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Real-Time MRI Reveals How Beatboxers Produce Sound

By MedImaging International staff writers
Posted on 21 Nov 2018

A new study shows how real-time magnetic resonance imaging (MRI) can be used to understand how beatboxers produce percussion sounds.

Researchers at the University of Southern California (USC; Los Angeles, USA) used real-time MRI data to observe the vocal tracts of beatboxers just before they make a sound. The MRI data provides a dynamic view of the entire midsagittal vocal tract at a frame rate high enough to observe the movement and coordination of critical articulators. The study evaluated beatboxers of different ages and genders, and with different native languages, in order to characterize different styles, using video signal processing to demystify the vocal mechanics.

One of the main challenges for the researchers was to develop the algorithms they used to quantify the movement of the beatboxer's vocal tract. To do so, a linguist labeled all the various parts of the body involved in sound production, such as the tongue and the roof of the mouth. The algorithm then tracked the images of these various parts as they moved during the production of sound. The results showed that beatboxers can put together sounds that are not seen in any language. The study was presented at the Acoustical Society of America's 176th annual meeting, held during November 2018 in Victoria (Canada).

“Beatboxers may learn something different in preparing to make a sound than they do when they're talking. They can hear a sound like a snare drum and they can figure out what they need to do with their mouth to re-create it,” said lead author and study presenter PhD candidate Timothy Greer. “Using real-time MRI allows us to investigate the difference in the production of music and language and to see how the mind parses these different modalities.”

Beatboxing is a musical art form in which performers use their vocal tract to create percussive sounds such as clicks, kicks, rattles and trills. Sometimes beatboxers perform as a part of an ensemble, using their vocal tracts to provide beats for other musicians; other times, beatboxers perform alone, where they might sing and beatbox simultaneously or simply make sounds without singing.

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66 (132.08389282227): select cover from jos_number where journalid in (5) and cover is not null order by left(issue,2)+right(issue,2)*12 desc limit 1

67 (644.92225646973): SELECT fid FROM jos_deeppockets WHERE id=294775788 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294775788 AND published='1' LIMIT 1

68 (359.05838012695): SELECT id,name,sponsor_text FROM jos_deeppockets dp left outer join jos_channel_sponsor cs on dp.id=cs.fid WHERE cat=10 AND TYPE='file_folder' AND published=1 AND id=212 ORDER BY `ordering`

69 (56.982040405273): select jos_twitters.link from jos_twitters where cat=10

70 (75.817108154297): select jos_facebook.link from jos_facebook where cat=10

71 (39.100646972656): select jos_google_plus.link from jos_google_plus where cat=10

72 (36.001205444336): select jos_linkedin.link from jos_linkedin where cat=10

73 (39.100646972656): SELECT fid FROM jos_deeppockets WHERE id=294775788 AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE id=294775788 AND published='1' LIMIT 1

74 (39.100646972656): SELECT id,name,sponsor_text FROM jos_deeppockets dp left outer join jos_channel_sponsor cs on dp.id=cs.fid WHERE cat=10 AND TYPE='file_folder' AND published=1 AND id=212 ORDER BY `ordering`

75 (336.1701965332): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775788 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

76 (267.02880859375): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775788 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

77 (53.167343139648): SELECT id,name,title FROM jos_deeppockets WHERE cat=10 AND TYPE='file_folder' AND published=1 AND id != 294743300 AND id != 294743301 AND id != 294743302 AND id != 294743303 AND id != 294743304 AND id != 294743305 AND id != 294743306 AND id != 294743307 AND id != 294743308 AND id != 294743309 AND id != 294743310 AND metakey != 'aacc' ORDER BY `ordering`

78 (61.988830566406): SELECT show_live FROM jos_com_show_setting LIMIT 1

79 (39.100646972656): SELECT show_live FROM jos_com_show_setting LIMIT 1

80 (73.909759521484): SELECT show_live FROM jos_com_show_setting LIMIT 1

81 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

82 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

83 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

84 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

85 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

86 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

87 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

88 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

89 (33.140182495117): SELECT show_live FROM jos_com_show_setting LIMIT 1

90 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

91 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

92 (56.028366088867): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775788 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

93 (36.001205444336): SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775788 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

94 (41.961669921875): SELECT id,name,title FROM jos_deeppockets WHERE cat=10 AND TYPE='file_folder' AND published=1 AND id != 294743300 AND id != 294743301 AND id != 294743302 AND id != 294743303 AND id != 294743304 AND id != 294743305 AND id != 294743306 AND id != 294743307 AND id != 294743308 AND id != 294743309 AND id != 294743310 AND metakey != 'aacc' ORDER BY `ordering`

95 (66.995620727539): SELECT show_live FROM jos_com_show_setting LIMIT 1

96 (38.862228393555): SELECT show_live FROM jos_com_show_setting LIMIT 1

97 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

98 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

99 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

100 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

101 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

102 (35.04753112793): SELECT show_live FROM jos_com_show_setting LIMIT 1

103 (36.001205444336): SELECT show_live FROM jos_com_show_setting LIMIT 1

104 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

105 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

106 (32.901763916016): SELECT show_live FROM jos_com_show_setting LIMIT 1

107 (33.855438232422): SELECT show_live FROM jos_com_show_setting LIMIT 1

108 (34.093856811523): SELECT show_live FROM jos_com_show_setting LIMIT 1

109 (82.015991210938): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

110 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

111 (123.97766113281): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294775788 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

112 (72.956085205078): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294775788 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

113 (98.943710327148): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

114 (90.837478637695): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

115 (77.962875366211): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.id=294775788 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

116 (689.98336791992): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.id=294775788 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

117 (808.9542388916): SELECT dp.name, dp.id, dp2.name as channel, ex.name as author_name, ex.specialization, ex.images FROM jos_deeppockets as dp LEFT JOIN jos_experts as ex ON ex.id = dp.author LEFT JOIN jos_deeppockets as dp2 ON dp2.id = dp.fid WHERE dp.author != 0 AND dp.cat = 10 AND dp.published = 1 AND ( (dp.fid = 294743300) OR (dp.fid = 294743301) OR (dp.fid = 294743302) OR (dp.fid = 294743303) OR (dp.fid = 294743304) OR (dp.fid = 294743305) OR (dp.fid = 294743306) OR (dp.fid = 294743307) OR (dp.fid = 294743308) OR (dp.fid = 294743309) OR (dp.fid = 294743310) ) ORDER BY RAND() LIMIT 1

118 (534.0576171875): SELECT dp.name, dp.id, dp2.name as channel, ex.name as author_name, ex.specialization, ex.images FROM jos_deeppockets as dp LEFT JOIN jos_experts as ex ON ex.id = dp.author LEFT JOIN jos_deeppockets as dp2 ON dp2.id = dp.fid WHERE dp.author != 0 AND dp.cat = 10 AND dp.published = 1 AND ( (dp.fid = 294743300) OR (dp.fid = 294743301) OR (dp.fid = 294743302) OR (dp.fid = 294743303) OR (dp.fid = 294743304) OR (dp.fid = 294743305) OR (dp.fid = 294743306) OR (dp.fid = 294743307) OR (dp.fid = 294743308) OR (dp.fid = 294743309) OR (dp.fid = 294743310) ) ORDER BY RAND() LIMIT 1

119 (158.07151794434): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

120 (80.82389831543): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

121 (88.930130004883): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

122 (62.942504882812): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

123 (80.108642578125): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

124 (57.93571472168): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

125 (710.01052856445): SELECT * FROM trending_articles WHERE `journal_id` = 10 AND `timestamp` <= NOW() + INTERVAL 7 DAY ORDER BY `order`

126 (!!!!! 28952.121734619): SELECT * FROM jos_deeppockets WHERE jos_deeppockets.cat = 10 AND jos_deeppockets.type = 'deeppockets_item' AND jos_deeppockets.published = 1 AND jos_deeppockets.created + INTERVAL 14 DAY >= NOW() ORDER BY jos_deeppockets.hits DESC LIMIT 7

127 (119.92454528809): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

128 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

129 (423.19297790527): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775788 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775788 AND type='deeppockets_item' AND published='1' LIMIT 1

130 (!!!!! 537009.95445251): ( SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.video != '' AND dp.video_source != '' AND dp.cat = 10 AND dp.published = 1 AND dp.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) UNION ( SELECT dpa.id, dpa.name, dpa.title, dpa.video, dpa.video_source, dpa.created FROM jos_deeppockets_archive AS dpa WHERE dpa.video != '' AND dpa.video_source != '' AND dpa.cat = 10 AND dpa.published = 1 AND dpa.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) ORDER BY created DESC LIMIT 3

131 (120.87821960449): ( SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.video != '' AND dp.video_source != '' AND dp.cat = 10 AND dp.published = 1 AND dp.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) UNION ( SELECT dpa.id, dpa.name, dpa.title, dpa.video, dpa.video_source, dpa.created FROM jos_deeppockets_archive AS dpa WHERE dpa.video != '' AND dpa.video_source != '' AND dpa.cat = 10 AND dpa.published = 1 AND dpa.type != 'deeppockets_item_link' ORDER BY created DESC LIMIT 3 ) ORDER BY created DESC LIMIT 3

132 (77.962875366211): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800513 LIMIT 1

133 (42.200088500977): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800513 LIMIT 1

134 (47.922134399414): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800359 LIMIT 1

135 (39.100646972656): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800359 LIMIT 1

136 (43.153762817383): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800361 LIMIT 1

137 (36.954879760742): SELECT dp.id, dp.name, dp.title, dp.video, dp.video_source, dp.created FROM jos_deeppockets AS dp WHERE dp.id = 294800361 LIMIT 1

138 (489.95018005371): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

139 (370.97930908203): SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

140 (170.94612121582): SELECT name FROM jos_deeppockets WHERE id=212

141 (46.014785766602): SELECT name FROM jos_deeppockets WHERE id=212

142 (584.84077453613): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

143 (538.11073303223): SELECT *, DATE_FORMAT(publish_up,'%d %b %Y') AS date_publish_up, DATE_FORMAT(publish_down,'%d %b %Y') AS date_publish_down FROM jos_events WHERE state=1 AND publish_up > NOW() and extra_info REGEXP '((;)|(^))212((;)|($))' AND catid IN (0,110) ORDER BY publish_up ASC LIMIT 3

144 (92.029571533203): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

145 (70.810317993164): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

146 (!!!!! 11257.886886597): TRUNCATE TABLE jos_trademed_module

147 (124.93133544922): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294775788 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

148 (75.101852416992): SELECT dp.*, ch.title as channel, exp.name as author_name, exp.specialization as author_specialization, exp.images as author_photo FROM jos_deeppockets_archive as dp LEFT JOIN jos_experts as exp ON exp.id = dp.author LEFT JOIN jos_deeppockets as ch ON dp.fid = ch.id WHERE 1=1 AND dp.cat=10 AND dp.id=294775788 AND (dp.type='deeppockets_item' OR dp.type='deeppockets_item_link') AND dp.published='1' LIMIT 1

149 (725.03089904785): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

150 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND (type='deeppockets_item' OR type='deeppockets_item_link') AND published='1' LIMIT 1

151 (72.956085205078): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

152 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

153 (!!!!! 1382.8277587891): SELECT jos_item.* FROM jos_item INNER JOIN jos_number ON jos_item.numberID=jos_number.id WHERE 1=1 AND (jos_item.imgMini<>'') AND jos_item.type='L' AND jos_item.numberID= ( SELECT jos_number.id FROM jos_number WHERE jos_number.journalID IN (10) and jos_number.id in (select distinct jos_number.id from jos_number join jos_item on jos_item.numberid=jos_number.id where jos_item.type='P') ORDER BY (CONVERT(SUBSTRING(issue,1,2),SIGNED) + (CONVERT(SUBSTRING(issue,3,2),SIGNED)*100)) DESC LIMIT 0,1 ) ORDER BY RAND() DESC LIMIT 6

154 (75.817108154297): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

155 (61.03515625): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

156 (94.175338745117): SELECT fid FROM jos_deeppockets WHERE cat=10 AND id=294775788 AND type='deeppockets_item' AND published='1' union SELECT fid FROM jos_deeppockets_archive WHERE cat=10 AND id=294775788 AND type='deeppockets_item' AND published='1' LIMIT 1

157 (45.061111450195): select distinct links.* from jos_textlinks links join jos_textlinks_placement placement on links.id=placement.link_id where journal_id=(10) and (channel_id=212 or channel_id is null)

158 (38.862228393555): select distinct links.* from jos_textlinks links join jos_textlinks_placement placement on links.id=placement.link_id where journal_id=(10) and (channel_id=212 or channel_id is null)

159 (54.836273193359): SELECT livesite FROM jos_dp_categories WHERE id=10 AND published='1' LIMIT 1

160 (88.930130004883): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

161 (66.995620727539): SELECT * FROM jos_deeppockets WHERE 1=1 AND id=294775788 AND published='1' union SELECT * FROM jos_deeppockets_archive WHERE 1=1 AND id=294775788 AND published='1' LIMIT 1

162 (46.968460083008): select jos_twitters.link from jos_twitters where cat=10

163 (41.007995605469): select jos_facebook.link from jos_facebook where cat=10

164 (41.007995605469): select jos_google_plus.link from jos_google_plus where cat=10

165 (39.100646972656): select jos_linkedin.link from jos_linkedin where cat=10

166 (313.99726867676): update jos_bannersmanager_banner set impmade=impmade+1 where id in(14615,14202,14203)

167 (!!!!! 1400.9475708008): insert into jos_banners_delta values (14615,'2025-04-29 22:04:36','18.223.172.149','view'),(14202,'2025-04-29 22:04:36','18.223.172.149','view'),(14203,'2025-04-29 22:04:36','18.223.172.149','view')

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