more goodness.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 1 }