Graph and download economic data for Population, Total for the Arab World (SPPOPTOTLARB) from 1960 to 2024 about Arab World and population.

context

This dataset is cloned and resorted from Ahmed Rashwan This Dataset is just the image representation of this Dataset. I had no role in constructing the original images and all the credit goes to the original authors of the dataset Ahmed El-Sawy, Mohamed Loey, Hazem EL-Bakry, and their paper "Arabic Handwritten Characters Recognition using Convolutional Neural Network, WSEAS, 2017" . The original dataset has the images as an array of size (32,32,1) this dataset only converts the arrays to their respective jpg images which I hope would make it easier for others to create more notebooks using the dataset.

Content

The dataset is composed of 16,800 characters written by 60 participants, the age range is between 19 to 40 years, and 90% of participants are right-hand. Each participant wrote each character (from ’alef’ to ’yeh’) ten times on two forms. The database is partitioned into two sets: a training set (13,440 characters to 480 images per class) and a test set (3,360 characters to 120 images per class). Writers of the training set and test set are exclusive. The ordering of including writers to test set are randomized to make sure that writers of the test set are not from a single institution (to ensure variability of the test set).

Acknowledgements

All credit goes for the original authors of this dataset who made available a great dataset that is essential for anyone looking into Arabic character recognition and I hope to see more like it in other fields of the Arabic literature.

Inspiration

I'm looking forward to seeing who the community can explore this dataset more and improve the accuracy scores.

The Arab Barometer Wave V 2018-2019 is based on a nationally representative probability sample of the population aged 18 and above. In most countries, the sample includes 2,400 citizens. The data were conducted in face-to-face public opinion surveys (CAPI and PAPI). See technical reports by country for country-specific information. You can find the data, codebooks and all relevant information on the Arab Barometer website.

Our dataset contains country weighted counts of different answer options and the re-weighted values of the answers given to the Arab Barometer Wave 5 question:

Q101 : How would you evaluate the current economic situation in your country? Very good, Good, Bad, Very bad our Don’t know, Refused to answer.

See PDF documentation for details

Sweden Number of Immigrants: Male: United Arab Emirates data was reported at 663.000 Person in 2017. This records a decrease from the previous number of 861.000 Person for 2016. Sweden Number of Immigrants: Male: United Arab Emirates data is updated yearly, averaging 188.000 Person from Dec 2000 (Median) to 2017, with 18 observations. The data reached an all-time high of 861.000 Person in 2016 and a record low of 66.000 Person in 2000. Sweden Number of Immigrants: Male: United Arab Emirates data remains active status in CEIC and is reported by Statistics Sweden. The data is categorized under Global Database’s Sweden – Table SE.G009: Number of Immigrants: by Sex and Country.

United Arab Emirates AE: Rural Population data was reported at 1,292,708.000 Person in 2017. This records a decrease from the previous number of 1,300,990.000 Person for 2016. United Arab Emirates AE: Rural Population data is updated yearly, averaging 353,721.000 Person from Dec 1960 (Median) to 2017, with 58 observations. The data reached an all-time high of 1,357,408.000 Person in 2012 and a record low of 24,548.000 Person in 1960. United Arab Emirates AE: Rural Population data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United Arab Emirates – Table AE.World Bank.WDI: Population and Urbanization Statistics. Rural population refers to people living in rural areas as defined by national statistical offices. It is calculated as the difference between total population and urban population. Aggregation of urban and rural population may not add up to total population because of different country coverages.; ; World Bank staff estimates based on the United Nations Population Division's World Urbanization Prospects: 2018 Revision.; Sum;

In recent years, significant progress has been made in automatic lip reading. However, these methods require large-scale datasets that do not exist for many low-resource dialect. In this dataset, I have presented a new multipurpose audio-visual dataset for the Syrian Dialect. This dataset consists of IDs of YouTube videos (all the videos are under Creative Commons licenses). In addition to lip reading, the dataset is suitable for automatic speech recognition, audio-visual speech recognition, and speaker recognition. The reason for creating this dataset is twofold: Firstly, due to the popularity of Syrian dialect in the Arabic world, it is widely understandable in almost all neighboring Arab countries like Jordan and Lebanon. Secondly, the absence such as dataset for Syrian Dialect; most research in Arabic speech recognition targets, particularly the Egyptian dialect.

United Arab Emirates AE: Refugee Population: by Country or Territory of Origin data was reported at 103.000 Person in 2016. This records an increase from the previous number of 99.000 Person for 2015. United Arab Emirates AE: Refugee Population: by Country or Territory of Origin data is updated yearly, averaging 90.000 Person from Dec 1997 (Median) to 2016, with 20 observations. The data reached an all-time high of 584.000 Person in 2012 and a record low of 4.000 Person in 1997. United Arab Emirates AE: Refugee Population: by Country or Territory of Origin data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United Arab Emirates – Table AE.World Bank: Population and Urbanization Statistics. Refugees are people who are recognized as refugees under the 1951 Convention Relating to the Status of Refugees or its 1967 Protocol, the 1969 Organization of African Unity Convention Governing the Specific Aspects of Refugee Problems in Africa, people recognized as refugees in accordance with the UNHCR statute, people granted refugee-like humanitarian status, and people provided temporary protection. Asylum seekers--people who have applied for asylum or refugee status and who have not yet received a decision or who are registered as asylum seekers--are excluded. Palestinian refugees are people (and their descendants) whose residence was Palestine between June 1946 and May 1948 and who lost their homes and means of livelihood as a result of the 1948 Arab-Israeli conflict. Country of origin generally refers to the nationality or country of citizenship of a claimant.; ; United Nations High Commissioner for Refugees (UNHCR), Statistics Database, Statistical Yearbook and data files, complemented by statistics on Palestinian refugees under the mandate of the UNRWA as published on its website. Data from UNHCR are available online at: www.unhcr.org/en-us/figures-at-a-glance.html.; Sum;

Jordan Tourism Receipts: Arab data was reported at 65.446 JOD mn in Jun 2018. This records an increase from the previous number of 59.879 JOD mn for May 2018. Jordan Tourism Receipts: Arab data is updated monthly, averaging 49.691 JOD mn from Jan 2002 (Median) to Jun 2018, with 198 observations. The data reached an all-time high of 97.444 JOD mn in Jul 2012 and a record low of 13.600 JOD mn in Apr 2003. Jordan Tourism Receipts: Arab data remains active status in CEIC and is reported by Central Bank of Jordan. The data is categorized under Global Database’s Jordan – Table JO.Q012: Tourism Receipts and Expenditures .

Number of departures of Syrian Arab Republic shot up by 20.02% from 5,215,000 number in 2009 to 6,259,000 number in 2010. Since the 11.44% slump in 2006, number of departures soared by 54.85% in 2010. International outbound tourists are the number of departures that people make from their country of usual residence to any other country for any purpose other than a remunerated activity in the country visited. The data on outbound tourists refer to the number of departures, not to the number of people traveling. Thus a person who makes several trips from a country during a given period is counted each time as a new departure.

Tourism receipts of Syrian Arab Republic plummeted by 71.21% from 6,308,000,000 US dollars in 2010 to 1,816,000,000 US dollars in 2011. Since the 19.05% surge in 2009, tourism receipts sank by 51.97% in 2011. International tourism receipts are expenditures by international inbound visitors, including payments to national carriers for international transport. These receipts include any other prepayment made for goods or services received in the destination country. They also may include receipts from same-day visitors, except when these are important enough to justify separate classification. For some countries they do not include receipts for passenger transport items. Data are in current U.S. dollars.

United Arab Emirates AE: Population: Growth data was reported at 1.398 % in 2017. This records an increase from the previous number of 1.252 % for 2016. United Arab Emirates AE: Population: Growth data is updated yearly, averaging 5.936 % from Dec 1960 (Median) to 2017, with 58 observations. The data reached an all-time high of 17.695 % in 1973 and a record low of 0.715 % in 2014. United Arab Emirates AE: Population: Growth data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United Arab Emirates – Table AE.World Bank.WDI: Population and Urbanization Statistics. Annual population growth rate for year t is the exponential rate of growth of midyear population from year t-1 to t, expressed as a percentage . Population is based on the de facto definition of population, which counts all residents regardless of legal status or citizenship.; ; Derived from total population. Population source: (1) United Nations Population Division. World Population Prospects: 2017 Revision, (2) Census reports and other statistical publications from national statistical offices, (3) Eurostat: Demographic Statistics, (4) United Nations Statistical Division. Population and Vital Statistics Reprot (various years), (5) U.S. Census Bureau: International Database, and (6) Secretariat of the Pacific Community: Statistics and Demography Programme.; Weighted average;

United Arab Emirates AE: Population: as % of Total: Female: Aged 15-64 data was reported at 73.941 % in 2017. This records an increase from the previous number of 73.775 % for 2016. United Arab Emirates AE: Population: as % of Total: Female: Aged 15-64 data is updated yearly, averaging 54.297 % from Dec 1960 (Median) to 2017, with 58 observations. The data reached an all-time high of 73.941 % in 2017 and a record low of 51.471 % in 1960. United Arab Emirates AE: Population: as % of Total: Female: Aged 15-64 data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United Arab Emirates – Table AE.World Bank: Population and Urbanization Statistics. Female population between the ages 15 to 64 as a percentage of the total female population. Population is based on the de facto definition of population, which counts all residents regardless of legal status or citizenship.; ; World Bank staff estimates based on age/sex distributions of United Nations Population Division's World Population Prospects: 2017 Revision.; Weighted average; Relevance to gender indicator: Knowing how many girls, adolescents and women there are in a population helps a country in determining its provision of services.

Receipts for travel items of Syrian Arab Republic sank by 71.68% from 6,190,000,000 US dollars in 2010 to 1,753,000,000 US dollars in 2011. Since the 19.27% jump in 2009, receipts for travel items plummeted by 53.34% in 2011. International tourism receipts for travel items are expenditures by international inbound visitors in the reporting economy. The goods and services are purchased by, or on behalf of, the traveler or provided, without a quid pro quo, for the traveler to use or give away. These receipts should include any other prepayment made for goods or services received in the destination country. They also may include receipts from same-day visitors, except in cases where these are so important as to justify a separate classification. Excluded is the international carriage of travelers, which is covered in passenger travel items. Data are in current U.S. dollars.

Graph and download economic data for Refugee Population by Country or Territory of Asylum for the Arab World (SMPOPREFGARB) from 1990 to 2023 about Arab World, refugee, World, and population.

Graph and download economic data for Gross Domestic Product Per Capita for the Arab World (NYGDPPCAPCDARB) from 1961 to 2024 about Arab World, per capita, and GDP.

United Arab Emirates AE: Population: Male: Ages 20-24: % of Male Population data was reported at 7.035 % in 2017. This records an increase from the previous number of 6.601 % for 2016. United Arab Emirates AE: Population: Male: Ages 20-24: % of Male Population data is updated yearly, averaging 10.229 % from Dec 1960 (Median) to 2017, with 58 observations. The data reached an all-time high of 16.047 % in 1973 and a record low of 6.281 % in 2015. United Arab Emirates AE: Population: Male: Ages 20-24: % of Male Population data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United Arab Emirates – Table AE.World Bank: Population and Urbanization Statistics. Male population between the ages 20 to 24 as a percentage of the total male population.; ; World Bank staff estimates based on age/sex distributions of United Nations Population Division's World Population Prospects: 2017 Revision.; ;

United Arab Emirates AE: International Migrant Stock: Total data was reported at 8,095,126.000 Person in 2015. This records an increase from the previous number of 7,316,611.000 Person for 2010. United Arab Emirates AE: International Migrant Stock: Total data is updated yearly, averaging 1,157,205.500 Person from Dec 1960 (Median) to 2015, with 12 observations. The data reached an all-time high of 8,095,126.000 Person in 2015 and a record low of 2,194.000 Person in 1960. United Arab Emirates AE: International Migrant Stock: Total data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United Arab Emirates – Table AE.World Bank.WDI: Population and Urbanization Statistics. International migrant stock is the number of people born in a country other than that in which they live. It also includes refugees. The data used to estimate the international migrant stock at a particular time are obtained mainly from population censuses. The estimates are derived from the data on foreign-born population--people who have residence in one country but were born in another country. When data on the foreign-born population are not available, data on foreign population--that is, people who are citizens of a country other than the country in which they reside--are used as estimates. After the breakup of the Soviet Union in 1991 people living in one of the newly independent countries who were born in another were classified as international migrants. Estimates of migrant stock in the newly independent states from 1990 on are based on the 1989 census of the Soviet Union. For countries with information on the international migrant stock for at least two points in time, interpolation or extrapolation was used to estimate the international migrant stock on July 1 of the reference years. For countries with only one observation, estimates for the reference years were derived using rates of change in the migrant stock in the years preceding or following the single observation available. A model was used to estimate migrants for countries that had no data.; ; United Nations Population Division, Trends in Total Migrant Stock: 2012 Revision.; Sum;

United Arab Emirates AE: International Migrant Stock: % of Population data was reported at 88.404 % in 2015. This records an increase from the previous number of 87.840 % for 2010. United Arab Emirates AE: International Migrant Stock: % of Population data is updated yearly, averaging 78.916 % from Dec 1990 (Median) to 2015, with 6 observations. The data reached an all-time high of 88.404 % in 2015 and a record low of 72.128 % in 1990. United Arab Emirates AE: International Migrant Stock: % of Population data remains active status in CEIC and is reported by World Bank. The data is categorized under Global Database’s United Arab Emirates – Table AE.World Bank.WDI: Population and Urbanization Statistics. International migrant stock is the number of people born in a country other than that in which they live. It also includes refugees. The data used to estimate the international migrant stock at a particular time are obtained mainly from population censuses. The estimates are derived from the data on foreign-born population--people who have residence in one country but were born in another country. When data on the foreign-born population are not available, data on foreign population--that is, people who are citizens of a country other than the country in which they reside--are used as estimates. After the breakup of the Soviet Union in 1991 people living in one of the newly independent countries who were born in another were classified as international migrants. Estimates of migrant stock in the newly independent states from 1990 on are based on the 1989 census of the Soviet Union. For countries with information on the international migrant stock for at least two points in time, interpolation or extrapolation was used to estimate the international migrant stock on July 1 of the reference years. For countries with only one observation, estimates for the reference years were derived using rates of change in the migrant stock in the years preceding or following the single observation available. A model was used to estimate migrants for countries that had no data.; ; United Nations Population Division, Trends in Total Migrant Stock: 2008 Revision.; Weighted average;

Population, female (% of total population) in United Arab Emirates was reported at 36.1 % in 2024, according to the World Bank collection of development indicators, compiled from officially recognized sources. United Arab Emirates - Population, female (% of total) - actual values, historical data, forecasts and projections were sourced from the World Bank on October of 2025.

Employment to population ratio, ages 15-24, total (%) (modeled ILO estimate) in United Arab Emirates was reported at 37.89 % in 2024, according to the World Bank collection of development indicators, compiled from officially recognized sources. United Arab Emirates - Employment to population ratio, ages 15-24, total - actual values, historical data, forecasts and projections were sourced from the World Bank on November of 2025.