看推特数据如何”塑造”地区形象

QQ截图20170809203923 - 看推特数据如何"塑造"地区形象

高度信息化的今天,社交媒体向我们提供直接认识外界的一个窗口,决定着大家对一个地区的认知,像是一双对地区形象“塑型”的“看不见”的手。 

 

根据这个背景,tecdat对素有“塞上江南”之称的宁夏热门推文(hot tweet,推特中的热门推文是指被转推或被收藏过的推文,相比普通推文影响力更大)进行了分析。

研究人员发现网友们关注的主题,同时倾听大家呈现出来的态度及情感。根据对135,592条推特用户自主在线发布消息的分析,我们发现了一些值得注意的内容。

▍“消费购物” 成为关注度最高主题, 超过十分之一的推文与饮食有关 

可以看到,热门推文中有关的主题有4个,根据场景的不同分别为 “消费购物”、“工业经济”、“健康养生”、“休闲生活”。 有关消费购物的推文所占比例最高,推特用户中最关心的宁夏议题是消费购物。

5 - 看推特数据如何"塑造"地区形象

属于消费购物类的主题包括Market, oilsoil,food,wolf berries,drinking,wine,共6项,所占比例为32.6%;

7 - 看推特数据如何"塑造"地区形象

属于工业经济的包括energy, automous ,industry, coal , province等5个主题, 所占比例为26.4%。

8 - 看推特数据如何"塑造"地区形象

属于健康养生的主题包括 living , heal ,nural, antioxidant , goji ,dried,共计6个,所占比例为21%。

9 - 看推特数据如何"塑造"地区形象

属于休闲生活的主题包括twter , instagram ,pic, youngliving , shot,共计5个,所占比例为20%。

10 - 看推特数据如何"塑造"地区形象

消费购物词云中,我们发现驴友爱买的宁夏特产,如干红葡萄酒、枸杞酒、贺兰石等。

工业词云中,我们发现煤炭是宁夏的优势矿产资源。宁夏境内能源资源丰富,可利用的有石油、天然气、煤层气、水能、风能、光能等。这些资源为宁夏建设能源基地提供了强有力的保证。

健康养生词云中我们发现作为宁夏特产的枸杞,具有一定的养生抗氧化功效。

休闲生活词云中,我们发现宁夏作为旅游胜地,吸引了大量年轻人前来拍照游玩。

▍热门推文总体上以积极正向为主

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从变化的情况来看,2016年的推文积极正面的评价比例最低,为42%,消极负面评价的比例为58%,是历年来最高的。

通过2016年推特的关键词,我们发现负面的议题包括:驴友评论宁夏干燥的天气、宁夏部分地区牺牲环境换发展、以及导游强迫购物现象

0?wx fmt=png - 看推特数据如何"塑造"地区形象

6 - 看推特数据如何"塑造"地区形象

按照四个主题来看,在健康养生议题中,积极正面的评价为77.05%,略高于其他议题中正面评价的比例。同时可以看到休闲生活的负面评价比例最低。

热门推文中只有四分之一表现出了明显的情感

识别情感时,共有六种情感:anger(愤怒)、disgust(厌恶)、fear(恐惧)、joy(喜悦)、sadness(悲伤)和surprise(惊奇),在分析时会先为每条推文的每种可能情感打分。

如果六种情感可能性得分相差不大时,则情感类拟合为unknown(未知)。 如果某条推文被拟合得到某一类情感,该情感一定是强烈的情感。

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从情感分析的结果来看,只有25.54%的推文表现出了强烈的情感。近四分之三的推文都没有表现出强烈的情感,情感拟合为unknown。

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历时来看,随着时间的推移,热门推文表现出强烈情感的比例越来越多。在2008年,只有30.3%表达出了强烈的情感,而2016年,这个比例已经提升到42.8%。这表明,就宁夏地区议题而言,推特用户越来越倾向于表达出强烈的情感。

从情感的比例情况来看,喜悦高居第一位,且有上升的趋势

从所表达出来的情感来看,比例最高的情感是喜悦,占比16.19%;其次为悲伤,占4.49%。

3 - 看推特数据如何"塑造"地区形象

joy呈现出逐年提高的趋势, 这说明热门推文中,含有喜悦情感的比例越来越多,而sadness呈现出小幅上下波动减小的态势。

非常感谢您阅读本文,有任何问题请在下面留言!

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数据样例

推特数据浏览

fullnamelike_numreply_numretweet_numtweet_idtweet_texttweet_timeurlusername
Ila Smith000870401987724145024I may or may not have had two glasses of ningxia today, I was… https://www.instagram.com/p/BU0C3DvDyZxUkEJ0a_3dE61bnRiz2ES63fxCMc0/ …2017-06-01 22:09:39https://twitter.com/BoomKittie/status/870401987724144640BoomKittie
MeganHusson000870340086411480960If you'd like to learn about how NingXia Red can benefit your health and wellness visit :… https://www.instagram.com/p/BUzmtStF3YJ/2017-06-01 18:03:41https://twitter.com/MeganHusson/status/870340086411481088MeganHusson
Essentially Fit000870338986992177024@michael_thrash running with @Michael_Thrash this morning!
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Using NingXia Nitro for an added… https://www.instagram.com/p/BUzmNSHDX4n/
2017-06-01 17:59:19https://twitter.com/Michael_Thrash/status/870338986992177153Michael_Thrash
D.G.000870323371023548032LOVE my FREE PRODUCT
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2017-06-01 16:57:16https://twitter.com/DanaDynamite1/status/870323371023548416DanaDynamite1
Sherrie Mullins000870322949785570944Check out Young Living's June promo!

Spearming Vitality, Patchouli, Cypress, AromaEase, Ningxia Nitro, and... http://fb.me/65npFDzWQ
2017-06-01 16:55:35https://twitter.com/aviatastic/status/870322949785571328aviatastic
TRACE RevOiLution000870286020494987008What time is it!!! Time for your Ningxia fix.... bring on Thirsty Thursday!!! via http://ripl.com pic.twitter.com/CZNntXeqEX2017-06-01 14:28:51https://twitter.com/Trace_MyOilGal/status/870286020494987264Trace_MyOilGal
Tamara Higgins000870282495039869056June promos are up! Never tried Ningxia Nitro. http://fb.me/8HSOzhnDS2017-06-01 14:14:50https://twitter.com/LivingWithScent/status/870282495039868928LivingWithScent
Bimal Pr. Mohapatra202870250346970467968Like China is settling Han race people in its western Muslim dominated Xinjiang, Gansu, and Ningxia provinces.2017-06-01 12:07:05https://twitter.com/bimal_pr/status/870250346970468352bimal_pr
Cliff Huang400870208384112280064Those are pepper buns 胡椒餅! For food definitely go to Ningxia, especially this 賴記蚵仔煎 (oyster omelette thingy) near one of the entrances.2017-06-01 09:20:21https://twitter.com/Dellaran_0611/status/870208384112279552Dellaran_0611
China Daily607870203275601035008For the past five years, more than 300 kinds of wines from Ningxia won awards both in China and overseas.https://cards.twitter.com/cards/18ce54hceff/4ah3k …2017-06-01 09:00:03https://twitter.com/ChinaDailyUSA/status/870203275601035265ChinaDailyUSA
BusinessCentralAsia100870198894575010048Ningxia's heady with success in trading #wine; for more info kindly visit http://facebook.com/businesscentralasia …pic.twitter.com/inAwgLbLnM2017-06-01 08:42:38https://twitter.com/BCAmagazine/status/870198894575009792BCAmagazine
Xinhua Sports98135870170571148886016It's nice to see a #beachvolleyball game in summer. A total of 62 teams participate in the 2017 China Beach Volleyball Tournament in Ningxia pic.twitter.com/uxREFACYyE2017-06-01 06:50:05https://twitter.com/XHSports/status/870170571148886016XHSports
Jessica Bates100869699516240454016My new favorite way to drink a Ningxia zyng!! #yleo #youngliving #energy #tired #energydrink #zyng #ningxia #toxinfreepic.twitter.com/1PTbb4zrhA2017-05-30 23:38:17https://twitter.com/ningrlpwr/status/869699516240453633ningrlpwr
Laura000869629434428576000Who else loves their daily dose of #NingXia? Which NingXia product is your favorite? http://laurasessentials.org/  #fbpic.twitter.com/dXf1sk3dNT2017-05-30 18:59:48https://twitter.com/LaurasEssential/status/869629434428575744LaurasEssential
PositivParentSpecial101868470294511579008Proof is in the pudding! #pps #youngliving I love my Ningxia Red pic.twitter.com/57zEWIc1cH2017-05-27 14:13:48https://twitter.com/Jennpositiviam1/status/868470294511579138Jennpositiviam1
KQ GEO001868290242947800960KQ cooperates with Ningxia University to leverage academic resources for GIS solutions for Smart City and Smart Agriculture. pic.twitter.com/c5aeHwEsSc2017-05-27 02:18:20https://twitter.com/KqGeo/status/868290242947801088KqGeo
China Xinhua News2128888679712053949479688 ancient rock paintings of horses, believed to date back to Paleolithic or Neolithic Age, found in China's Ningxia http://xhne.ws/6qMCB pic.twitter.com/Ap7vPD1Btf2017-05-26 05:10:36https://twitter.com/XHNews/status/867971205394948096XHNews
Jim Baker701867926967915380992Brad Bodenhausen discussing International Leadership and Training Center programs with Ningxia University officials. pic.twitter.com/0jRsS8mtcM2017-05-26 02:14:49https://twitter.com/Jimbaker48/status/867926967915380736Jimbaker48
Jim Baker1301867923894719488000In Yinchuan signing two new agreements with our partner, Ningxia University. Long and very productive partnership. pic.twitter.com/uWOUDJOTwT2017-05-26 02:02:36https://twitter.com/Jimbaker48/status/867923894719488001Jimbaker48
China News 中国新闻网907867909160804930048#ChinaCulture: Successor of intangible cultural heritage of Ningxia makes embroidery works http://bit.ly/2r1tOj3 pic.twitter.com/0NigbEtMGM2017-05-26 01:04:03https://twitter.com/Echinanews/status/867909160804929540Echinanews
jamie k310865297350394294016i'm at the Ningxia Cabernet Sauvignon again, lads2017-05-18 20:05:39https://twitter.com/jkbloodtreasure/status/865297350394294272jkbloodtreasure
Kimberlasa200865283005874654976Where are all my #ningxiared addicts at? #startingthisjourney #youngliving #essentialoils #wolfberry #ningxia2017-05-18 19:08:39https://twitter.com/kimberlasa/status/865283005874655234kimberlasa
Crystal Collins100865255243982020992Today's deliscousness consists of mango, coconut water, and Ningxia along with a little pineapple sage flair. pic.twitter.com/EetXqJzE2w2017-05-18 17:18:20https://twitter.com/CrystalECollins/status/865255243982020609CrystalECollins
Silvennia Silsendrea000865154062550839040much sleepiness...coffee ain't any help =w=; then again coffee's caffeine was never any help lol. I regret forgetting my NingXia Nitro...2017-05-18 10:36:16https://twitter.com/silvennia/status/865154062550839297silvennia
Zhaopin110865043331897736960The #BeltandRoad initiative has improved labor market in Western #China. Job
demand in Ningxia jumped 137% in 2016, from 6% in 2015. $ZPIN
2017-05-18 03:16:16https://twitter.com/Zhaopin_com/status/865043331897737216Zhaopin_com
Aly000864934124582093056Need a healthy alternative to sodas and sports drinks? NingXia Zyng™ is a refreshing boost, without artificial flavors and preservatives. pic.twitter.com/LIJC9VthXl2017-05-17 20:02:19https://twitter.com/AlyJacobs/status/864934124582092800AlyJacobs
Jess100864928547546300032When the baby doesn't want to nap, you've gotta just roll with it. Ningxia, lime, and really… https://www.instagram.com/p/BUNJ1Bhg1OS/2017-05-17 19:40:09https://twitter.com/iftheywouldnap/status/864928547546300417iftheywouldnap
Amber Mrs. Moto000864854241076104960All this + diffuser + ningxia + the raddest oily tribe you'll ever meet AND $20 back ending Sunday

Grab it up: http://dewdropcollective.com/order-oils-amber-iwamoto/ …pic.twitter.com/58q9Z8afdv
2017-05-17 14:44:53https://twitter.com/Confidence101/status/864854241076105216Confidence101
Kristi Madala, RN100864791951660470016Look what Ningxia Red can do to an unhealthy patients blood cell in 15 minutes! pic.twitter.com/S0gr7kah212017-05-17 10:37:22https://twitter.com/KristiMadala/status/864791951660470272KristiMadala
PolymerMIS000864739478631440000Shenhua Ningxia I shuts PP Unit.

For more news and company offers Contact Us at:-
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Email:- sales@polymermis.com
2017-05-17 07:08:52https://twitter.com/PolymerMIS/status/864739478631440385PolymerMIS
Brendan J. Micik000864631670602968960I liked a @YouTube video http://youtu.be/yXrddCwUHWU?a  Young Living Essential Oils Introduction- Oils, NingXia, Thieves Updated 20172017-05-17 00:00:29https://twitter.com/LilSamson7/status/864631670602969090LilSamson7
T.Liston's Honeypot000864630431026728960A host at 111.113.149.74 (CN, Ningxia - Yinchuan) tried to log into my honeypot's fake MSSQL Server... #netmenaces 12017-05-16 23:55:33https://twitter.com/netmenaces/status/864630431026728965netmenaces
Jim Boyce/Grape Wall100864513646331703040Torres China's 20th birthday feat. magnums of Emma's Reserve, Silver Heights, Ningxia. SH w Torres since debut vintage in 2007. @TorresWinespic.twitter.com/U5XNMAQfvR2017-05-16 16:11:29https://twitter.com/grapewallchina/status/864513646331703296grapewallchina
Casey Beckett000864497333215604992The pugs love when I share my Ningxia Red from Young Living. Rose the Pug is taking her time… https://www.instagram.com/p/BUKFu71lMeT/2017-05-16 15:06:40https://twitter.com/oilyknitter/status/864497333215604736oilyknitter
Carolyn B. Heller100864492971567271936There was a long line in front of this stand at the Ningxia Night Market, so of course we had to… https://www.instagram.com/p/BUKDvwKllA6/2017-05-16 14:49:20https://twitter.com/CarolynBHeller/status/864492971567271937CarolynBHeller
#Wine Guru 🍷505864430947126595968#Wine #Vino #China: Ningxia Winemakers Challenge | Bottling Passes Halfway Point: By Jim Boyce… http://bit.ly/2pPYNx2  via @grapewallchina2017-05-16 10:42:52https://twitter.com/RealWineGuru/status/864430947126595585RealWineGuru
beijingboyce100864367097215767040Bottling passes halfway point for #Ningxia Winemakers Challenge. USD100,000+ in cash prizes. #China #Ningxia #Wine http://www.grapewallofchina.com/2017/05/16/ningxia-winemakers-challenge-wine-bottling/ …pic.twitter.com/Wei0OF1IhM2017-05-16 06:29:09https://twitter.com/beijingboyce/status/864367097215766529beijingboyce
seriouslywine000864366808010153984Ningxia Winemakers Challenge | Bottling Passes Halfway Point http://www.seriouslywine.com/2017/05/15/23/02/51/ningxia-winemakers-challenge-bottling-passes-halfway-point/ …2017-05-16 06:28:00https://twitter.com/seriouslywine/status/864366808010153987seriouslywine
Jim Boyce/Grape Wall000864366279355911936Bottling past halfway point for #Ningxia Winemakers Challenge. #Wine judged later this year, USD100,000+ in prizes.
http://www.grapewallofchina.com/2017/05/16/ningxia-winemakers-challenge-wine-bottling/ …pic.twitter.com/NCgtQyrTCE
2017-05-16 06:25:54https://twitter.com/grapewallchina/status/864366279355912192grapewallchina
Jennifer Atkinson000864206486452535040Day 1 (part B) -- Ningxia Red is off the charts when it comes to antioxidants scores. This is a… https://www.instagram.com/p/BUIBeQ8AUsc/2017-05-15 19:50:57https://twitter.com/jennatk/status/864206486452535296jennatk
City Girl000864195124326088960I'm never running out of Zyng, Ningxia Red or Nitro again. Most productive morning in ages and yes I woke up... http://fb.me/3oXjlKVTK2017-05-15 19:05:48https://twitter.com/sarahcheyanne/status/864195124326088705sarahcheyanne
Victor de la Serna E100864151644187000960Interesting question - but not one I'll be answering! Unless you can make a Latour taste-like with native grapes in Ningxia! https://twitter.com/MUSTwinesummit/status/864147670629326848 …2017-05-15 16:13:01https://twitter.com/VictordelaSerna/status/864151644187000833VictordelaSerna
Digital Marketing000864102742997873024We have own goji farm and factory In Ningxia,China,who offer High Quality Goji berry seeds. @ http://www.berrygoji.com/html_products/goji-berry-seeds-30.html …pic.twitter.com/ermo8fPFIU2017-05-15 12:58:42https://twitter.com/Jerywlson/status/864102742997872640Jerywlson
寧霞100864081142906994944self reminderhttps://twitter.com/EresInteligente/status/863906858997862400 …2017-05-15 11:32:52https://twitter.com/Ningxia_/status/864081142906994688Ningxia_
Amber Sonsalla000863822510349058048Stress Away & NingXia Nitro- This dynamic duo helps curb the 2pm slump plus gives you an aromatic mini vacation to a tropical island! pic.twitter.com/LimQTt7Yzo2017-05-14 18:25:10https://twitter.com/asonsalla2012/status/863822510349058048asonsalla2012
Dreamy Doll200863820612808184064I can arrange that! Add some NingXia2017-05-14 18:17:37https://twitter.com/DankyDoll/status/863820612808183808DankyDoll
Sarah Brun000863769015507862016Mother's Day at home Brunch from Joey & the girls, complete with NingXia mimosas https://www.instagram.com/p/BUE6iFdhTFD/2017-05-14 14:52:36https://twitter.com/sarbrun/status/863769015507861504sarbrun
Jenny Eden Coaching000863727879447817984Pinned to Holistic Health Topics on @Pinterest: Ningxia Red is a nutritious juice made from the antioxidant-pack… http://ift.tt/2pxYwmt2017-05-14 12:09:08https://twitter.com/coachjennyeden/status/863727879447818240coachjennyeden
Christee Brindzik000863590724889181952Because ... #GirlsNightOut !!
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#NingXia #Nitro #NingXiaNitro #NaturalEnergy #ChemicalFree https://www.instagram.com/p/BUDpdONjFgl/
2017-05-14 03:04:08https://twitter.com/Get_Oily/status/863590724889182208Get_Oily
HeavenlyGaits000863555742456008960Sweet and tangy, Ningxia Red's formula includes wolfberry, which is touted for its health benefits. http://ow.ly/zFkQ30bxIbJ2017-05-14 00:45:07https://twitter.com/HeavenlyGaits/status/863555742456008705HeavenlyGaits
Stoner Mermaid300863510977832247040Ningxia straight from the bottle and a joint #Saturdaze2017-05-13 21:47:15https://twitter.com/St0nerMermaid/status/863510977832247296St0nerMermaid
Vox Populi Sbc000863396825386057984Have you done business with China Moslem in Ningxia? If not, join business trip to Ningxia on… https://www.instagram.com/p/BTvjC4eAnnU/2017-05-13 14:13:38https://twitter.com/VoxSBC/status/863396825386057728VoxSBC
Nick Breeze000863266184199889024Journey to the #China: 6 wines frm Ningxia paired w 6 pieces of Chinese classical music in #London Sun 14
http://www.bachmeetsbarolo.com/bookonline  #wine
2017-05-13 05:34:31https://twitter.com/NickGBreeze/status/863266184199888900NickGBreeze
CSEN506863106066111906048Asia Society’s “Monks & Merchants: Silk Road Treasures from NW China, Gansu & Ningxia, 4th-7th Centuries”: http://bit.ly/2qbzZCl pic.twitter.com/kkEKZRd0Gb2017-05-12 18:58:16https://twitter.com/csen_nomads/status/863106066111905793csen_nomads
Govt Of The Punjab30110863004445264809984"Punjab’s relationship with provinces of China like Sichuan, Fujian, Jiangxi, Guangdong and Ningxia are growing day by day." CM #SSinChinapic.twitter.com/BjPzZOWoIT2017-05-12 12:14:28https://twitter.com/GovtOfPunjab/status/863004445264809984GovtOfPunjab
Qingdao Red Lions FC200862951513261342976MATCH LOCATION | Coming to watch us on sunday? Haiyue East Road at Qingdao Uni East Campus (entrances at Ningxia Road & Xianggang East Road)2017-05-12 08:44:08https://twitter.com/qingdaoredlions/status/862951513261342720qingdaoredlions
stephanie finochio000862882375868572032I liked a @YouTube video http://youtu.be/YSRNIEtJjQw?a  Master Formula and NingXia Red2017-05-12 04:09:24https://twitter.com/actiontrinity/status/862882375868571648actiontrinity
Mary100862728905102316032Biochar amendment reduces paddy soil nitrogen leaching but increases net global warming potential in Ningxia… http://dlvr.it/P6tJVV2017-05-11 17:59:34https://twitter.com/myearthproject/status/862728905102315520myearthproject
omar ali102862726353392726016I think the stress is on splittism, not Quran per se..same verses may get shared in Ningxia without too much notice. For now.. https://twitter.com/IslamAndRF/status/862404248478285824 …2017-05-11 17:49:25https://twitter.com/omarali50/status/862726353392726016omarali50
FeOM Research100862717746613703040Biochar amendment reduces paddy soil nitrogen leaching but increases net global warming potential in Ningxia… http://dlvr.it/P6sR2Z2017-05-11 17:15:13https://twitter.com/FeOM_Research/status/862717746613702660FeOM_Research
Essentially Fit000862691871713373952Essentially Fit Club approved!
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Take the power of NingXia Red® anywhere you go with Young… https://www.instagram.com/p/BT9QtHXDn9e/
2017-05-11 15:32:24https://twitter.com/Michael_Thrash/status/862691871713374208Michael_Thrash
Essential Oils Life100862680958398583040NingXia Nitro delivers a wide range of powerful cognitive enhancers in a proprietary Nitro… https://www.instagram.com/p/BT9LvZvlBjk/2017-05-11 14:49:02https://twitter.com/abbeymcclure/status/862680958398582784abbeymcclure
T.Liston's Honeypot000862508856957709952A host at 218.95.151.238 (CN, Ningxia - Yinchuan) tried to log into my honeypot's fake MSSQL Server... #netmenaces 12017-05-11 03:25:10https://twitter.com/netmenaces/status/862508856957710336netmenaces
Jamie Rhone000862468265054011008Ningxia Red. Oh how I love thee.

I can't imagine going without it and I like saving money. Sound like you? Well... http://fb.me/1ZxoeNyuR
2017-05-11 00:43:52https://twitter.com/spajamie1/status/862468265054011392spajamie1
The Oil Posse100862429003084427008Can you think of a better way to host a business building class than to freeze Ningxia Red in these diamond ice... http://fb.me/1iK0DEHA42017-05-10 22:07:52https://twitter.com/theoilposse/status/862429003084427265theoilposse
VinusWineBlog310862404957521268992I reiterate my offer to send you a bottle or two... I plan to be in #ningxia in June or July to blend/bottle my 2015 #CabernetSauvignon2017-05-10 20:32:19https://twitter.com/VinusWine/status/862404957521268737VinusWine
Kimmy000862399398432711040"If you want to be energized, fortified, and replenished with abundance, you need to start living with NingXia... http://fb.me/AsruST1I2017-05-10 20:10:13https://twitter.com/Beanes1Baby/status/862399398432710658Beanes1Baby
VinusWineBlog210862395083097767936A5: #ConoSurWineTalk I am defo laying down some #Ningxia wines @cielito_wine but I have one or two smaller French chateaux in Cab blends2017-05-10 19:53:04https://twitter.com/VinusWine/status/862395083097767937VinusWine
VinusWineBlog220862385414258269952good evening all! Has to be a chinese wine: #ningxia #cabernetsauvignon 2012 #ChateauYuange @cielito_winepic.twitter.com/vqkytfk8vT2017-05-10 19:14:39https://twitter.com/VinusWine/status/862385414258270208VinusWine
Susan Hutchinson000862258418018648064Good Morning! Happy Wednesday!! Extra coffee & Ningxia Red for me today... **yawn**...2017-05-10 10:50:01https://twitter.com/susanhutchinson/status/862258418018648065susanhutchinson
Forever Young EO000862115758515662976Trust me...every body needs what NingXia Red has! Here's the challenge: Try it for 1 month… https://www.instagram.com/p/BT5KuF3A2NS/2017-05-10 01:23:08https://twitter.com/lynene_young/status/862115758515662848lynene_young
Taunia May000862080566585328000People ask me all the time how I keep my energy up with so many things going on. Ningxia Red is a natural... http://fb.me/5OhmakUrM2017-05-09 23:03:18https://twitter.com/Taunia1002/status/862080566585327616Taunia1002
Caitlin Fisch000862072238358528000Essential Rewards!!! I am so excited that my monthly order is here! We have all the Ningxia
for… https://www.instagram.com/p/BT427fhgtM1/
2017-05-09 22:30:12https://twitter.com/thejoyofcaitlin/status/862072238358528000thejoyofcaitlin
Barnes Essentials000861981570361699968NingXia Red® is a delicious superfruit beverage
that combines whole Ningxia wolfberry puree;
a superfruit blend... http://fb.me/7LL66lMjl
2017-05-09 16:29:55https://twitter.com/barnesessential/status/861981570361700352barnesessential
Sandy Wieber000861932831169293952Support your immune system all year!
Start now sunny fall you're way ahead of the game

2oz NingXia Red
1 Shot... http://fb.me/2JOQzX94O
2017-05-09 13:16:15https://twitter.com/wellnesswithoil/status/861932831169294336wellnesswithoil
Brandy Gates000861922288547102976Get your day started with Ningxia Red. Keep your immune system above… https://www.instagram.com/p/BT3yvIBlLrp/2017-05-09 12:34:21https://twitter.com/SBE_BrandyGates/status/861922288547102720SBE_BrandyGates
Kristina Montes000861870235187638016NingXia is special! Nutrition=support 4 immune, energy, cardio, eye, healthy BP, hair/nails... #nutrition #antioxidants #nomoreenergydrinkspic.twitter.com/kSW52Iebi22017-05-09 09:07:31https://twitter.com/kristina_montes/status/861870235187638273kristina_montes
Amazing.Mom.SG001861772549419618048Morning Routine Buddies GRAPEFRUIT VITALITY #ningxiared #ningxia #GrapefruitVitality #essentialoil... http://fb.me/11UfNzVDs2017-05-09 02:39:21https://twitter.com/QQFashionBeauty/status/861772549419618309QQFashionBeauty
Hari ng Lakbay000861736140457595008Part 6 - Ningxia Night Market 寧夏夜市 - Taiwanese Street Food
We are back in Taipei! After an amazing weekend in... http://fb.me/8CTmBJSAn
2017-05-09 00:14:40https://twitter.com/JustinQueyquep/status/861736140457594880JustinQueyquep
Hari ng Lakbay000861608312164494976After an amazing weekend in Chiayi, we headed back to Taipei. First stop, Ningxia Night Market! This market is... http://fb.me/3DOy1QvZi2017-05-08 15:46:44https://twitter.com/JustinQueyquep/status/861608312164495361JustinQueyquep
Amber Joy Olney400861598216403522048This Monday needs COFFEE and OIL and NINGXIA and ARETHA and a LATE START amen?!2017-05-08 15:06:37https://twitter.com/amberjoyolney/status/861598216403521536amberjoyolney
Rebecca Pope000861579824263048960NingXia Red Gummies Tutorial!

We have a NingXia Red Challenge happening right now in our oils team and I wanted... http://fb.me/234otIH80
2017-05-08 13:53:32https://twitter.com/Beck_Pope/status/861579824263049217Beck_Pope
Crafty JBird000861569485282488064When you're still out of Ningxia Red because the box you're waiting for has been sitting 2 hours… https://www.instagram.com/p/BT1STUPBKkU/2017-05-08 13:12:27https://twitter.com/craftyjbird/status/861569485282488321craftyjbird
Roxanne #WeDigYLOils000861568360709881984For sure!!! NINGXIA RED - whole body nutrient drink!! #ReapTheBenefits Order here http://yl.pe/4qp4  Read http://www.ningxiared.com pic.twitter.com/qDy7cdX19w2017-05-08 13:07:59https://twitter.com/DigTracsChick/status/861568360709881857DigTracsChick
SaltNPepper000861555266009128960Need a little boost this Monday morning? Throw some En-R-Gee on your feet and drink down a Ningxia Nitro to start... http://fb.me/1jb4BkAOD2017-05-08 12:15:56https://twitter.com/n_pepper/status/861555266009128962n_pepper
Essentially Fit000861369600398765952Essentially Fit Club approved!
.
Take the power of NingXia Red® anywhere you go with Young… https://www.instagram.com/p/BTz3Z-XDfPI/
2017-05-07 23:58:10https://twitter.com/Michael_Thrash/status/861369600398766080Michael_Thrash
Amber Sonsalla000861295927054795008RC & NingXia Red- I love RC because it feels great to breathe in deeply + NingXia Red supports my overall wellness with antioxidant power! pic.twitter.com/gxkaaRDz2Y2017-05-07 19:05:25https://twitter.com/asonsalla2012/status/861295927054794752asonsalla2012
Kristen Daschke000861238624280563968#Sunday Ningxia Red wolfberry juice incorporates the benefits of Goji berry, aronia berry and therapeutic... http://fb.me/1n9l8d5SP2017-05-07 15:17:43https://twitter.com/kristendaschke/status/861238624280563713kristendaschke
Just A Drop000861211265464749952NingXia Red is a delicious daily supplement that supports normal eye health, cellular function, and energy levels. http://buff.ly/2qJqIQ32017-05-07 13:29:00https://twitter.com/essentialoil5/status/861211265464750080essentialoil5
GOIC000861149873147698944GOIC and Ningxia team discuss cooperation http://www.marketstoday.net/news/goic-and-ningxia-team-discuss-cooperation/20245/en/ … via @MarketsTodayme @GOICGCC @AbdulazizAlage32017-05-07 09:25:03https://twitter.com/GOICGCC/status/861149873147699203GOICGCC
Taunia May000861006117123620992Keeping my energy level up is very important! Lots of amazing stuff going on and gotta keep going! Ningxia Red... http://fb.me/30oaQQfmj2017-05-06 23:53:49https://twitter.com/Taunia1002/status/861006117123620864Taunia1002
Bobbi Raffin000860954535875031040My skeptical husband just tried a NingXia ZING! He loves it!! Even wants to take some to work.… https://www.instagram.com/p/BTw6p3ylDxz/2017-05-06 20:28:51https://twitter.com/BobbiRaffin/status/860954535875031040BobbiRaffin
Alain Deloire000860880159267856000Data from OIV presented a few days ago at the 10th international symposium of viticulture and oenology in Ningxia pic.twitter.com/wZccxbYM6H2017-05-06 15:33:19https://twitter.com/alaindeloire/status/860880159267856384alaindeloire
Emily Anderson000860863912044002944Every morning, every body. #ningxia #youngliving #ningxiared #yleo #essentialoils #oilyemily… https://www.instagram.com/p/BTwRchYjrOA/2017-05-06 14:28:45https://twitter.com/kadooper/status/860863912044003332kadooper
Essentially Fit000860695377820995968pee_robi and lo_robi getting great support for body and mind wellness, use NingXia Nitro for… https://www.instagram.com/p/BTvEzD4jqT7/2017-05-06 03:19:03https://twitter.com/Michael_Thrash/status/860695377820995585Michael_Thrash
Roil Oils000860667534021885952Ningxia Red is so good! Add a daily shot of NingXia Red® to your diet to enjoy the benefits of… https://www.instagram.com/p/BTu4JKejOH2/2017-05-06 01:28:25https://twitter.com/rcuozzo22/status/860667534021885952rcuozzo22
Ashlee Wallace000860644359733105024I wanted to go to bed ... the boys thought chugging Ningxia pouches was a better idea and no,… https://www.instagram.com/p/BTutmwKhVHO/2017-05-05 23:56:20https://twitter.com/pastortomswife/status/860644359733104640pastortomswife
Zhao Li Ying 赵丽颖 HQ2104860530526821555968Couple more photos of Li Ying filming for #72FloorsofMystery today in Ningxia
#七十二层奇楼 #趙麗穎 #赵丽颖 #จ้าวลี่อิง #zhaoliyingpic.twitter.com/2Phn3fG5c5
2017-05-05 16:24:00https://twitter.com/zhaoliying_hq/status/860530526821556224zhaoliying_hq
Erin Slocum100860196939089837952All the sad feelings when my Ningxia bottle is empty. I personally love the glass bottles. I'm not fond of... http://fb.me/8QpAqAIsk2017-05-04 18:18:26https://twitter.com/erin_slocum/status/860196939089838080erin_slocum

拓端舆情分析业务能力介绍

1. 网络爬虫:高效、精准获取主要论坛、社交媒体、新闻资讯等网页关键信息;

2. 文本解析:非结构化数据精准解析能力,文本数据的量化计算;

3. 热度识别:根据转载量、评论数量、回复量、危机程度等参数,识别热度及预测其趋势;

4. 倾向性分析:对信息表达的观点、主旨进行倾向性分析,作为舆情监控可靠依据;

5. 趋势预测:对热点词汇进行监控,并预测未来扩散或退减趋势;

6. 话题跟踪:对热点话题进行信息跟踪,并对其进行倾向性与趁势分析;

7. 自动报告生成:舆情分析引擎处理后,自动生成报告;结果库可供检索,可自定义条件来对热点话题、倾向性进行查询,提供决策支持。


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