VertiKin is an e-commerce platform that allows the user to search through an online product inventory.

Overview

VertiKin

VertiKin is an e-commerce platform that allows the user to search through an online product inventory. It is also able to automatically detect what users might be interested in buying.

How VertiKin works

VertiKin Mobile app learns from user inputs on the mobile device (we do not read passwords and private information, so the user can be assured of his or her security). User data is then sent to the VertiKin server and analyzed with natural language processing (NLP). NLP identifies key information, especially frequency, to predict potential product interests. If VertiKin identifies an interest, the server sends a GCM push notification to the user.

VertiKin Improves itself

If VertiKin incorrectly gauged user interest in a product, the user can offer feedback by pressing No on an in-app form. This feedback is then used to improve further predictions. Users start with a DEFAULT_THRESHOLD the THRESHOLD_DELTA adjusts over time in response to feedback.

Impact

  • According to a 2010 Nielsen Report, users often discuss product purchases online. We used this to better predict future purchases.
  • Cognitive fluency is the human tendency to prefer things that are familiar and easy to understand. According to this article published on boston.com, users prefer easy-to-grasp products. Using this information and knowledge of peer group dynamics, VertiKin can predict that consumers are likely to discuss purchases with family and friends.

Screenshot

External Tools / APIs used

Comments
  • Bump nltk from 3.4.5 to 3.6.6 in /server

    Bump nltk from 3.4.5 to 3.6.6 in /server

    Bumps nltk from 3.4.5 to 3.6.6.

    Changelog

    Sourced from nltk's changelog.

    Version 3.7 2022-02-09

    • Improve and update the NLTK team page on nltk.org (#2855, #2941)
    • Drop support for Python 3.6, support Python 3.10 (#2920)

    Version 3.6.7 2021-12-28

    • Resolve IndexError in sent_tokenize and word_tokenize (#2922)

    Version 3.6.6 2021-12-21

    • Refactor gensim.doctest to work for gensim 4.0.0 and up (#2914)
    • Add Precision, Recall, F-measure, Confusion Matrix to Taggers (#2862)
    • Added warnings if .zip files exist without any corresponding .csv files. (#2908)
    • Fix FileNotFoundError when the download_dir is a non-existing nested folder (#2910)
    • Rename omw to omw-1.4 (#2907)
    • Resolve ReDoS opportunity by fixing incorrectly specified regex (#2906)
    • Support OMW 1.4 (#2899)
    • Deprecate Tree get and set node methods (#2900)
    • Fix broken inaugural test case (#2903)
    • Use Multilingual Wordnet Data from OMW with newer Wordnet versions (#2889)
    • Keep NLTKs "tokenize" module working with pathlib (#2896)
    • Make prettyprinter to be more readable (#2893)
    • Update links to the nltk book (#2895)
    • Add CITATION.cff to nltk (#2880)
    • Resolve serious ReDoS in PunktSentenceTokenizer (#2869)
    • Delete old CI config files (#2881)
    • Improve Tokenize documentation + add TokenizerI as superclass for TweetTokenizer (#2878)
    • Fix expected value for BLEU score doctest after changes from #2572
    • Add multi Bleu functionality and tests (#2793)
    • Deprecate 'return_str' parameter in NLTKWordTokenizer and TreebankWordTokenizer (#2883)
    • Allow empty string in CFG's + more (#2888)
    • Partition tree.py module into tree package + pickle fix (#2863)
    • Fix several TreebankWordTokenizer and NLTKWordTokenizer bugs (#2877)
    • Rewind Wordnet data file after each lookup (#2868)
    • Correct init call for SyntaxCorpusReader subclasses (#2872)
    • Documentation fixes (#2873)
    • Fix levenstein distance for duplicated letters (#2849)
    • Support alternative Wordnet versions (#2860)
    • Remove hundreds of formatting warnings for nltk.org (#2859)
    • Modernize nltk.org/howto pages (#2856)
    • Fix Bleu Score smoothing function from taking log(0) (#2839)
    • Update third party tools to newer versions and removing MaltParser fixed version (#2832)
    • Fix TypeError: _pretty() takes 1 positional argument but 2 were given in sem/drt.py (#2854)
    • Replace http with https in most URLs (#2852)

    Thanks to the following contributors to 3.6.6 Adam Hawley, BatMrE, Danny Sepler, Eric Kafe, Gavish Poddar, Panagiotis Simakis, RnDevelover, Robby Horvath, Tom Aarsen, Yuta Nakamura, Mohaned Mashaly

    ... (truncated)

    Commits
    • 4862b09 updates for 3.6.6
    • 6b60213 Refactor gensim.doctest to work for gensim 4.0.0 and up (#2914)
    • 59aa3fb Fix decode error for bllip parser (#2897)
    • a28d256 Add Precision, Recall, F-measure, Confusion Matrix to Taggers (#2862)
    • 72d9885 Added warnings if .zip files exist without any corresponding .csv files. (#2908)
    • dea7b44 Fix FileNotFoundError when the download_dir is a non-existing nested fold...
    • abbe86b Undo #2909 due to unexpected test failure
    • c075dab Allow commits with /nocache to not use the cache (#2909)
    • d6d513d Renamed omw to omw-1.4 (#2907)
    • 2a50a3e Resolve ReDoS opportunity by fixing incorrectly specified regex (#2906)
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  • Bump certifi from 2018.8.24 to 2022.12.7 in /server

    Bump certifi from 2018.8.24 to 2022.12.7 in /server

    Bumps certifi from 2018.8.24 to 2022.12.7.

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  • Bump urllib3 from 1.24.2 to 1.26.5 in /server

    Bump urllib3 from 1.24.2 to 1.26.5 in /server

    Bumps urllib3 from 1.24.2 to 1.26.5.

    Release notes

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    1.26.5

    :warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

    • Fixed deprecation warnings emitted in Python 3.10.
    • Updated vendored six library to 1.16.0.
    • Improved performance of URL parser when splitting the authority component.

    If you or your organization rely on urllib3 consider supporting us via GitHub Sponsors

    1.26.4

    :warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

    • Changed behavior of the default SSLContext when connecting to HTTPS proxy during HTTPS requests. The default SSLContext now sets check_hostname=True.

    If you or your organization rely on urllib3 consider supporting us via GitHub Sponsors

    1.26.3

    :warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

    • Fixed bytes and string comparison issue with headers (Pull #2141)

    • Changed ProxySchemeUnknown error message to be more actionable if the user supplies a proxy URL without a scheme (Pull #2107)

    If you or your organization rely on urllib3 consider supporting us via GitHub Sponsors

    1.26.2

    :warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

    • Fixed an issue where wrap_socket and CERT_REQUIRED wouldn't be imported properly on Python 2.7.8 and earlier (Pull #2052)

    1.26.1

    :warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

    • Fixed an issue where two User-Agent headers would be sent if a User-Agent header key is passed as bytes (Pull #2047)

    1.26.0

    :warning: IMPORTANT: urllib3 v2.0 will drop support for Python 2: Read more in the v2.0 Roadmap

    • Added support for HTTPS proxies contacting HTTPS servers (Pull #1923, Pull #1806)

    • Deprecated negotiating TLSv1 and TLSv1.1 by default. Users that still wish to use TLS earlier than 1.2 without a deprecation warning should opt-in explicitly by setting ssl_version=ssl.PROTOCOL_TLSv1_1 (Pull #2002) Starting in urllib3 v2.0: Connections that receive a DeprecationWarning will fail

    • Deprecated Retry options Retry.DEFAULT_METHOD_WHITELIST, Retry.DEFAULT_REDIRECT_HEADERS_BLACKLIST and Retry(method_whitelist=...) in favor of Retry.DEFAULT_ALLOWED_METHODS, Retry.DEFAULT_REMOVE_HEADERS_ON_REDIRECT, and Retry(allowed_methods=...) (Pull #2000) Starting in urllib3 v2.0: Deprecated options will be removed

    ... (truncated)

    Changelog

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    1.26.5 (2021-05-26)

    • Fixed deprecation warnings emitted in Python 3.10.
    • Updated vendored six library to 1.16.0.
    • Improved performance of URL parser when splitting the authority component.

    1.26.4 (2021-03-15)

    • Changed behavior of the default SSLContext when connecting to HTTPS proxy during HTTPS requests. The default SSLContext now sets check_hostname=True.

    1.26.3 (2021-01-26)

    • Fixed bytes and string comparison issue with headers (Pull #2141)

    • Changed ProxySchemeUnknown error message to be more actionable if the user supplies a proxy URL without a scheme. (Pull #2107)

    1.26.2 (2020-11-12)

    • Fixed an issue where wrap_socket and CERT_REQUIRED wouldn't be imported properly on Python 2.7.8 and earlier (Pull #2052)

    1.26.1 (2020-11-11)

    • Fixed an issue where two User-Agent headers would be sent if a User-Agent header key is passed as bytes (Pull #2047)

    1.26.0 (2020-11-10)

    • NOTE: urllib3 v2.0 will drop support for Python 2. Read more in the v2.0 Roadmap <https://urllib3.readthedocs.io/en/latest/v2-roadmap.html>_.

    • Added support for HTTPS proxies contacting HTTPS servers (Pull #1923, Pull #1806)

    • Deprecated negotiating TLSv1 and TLSv1.1 by default. Users that still wish to use TLS earlier than 1.2 without a deprecation warning

    ... (truncated)

    Commits
    • d161647 Release 1.26.5
    • 2d4a3fe Improve performance of sub-authority splitting in URL
    • 2698537 Update vendored six to 1.16.0
    • 07bed79 Fix deprecation warnings for Python 3.10 ssl module
    • d725a9b Add Python 3.10 to GitHub Actions
    • 339ad34 Use pytest==6.2.4 on Python 3.10+
    • f271c9c Apply latest Black formatting
    • 1884878 [1.26] Properly proxy EOF on the SSLTransport test suite
    • a891304 Release 1.26.4
    • 8d65ea1 Merge pull request from GHSA-5phf-pp7p-vc2r
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  • Bump flask-cors from 3.0.6 to 3.0.9 in /server

    Bump flask-cors from 3.0.6 to 3.0.9 in /server

    Bumps flask-cors from 3.0.6 to 3.0.9.

    Release notes

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    Release 3.0.9

    Security

    • Escape path before evaluating resource rules (thanks @​praetorian-colby-morgan). Prior to this, flask-cors incorrectly evaluated CORS resource matching before path expansion. E.g. "/api/../foo.txt" would incorrectly match resources for "/api/*" whereas the path actually expands simply to "/foo.txt"

    Release 3.0.8

    Fixes DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working

    Thank you @​juanmaneo and @​jdevera!

    Release 3.0.7

    Updated logging.warn to logging.warning (#234) Thanks Vaibhav

    Changelog

    Sourced from flask-cors's changelog.

    3.0.9

    Security

    • Escape path before evaluating resource rules (thanks to Colby Morgan). Prior to this, flask-cors incorrectly evaluated CORS resource matching before path expansion. E.g. "/api/../foo.txt" would incorrectly match resources for "/api/*" whereas the path actually expands simply to "/foo.txt"

    3.0.8

    Fixes : DeprecationWarning: Using or importing the ABCs from 'collections' in Python 3.7. Thank you @​juanmaneo and @​jdevera for the contribution.

    3.0.7

    Updated logging.warn to logging.warning (#234) Thanks Vaibhav

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  • Bump jinja2 from 2.10.1 to 2.11.3 in /server

    Bump jinja2 from 2.10.1 to 2.11.3 in /server

    Bumps jinja2 from 2.10.1 to 2.11.3.

    Release notes

    Sourced from jinja2's releases.

    2.11.3

    This contains a fix for a speed issue with the urlize filter. urlize is likely to be called on untrusted user input. For certain inputs some of the regular expressions used to parse the text could take a very long time due to backtracking. As part of the fix, the email matching became slightly stricter. The various speedups apply to urlize in general, not just the specific input cases.

    2.11.2

    2.11.1

    This fixes an issue in async environment when indexing the result of an attribute lookup, like {{ data.items[1:] }}.

    2.11.0

    This is the last version to support Python 2.7 and 3.5. The next version will be Jinja 3.0 and will support Python 3.6 and newer.

    2.10.3

    2.10.2

    Changelog

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    Version 2.11.3

    Released 2021-01-31

    • Improve the speed of the urlize filter by reducing regex backtracking. Email matching requires a word character at the start of the domain part, and only word characters in the TLD. :pr:1343

    Version 2.11.2

    Released 2020-04-13

    • Fix a bug that caused callable objects with __getattr__, like :class:~unittest.mock.Mock to be treated as a :func:contextfunction. :issue:1145
    • Update wordcount filter to trigger :class:Undefined methods by wrapping the input in :func:soft_str. :pr:1160
    • Fix a hang when displaying tracebacks on Python 32-bit. :issue:1162
    • Showing an undefined error for an object that raises AttributeError on access doesn't cause a recursion error. :issue:1177
    • Revert changes to :class:~loaders.PackageLoader from 2.10 which removed the dependency on setuptools and pkg_resources, and added limited support for namespace packages. The changes caused issues when using Pytest. Due to the difficulty in supporting Python 2 and :pep:451 simultaneously, the changes are reverted until 3.0. :pr:1182
    • Fix line numbers in error messages when newlines are stripped. :pr:1178
    • The special namespace() assignment object in templates works in async environments. :issue:1180
    • Fix whitespace being removed before tags in the middle of lines when lstrip_blocks is enabled. :issue:1138
    • :class:~nativetypes.NativeEnvironment doesn't evaluate intermediate strings during rendering. This prevents early evaluation which could change the value of an expression. :issue:1186

    Version 2.11.1

    Released 2020-01-30

    • Fix a bug that prevented looking up a key after an attribute ({{ data.items[1:] }}) in an async template. :issue:1141

    ... (truncated)

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  • Bump nltk from 3.3 to 3.4.5 in /server

    Bump nltk from 3.3 to 3.4.5 in /server

    Bumps nltk from 3.3 to 3.4.5.

    Changelog

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    Version 3.5 2019-08-07

    • drop support for Python 2
    • minor bug fixes and clean ups

    Thanks to the following contributors to 3.5: Nicolas Darr, Gerhard Kremer, Liling Tan

    Version 3.4.5 2019-08-20

    • Fixed security bug in downloader: Zip slip vulnerability - for the unlikely situation where a user configures their downloader to use a compromised server https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-14751)

    Thanks to the following contributors to 3.4.5: Mike Salvatore

    Version 3.4.4 2019-07-04

    • fix bug in plot function (probability.py)
    • add improved PanLex Swadesh corpus reader

    Thanks to the following contributors to 3.4.4: Devashish Lal, Liling Tan

    Version 3.4.3 2019-06-07

    • add Text.generate()
    • add QuadgramAssocMeasures
    • add SSP to tokenizers
    • return confidence of best tag from AveragedPerceptron
    • make plot methods return Axes objects
    • don't require list arguments to PositiveNaiveBayesClassifier.train
    • fix Tree classes to work with native Python copy library
    • fix inconsistency for NomBank
    • fix random seeding in LanguageModel.generate
    • fix ConditionalFreqDist mutation on tabulate/plot call
    • fix broken links in documentation
    • fix misc Wordnet issues
    • update installation instructions

    Thanks to the following contributors to 3.4.3: alvations, Bharat123rox, cifkao, drewmiller, free-variation, henchc irisxzhou, nick-ulle, ppartarr, simonepri, yigitsever, zhaoyanpeng

    Version 3.4.1 2019-04-17

    • add chomsky_normal_form for CFGs
    • add meteor score
    • add minimum edit/Levenshtein distance based alignment function
    • allow access to collocation list via text.collocation_list()
    • support corenlp server options
    • drop support for Python 3.4
    ... (truncated)
    Commits
    • acca8d5 updates for 3.4.5
    • 083bbf0 updates for 3.4.5
    • f59d7ed CVE-2019-14751:
    • 2554ff4 updates for 3.4.4
    • fbda919 drop comment about implementation which is no longer accurate, and which did ...
    • 8bcc98a Merge pull request #2319 from BLaZeKiLL/BLaZeKiLL-polt-bug-fix
    • f6a4f38 Merge pull request #2291 from alvations/better-panlex
    • 8c75c56 Merge pull request #2324 from minho42/Fix-typo
    • afe23b3 Fix typo
    • ecdcc57 fixed retrieval of conditions from kwargs
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  • Bump werkzeug from 0.14.1 to 0.15.3 in /server

    Bump werkzeug from 0.14.1 to 0.15.3 in /server

    Bumps werkzeug from 0.14.1 to 0.15.3.

    Release notes

    Sourced from werkzeug's releases.

    0.15.3

    • Blog: https://palletsprojects.com/blog/werkzeug-0-15-3-released/
    • Changes: https://werkzeug.palletsprojects.com/en/0.15.x/changes/#version-0-15-3

    0.15.2

    • Blog: https://palletsprojects.com/blog/werkzeug-0-15-2-released/
    • Changes: https://werkzeug.palletsprojects.com/en/0.15.x/changes/#version-0-15-2

    0.15.1

    • Blog: https://palletsprojects.com/blog/werkzeug-0-15-1-released/
    • Changes: https://werkzeug.palletsprojects.com/en/0.15.x/changes/

    0.15.0

    • Blog: https://palletsprojects.com/blog/werkzeug-0-15-0-released/
    • Changes: https://werkzeug.palletsprojects.com/en/0.15.x/changes/
    Changelog

    Sourced from werkzeug's changelog.

    Version 0.15.3

    Released 2019-05-14

    • Properly handle multi-line header folding in development server in Python 2.7. (:issue:1080)
    • Restore the response argument to :exc:~exceptions.Unauthorized. (:pr:1527)
    • :exc:~exceptions.Unauthorized doesn't add the WWW-Authenticate header if www_authenticate is not given. (:issue:1516)
    • The default URL converter correctly encodes bytes to string rather than representing them with b''. (:issue:1502)
    • Fix the filename format string in :class:~middleware.profiler.ProfilerMiddleware to correctly handle float values. (:issue:1511)
    • Update :class:~middleware.lint.LintMiddleware to work on Python 3. (:issue:1510)
    • The debugger detects cycles in chained exceptions and does not time out in that case. (:issue:1536)
    • When running the development server in Docker, the debugger security pin is now unique per container.

    Version 0.15.2

    Released 2019-04-02

    • Rule code generation uses a filename that coverage will ignore. The previous value, "generated", was causing coverage to fail. (:issue:1487)
    • The test client removes the cookie header if there are no persisted cookies. This fixes an issue introduced in 0.15.0 where the cookies from the original request were used for redirects, causing functions such as logout to fail. (:issue:1491)
    • The test client copies the environ before passing it to the app, to prevent in-place modifications from affecting redirect requests. (:issue:1498)
    • The "werkzeug" logger only adds a handler if there is no handler configured for its level in the logging chain. This avoids double logging if other code configures logging first. (:issue:1492)

    Version 0.15.1

    Released 2019-03-21

    • :exc:~exceptions.Unauthorized takes description as the first
    ... (truncated)
    Commits
    • 9b1123a release version 0.15.3
    • 00bc43b unique debugger pin in Docker containers
    • 2cbdf2b Merge pull request #1542 from asottile/exceptions_arent_always_hashable
    • 0e669f6 Fix unhashable exception types
    • bdc17e4 Merge pull request #1540 from pallets/break-tb-cycle
    • 44e38c2 break cycle in chained exceptions
    • 777500b Merge pull request #1518 from NiklasMM/fix/1510_lint-middleware-python3-compa...
    • e00c7c2 Make LintMiddleware Python 3 compatible and add tests
    • d590cc7 Merge pull request #1539 from pallets/profiler-format
    • 0388fc9 update filename_format for ProfilerMiddleware.
    • Additional commits viewable in compare view

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