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Can someone give an example of cosine similarity, in a very simple, graphical way?

...counter2[k] for k in all_items] return vector1, vector2 def cosim(v1, v2): dot_product = sum(n1 * n2 for n1, n2 in zip(v1, v2) ) magnitude1 = math.sqrt(sum(n ** 2 for n in v1)) magnitude2 = math.sqrt(sum(n ** 2 for n in v2)) return dot_product / (magnitude1 * magnitude2) l1 = ...
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How to tell which commit a tag points to in Git?

...ev=7 --tags will show you something like the following: f727215 refs/tags/v2.16.0 56072ac refs/tags/v2.17.0 b670805 refs/tags/v2.17.1 250ed01 refs/tags/v2.17.2 share | improve this answer ...
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How to write WinForms code that auto-scales to system font and dpi settings?

...ionConfigurationSection> <add key="DpiAwareness" value="PerMonitorV2" /> </System.Windows.Forms.ApplicationConfigurationSection> This PerMonitorV2 is new since Windows 10 Creators Update: DPI_AWARENESS_CONTEXT_PER_MONITOR_AWARE_V2 Also known as Per Monitor v2. An advancemen...
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What is __future__ in Python used for and how/when to use it, and how it works

... Or is it like saying "Since this is python v2.7, use that different 'print' function that has also been added to python v2.7, after it was added in python 3. So my 'print' will no longer be statements (eg print "message" ) but functions (eg, print("message", options)....
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Linux - Install redis-cli only

...s's answer, you can also install the Redis CLI by running $ git clone -b v2.8.7 git@github.com:antirez/redis.git $ make -C redis install redis-cli /usr/bin This will build the Redis CLI and toss the binary into /usr/bin. To anyone who uses Docker, I've also built a Dockerfile that does this for ...
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How can I brew link a specific version?

...: Aug 26 2014 15:14:01) Copyright (c) 1997-2014 The PHP Group Zend Engine v2.4.0, Copyright (c) 1998-2014 Zend Technologies $ brew unlink php54 $ brew switch php55 5.5.16 $ php --version PHP 5.5.16 (cli) (built: Sep 9 2014 14:27:18) Copyright (c) 1997-2014 The PHP Group Zend Engine v2.5.0, Cop...
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Loop through all nested dictionary values?

... def print_dict(v, prefix=''): if isinstance(v, dict): for k, v2 in v.items(): p2 = "{}['{}']".format(prefix, k) print_dict(v2, p2) elif isinstance(v, list): for i, v2 in enumerate(v): p2 = "{}[{}]".format(prefix, i) print_dict...
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How do I run only specific tests in Rspec?

...superbly documented here. See the --tag option section for details. As of v2.6 this kind of tag can be expressed even more simply by including the configuration option treat_symbols_as_metadata_keys_with_true_values, which allows you to do: describe "Awesome feature", :awesome do where :awesome i...
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What is copy-on-write?

...f): return ValueProxy(self.subject) v1 = ValueProxy(Value('foo')) v2 = v1.clone() # shares the immutable Value object between the copies assert v1.subject is v2.subject v2.write('bar') # creates a new immutable Value object with the new state assert v1.subject is not v2.subject ...
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java: (String[])List.toArray() gives ClassCastException

... it can't determine what type of array to create. use toArray(new String[v2.size()]); which allocates the right kind of array (String[] and of the right size) share | improve this answer ...