Wenling Library ( Chinese : 温岭市图书馆 ), Abbreviated as Wentu ( 温图 ), previously referred to as Wenling County Library, is a county-level public library in Wenling , Zhejiang Province , People's Republic of China . It is managed by the Wenling Municipal People's Government and operates as a public service institution under the supervision of the Bureau of Culture, Radio, Television, Tourism, and Sports of Wenling. The library is located at No. 58 Xibin Road, Taiping Street, Wenling. As of 2017, the library's collection reached 1.38 million volumes, earning it the title of National First-Class Library , as rated by the Ministry of Culture and Tourism .
166-720: The history of the Wenling Library dates back to the Qing Dynasty during the Qianlong period , with the establishment of Heming Academy, and the founding of the Wenling County Popular Library in 1921. The Wenling Library officially became an independent entity in 1956. The current library building was completed in 1988, with plans to construct a new facility in Chengxi Street. One of the unique features of Wenling Library
332-576: A C++ -based distributed platform for data processing and querying known as the HPCC Systems platform. This system automatically partitions, distributes, stores and delivers structured, semi-structured, and unstructured data across multiple commodity servers. Users can write data processing pipelines and queries in a declarative dataflow programming language called ECL. Data analysts working in ECL are not required to define data schemas upfront and can rather focus on
498-409: A QQ consultation group to provide online responses and answer inquiries from grassroots residents. The library has also opened interactive channels, including a website and a WeChat public account. Regarding digital applications within the library, after 2014, the Wenling Library acquired a large number of automated book borrowing machines, replacing the previous manual borrowing process. In April 2018,
664-554: A "responsible cabinet" led by Yikuang , Prince Qing. However, it became known as the " royal cabinet ", as five of its thirteen members, were part of or related to the royal family. The Wuchang Uprising on 10 October 1911 set off a series of uprisings. By November, 14 of the 22 provinces had rejected Qing rule. This led to the creation of the Republic of China , in Nanjing on 1 January 1912, with Sun Yat-sen as its provisional head. Seeing
830-504: A 7.1-meter-long bus. The "Family Library" is a unique feature of Wenling Library and the first of its kind in Zhejiang Province. In 2016, Wenling Library initiated a heartwarming reading service activity themed around "family." On March 24 of that year, the library announced the "Family Library Branch" plan on its WeChat public platform, recruiting the first batch of 30 family library branches. The registration conditions included having
996-608: A Han revolt in 1623, Nurhaci turned against them and enacted discriminatory policies and killings against them. He ordered that Han who assimilated to the Jurchen (in Jilin) before 1619 be treated equally with Jurchens, not like the conquered Han in Liaodong. Hong Taiji recognized the need to attract Han Chinese, explaining to reluctant Manchus why he needed to treat the defecting Ming general Hong Chengchou leniently. Hong Taiji incorporated Han into
1162-480: A campaign to unify the nearby tribes . By 1616, however, he had sufficiently consolidated Jianzhou so as to be able to proclaim himself Khan of the Later Jin dynasty in reference to the previous Jurchen-ruled Jin dynasty . Two years later, Nurhaci announced the " Seven Grievances " and openly renounced the sovereignty of Ming overlordship in order to complete the unification of those Jurchen tribes still allied with
1328-708: A deposit of 150 yuan per book was required to obtain a library card. However, starting from May 1, 2017, the library introduced an innovative deposit-free borrowing system. This system, which does not require a deposit or credit score verification to obtain a library card, was noted by the overseas edition of the People's Daily . The library has also introduced services such as obtaining a library card via WeChat and has enabled ID cards and citizen cards to function as library cards. Wenling Library began purchasing electronic documents in 2002 and currently provides access to multiple databases for citizens' learning, work, and research. During
1494-827: A desperate situation, the Qing court brought Yuan Shikai back to power. His Beiyang Army crushed the revolutionaries in Wuhan at the Battle of Yangxia . After taking the position of Prime Minister he created his own cabinet , with the support of Empress Dowager Longyu . However, Yuan Shikai decided to cooperate with Sun Yat-sen's revolutionaries to overthrow the Qing dynasty. Big data Big data primarily refers to data sets that are too large or complex to be dealt with by traditional data-processing software . Data with many entries (rows) offer greater statistical power , while data with higher complexity (more attributes or columns) may lead to
1660-412: A direct threat to the throne. So much so that upon his death he was bestowed the extraordinary posthumous title of Emperor Yi ( 義皇帝 ), the only instance in Qing history in which a Manchu "prince of the blood" ( 親王 ) was so honored. Two months into Shunzhi's personal rule, however, Dorgon was not only stripped of his titles, but his corpse was disinterred and mutilated. Dorgon's fall from grace also led to
1826-644: A disappointed civil service examination candidate who, influenced by reading the Old Testament in translation, had a series of visions and announced himself to be the son of God, the younger brother of Jesus Christ, sent to reform China. In 1851, Hong launched an uprising in Guizhou and established the Taiping Heavenly Kingdom with himself as its king. Within this kingdom, slavery, concubinage, arranged marriage, opium smoking, footbinding, judicial torture, and
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#17330923489821992-599: A former minor Ming official, who established a short-lived Shun dynasty . The last Ming ruler, the Chongzhen Emperor , committed suicide when the city fell to the rebels, marking the effective end of the dynasty. Li Zicheng then led rebel forces numbering some 200,000 to confront Ming general Wu Sangui , stationed at Shanhai Pass of the Great Wall to defend the capital against the approaching Manchu-led armies. Wu, to survive, had to ally with one of his adversaries against
2158-512: A four-story building constructed in conjunction with the county's Cultural Center was completed, serving as the library's premises and covering an area of 300 square meters. On August 14, 1986, the Wenling County Planning Committee approved the construction of a new library building, the current site. The building was completed in 1988, with a total investment of 500,000 yuan and a construction area of 1,760 square meters. In 1989,
2324-513: A fourth concept, veracity, refers to the quality or insightfulness of the data. Without sufficient investment in expertise for big data veracity, the volume and variety of data can produce costs and risks that exceed an organization's capacity to create and capture value from big data . Current usage of the term big data tends to refer to the use of predictive analytics , user behavior analytics , or certain other advanced data analytics methods that extract value from big data, and seldom to
2490-459: A higher false discovery rate . Big data analysis challenges include capturing data , data storage , data analysis , search, sharing , transfer , visualization , querying , updating, information privacy , and data source. Big data was originally associated with three key concepts: volume , variety , and velocity . The analysis of big data presents challenges in sampling, and thus previously allowing for only observations and sampling. Thus
2656-510: A misunderstanding that Manchus were afraid of water. Han bannermen carried out the fighting and killing, casting conquest of the Mingdoubt on the claim that fear of the water led to the coastal evacuation and ban on maritime activities. Even though a poem refers to the soldiers carrying out massacres in Fujian as "barbarians", both Han Green Standard Army and Han bannermen were involved and carried out
2822-447: A moving target. "For some organizations, facing hundreds of gigabytes of data for the first time may trigger a need to reconsider data management options. For others, it may take tens or hundreds of terabytes before data size becomes a significant consideration." The term big data has been in use since the 1990s, with some giving credit to John Mashey for popularizing the term. Big data usually includes data sets with sizes beyond
2988-416: A multiple-layer architecture was one option to address the issues that big data presents. A distributed parallel architecture distributes data across multiple servers; these parallel execution environments can dramatically improve data processing speeds. This type of architecture inserts data into a parallel DBMS, which implements the use of MapReduce and Hadoop frameworks. This type of framework looks to make
3154-851: A particular size of data set. "There is little doubt that the quantities of data now available are indeed large, but that's not the most relevant characteristic of this new data ecosystem." Analysis of data sets can find new correlations to "spot business trends, prevent diseases, combat crime and so on". Scientists, business executives, medical practitioners, advertising and governments alike regularly meet difficulties with large data-sets in areas including Internet searches , fintech , healthcare analytics, geographic information systems, urban informatics , and business informatics . Scientists encounter limitations in e-Science work, including meteorology , genomics , connectomics , complex physics simulations, biology, and environmental research. The size and number of available data sets have grown rapidly as data
3320-449: A patron of Tibetan Buddhism to establish legitimacy as a ruler of the Mongols and Tibetans. Kangxi's reign began when the young emperor was seven. To prevent a repeat of Dorgon's monopolizing of power, on his deathbed his father hastily appointed four regents who were not closely related to the imperial family and had no claim to the throne. However, through chance and machination, Oboi ,
3486-478: A series of edicts and plans were made to reorganize the bureaucracy, restructure the school system, and appoint new officials. Opposition from the bureaucracy was immediate and intense. Although she had been involved in the initial reforms, the Empress Dowager stepped in to call them off , arrested and executed several reformers, and took over day-to-day control of policy. Yet many of the plans stayed in place, and
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#17330923489823652-419: A set of techniques and technologies with new forms of integration to reveal insights from data-sets that are diverse, complex, and of a massive scale. "Volume", "variety", "velocity", and various other "Vs" are added by some organizations to describe it, a revision challenged by some industry authorities. The Vs of big data were often referred to as the "three Vs", "four Vs", and "five Vs". They represented
3818-478: A short, but hard-fought campaign. She fled to Xi'an . The victorious allies then enforced their demands on the Qing government, including compensation for their expenses in invading China and execution of complicit officials, via the Boxer Protocol . The defeat by Japan in 1895 created a sense of crisis which the failure of the 1898 reforms and the disasters of 1900 only exacerbated. Cixi in 1901 moved to mollify
3984-776: A short-lived proto-state known as the Zheltuga Republic (1883–1886) in the Amur River basin, which was however soon crushed by the Qing forces. In 1884, Qing China obtained concessions in Korea , such as the Chinese concession of Incheon , but the pro-Japanese Koreans in Seoul led the Gapsin Coup . Tensions between China and Japan rose after China intervened to suppress the uprising. The Japanese prime minister Itō Hirobumi and Li Hongzhang signed
4150-403: A special need. Commercial vendors historically offered parallel database management systems for big data beginning in the 1990s. For many years, WinterCorp published the largest database report. Teradata Corporation in 1984 marketed the parallel processing DBC 1012 system. Teradata systems were the first to store and analyze 1 terabyte of data in 1992. Hard disk drives were 2.5 GB in 1991 so
4316-475: A study room of more than 15 square meters, being able to accommodate no fewer than 100 books, and having a good borrowing record with the library. Within a week, all spots were filled. After screening, the 30 family library branches were officially established on April 23, World Book and Copyright Day . As of November 2018, a total of 300 family libraries had been established, including seven in rural areas. The establishment of family libraries has greatly facilitated
4482-532: A tool to help employees work more efficiently and streamline the collection and distribution of information technology (IT). The use of big data to resolve IT and data collection issues within an enterprise is called IT operations analytics (ITOA). By applying big data principles into the concepts of machine intelligence and deep computing, IT departments can predict potential issues and prevent them. ITOA businesses offer platforms for systems management that bring data silos together and generate insights from
4648-431: A total investment of 200 million yuan. The planned building area is approximately 25,000 to 30,000 square meters, with eight functional divisions, including a service hall, a social sciences borrowing center, and a children's borrowing center. The library also features remote monitoring equipment and has added functions such as circulation management, big data analysis, and mobile terminal applications. The Wenling Library
4814-420: Is Yang Zhongzhi, with 18 staff members. In 2017, the Wenling Library recorded 1.45 million book borrowings, with a total collection of 1.38 million volumes. In 2016, the main library alone accounted for 753,949 of the 984,490 books borrowed that year. The Wenling Library provides borrowing services to residents with Wenling household registration and new Wenling residents working or living in the city. Previously,
4980-402: Is an open approach to information management that acknowledges the need for revisions due to big data implications identified in an article titled "Big Data Solution Offering". The methodology addresses handling big data in terms of useful permutations of data sources, complexity in interrelationships, and difficulty in deleting (or modifying) individual records. Studies in 2012 showed that
5146-400: Is associated with fire within the Chinese zodiacal system , while Qīng ( 清 ) is associated with water, illustrating the triumph of the Qing as the conquest of fire by water. The name possibly also possessed Buddhist implications of perspicacity and enlightenment, as well as connection with the bodhisattva Manjusri . Early European writers used the term "Tartar" indiscriminately for all
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5312-512: Is collected by devices such as mobile devices , cheap and numerous information-sensing Internet of things devices, aerial ( remote sensing ) equipment, software logs, cameras , microphones, radio-frequency identification (RFID) readers and wireless sensor networks . The world's technological per-capita capacity to store information has roughly doubled every 40 months since the 1980s; as of 2012 , every day 2.5 exabytes (2.17×2 bytes) of data are generated. Based on an IDC report prediction,
5478-560: Is equipped with self-service borrowing and returning systems, e-reading machines, and mobile library terminals. In 2013, Wenling Library underwent a comprehensive renovation of the Xibin Road facility, covering an area of 2,440 square meters. After the renovation, new sections were added, such as a comprehensive service hall, a parent-child reading room, the Smart Kids Reading Corner, and a youth lecture hall. The ancient book storage
5644-501: Is good—data on memory or disk at the other end of an FC SAN connection is not. The cost of an SAN at the scale needed for analytics applications is much higher than other storage techniques. Big data has increased the demand of information management specialists so much so that Software AG , Oracle Corporation , IBM , Microsoft , SAP , EMC , HP , and Dell have spent more than $ 15 billion on software firms specializing in data management and analytics. In 2010, this industry
5810-520: Is its "Family Library Branches," which are a first of their kind in Zhejiang Province . In the 19th year of the Qianlong reign during the Qing Dynasty (1754), Zuo Shiji, the magistrate of Taiping County, founded the Hèming Academy at the site of the long-abandoned Quanxi Academy. The academy had a Zunjing Pavilion with a collection of books. Following this, various academies began to emerge in
5976-436: Is not trivial. With the added adoption of mHealth, eHealth and wearable technologies the volume of data will continue to increase. This includes electronic health record data, imaging data, patient generated data, sensor data, and other forms of difficult to process data. There is now an even greater need for such environments to pay greater attention to data and information quality. "Big data very often means ' dirty data ' and
6142-449: Is nothing we lack..." Since China had little demand for European goods, Europe paid in silver for Chinese goods, an imbalance that worried the mercantilist governments of Britain and France. The growing Chinese demand for opium provided the remedy. The British East India Company greatly expanded its production in Bengal. The Daoguang Emperor , concerned both over the outflow of silver and
6308-400: Is particularly promising in terms of exploratory biomedical research, as data-driven analysis can move forward more quickly than hypothesis-driven research. Then, trends seen in data analysis can be tested in traditional, hypothesis-driven follow up biological research and eventually clinical research. A related application sub-area, that heavily relies on big data, within the healthcare field
6474-679: Is supervised by the Municipal Bureau of Culture, Radio, Television, Tourism, and Sports of Wenling and is affiliated with the Wenling Municipal People's Government as a public welfare institution. The library has an initial funding of 13.06 million yuan , with the Wenling Municipal Administration Bureau of Public Institutions as the registration and management authority. The library is open 72 hours per week, averaging 12 hours per day. The current library director
6640-482: Is that of computer-aided diagnosis in medicine. For instance, for epilepsy monitoring it is customary to create 5 to 10 GB of data daily. Similarly, a single uncompressed image of breast tomosynthesis averages 450 MB of data. These are just a few of the many examples where computer-aided diagnosis uses big data. For this reason, big data has been recognized as one of the seven key challenges that computer-aided diagnosis systems need to overcome in order to reach
6806-407: Is that they are relatively slow, complex, and expensive. These qualities are not consistent with big data analytics systems that thrive on system performance, commodity infrastructure, and low cost. Real or near-real-time information delivery is one of the defining characteristics of big data analytics. Latency is therefore avoided whenever and wherever possible. Data in direct-attached memory or disk
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6972-575: The 12th Five-Year Plan period, the library expanded its services by acquiring several new databases, including the Wanfang Primary and Secondary School Database and the Founder Children's Library, and launched the "Mobile Library Service." In addition to standard databases, the library has established several local special literature databases, such as the "Genealogy Database," "Wenling Marine Paper Cutting Database," "Century Wenling Database," and
7138-614: The Battle of Shanhai Pass on 27 May 1644. The newly allied armies captured Beijing on 6 June. The Shunzhi Emperor was invested as the " Son of Heaven " on 30 October 1644. The Manchus, who had positioned themselves as political heirs to the Ming, held a formal funeral for the Chongzhen Emperor. However, completing the conquest of China proper took another seventeen years of battling Ming loyalists, pretenders and rebels. The last Ming pretender, Prince Gui , sought refuge with Pindale Min ,
7304-828: The Beiyang Army , and the purchase of armament factories from the Europeans. The dynasty gradually lost control of its peripheral territories. In return for promises of support against the British and the French, the Russian Empire took large chunks of territory in the Northeast in 1860. The period of cooperation between the reformers and the European powers ended with the 1870 Tianjin Massacre , which
7470-617: The British Royal Navy . British soldiers, using advanced muskets and artillery, easily outmaneuvered and outgunned Qing forces in ground battles. The Qing surrender in 1842 marked a decisive, humiliating blow. The Treaty of Nanjing , the first of the " unequal treaties ", demanded war reparations, forced China to open up the Treaty Ports of Canton , Amoy , Fuzhou , Ningbo and Shanghai to Western trade and missionaries, and to cede Hong Kong Island to Britain. It revealed weaknesses in
7636-670: The Convention of Tientsin , an agreement to withdraw troops simultaneously, but the First Sino-Japanese War of 1895 was a military humiliation. The Treaty of Shimonoseki recognized Korean independence and ceded Taiwan and the Pescadores to Japan. The terms might have been harsher, but when a Japanese citizen attacked and wounded Li Hongzhang, an international outcry shamed the Japanese into revising them. The original agreement stipulated
7802-568: The Cultural Revolution , the library's activities were suspended, and after 1970, its books were relocated four times, resulting in a continual reduction in its collection. After the Cultural Revolution, the library resumed operations and underwent comprehensive reorganization in 1978, including reforms in regulations, the introduction of a deposit system for issuing library cards, and the acquisition of new equipment and books. In 1982,
7968-665: The Dungan Revolt (1862–1877) in western China led to the deaths of over 20 million people, from famine, disease, and war. The Tongzhi Restoration in the 1860s brought vigorous reforms and the introduction of foreign military technology in the Self-Strengthening Movement . Defeat in the First Sino-Japanese War in 1895 led to loss of suzerainty over Korea and cession of Taiwan to the Empire of Japan . The ambitious Hundred Days' Reform in 1898 proposed fundamental change, but
8134-578: The Dzungars in Outer Mongolia . The Kangxi Emperor expelled Galdan 's invading forces from these regions, which were then incorporated into the empire. In 1683, Qing forces received the surrender of Formosa (Taiwan) from Zheng Keshuang , grandson of Koxinga , who had conquered Taiwan from the Dutch colonists as a base against the Qing. Winning Taiwan freed Kangxi's forces for a series of battles over Albazin ,
8300-581: The Revolt of the Three Feudatories delayed the complete conquest until 1683. As a Manchu emperor, the Kangxi Emperor (1661–1722) consolidated control, relished the role of a Confucian ruler, patronised Buddhism (including Tibetan Buddhism ), encouraged scholarship, population and economic growth. Han officials worked under or in parallel with Manchu officials. To maintain prominence over its neighbors,
8466-544: The Revolt of the Three Feudatories , which lasted for eight years. Kangxi was able to unify his forces for a counterattack led by a new generation of Manchu generals. By 1681, the Qing government had established control over a ravaged southern China, which took several decades to recover. To extend and consolidate the dynasty's control in Central Asia, the Kangxi Emperor personally led a series of military campaigns against
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#17330923489828632-568: The Sacred Edict of 1670 effectively extolled Confucian family values. His attempts to discourage Chinese women from foot binding , however, were unsuccessful. The second major source of stability was the Inner Asian aspect of their Manchu identity, which allowed them to appeal to the Mongol, Tibetan and Muslim subjects. The Qianlong Emperor propagated an image of himself as a Buddhist sage ruler ,
8798-512: The Shunzhi Emperor , with Dorgon as regent and de facto leader of the Manchu nation. Meanwhile, Ming government officials fought against fiscal collapse, against each other, and against a series of peasant rebellions . They were unable to capitalise on the Manchu succession dispute and the resulting boy emperor. In April 1644, Beijing was sacked by a contentious rebel coalition led by Li Zicheng ,
8964-492: The Tsardom of Russia . However, during the 18th century, European empires gradually expanded across the world and developed economies predicated on maritime trade, colonial extraction, and technological advances. The dynasty was confronted with newly developing concepts of the international system and state-to-state relations. European trading posts expanded into territorial control in what is now India and Indonesia. The Qing response
9130-628: The Xianfeng Emperor agreed to the Treaty of Tientsin , which contained clauses deeply insulting to the Chinese, such as a demand that all official Chinese documents be written in English and a proviso granting British warships unlimited access to all navigable Chinese rivers. Ratification of the treaty in the following year led to a resumption of hostilities. In 1860, with Anglo-French forces marching on Beijing,
9296-668: The Yuan dynasty after the defeat of the last Khagan of the Mongols, Hong Taiji renamed his state from "Great Jin" to "Great Qing" and elevated his position from Khan to Emperor , suggesting imperial ambitions beyond unifying the Manchu territories. Hong Taiji then proceeded to invade Korea again in 1636. Meanwhile, Hong Taiji set up a rudimentary bureaucratic system based on the Ming model. He established six boards or executive level ministries in 1631 to oversee finance, personnel, rites, military, punishments, and public works. However, these administrative organs had very little role initially, and it
9462-451: The history of China and in 1790 the fourth-largest empire in world history in terms of territorial size. With over 426 million citizens in 1907 , it was the most populous country in the world at the time. Nurhaci , leader of the House of Aisin-Gioro and vassal of the Ming dynasty, unified Jurchen clans (known later as Manchus) and founded the Later Jin dynasty in 1616, renouncing
9628-621: The queue hairstyle which was worn by Manchu men, on pain of death. The popular description of the order was: "To keep the hair, you lose the head; To keep your head, you cut the hair." To the Manchus, this policy was a test of loyalty and an aid in distinguishing friend from foe. For the Han Chinese, however, it was a humiliating reminder of Qing authority that challenged traditional Confucian values. The order triggered strong resistance in Jiangnan . In
9794-782: The "Wenling Big Drum Database." The library's digital resource service system has won several awards, including the Zhejiang Provincial Department of Culture's Grassroots Public Cultural Service Innovation Award and the National Top Ten Public Library Application Ranking by the China Knowledge Resource Total Library. The system is said to be at the forefront of the province and even the nation. In 2016, digital resource services reached 1,149,888 users. In addition to digital resource services, Wenling Library has established
9960-520: The 1727 Treaty of Kyakhta to solidify the diplomatic understanding with Russia. In exchange for territory and trading rights, the Qing would have a free hand in dealing with the situation in Mongolia. Yongzheng then turned to that situation, where the Zunghars threatened to re-emerge, and to the southwest, where local Miao chieftains resisted Qing expansion. These campaigns drained the treasury but established
10126-622: The American Statistical Association . In 2021, the founding members of BigSurv received the Warren J. Mitofsky Innovators Award from the American Association for Public Opinion Research . Big data is notable in marketing due to the constant "datafication" of everyday consumers of the internet, in which all forms of data are tracked. The datafication of consumers can be defined as quantifying many of or all human behaviors for
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#173309234898210292-485: The British public-service television broadcaster, is a leader in the field of big data and data analysis . Health insurance providers are collecting data on social "determinants of health" such as food and TV consumption , marital status, clothing size, and purchasing habits, from which they make predictions on health costs, in order to spot health issues in their clients. It is controversial whether these predictions are currently being used for pricing. Big data and
10458-425: The British government, sent a diplomatic mission to China led by Lord Macartney in order to open trade and put relations on a basis of equality. The imperial court viewed trade as of secondary interest, whereas the British saw maritime trade as the key to their economy. The Qianlong Emperor told Macartney "the kings of the myriad nations come by land and sea with all sorts of precious things", and "consequently there
10624-527: The Eight Banners, giving them social and legal privileges. Han defectors swelled the ranks of the Eight Banners so greatly that ethnic Manchus became a minority – only 16% in 1648, with Han bannermen dominating at 75% and Mongol bannermen making up the rest. Gunpowder weapons like muskets and artillery were wielded by the Chinese Banners. Normally, Han Chinese defector troops were deployed as
10790-585: The French. A French invasion of Taiwan was halted and the French were defeated on land in Tonkin at the Battle of Bang Bo . However Japan threatened to enter the war against China due to the Gapsin Coup and China chose to end the war with negotiations. The war ended in 1885 with the Treaty of Tientsin and the Chinese recognition of the French protectorate in Vietnam. Some Russian and Chinese gold miners also established
10956-410: The Internet. Although, many approaches and technologies have been developed, it still remains difficult to carry out machine learning with big data. Some MPP relational databases have the ability to store and manage petabytes of data. Implicit is the ability to load, monitor, back up, and optimize the use of the large data tables in the RDBMS . DARPA 's Topological Data Analysis program seeks
11122-447: The IoT work in conjunction. Data extracted from IoT devices provides a mapping of device inter-connectivity. Such mappings have been used by the media industry, companies, and governments to more accurately target their audience and increase media efficiency. The IoT is also increasingly adopted as a means of gathering sensory data, and this sensory data has been used in medical, manufacturing and transportation contexts. Kevin Ashton ,
11288-410: The Jurchen and Khorchin nobilities, while those who resisted were met with military action. This is a typical example of Nurhaci's initiatives that eventually became official Qing government policy. During most of the Qing period, the Mongols gave military assistance to the Manchus. Nurhaci died in 1626, and was succeeded by his eighth son, Hong Taiji . Although Hong Taiji was an experienced leader and
11454-447: The Jurchen polity as citizens obligated to provide military service. By 1648, less than one-sixth of the bannermen were of Manchu ancestry. Hong Taiji died suddenly in September 1643. As Jurchen leaders were chosen by a council of nobles, there was no clear successor. The leading contenders for power were Hong Taiji's oldest son Hooge and Hong Taiji's half brother Dorgon . A compromise installed Hong Taiji's five-year-old son, Fulin, as
11620-440: The Manchu-ruled empire into a modernised Han Chinese state. The Guangxu Emperor died on 14 November 1908, and Cixi died the following day. Puyi , the oldest son of Zaifeng, Prince Chun , and nephew to the childless Guangxu Emperor, was appointed successor at the age of two, leaving Zaifeng with the regency. Zaifeng forced Yuan Shikai to resign. The Qing dynasty became a constitutional monarchy on 8 May 1911, when Zaifeng created
11786-458: The Manchus had entered "South of the Wall" because Dorgon had responded decisively to Wu Sangui's appeal, then, instead of sacking Beijing as the rebels had done, Dorgon insisted, over the protests of other Manchu princes, on making it the dynastic capital and reappointing most Ming officials. No major Chinese dynasty had directly taken over its immediate predecessor's capital, but keeping the Ming capital and bureaucracy intact helped quickly stabilize
11952-569: The Ming emperor. After a series of successful battles, he relocated his capital from Hetu Ala to successively bigger captured Ming cities in Liaodong: first Liaoyang in 1621, then Mukden (Shenyang) in 1625. Furthermore, the Khorchin proved a useful ally in the war, lending the Jurchens their expertise as cavalry archers. To guarantee this new alliance, Nurhaci initiated a policy of inter-marriages between
12118-537: The Ming overlordship. His son Hong Taiji was declared Emperor of the Great Qing in 1636. As Ming control disintegrated, peasant rebels captured the Ming capital Beijing, but the Ming general Wu Sangui opened the Shanhai Pass to the Qing army, which defeated the rebels , seized the capital, and took over the government in 1644 under the Shunzhi Emperor and his prince regent . Resistance from Ming rump regimes and
12284-412: The Qing government and provoked rebellions against the regime. The Taiping Rebellion (1849–1864) was the first major anti-Manchu movement . Amid widespread social unrest and worsening famine, the rebellion not only posed the most serious threat to Qing rule, but during its 14-year course, between 20 and 30 million people died. The rebellion began under the leadership of Hong Xiuquan (1814–1864),
12450-627: The Qing leveraged and adapted the tributary system employed by previous dynasties, enabling their continued predominance in affairs with countries on its periphery like Joseon Korea and the Lê dynasty in Vietnam, while extending its control over Inner Asia including Tibet , Mongolia , and Xinjiang . The High Qing era reached its apex during the reign of the Qianlong Emperor (1735–1796), who led Ten Great Campaigns of conquest, and personally supervised Confucian cultural projects . After his death,
12616-762: The Qing, most notably in the Miao Rebellion (1854–1873) in Guizhou , the Panthay Rebellion (1856–1873) in Yunnan , and the Dungan Revolt (1862–1877) in the northwest. The Western powers, largely unsatisfied with the Treaty of Nanjing, gave grudging support to the Qing government during the Taiping and Nian rebellions. China's income fell sharply during the wars as vast areas of farmland were destroyed, millions of lives were lost, and countless armies were raised and equipped to fight
12782-761: The Wenling Youth Palace, each covering an area of about 300 square meters, with a total collection of over 12,000 books. Both libraries are equipped with self-service card issuance and borrowing/returning machines. The former mainly houses social science and literature books, while the latter focuses on children's books. As of September 2018, the Wenling Library also launched a mobile library, six departmental branch libraries, 70 cultural hall branch libraries, 300 family branch libraries, seven "Cultural and Tourism Libraries," and "Rural Libraries." The "Mobile Library" officially started on December 16, providing book borrowing services to remote areas by carrying up to 3,000 books on
12948-652: The Wenling area. In July 1921, the Wenling County Popular Library was established, taking over the 1,200-volume collection and other equipment from Hèming Academy. On September 16, 1930, the Wenling County Public Education Library was founded, merging the Wenling County Popular Library into it. After the founding of the People's Republic of China in late 1949, the Wenling County People's Cultural Center
13114-643: The Xinhai Revolution. The abdication of the Xuantong Emperor on 12 February 1912 brought the dynasty to an end. Hong Taiji proclaimed the Great Qing dynasty in 1636. There are competing explanations as to the meaning of the Chinese character Qīng ( 清 ; 'clear', 'pure') in this context. One theory posits a purposeful contrast with the Ming: the character Míng ( 明 ; 'bright')
13280-405: The ability of commonly used software tools to capture , curate , manage, and process data within a tolerable elapsed time. Big data philosophy encompasses unstructured, semi-structured and structured data; however, the main focus is on unstructured data. Big data "size" is a constantly moving target; as of 2012 ranging from a few dozen terabytes to many zettabytes of data. Big data requires
13446-572: The abolition of the imperial examination system. Sun Yat-sen and revolutionaries debated reform officials and constitutional monarchists such as Kang Youwei and Liang Qichao over how to transform the Manchu-ruled empire into a modernised Han state. After the deaths of the Guangxu Emperor and Cixi in 1908, Manchu conservatives at court blocked reforms and alienated reformers and local elites alike. The Wuchang Uprising on 10 October 1911 led to
13612-509: The capital of Tibet, and installed a Dalai Lama sympathetic to the Qing. The reigns of the Yongzheng Emperor ( r. 1723–1735 ) and his son, the Qianlong Emperor ( r. 1735–1796 ), marked the height of Qing power. However, the historian Jonathan Spence notes that the empire at the end of Qianlong's reign was "like the sun at midday". Despite "many glories", "signs of decay and even collapse were becoming apparent". After
13778-532: The cession of Liaodong Peninsula to Japan, but Russia, with its own designs on the territory, along with Germany and France, in the Triple Intervention , successfully put pressure on the Japanese to abandon the peninsula. These years saw the participation of Empress Dowager Cixi in state affairs. Cixi initially entered the imperial palace in the 1850s as a concubine of the Xianfeng Emperor, and became
13944-413: The commander of two Banners, the Jurchens suffered defeat in 1627, in part due to the Ming's newly acquired Portuguese cannons . To redress the technological and numerical disparity, Hong Taiji in 1634 created his own artillery corps, who cast their own cannons in the European design with the help of defector Chinese metallurgists. One of the defining events of Hong Taiji's reign was the official adoption of
14110-468: The compilation of the Siku Quanshu , the largest collection of books in Chinese history. Nevertheless, Qianlong used the literary inquisition to silence opposition. Beneath outward prosperity and imperial confidence, the later years of Qianlong's reign were marked by rampant corruption and neglect. Heshen , the emperor's handsome young favorite, took advantage of the emperor's indulgence to become one of
14276-527: The conquest. Han bannermen made up the majority of governors during the early Qing, stabilizing their rule. To promote ethnic harmony, a 1648 decree allowed Han Chinese civilian men to marry Manchu women from the Banners with the permission of the Board of Revenue if they were registered daughters of officials or commoners, or with the permission of their banner company captain if they were unregistered commoners. Later in
14442-435: The country for corruption, failing to keep the famine relief granaries full, poor maintenance of roads and waterworks, and bureaucratic factionalism. There soon followed uprisings of "new sect" Muslims against local Muslim officials, and Miao tribesmen in southwest China. The White Lotus Rebellion continued until 1804, when badly run, corrupt, and brutal campaigns finally ended it. During the early Qing, China continued to be
14608-478: The damage that opium smoking was causing to his subjects, ordered Lin Zexu to end the opium trade. Lin confiscated the stocks of opium without compensation in 1839, leading Britain to send a military expedition the following year. The First Opium War revealed the outdated state of the Chinese military. The Qing navy, composed entirely of wooden sailing junks , was severely outclassed by the modern tactics and firepower of
14774-480: The death of the Kangxi Emperor in the winter of 1722, his fourth son, Prince Yong ( 雍親王 ), became the Yongzheng Emperor. He felt a sense of urgency about the problems that had accumulated in his father's later years. In the words of one recent historian, he was "severe, suspicious, and jealous, but extremely capable and resourceful", and in the words of another, he turned out to be an "early modern state-maker of
14940-470: The definition of big data continuously evolves. Teradata installed the first petabyte class RDBMS based system in 2007. As of 2017 , there are a few dozen petabyte class Teradata relational databases installed, the largest of which exceeds 50 PB. Systems up until 2008 were 100% structured relational data. Since then, Teradata has added semi structured data types including XML , JSON , and Avro . In 2000, Seisint Inc. (now LexisNexis Risk Solutions ) developed
15106-572: The desired outcome. A common government organization that makes use of big data is the National Security Administration ( NSA ), which monitors the activities of the Internet constantly in search for potential patterns of suspicious or illegal activities their system may pick up. Civil registration and vital statistics (CRVS) collects all certificates status from birth to death. CRVS is a source of big data for governments. Research on
15272-535: The digital innovation expert who is credited with coining the term, defines the Internet of things in this quote: "If we had computers that knew everything there was to know about things—using data they gathered without any help from us—we would be able to track and count everything, and greatly reduce waste, loss, and cost. We would know when things needed replacing, repairing, or recalling, and whether they were fresh or past their best." Especially since 2015, big data has come to prominence within business operations as
15438-581: The dynasty back on its feet financially and instituted the Self-Strengthening Movement , which adopted Western military technology in order to preserve Confucian values.Their institutional reforms included China's first unified ministry of foreign affairs in the Zongli Yamen , allowing foreign diplomats to reside in the capital, the establishment of the Imperial Maritime Customs Service , the institution of modern navy and army forces including
15604-629: The dynasty faced internal revolts, economic disruption, official corruption, foreign intrusion, and the reluctance of Confucian elites to change their mindset. With peace and prosperity, the population rose to 400 million, but taxes and government revenues were fixed at a low rate, soon leading to a fiscal crisis. Following China's defeat in the Opium Wars , Western colonial powers forced the Qing government to sign unequal treaties , granting them trading privileges, extraterritoriality and treaty ports under their control. The Taiping Rebellion (1850–1864) and
15770-419: The dynasty the policies allowing intermarriage were done away with. The first seven years of the young Shunzhi Emperor's reign were dominated by Dorgon's regency. Because of his own political insecurity, Dorgon followed Hong Taiji's example by ruling in the name of the emperor at the expense of rival Manchu princes, many of whom he demoted or imprisoned. Dorgon's precedents and example cast a long shadow. First,
15936-494: The early 17th century. Nurhaci may have spent time in a Han household in his youth, and became fluent in Chinese and Mongolian languages and read the Chinese novels Romance of the Three Kingdoms and Water Margin . As a vassal of the Ming emperors, he officially considered himself a guardian of the Ming border and a local representative of the Ming dynasty. Nurhaci embarked on an intertribal feud in 1582 that escalated into
16102-561: The effective usage of information and communication technologies for development (also known as "ICT4D") suggests that big data technology can make important contributions but also present unique challenges to international development . Advancements in big data analysis offer cost-effective opportunities to improve decision-making in critical development areas such as health care, employment, economic productivity , crime, security, and natural disaster and resource management. Additionally, user-generated data offers new opportunities to give
16268-619: The emperor and his court fled the capital for the imperial hunting lodge at Rehe . Once in Beijing, the Anglo-French forces looted and burned the Old Summer Palace and, in an act of revenge for the arrest, torture, and execution of the English diplomatic mission. Prince Gong , a younger half-brother of the emperor, who had been left as his brother's proxy in the capital, was forced to sign the Convention of Beijing . The humiliated emperor died
16434-630: The emperor's control of the military and military finance. When the Yongzheng Emperor died in 1735, his son Prince Bao ( 寶親王 ) became the Qianlong Emperor. Qianlong personally led the Ten Great Campaigns to expand military control into present-day Xinjiang and Mongolia , putting down revolts and uprisings in Sichuan and southern China while expanding control over Tibet. The Qianlong Emperor launched several ambitious cultural projects, including
16600-516: The emperor's de facto cabinet for the rest of the dynasty. He shrewdly filled key positions with Manchu and Han Chinese officials who depended on his patronage. When he began to realize the extent of the financial crisis, Yongzheng rejected his father's lenient approach to local elites and enforced collection of the land tax. The increased revenues were to be used for "money to nourish honesty" among local officials and for local irrigation, schools, roads, and charity. Although these reforms were effective in
16766-533: The ensuing unrest, some 100,000 Han were slaughtered. On 31 December 1650, Dorgon died suddenly, marking the start of the Shunzhi Emperor's personal rule. Because the emperor was only 12 years old at that time, most decisions were made on his behalf by his mother, Empress Dowager Xiaozhuang , who turned out to be a skilled political operator. Although his support had been essential to Shunzhi's ascent, Dorgon had centralised so much power in his hands as to become
16932-485: The entire organization. Relational database management systems and desktop statistical software packages used to visualize data often have difficulty processing and analyzing big data. The processing and analysis of big data may require "massively parallel software running on tens, hundreds, or even thousands of servers". What qualifies as "big data" varies depending on the capabilities of those analyzing it and their tools. Furthermore, expanding capabilities make big data
17098-465: The far eastern outpost of the Tsardom of Russia . The 1689 Treaty of Nerchinsk was China's first formal treaty with a European power and kept the border peaceful for the better part of two centuries. Galdan was ultimately killed in the Dzungar–Qing War ; after his death, his Tibetan Buddhist followers attempted to control the choice of the next Dalai Lama . Kangxi dispatched two armies to Lhasa ,
17264-445: The first order". First, he promoted Confucian orthodoxy and cracked down on unorthodox sects. In 1723, he outlawed Christianity and expelled most Christian missionaries. He expanded his father's system of Palace Memorials , which brought frank and detailed reports on local conditions directly to the throne without being intercepted by the bureaucracy, and he created a small Grand Council of personal advisors, which eventually grew into
17430-466: The following year at Rehe. Following the death of the Xianfeng Emperor in 1861, and the accession of the 5-year-old Tongzhi Emperor , the Qing rallied. In the Tongzhi Restoration , Han Chinese officials such as Zuo Zongtang stood behind the Manchus and organized provincial troops. Zeng Guofan , in alliance with Prince Gong, sponsored the rise of younger officials such as Li Hongzhang , who put
17596-666: The foreign community, called for reform proposals, and initiated the Late Qing reforms . Over the next few years the reforms included the restructuring of the national education, judicial, and fiscal systems, the most dramatic of which was the abolition of the imperial examination system in 1905. The court directed a constitution to be drafted , and provincial elections were held, the first in China's history. Sun Yat-sen and revolutionaries debated reform officials and constitutional monarchists such as Kang Youwei and Liang Qichao over how to transform
17762-612: The fraction of data inaccuracies increases with data volume growth." Human inspection at the big data scale is impossible and there is a desperate need in health service for intelligent tools for accuracy and believability control and handling of information missed. While extensive information in healthcare is now electronic, it fits under the big data umbrella as most is unstructured and difficult to use. The use of big data in healthcare has raised significant ethical challenges ranging from risks for individual rights, privacy and autonomy , to transparency and trust. Big data in health research
17928-513: The fundamental structure of massive data sets and in 2008 the technology went public with the launch of a company called "Ayasdi". The practitioners of big data analytics processes are generally hostile to slower shared storage, preferring direct-attached storage ( DAS ) in its various forms from solid state drive ( SSD ) to high capacity SATA disk buried inside parallel processing nodes. The perception of shared storage architectures— storage area network (SAN) and network-attached storage (NAS)—
18094-555: The global data volume was predicted to grow exponentially from 4.4 zettabytes to 44 zettabytes between 2013 and 2020. By 2025, IDC predicts there will be 163 zettabytes of data. According to IDC, global spending on big data and business analytics (BDA) solutions is estimated to reach $ 215.7 billion in 2021. While Statista report, the global big data market is forecasted to grow to $ 103 billion by 2027. In 2011 McKinsey & Company reported, if US healthcare were to use big data creatively and effectively to drive efficiency and quality,
18260-747: The globally stored information is in the form of alphanumeric text and still image data, which is the format most useful for most big data applications. This also shows the potential of yet unused data (i.e. in the form of video and audio content). While many vendors offer off-the-shelf products for big data, experts promote the development of in-house custom-tailored systems if the company has sufficient technical capabilities. The use and adoption of big data within governmental processes allows efficiencies in terms of cost, productivity, and innovation, but comes with flaws. Data analysis often requires multiple parts of government (central and local) to work in collaboration and create new and innovative processes to deliver
18426-887: The goals of reform were implanted. Drought in North China, combined with the imperialist designs of European powers and the instability of the Qing government, created background conditions for the Boxers . In 1900, local groups of Boxers proclaiming support for the Qing dynasty murdered foreign missionaries and large numbers of Chinese Christians, then converged on Beijing to besiege the Foreign Legation Quarter. A coalition of European, Japanese, and Russian armies (the Eight-Nation Alliance ) then entered China without diplomatic notice, much less permission. Cixi declared war on all of these nations, only to lose control of Beijing after
18592-405: The guarantees and capabilities made by Codd's relational model ." In a comparative study of big datasets, Kitchin and McArdle found that none of the commonly considered characteristics of big data appear consistently across all of the analyzed cases. For this reason, other studies identified the redefinition of power dynamics in knowledge discovery as the defining trait. Instead of focusing on
18758-574: The hegemonic imperial power in East Asia. Although there was no formal ministry of foreign relations, the Lifan Yuan was responsible for relations with the Mongols and Tibetans in Inner Asia, while the tributary system , a loose set of institutions and customs taken over from the Ming, in theory governed relations with East and Southeast Asian countries. The 1689 Treaty of Nerchinsk stabilized relations with
18924-556: The intrinsic characteristics of big data, this alternative perspective pushes forward a relational understanding of the object claiming that what matters is the way in which data is collected, stored, made available and analyzed. The growing maturity of the concept more starkly delineates the difference between "big data" and " business intelligence ": Big data can be described by the following characteristics: Other possible characteristics of big data are: Big data repositories have existed in many forms, often built by corporations with
19090-442: The king of Burma , but was turned over to a Qing expeditionary army commanded by Wu Sangui, who had him brought back to Yunnan and executed in early 1662. The Qing had taken shrewd advantage of Ming civilian government discrimination against the military and encouraged the Ming military to defect by spreading the message that the Manchus valued their skills. Banners made up of Han Chinese who defected before 1644 were classed among
19256-462: The labor market and the digital economy in Latin America, Hilbert and colleagues argue that digital trace data has several benefits such as: At the same time, working with digital trace data instead of traditional survey data does not eliminate the traditional challenges involved when working in the field of international quantitative analysis. Priorities change, but the basic discussions remain
19422-575: The land does not." The introduction of new crops from the Americas such as the potato and peanut improved nutrition as well, so that the population during the 18th century ballooned from 100 million to 300 million people. Soon farmers were forced to work ever-smaller holdings more intensely. In 1796, the White Lotus Society raised open rebellion, saying "the officials have forced the people to rebel". Others blamed officials in various parts of
19588-511: The lands of the Qing state (including, among other areas, present-day Northeast China, Xinjiang, Mongolia, and Tibet) as "China" in both the Chinese and Manchu languages, defining China as a multi-ethnic state, and rejecting the idea that only Han areas were properly part of "China". The government used "China" and "Qing" interchangeably to refer to their state in official documents, including the Chinese-language versions of treaties and maps of
19754-544: The library also introduced an "intelligent borrowing and returning machine" that uses facial recognition technology for login. Wenling Library's branches cover all 16 townships across the city. In addition to township branches, as of September 2018, six self-service libraries (also known as "Hehe Book Bars") were established within Wenling. The first two self-service libraries were located in the Wenling Urban New Area Administrative Committee and
19920-556: The library was named a "National Civilized Library" by the Ministry of Culture . In 1999, a second phase of the library's expansion began, completed in September, and opened to the public on October 1, 2000. This second phase had an investment of over 3 million yuan, expanding the total construction area to 2,490 square meters, with the two phases forming a single complex. In 2011, Wenling Library's internal publication, Reading Wenling ( 阅读温岭 ),
20086-702: The main components and ecosystem of big data as follows: Multidimensional big data can also be represented as OLAP data cubes or, mathematically, tensors . Array database systems have set out to provide storage and high-level query support on this data type. Additional technologies being applied to big data include efficient tensor-based computation, such as multilinear subspace learning , massively parallel-processing ( MPP ) databases, search-based applications , data mining , distributed file systems , distributed cache (e.g., burst buffer and Memcached ), distributed databases , cloud and HPC-based infrastructure (applications, storage and computing resources), and
20252-516: The map-reduce architectures usually meant by the current "big data" movement. In 2004, Google published a paper on a process called MapReduce that uses a similar architecture. The MapReduce concept provides a parallel processing model, and an associated implementation was released to process huge amounts of data. With MapReduce, queries are split and distributed across parallel nodes and processed in parallel (the "map" step). The results are then gathered and delivered (the "reduce" step). The framework
20418-419: The middle class, which means more people became more literate, which in turn led to information growth. The world's effective capacity to exchange information through telecommunication networks was 281 petabytes in 1986, 471 petabytes in 1993, 2.2 exabytes in 2000, 65 exabytes in 2007 and predictions put the amount of internet traffic at 667 exabytes annually by 2014. According to one estimate, one-third of
20584-493: The most corrupt officials in the history of the dynasty. Qianlong's son, the Jiaqing Emperor ( r. 1796–1820 ), eventually forced Heshen to commit suicide. Population in the first half of the 17th century did not recover from civil wars and epidemics, but the following years of prosperity and stability led to steady growth. The Qianlong Emperor bemoaned the situation by remarking, "The population continues to grow, but
20750-497: The most junior of the four, gradually achieved such dominance as to be a potential threat. In 1669, Kangxi disarmed and imprisoned Oboi through trickery – a significant victory for a fifteen-year-old emperor. The young emperor faced challenges in maintaining control of his kingdom, as well. Three Ming generals singled out for their contributions to the establishment of the dynasty had been granted governorships in southern China. They became increasingly autonomous, leading to
20916-521: The mother of the future Tongzhi Emperor. Following the his accession at the age of five, Cixi, Xianfeng's widow Empress Dowager Ci'an , and Prince Gong (a son of the Daoguang Emperor), staged a coup that ousted several of the Tongzhi Emperor's regents. Between 1861 and 1873, Cixi and Ci'an served as regents together; following the emperor's death in 1875, Cixi's nephew, the Guangxu Emperor , took
21082-879: The murders as a pretext for a naval occupation of Jiaozhou Bay . The occupation prompted a Scramble for China in 1898, which included the German lease of Jiaozhou Bay , the Russian lease of Liaodong , the British lease of the New Territories of Hong Kong , and the French lease of Guangzhouwan . In the wake of these external defeats, the Guangxu Emperor initiated the Hundred Days' Reform in 1898. Newer, more radical advisers such as Kang Youwei were given positions of influence. The emperor issued
21248-515: The name "Manchu" for the united Jurchen people in November 1635. In 1635, the Manchus' Mongol allies were fully incorporated into a separate Banner hierarchy under direct Manchu command. In April 1636, Mongol nobility of Inner Mongolia, Manchu nobility and the Han mandarin recommended that Hong as the khan of Later Jin should be the emperor of the Great Qing. When he was presented with the imperial seal of
21414-432: The next level of performance. A McKinsey Global Institute study found a shortage of 1.5 million highly trained data professionals and managers and a number of universities including University of Tennessee and UC Berkeley , have created masters programs to meet this demand. Private boot camps have also developed programs to meet that demand, including paid programs like The Data Incubator or General Assembly . In
21580-443: The north, in the south and lower Yangtze valley there were long-established networks of officials and landowners. Yongzheng dispatched experienced Manchu commissioners to penetrate the thickets of falsified land registers and coded account books, but they were met with tricks, passivity, and even violence. The fiscal crisis persisted. Yongzheng also inherited diplomatic and strategic problems. A team made up entirely of Manchus drew up
21746-400: The other; one was a Han Chinese peasant army twice his size, but he chose the other. Wu may have resented Li Zicheng's attack on officials and the social order; Li had taken Wu's father hostage and it was said that Li took Wu's concubine for himself. On the other hand, the Manchus had adopted a Chinese-style form of government and promised stability. Wu and Dorgon allied to defeat Li Zicheng in
21912-651: The particular problem at hand, reshaping data in the best possible manner as they develop the solution. In 2004, LexisNexis acquired Seisint Inc. and their high-speed parallel processing platform and successfully used this platform to integrate the data systems of Choicepoint Inc. when they acquired that company in 2008. In 2011, the HPCC systems platform was open-sourced under the Apache v2.0 License. CERN and other physics experiments have collected big data sets for many decades, usually analyzed via high-throughput computing rather than
22078-557: The peoples of Northern Eurasia but in the 17th century Catholic missionary writings established "Tartar" to refer only to the Manchus and " Tartary " for the lands they ruled—i.e. Manchuria and the adjacent parts of Inner Asia , as ruled by the Qing before the Ming–Qing transition . After conquering China proper , the Manchus identified their state as "China", equivalently as Zhōngguó ( 中國 ; 'middle kingdom') in Chinese and Dulimbai Gurun in Manchu. The emperors equated
22244-411: The processing power transparent to the end-user by using a front-end application server. The data lake allows an organization to shift its focus from centralized control to a shared model to respond to the changing dynamics of information management. This enables quick segregation of data into the data lake, thereby reducing the overhead time. A 2011 McKinsey Global Institute report characterizes
22410-708: The production of statistics and its quality. There have been three Big Data Meets Survey Science (BigSurv) conferences in 2018, 2020 (virtual), 2023, and as of 2023 one conference forthcoming in 2025, a special issue in the Social Science Computer Review , a special issue in Journal of the Royal Statistical Society , and a special issue in EP J Data Science , and a book called Big Data Meets Social Sciences edited by Craig Hill and five other Fellows of
22576-768: The public's ability to borrow books. In 2018, this project won the Best Innovation Award in the First Public Library Innovation and Creativity Promotion Activity organized by the Library Society of China. Qing dynasty The Qing dynasty ( / tʃ ɪ ŋ / CHING ), officially the Great Qing , was a Manchu -led imperial dynasty of China and the last imperial dynasty in Chinese history . The dynasty, proclaimed in Shenyang in 1636, seized control of Beijing in 1644, often considered
22742-433: The purge of his family and associates at court. Shunzhi's promising start was cut short by his early death in 1661 at the age of 24 from smallpox . He was succeeded by his third son Xuanye, who reigned as the Kangxi Emperor . The Manchus sent Han bannermen to fight against Koxinga's Ming loyalists in Fujian. They removed the population from coastal areas in order to deprive Koxinga's Ming loyalists of resources. This led to
22908-505: The purpose of marketing. The increasingly digital world of rapid datafication makes this idea relevant to marketing because the amount of data constantly grows exponentially. It is predicted to increase from 44 to 163 zettabytes within the span of five years. The size of big data can often be difficult to navigate for marketers. As a result, adopters of big data may find themselves at a disadvantage. Algorithmic findings can be difficult to achieve with such large datasets. Big data in marketing
23074-399: The qualities of big data in volume, variety, velocity, veracity, and value. Variability is often included as an additional quality of big data. A 2018 definition states "Big data is where parallel computing tools are needed to handle data", and notes, "This represents a distinct and clearly defined change in the computer science used, via parallel programming theories, and losses of some of
23240-537: The rebels. In 1854, Britain tried to re-negotiate the Treaty of Nanjing, inserting clauses allowing British commercial access to Chinese rivers and the creation of a permanent British embassy at Beijing. In 1856, Qing authorities, in searching for a pirate, boarded a ship, the Arrow , which the British claimed had been flying the British flag, an incident which led to the Second Opium War . In 1858, facing no other options,
23406-422: The regime and sped up the conquest of the rest of the country. Dorgon then drastically reduced the influence of the eunuchs and directed Manchu women not to bind their feet in the Chinese style. However, not all of Dorgon's policies were equally popular or as easy to implement. The controversial July 1645 Queue Order forced adult Han Chinese men to shave the front of their heads and comb the remaining hair into
23572-908: The same time), portfolio management (optimizing over an increasingly large array of financial instruments, potentially selected from different asset classes), risk management (credit rating based on extended information), and any other aspect where the data inputs are large. Big Data has also been a typical concept within the field of alternative financial service . Some of the major areas involve crowd-funding platforms and crypto currency exchanges. Big data analytics has been used in healthcare in providing personalized medicine and prescriptive analytics , clinical risk intervention and predictive analytics, waste and care variability reduction, automated external and internal reporting of patient data, standardized medical terms and patient registries. Some areas of improvement are more aspirational than actually implemented. The level of data generated within healthcare systems
23738-456: The same. Among the main challenges are: Big Data is being rapidly adopted in Finance to 1) speed up processing and 2) deliver better, more informed inferences, both internally and to the clients of the financial institutions. The financial applications of Big Data range from investing decisions and trading (processing volumes of available price data, limit order books, economic data and more, all at
23904-449: The sector could create more than $ 300 billion in value every year. In the developed economies of Europe, government administrators could save more than €100 billion ($ 149 billion) in operational efficiency improvements alone by using big data. And users of services enabled by personal-location data could capture $ 600 billion in consumer surplus. One question for large enterprises is determining who should own big-data initiatives that affect
24070-592: The specific field of marketing, one of the problems stressed by Wedel and Kannan is that marketing has several sub domains (e.g., advertising, promotions, product development, branding) that all use different types of data. To understand how the media uses big data, it is first necessary to provide some context into the mechanism used for media process. It has been suggested by Nick Couldry and Joseph Turow that practitioners in media and advertising approach big data as many actionable points of information about millions of individuals. The industry appears to be moving away from
24236-480: The stability of their dynasty. The first was the bureaucratic institutions and the neo-Confucian culture that they adopted from earlier dynasties. Manchu rulers and Han Chinese scholar-official elites gradually came to terms with each other. The examination system offered a path for ethnic Han to become officials. Imperial patronage of the Kangxi Dictionary demonstrated respect for Confucian learning, while
24402-508: The start of the dynasty's rule. The dynasty lasted until the Xinhai Revolution of October 1911 led to the abdication of the last emperor, February 12, 1912. In Chinese historiography , the Qing dynasty was preceded by the Ming dynasty and succeeded by the Republic of China . The multi-ethnic Qing dynasty assembled the territorial base for modern China . It was the largest imperial dynasty in
24568-599: The throne in violation of the custom that the new emperor be of the next generation, and another regency began. Ci'an suddenly died in the spring of 1881, leaving Cixi as sole regent. From 1889, when Guangxu began to rule in his own right, until 1898, the Empress Dowager lived in semi-retirement, spending the majority of the year at the Summer Palace . In 1897, two German Roman Catholic missionaries were murdered in southern Shandong province (the Juye Incident ). Germany used
24734-588: The traditional approach of using specific media environments such as newspapers, magazines, or television shows and instead taps into consumers with technologies that reach targeted people at optimal times in optimal locations. The ultimate aim is to serve or convey, a message or content that is (statistically speaking) in line with the consumer's mindset. For example, publishing environments are increasingly tailoring messages (advertisements) and content (articles) to appeal to consumers that have been exclusively gleaned through various data-mining activities. Channel 4 ,
24900-808: The unheard a voice. However, longstanding challenges for developing regions such as inadequate technological infrastructure and economic and human resource scarcity exacerbate existing concerns with big data such as privacy, imperfect methodology, and interoperability issues. The challenge of "big data for development" is currently evolving toward the application of this data through machine learning, known as "artificial intelligence for development (AI4D). A major practical application of big data for development has been "fighting poverty with data". In 2015, Blumenstock and colleagues estimated predicted poverty and wealth from mobile phone metadata and in 2016 Jean and colleagues combined satellite imagery and machine learning to predict poverty. Using digital trace data to study
25066-406: The vanguard, while Manchu bannermen were used predominantly for quick strikes with maximum impact, so as to minimize ethnic Manchu losses. This multi-ethnic force conquered Ming China for the Qing. The three Liaodong officers who played key roles in the conquest of southern China were Shang Kexi, Geng Zhongming, and Kong Youde, who governed southern China autonomously as viceroys for the Qing after
25232-492: The whole of the system rather than from isolated pockets of data. Compared to survey -based data collection, big data has low cost per data point, applies analysis techniques via machine learning and data mining , and includes diverse and new data sources, e.g., registers, social media, apps, and other forms digital data. Since 2018, survey scientists have started to examine how big data and survey science can complement each other to allow researchers and practitioners to improve
25398-464: The world. The term 'Chinese people' ( 中國人 ; Zhōngguórén ; Manchu: ᡩᡠᠯᡳᠮᠪᠠᡳ ᡤᡠᡵᡠᠨ ᡳ ᠨᡳᠶᠠᠯᠮᠠ Dulimbai gurun-i niyalma ) referred to all the Han, Manchu, and Mongol subjects of the Qing Empire. When the Qing conquered Dzungaria in 1759 , it proclaimed within a Manchu-language memorial that the new land had been absorbed into "China". The Qing government expounded an ideology that it
25564-488: The worship of idols were all banned. However, success led to internal feuds, defections and corruption. In addition, British and French troops, equipped with modern weapons, had come to the assistance of the Qing army. Nonetheless, it was not until 1864 that Qing forces under Zeng Guofan succeeded in crushing the revolt. After the outbreak of this rebellion, there were also revolts by the Muslims and Miao people of China against
25730-484: The worst slaughter. 400,000 Green Standard Army soldiers were used against the Three Feudatories in addition to the 200,000 bannermen. The 61-year reign of the Kangxi Emperor was the longest of any emperor in Chinese history, and marked the beginning of the High Qing era , the zenith of the dynasty's social, economic and military power. The early Manchu rulers established two foundations of legitimacy that help to explain
25896-560: Was also renovated, with a standardized ancient book room established, and RFID high-speed self-service borrowing and returning services fully implemented. The library also installed access control systems at the entrance. The new Wenling Library is located in Weichuan Village, Chengxi Subdistrict, Wenling, situated north of Wuyang Road and east of Zhonghua Road. The project was approved in December 2012 and officially initiated in 2013, with
26062-483: Was bringing the "outer" non-Han peoples—such as various populations of Mongolians, as well as the Tibetans—together with the "inner" Han Chinese into "one family", united within the Qing state. Phraseology like Zhōngwài yījiā ( 中外一家 ) and nèiwài yījiā ( 內外一家 )—both translatable as 'home and abroad as one family'—was employed to convey this idea of Qing-mediated trans-cultural unity. The Qing dynasty
26228-484: Was established, which included a library that took over the books from the Wenling County Public Education Library. On April 5, 1956, Wenling County Library was officially established, housed within the Cultural Center, with the library director concurrently serving as the director of the Cultural Center. The first director was Tong Lipeng. The name "Wenling Library" was inscribed by the calligrapher Sha Menghai . During
26394-437: Was founded not by Han Chinese , who constituted a majority of the population, but by Manchus , a sedentary farming people descended from the Jurchens , a Tungusic people who lived in the region now comprising the Chinese provinces of Jilin and Heilongjiang . The early form of the Manchu state was founded by Nurhaci , the chieftain of a minor Jurchen tribe – the Aisin-Gioro – in Jianzhou in
26560-414: Was incited by the murder of French nuns set off by the belligerence of local French diplomats. Starting with the Cochinchina Campaign in 1858, France expanded control of Indochina. By 1883, France was in full control of the region and had reached the Chinese border. The Sino-French War began with a surprise attack by the French on the Chinese southern fleet at Fuzhou. After that the Chinese declared war on
26726-596: Was launched. In 2013, the Wenling Library new building project was officially approved. On May 1, 2017, Wenling Library began implementing a no-deposit borrowing policy. The Xibin Road branch of the Wenling Library is located at 58 Xibin Road, Taiping Subdistrict, Wenling City, situated near the Cultural Bridge. Established in 1988, the library has a building area of 4,250 square meters. It offers 403 reading seats, 52 network nodes, and nearly 10 service windows, including lending rooms, periodical rooms, children's rooms, and ancient books rooms. The spacious and bright borrowing hall
26892-457: Was not until the eve of completing the conquest ten years later that they fulfilled their government roles. Hong Taiji staffed his bureaucracy with many Han Chinese, including newly surrendered Ming officials, but ensured Manchu dominance by an ethnic quota for top appointments. Hong Taiji's reign also saw a fundamental change of policy towards his Han Chinese subjects. Nurhaci had treated Han in Liaodong according to how much grain they had. Due to
27058-412: Was poorly executed and terminated by the Empress Dowager Cixi (1835–1908) in the Wuxu Coup . In 1900, anti-foreign Boxers killed many Chinese Christians and foreign missionaries; in retaliation, the Eight-Nation Alliance invaded China and imposed a punitive indemnity . In response, the government initiated unprecedented fiscal and administrative reforms , including elections, a new legal code, and
27224-399: Was to establish the Canton System in 1756, which restricted maritime trade to Guangzhou and gave monopoly trading rights to private Chinese merchants . This was successful for a time, and the British East India Company and the Dutch East India Company had long before been granted similar monopoly rights by their governments. In 1793, the British East India Company, with the support of
27390-403: Was very successful, so others wanted to replicate the algorithm. Therefore, an implementation of the MapReduce framework was adopted by an Apache open-source project named " Hadoop ". Apache Spark was developed in 2012 in response to limitations in the MapReduce paradigm, as it adds in-memory processing and the ability to set up many operations (not just map followed by reducing). MIKE2.0
27556-429: Was worth more than $ 100 billion and was growing at almost 10 percent a year, about twice as fast as the software business as a whole. Developed economies increasingly use data-intensive technologies. There are 4.6 billion mobile-phone subscriptions worldwide, and between 1 billion and 2 billion people accessing the internet. Between 1990 and 2005, more than 1 billion people worldwide entered
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