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what is the most efficient way of counting occurrences in pandas?

... I think df['word'].value_counts() should serve. By skipping the groupby machinery, you'll save some time. I'm not sure why count should be much slower than max. Both take some time to avoid missing values. (Compare with size.) In any case, value_counts has been specifical...
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Why split the tag when writing it with document.write()?

.../, because a script block is supposed (according to SGML) to be terminated by any end-tag open (ETAGO) sequence (i.e. </): Although the STYLE and SCRIPT elements use CDATA for their data model, for these elements, CDATA must be handled differently by user agents. Markup and entities must be t...
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Validate a username and password against Active Directory?

...t a non-existant user. As a result, you may want to call UserPrinciple.FindByIdentity to see if the passed in user ID exists first. – Chris J Sep 8 '11 at 15:17 ...
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How can you do anything useful without mutable state?

...d around is stateless coding. It seems to me that simplifying programming by removing mutable state is like "simplifying" a car by removing the dashboard: the finished product may be simpler, but good luck making it interact with end-users. ...
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What is the difference between lower bound and tight bound?

... What do you mean by " An algorithm taking Theta(n log n) is far preferential since it takes at least n log n (Omega n log n) and no more than n log n (Big O n log n). ", as in, is it the exact complexity of a algorithm as you wrote said at l...
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What is the difference between Serialization and Marshaling?

...ion is about copying structured data to or from a primitive form such as a byte stream. In this sense, serialization is one means to perform marshaling, usually implementing pass-by-value semantics. It is also possible for an object to be marshaled by reference, in which case the data "on the wire...
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Which is faster: multiple single INSERTs or one multiple-row INSERT?

...-optimization.html The time required for inserting a row is determined by the following factors, where the numbers indicate approximate proportions: Connecting: (3) Sending query to server: (2) Parsing query: (2) Inserting row: (1 × size of row) Inserting indexes: (1 × number o...
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ORA-12514 TNS:listener does not currently know of service requested in connect descriptor

...oracle_user\product\12.1.0\dbhome_1\network\admin\listener.ora # Generated by Oracle configuration tools. SID_LIST_LISTENER = (SID_LIST = (SID_DESC = (SID_NAME = CLRExtProc) (ORACLE_HOME = C:\app\oracle_user\product\12.1.0\dbhome_1) (PROGRAM = extproc) (ENVS = "EXTPROC...
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AngularJS: disabling all form controls between submit and server response

...n't want to use JQuery (which is evil!!!) and query all elements as array (by class or attribute marker) The ideas I had so far are: ...
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Disable Rails SQL logging in console

...ute it in the Rails console, etc. check my gem utility_belt if you're on Ruby 1.8 or the Ruby 1.9 port called flyrb – Giles Bowkett Sep 5 '12 at 3:57 ...