PROGRESS IN GEOGRAPHY ›› 2019, Vol. 38 ›› Issue (7): 1009-1020.doi: 10.18306/dlkxjz.2019.07.006
• Special Column: the Belt and Road Initiative • Previous Articles Next Articles
Mingqing MA1,2(), Wu YUAN3, Quansheng GE1, Wen YUAN1,*(
), Linsheng YANG1, Hanqing LI4, Meng LI1,2
Received:
2019-01-18
Revised:
2019-05-15
Online:
2019-07-28
Published:
2019-07-28
Contact:
Wen YUAN
E-mail:mamq.16s@igsnrr.ac.cn;yuanw@lreis.ac.cn
Supported by:
Mingqing MA, Wu YUAN, Quansheng GE, Wen YUAN, Linsheng YANG, Hanqing LI, Meng LI. Big data analysis of social development situation in regions along the Belt and Road[J].PROGRESS IN GEOGRAPHY, 2019, 38(7): 1009-1020.
Tab.1
Event type of the Global Data on Events, Location and Tone (GDELT)"
事件类型 | ||||
---|---|---|---|---|
make public statement | appeal | express intent to cooperate | consult | engage in diplomatic cooperation |
engage in material cooperation | provide aid | yield | investigate | demand |
disapprove | reject | threaten | protest | exhibit force posture |
reduce relations | coerce | assault | fight | use unconventional mass violence |
Tab.2
Ten keywords with the highest frequency corresponding to each topic"
事件 | 主题词 | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | |
经济活动 | market | company | budget | government | trade | police | economy | security | cash | growth |
政治外交 | government | election | policy | diplomat | force | national | senate | business | presidential | cooperation |
能源活动 | oil | company | economy | gas | policy | energy | supply | pipeline | attack | export |
宗教活动 | religious | religion | Muslim | community | Islamic | freedom | military | force | women | security |
海军活动 | navy | military | force | ship | cooperation | national | security | government | operation | order |
军事活动 | military | army | security | weapon | policy | activity | power | business | defense | government |
军事冲突 | attack | military | force | politics | killed | war | troop | defense | government | weapon |
种族冲突 | army | ethnic | Muslim | police | Buddhist | death | violence | work | refugee | people |
恐怖袭击 | terrorism | terrorist | Muslim | economic | attack | force | killed | civilian | military | bomb |
核制裁 | nuclear | energy | sanction | government | power | oil | force | security | economy | military |
治安问题 | police | court | victim | crime | security | law | book | prison | criminal | politics |
教育活动 | education | school | student | government | stage | university | focus | technology | development | book |
难民活动 | refugee | police | violence | peace | village | dead | civilian | issue | government | crisis |
医疗健康 | health | ministry | medical | program | disease | hospital | trial | aid | vaccine | doctor |
航空活动 | flight | oil | airplane | transport | tourism | airport | business | government | police | enable |
旅游业 | tourism | tourist | travel | hotel | development | festival | culture | business | service | official |
毒品犯罪 | drug | crime | regional | transnational | cooperation | organized | meeting | illicit | map | medical |
人权侵犯 | right | human | prison | government | year | activist | political | authority | torture | court |
航天活动 | space | flight | air | aerospace | business | craft | security | government | force | oil |
Tab.3
Statistics of news topic frequency in countries along the Belt and Road"
国家 | 主题频率/% | 总数 | ||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
经济 活动 | 政治 外交 | 能源活动 | 宗教 活动 | 海军活动 | 军事 活动 | 军事 冲突 | 种族 冲突 | 恐怖 袭击 | 核制裁 | 治安 问题 | 教育 活动 | 难民 活动 | 医疗 健康 | 航空活动 | 旅游业 | 毒品活动 | 人权 侵犯 | 航天活动 | ||
阿富汗 | 0.5 | 2.0 | - | 1.0 | - | 0.9 | 75.4 | - | 15.3 | - | - | - | 4.9 | - | - | - | - | - | - | 524935 |
巴基斯坦 | 15.3 | 9.0 | 2.8 | - | - | 3.8 | - | - | 55.1 | - | 11.1 | 2.6 | - | 0.3 | - | - | - | - | - | 1186574 |
伊朗 | 18.1 | 22.0 | 16.5 | - | 5.3 | 8.8 | - | - | 9.1 | 20.0 | - | - | - | - | - | - | - | - | - | 693298 |
阿联酋 | 62.6 | 6.5 | 14.3 | - | - | - | 2.7 | - | - | - | 2.0 | 5.4 | - | - | 6.5 | - | - | - | - | 171177 |
卡塔尔 | 38.2 | 8.9 | 13.4 | - | - | 34 | - | - | - | - | - | 0.5 | - | - | 5.0 | - | - | - | - | 139151 |
叙利亚 | - | 7.2 | - | 10.0 | - | - | 50.9 | - | 4.4 | - | - | - | 27.5 | - | - | - | - | - | - | 1168732 |
沙特 | 21.6 | 26.2 | 13.9 | 10.0 | - | 17.7 | - | - | 10.6 | - | - | - | - | - | - | - | - | - | - | 438969 |
阿曼 | 85.5 | - | 4.0 | - | - | 3.7 | - | - | - | - | 0.5 | - | - | - | - | 6.3 | - | - | - | 50571 |
也门 | 1.8 | 26.3 | - | - | - | - | 53.8 | - | 10.8 | - | - | - | 5.1 | 2.2 | - | - | - | - | - | 162086 |
伊拉克 | 0.5 | 2.3 | 9.6 | 6.1 | - | - | 50.4 | - | 24.8 | - | - | - | 6.3 | - | - | - | - | - | - | 508338 |
科威特 | 28.8 | 1.0 | 15.6 | 0.5 | - | 9 | - | - | 23.5 | - | 17.6 | 0.8 | - | - | - | 3.2 | - | - | - | 75319 |
约旦 | 20.3 | 6.9 | 0.8 | 12.6 | - | 21.6 | - | - | 11.4 | - | - | 3.7 | 22.7 | - | - | - | - | - | - | 124865 |
印度尼西亚 | 37.1 | 5.8 | 18.1 | 11.8 | - | - | - | - | 9.3 | - | 17.9 | - | - | - | - | - | - | - | - | 350920 |
老挝 | 36.3 | 31.3 | - | - | - | 8.6 | - | - | - | - | 14.6 | 0.9 | - | - | - | 4.0 | 4.3 | - | - | 29458 |
马来西亚 | 56.5 | 24.3 | 0.8 | 6.6 | - | - | - | - | - | - | 7.7 | 3.7 | - | - | - | 0.4 | - | - | - | 453574 |
泰国 | 37.3 | 19.8 | - | - | - | 10.5 | - | - | - | - | 2.0 | - | 4 | - | - | 22.9 | 3.5 | - | - | 257293 |
缅甸 | 9.9 | 11.3 | - | - | - | 14.1 | - | 39.6 | - | - | - | 1.9 | 23.2 | - | - | - | - | - | - | 79334 |
菲律宾 | 34.9 | 14.1 | - | 17.9 | - | - | - | - | 12.8 | - | 20.3 | - | - | - | - | - | - | - | - | 179572 |
越南 | 73.3 | - | - | - | - | 4.3 | - | - | - | - | 2.7 | 9.4 | - | - | 3.8 | 6.5 | - | - | - | 439741 |
柬埔寨 | 49.9 | 2.5 | - | - | - | 2.6 | - | - | - | - | 8.1 | 11.0 | 9.7 | - | - | 16.2 | - | - | - | 181195 |
哈萨克斯坦 | 36.2 | 21.4 | 20.2 | - | - | 12.5 | - | - | - | - | - | - | - | - | - | - | - | - | 9.7 | 60362 |
吉尔吉斯斯坦 | 31.8 | 32.7 | 12.6 | - | - | 11.6 | 11.3 | - | - | - | - | - | - | - | - | - | - | - | - | 22472 |
乌兹别克斯坦 | 17.0 | 40.8 | 3.3 | 8.0 | - | 13.8 | - | - | 12 | - | 1 | - | - | - | - | - | - | 4.1 | - | 12574 |
塔吉克斯坦 | 27.3 | 22.4 | 1.7 | 19.5 | - | 14.4 | - | - | 14.7 | - | - | - | - | - | - | - | - | - | - | 16438 |
土库曼斯坦 | 18.4 | 7.9 | 29.6 | 9.1 | - | 24.8 | - | - | - | - | 1.2 | - | 9.0 | - | - | - | - | - | - | 18399 |
Tab.5
Social stability of countries along the Belt and Road"
国家 | 稳定度 | 国家 | 稳定度 | 国家 | 稳定度 | 国家 | 稳定度 | 国家 | 稳定度 |
---|---|---|---|---|---|---|---|---|---|
阿曼 | 6.03 | 吉尔吉斯斯坦 | 3.72 | 印度尼西亚 | 2.89 | 菲律宾 | 2.29 | 巴基斯坦 | -3.18 |
阿联酋 | 5.81 | 柬埔寨 | 3.47 | 塔吉克斯坦 | 2.86 | 伊朗 | 1.17 | 也门 | -3.23 |
马来西亚 | 5.75 | 泰国 | 3.44 | 卡塔尔 | 2.76 | 科威特 | -0.19 | 叙利亚 | -4.73 |
越南 | 5.54 | 老挝 | 3.39 | 乌兹别克斯坦 | 2.75 | 约旦 | -1.85 | 伊拉克 | -5.11 |
哈萨克斯坦 | 4.97 | 沙特 | 3.01 | 土库曼斯坦 | 2.30 | 缅甸 | -3.00 | 阿富汗 | -7.05 |
Tab.7
Key words and frequencies corresponding to some topics"
事件 | 主题词1 | 主题词2 | 主题词3 | 主题词4 | 主题词5 | 主题词6 | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
主题词 | 概率 | 主题词 | 概率 | 主题词 | 概率 | 主题词 | 概率 | 主题词 | 概率 | 主题词 | 概率 | ||||||
政治选举 | election | 0.043 | electoral | 0.029 | republic | 0.023 | commission | 0.021 | district | 0.016 | democratic | 0.015 | |||||
反恐 | terrorism | 0032 | member | 0.021 | security | 0.016 | combating | 0.014 | extremism | 0.014 | terrorist | 0.013 | |||||
旅游开发 | tourism | 0.057 | tourist | 0.020 | development | 0.016 | travel | 0.015 | tour | 0.014 | hotel | 0.012 | |||||
人权侵犯 | human right | 0.042 | government | 0.017 | freedom | 0.013 | activist | 0.011 | political | 0.010 | authority | 0.010 | |||||
种植业 | cotton | 0.034 | agriculture | 0.021 | agriculture | 0.021 | farmer | 0.017 | work | 0.014 | machinery | 0.011 | |||||
纺织工业 | cotton | 0.076 | textile | 0.060 | industry | 0.030 | enterprise | 0.025 | fiber | 0.016 | export | 0.012 | |||||
矿产开发 | mining | 0.043 | mineral | 0.037 | resource | 0.030 | gold | 0.026 | company | 0.018 | copper | 0.014 | |||||
能源贸易 | gas | 0.108 | pipeline | 0.043 | oil | 0.035 | ton | 0.027 | energy | 0.026 | economic | 0.018 |
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