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Pandas (styled as pandas) is a software library written for the Python programming language for data manipulation and analysis. In particular, it offers data structures and operations for manipulating numerical tables and time series .
For example, a table of 128 rows with a Boolean column requires 128 bytes a row-oriented format (one byte per Boolean) but 128 bits (16 bytes) in a column-oriented format (via a bitmap). Another example is the use of run-length encoding to encode a column.
The terms row and column come from the more theoretical study of relational theory. Another distinction between the terms 'column' and 'field' is that the term 'column' does not apply to certain databases, for instance key-value stores , that do not conform to the traditional relational database structure.
There are more people of Lebanese origin living outside Lebanon than within the country (4.6 million citizens). The diaspora population consists of Christians , Muslims , Druze , and Jews . The Christians trace their origin to several waves of emigration , starting with the exodus that followed the 1860 Lebanon conflict in Ottoman Empire.
Lebanon, [b] officially the Republic of Lebanon, [c] is a country in the Levant region of West Asia. Situated at the crossroads of the Mediterranean Basin and the Arabian Peninsula, [11] it is bordered by Syria to the north and east, Israel to the south, and the Mediterranean Sea to the west; Cyprus lies a short distance from the coastline ...
Lebanon is one of the only seven countries in the world in which the value of the stock market increased in 2008. [48] The Lebanese economy experienced continued resilience, growing 8.5 percent in 2008, 7 percent in 2009 and 8.8% in 2010. However, Lebanon's debt to GDP ratio remained one of the highest in the world. [49]
Between 1942 and 1950, the government issued "small change" notes in denominations of 5p, 10p, 25p and 50p. After 1945, the Bank of Syria and Lebanon continued to issue paper money for Lebanon, but the notes were denominated specifically in "Lebanese pounds" (ليرة لبنانية, livre libanaise) to distinguish them from Syrian notes.
Lebanese people form one of the largest communities of non-citizen Arabs in the UAE. In addition, an increasing number of Lebanese students seeking education and career opportunities opted for the country in light of its relatively reputable institutions across the Middle East , the case that applies mostly to those born in United Arab Emirates.