Mercurial > hg > plosone_underreview
changeset 25:8dea2b8349c5 branch-tests
merged
| author | Maria Panteli <m.x.panteli@gmail.com> |
|---|---|
| date | Wed, 13 Sep 2017 13:53:09 +0100 |
| parents | 852d4377f6ca (current diff) 56cbf155680a (diff) |
| children | 29b5ee381305 bd284065aeb6 |
| files | scripts/load_features.py |
| diffstat | 1 files changed, 995 insertions(+), 10 deletions(-) [+] |
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--- a/notebooks/sensitivity_experiment.ipynb Wed Sep 13 13:52:51 2017 +0100 +++ b/notebooks/sensitivity_experiment.ipynb Wed Sep 13 13:53:09 2017 +0100 @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -33,11 +33,18 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "../scripts/util_filter_dataset.py:22: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " if len(np.where(bounds[:,2]=='m')[0])==0 or len(np.where(bounds[:,2]=='s')[0])==len(bounds):\n" + ] + } + ], "source": [ "OUTPUT_FILES = load_dataset.OUTPUT_FILES\n", "n_iters = 10\n", @@ -46,11 +53,989 @@ }, { "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(8396, 108)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "file 0 of 6\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "extracting pitch bihist from melodia...\n", + "file 1 of 6\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "extracting pitch bihist from melodia...\n", + "file 2 of 6\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "extracting pitch bihist from melodia...\n", + "file 3 of 6\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "extracting pitch bihist from melodia...\n", + "file 4 of 6\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "extracting pitch bihist from melodia...\n", + "file 5 of 6\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "extracting pitch bihist from melodia...\n", + "6 6 6 6 6 6\n", + "(264, 400) (264, 240) (264, 80) (264, 120)\n", + "file 0 of 2\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "extracting pitch bihist from melodia...\n", + "file 1 of 2\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "extracting pitch bihist from melodia...\n", + "2 2 2 2 2 2\n", + "(88, 400) (88, 240) (88, 80) (88, 120)\n", + "file 0 of 2\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "extracting pitch bihist from melodia...\n", + "file 1 of 2\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "extracting pitch bihist from melodia...\n", + "2 2 2 2 2 2\n", + "(85, 400) (85, 240) (85, 80) (85, 120)\n" + ] + }, + { + "ename": "AttributeError", + "evalue": "'list' object has no attribute 'shape'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-9-ed1b80dfb251>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mtrain\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtest\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_dataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfeatures_for_train_test_sets\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwrite_output\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mprint\u001b[0m \u001b[0mtrain\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m: 'list' object has no attribute 'shape'" + ] + } + ], + "source": [ + "train, val, test = load_dataset.features_for_train_test_sets(df.iloc[:10, :], write_output=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>AlbumTitle</th>\n", + " <th>Artist</th>\n", + " <th>Artist_Album</th>\n", + " <th>BuyLinkTrackDownload</th>\n", + " <th>CatalogNumber</th>\n", + " <th>CatalogNumber_Album</th>\n", + " <th>Collection</th>\n", + " <th>ContentType</th>\n", + " <th>ContentType_Album</th>\n", + " <th>Country</th>\n", + " <th>...</th>\n", + " <th>Language_iso3</th>\n", + " <th>Language_iso1</th>\n", + " <th>Region</th>\n", + " <th>Latitude</th>\n", + " <th>Longitude</th>\n", + " <th>Audio</th>\n", + " <th>Speech</th>\n", + " <th>Melspec</th>\n", + " <th>Chroma</th>\n", + " <th>Melodia</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>29182</th>\n", + " <td>Music of Afghanistan</td>\n", + " <td>Afghan National Orchestra</td>\n", + " <td>Various Artists</td>\n", + " <td>26138</td>\n", + " <td>FW04361_201</td>\n", + " <td>FW04361</td>\n", + " <td>NaN</td>\n", + " <td>Track</td>\n", + " <td>Album</td>\n", + " <td>Afghanistan</td>\n", + " <td>...</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>South Asia</td>\n", + " <td>33.93911</td>\n", + " <td>67.709953</td>\n", + " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n", + " <td>/import/c4dm-02/people/mariap/SpeechMusic/2613...</td>\n", + " <td>/import/c4dm-02/people/mariap/MelSpec/26138_Sa...</td>\n", + " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n", + " <td>/import/c4dm-02/people/mariap/Melodia/26138_Sa...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>29183</th>\n", + " <td>Music of Afghanistan</td>\n", + " <td>Yaqub Kasimi</td>\n", + " <td>Various Artists</td>\n", + " <td>26142</td>\n", + " <td>FW04361_205</td>\n", + " <td>FW04361</td>\n", + " <td>NaN</td>\n", + " <td>Track</td>\n", + " <td>Album</td>\n", + " <td>Afghanistan</td>\n", + " <td>...</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>South Asia</td>\n", + " <td>33.93911</td>\n", + " <td>67.709953</td>\n", + " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n", + " <td>/import/c4dm-02/people/mariap/SpeechMusic/2614...</td>\n", + " <td>/import/c4dm-02/people/mariap/MelSpec/26142_Sa...</td>\n", + " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n", + " <td>/import/c4dm-02/people/mariap/Melodia/26142_Sa...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>29184</th>\n", + " <td>Ustad Mohammad Omar: Virtuoso from Afghanistan</td>\n", + " <td>Ustad Mohammad Omar|Zakir Hussain</td>\n", + " <td>Ustad Mohammad Omar</td>\n", + " <td>51931</td>\n", + " <td>SFW40439_102</td>\n", + " <td>SFW40439</td>\n", + " <td>NaN</td>\n", + " <td>Track</td>\n", + " <td>Album</td>\n", + " <td>Afghanistan</td>\n", + " <td>...</td>\n", + " <td>pbt</td>\n", + " <td>Indo-European</td>\n", + " <td>South Asia</td>\n", + " <td>33.93911</td>\n", + " <td>67.709953</td>\n", + " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n", + " <td>/import/c4dm-02/people/mariap/SpeechMusic/5193...</td>\n", + " <td>/import/c4dm-02/people/mariap/MelSpec/51931_Sa...</td>\n", + " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n", + " <td>/import/c4dm-02/people/mariap/Melodia/51931_Sa...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>29185</th>\n", + " <td>Music of Central Asia Vol. 3: Homayun Sakhi: T...</td>\n", + " <td>Homayun Sakhi</td>\n", + " <td>Homayun Sakhi</td>\n", + " <td>53229</td>\n", + " <td>SFW40522_101</td>\n", + " <td>SFW40522</td>\n", + " <td>NaN</td>\n", + " <td>Track</td>\n", + " <td>Album</td>\n", + " <td>Afghanistan</td>\n", + " <td>...</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>South Asia</td>\n", + " <td>33.93911</td>\n", + " <td>67.709953</td>\n", + " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n", + " <td>/import/c4dm-02/people/mariap/SpeechMusic/5322...</td>\n", + " <td>/import/c4dm-02/people/mariap/MelSpec/53229_Sa...</td>\n", + " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n", + " <td>/import/c4dm-02/people/mariap/Melodia/53229_Sa...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>29186</th>\n", + " <td>Music of Afghanistan</td>\n", + " <td>Rebab and Dhol Duet</td>\n", + " <td>Various Artists</td>\n", + " <td>26140</td>\n", + " <td>FW04361_203</td>\n", + " <td>FW04361</td>\n", + " <td>NaN</td>\n", + " <td>Track</td>\n", + " <td>Album</td>\n", + " <td>Afghanistan</td>\n", + " <td>...</td>\n", + " <td>NaN</td>\n", + " <td>NaN</td>\n", + " <td>South Asia</td>\n", + " <td>33.93911</td>\n", + " <td>67.709953</td>\n", + " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n", + " <td>/import/c4dm-02/people/mariap/SpeechMusic/2614...</td>\n", + " <td>/import/c4dm-02/people/mariap/MelSpec/26140_Sa...</td>\n", + " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n", + " <td>/import/c4dm-02/people/mariap/Melodia/26140_Sa...</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>5 rows × 108 columns</p>\n", + "</div>" + ], + "text/plain": [ + " AlbumTitle \\\n", + "29182 Music of Afghanistan \n", + "29183 Music of Afghanistan \n", + "29184 Ustad Mohammad Omar: Virtuoso from Afghanistan \n", + "29185 Music of Central Asia Vol. 3: Homayun Sakhi: T... \n", + "29186 Music of Afghanistan \n", + "\n", + " Artist Artist_Album \\\n", + "29182 Afghan National Orchestra Various Artists \n", + "29183 Yaqub Kasimi Various Artists \n", + "29184 Ustad Mohammad Omar|Zakir Hussain Ustad Mohammad Omar \n", + "29185 Homayun Sakhi Homayun Sakhi \n", + "29186 Rebab and Dhol Duet Various Artists \n", + "\n", + " BuyLinkTrackDownload CatalogNumber CatalogNumber_Album Collection \\\n", + "29182 26138 FW04361_201 FW04361 NaN \n", + "29183 26142 FW04361_205 FW04361 NaN \n", + "29184 51931 SFW40439_102 SFW40439 NaN \n", + "29185 53229 SFW40522_101 SFW40522 NaN \n", + "29186 26140 FW04361_203 FW04361 NaN \n", + "\n", + " ContentType ContentType_Album Country \\\n", + "29182 Track Album Afghanistan \n", + "29183 Track Album Afghanistan \n", + "29184 Track Album Afghanistan \n", + "29185 Track Album Afghanistan \n", + "29186 Track Album Afghanistan \n", + "\n", + " ... Language_iso3 \\\n", + "29182 ... NaN \n", + "29183 ... NaN \n", + "29184 ... pbt \n", + "29185 ... NaN \n", + "29186 ... NaN \n", + "\n", + " Language_iso1 Region Latitude Longitude \\\n", + "29182 NaN South Asia 33.93911 67.709953 \n", + "29183 NaN South Asia 33.93911 67.709953 \n", + "29184 Indo-European South Asia 33.93911 67.709953 \n", + "29185 NaN South Asia 33.93911 67.709953 \n", + "29186 NaN South Asia 33.93911 67.709953 \n", + "\n", + " Audio \\\n", + "29182 /import/c4dm-scratch/matthiasm/data/smithsonia... \n", + "29183 /import/c4dm-scratch/matthiasm/data/smithsonia... \n", + "29184 /import/c4dm-scratch/matthiasm/data/smithsonia... \n", + "29185 /import/c4dm-scratch/matthiasm/data/smithsonia... \n", + "29186 /import/c4dm-scratch/matthiasm/data/smithsonia... \n", + "\n", + " Speech \\\n", + "29182 /import/c4dm-02/people/mariap/SpeechMusic/2613... \n", + "29183 /import/c4dm-02/people/mariap/SpeechMusic/2614... \n", + "29184 /import/c4dm-02/people/mariap/SpeechMusic/5193... \n", + "29185 /import/c4dm-02/people/mariap/SpeechMusic/5322... \n", + "29186 /import/c4dm-02/people/mariap/SpeechMusic/2614... \n", + "\n", + " Melspec \\\n", + "29182 /import/c4dm-02/people/mariap/MelSpec/26138_Sa... \n", + "29183 /import/c4dm-02/people/mariap/MelSpec/26142_Sa... \n", + "29184 /import/c4dm-02/people/mariap/MelSpec/51931_Sa... \n", + "29185 /import/c4dm-02/people/mariap/MelSpec/53229_Sa... \n", + "29186 /import/c4dm-02/people/mariap/MelSpec/26140_Sa... \n", + "\n", + " Chroma \\\n", + "29182 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n", + "29183 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n", + "29184 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n", + "29185 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n", + "29186 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n", + "\n", + " Melodia \n", + "29182 /import/c4dm-02/people/mariap/Melodia/26138_Sa... \n", + "29183 /import/c4dm-02/people/mariap/Melodia/26142_Sa... \n", + "29184 /import/c4dm-02/people/mariap/Melodia/51931_Sa... \n", + "29185 /import/c4dm-02/people/mariap/Melodia/53229_Sa... \n", + "29186 /import/c4dm-02/people/mariap/Melodia/26140_Sa... \n", + "\n", + "[5 rows x 108 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "iteration 0\n", + "file 0 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 1 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 2 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 3 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 4 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 5 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 6 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 7 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 8 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 9 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 10 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 11 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 12 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 13 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 14 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 15 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 16 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "file 17 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 18 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 19 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 20 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 21 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 22 of 5037\n", + "loading speech/music segments...\n", + "file 23 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 24 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 25 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 26 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 27 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 28 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 29 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 30 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 31 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 32 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 33 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 34 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 35 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 36 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 37 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 38 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 39 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 40 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 41 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 42 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 43 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 44 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 45 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 46 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "file 47 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "file 48 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "file 49 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "file 50 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "file 51 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "file 52 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "file 53 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "file 54 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "file 55 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 56 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 57 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 58 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 59 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 60 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 61 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 62 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 63 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 64 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 65 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 66 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 67 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 68 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 69 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 70 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 71 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 72 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 73 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 74 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 75 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 76 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 77 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 78 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 79 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 80 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 81 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 82 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 83 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 84 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 85 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 86 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 87 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 88 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 89 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 90 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 91 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 92 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 93 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 94 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 95 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 96 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 97 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 98 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 99 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 100 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 101 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 102 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 103 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 104 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 105 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 106 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 107 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 108 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 109 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 110 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 111 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 112 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 113 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 114 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 115 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 116 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 117 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 118 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 119 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 120 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 121 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 122 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 123 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 124 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n", + "extracting chroma...\n", + "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n", + "file 125 of 5037\n", + "loading speech/music segments...\n", + "extracting onset patterns and mfccs...\n" + ] + } + ], "source": [ "for n in range(n_iters):\n", " print \"iteration %d\" % n\n",