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b/docs/build/doctrees/utils/zscore_chats_and_conversation.doctree differ diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo index 906d30ca..5ac8e945 100644 --- a/docs/build/html/.buildinfo +++ b/docs/build/html/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: 9a01a2cd3d4384710101b4a99edd7683 +config: d7678f479036f3220c73480ec4f2c467 tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/build/html/_sources/examples.rst.txt b/docs/build/html/_sources/examples.rst.txt index b7bc948d..d3c0c97f 100644 --- a/docs/build/html/_sources/examples.rst.txt +++ b/docs/build/html/_sources/examples.rst.txt @@ -1,19 +1,25 @@ .. _examples: +================ Worked Example ================ +------------------- Demo / Sample Code -******************* +------------------- After following the "Getting Started" steps below, the Team Communication Toolkit can be imported at the top of any Python script. We have provided a simple example file, "featurize.py", and a demo notebook, "demo.ipynb," under our `examples folder `_ on GitHub. -You can also `access our demo notebook on Google Colab `_, where you can make a copy and run it on your own. +We also have demos available on Google Colab that you can copy and run on your own: + +- `Demo 1: Overview of Team Communication Toolkit and 3 Levels of Features `_ + +- `Demo 2: Sample Analysis with the Group Affect and Performance Corpus `_ Finally, this page will walk you through a case study, highlighting top use cases and considerations when using the toolkit. Getting Started -**************** +================= To use our tool, please ensure that you have Python >= 3.10 installed and a working version of `pip `_, which is Python's package installer. Then, in your local environment, run the following: @@ -24,7 +30,7 @@ To use our tool, please ensure that you have Python >= 3.10 installed and a work This command will automatically install our package and all required dependencies. Troubleshooting -++++++++++++++++ +----------------- In the event that some dependency installations fail (for example, you may get an error that ``en_core_web_sm`` from Spacy is not found, or that there is a missing NLTK resource), please run this simple one-line command in your terminal, which will force the installation of Spacy and NLTK dependencies: @@ -37,14 +43,14 @@ If you encounter a further issue in which the 'wordnet' package from NLTK is not You can also find a full list of our requirements `here `_. Import Recommendations: Virtual Environment and Pip -+++++++++++++++++++++++++++++++++++++++++++++++++++++ +----------------------------------------------------- **We strongly recommend using a virtual environment in Python to run the package.** We have several specific dependency requirements. One important one is that we are currently only compatible with numpy < 2.0.0 because `numpy 2.0.0 and above `_ made significant changes that are not compatible with other dependencies of our package. As those dependencies are updated, we will support later versions of numpy. **We also strongly recommend that your version of pip is up-to-date (>=24.0).** There have been reports in which users have had trouble downloading dependencies (specifically, the Spacy package) with older versions of pip. If you get an error with downloading ``en_core_web_sm``, we recommend updating pip. Importing the Package -++++++++++++++++++++++ +----------------------- After you import the package and install dependencies, you can then use our tool in your Python script as follows: @@ -57,12 +63,12 @@ Now you have access to the :ref:`feature_builder`. This is the main class that y *Note*: PyPI treats hyphens and underscores equally, so "pip install team_comm_tools" and "pip install team-comm-tools" are equivalent. However, Python does NOT treat them equally, and **you should use underscores when you import the package, like this: from team_comm_tools import FeatureBuilder**. Walkthrough: Running the FeatureBuilder on Your Data -***************************************************** +======================================================= Next, we'll go through the details of running the FeatureBuilder on your data, discussing each of the specific options / parameters at your disposal. Configuring the FeatureBuilder -++++++++++++++++++++++++++++++++ +-------------------------------- The FeatureBuilder accepts any Pandas DataFrame as the input, so you can read in data in whatever format you like. For the purposes of this walkthrough, we'll be using some jury deliberation data from `Hu et al. (2021) `_. @@ -91,10 +97,10 @@ Now we are ready to call the FeatureBuilder on our data. All we need to do is de jury_feature_builder.featurize() Basic Input Columns -^^^^^^^^^^^^^^^^^^^^ +~~~~~~~~~~~~~~~~~~~~ Conversation Parameters -""""""""""""""""""""""""" +************************** * The **input_df** parameter is where you pass in your dataframe. In this case, we want to run the FeatureBuilder on the juries data that we read in! @@ -129,7 +135,7 @@ Conversation Parameters conversation_id_col = "batch_num" Vector Directory -"""""""""""""""""" +******************* * The **vector_directory** is the name of a directory in which we will store some pre-processed information. Some features require running inference from HuggingFace's `RoBERTa-based sentiment model `_, and others require generating `SBERT vectors `_. These processes take time, and we cache the outputs so that subsequent runs of the FeatureBuilder on the same dataset will not take as much time. Therefore, we require you to pass in a location where you'd like us to save these outputs. @@ -144,7 +150,7 @@ Vector Directory .. _output_file_details: Output File Naming Details -"""""""""""""""""""""""""""" +***************************** * There are three output files for each run of the FeatureBuilder, which mirror the three levels of analysis: utterance-, speaker-, and conversation-level. (Please see the section on `Generating Features: Utterance-, Speaker-, and Conversation-Level `_ for more details.) These are generated using the **output_file_base** parameter. @@ -184,7 +190,7 @@ Output File Naming Details Turns -"""""" +****** * The **turns** parameter controls whether we want to treat successive messages from the same person as a single turn. For example, in a text conversation, sometimes individuals will send many message in rapid succession, as follows: @@ -200,13 +206,20 @@ Turns Advanced Configuration Columns -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + More advanced users of the FeatureBuilder should consider the following optional parameters, depending on their needs. +Regenerating Vector Cache +*************************** + * The **regenerate_vectors** parameter controls whether you'd like the FeatureBuilder to re-generate the content in the **vector_directory**, even if we have already cached the output of a previous run. It is useful if the underlying data has changed, but you want to give the output file the same name as a previous run of the FeatureBuilder. * By default, **we assume that, if your output file is named the same, that the underlying vectors are the same**. If this isn't true, you should set **regenerate_vectors = True** in order to clear out the cache and re-generate the RoBERTa and SBERT outputs. +Custom Features +***************** + * The **custom_features** parameter allows you to specify features that do not exist within our default set. **We default to NOT generating four features that depend on SBERT vectors, as the process for generating the vectors tends to be slow.** However, these features can provide interesting insights into the extent to which individuals in a conversation speak "similarly" or not, based on a vector similarity metric. To access these features, simply use the **custom_features** parameter: .. code-block:: python @@ -220,6 +233,9 @@ More advanced users of the FeatureBuilder should consider the following optional * You can chose to add any of these features depending on your preference. +Analyzing First Percentage (%) +******************************** + * The **analyze_first_pct** parameter allows you to "cut off" and separately analyze the first X% of a conversation, in case you wish to separately study different sections of a conversation as it progresses. For example, you may be interested in knowing how the attributes of the first 50% of a conversation differ from the attributes of the entire conversation. Then you can sepcify the following: .. code-block:: python @@ -230,8 +246,105 @@ More advanced users of the FeatureBuilder should consider the following optional * By default, we will simply analyze 100% of each conversation. +Named Entity Recognition +************************** + * The parameters **ner_training_df** and **ner_cutoff** are required if you would like the FeatureBuilder to identify named entities in your conversations. For example, the sentence, "John, did you talk to Michael this morning?" has two named entities: "John" and "Michael." The FeatureBuilder includes a tool that automatically detects these named entities, but it requires the user (you!) to specify some training data with examples of the types of named entities you'd like to recognize. This is because proper nouns can take many forms, from standard Western-style names (e.g., "John") to pseudonymous online nicknames (like "littleHorse"). More information about these parameters can be found in :ref:`named_entity_recognition`. +.. _custom_aggregation: + +Custom Aggregation +******************** + +Imagine that you, as a researcher, are interested in high-level characteristics of the entire conversation (for example, how much is said), but you only have measures at the (lower) level of each individual utterance (for example, the number of words in each message). How would you "aggregate" information from the lower level to the higher level? + +A simple solution is to sum up to the total number of words per utterance, and group by the conversation identifier. Then, you would have the total number of words for the entire conversation. You can imagine doing similar aggregations for other types of statistics --- for example, the average number of words, the variance in the number of words, and so on. + +The FeautureBuilder includes built-in functionality to perform aggregations across different levels of analysis. By default, all numeric attributes generated at the utterance (chat) level are aggregated using the functions ``mean``, ``max``, ``min``, and ``stdev``. + +We perform three types of aggregations. Consider, for example, a conversation with messages containing 5, 10, and 15 words. Then we would have the following: + +- **Conversation-Level Aggregates** transform statistics at the level of an utterance (chat) to the level of a conversation. An example is the mean number of words per utterance (10) and the maximum number of words in any utterance (15). +- **Speaker(User)-Level Aggregates** transform statistics at the level of an utterance (chat) to the level of a given speaker (user; participant) in a conversation. An example is the mean number of words per message by a particular speaker. +- **Conversation-Level Aggregates of Speaker-Level Information**: transform information about the speakers (users; participants) to the level of a conversation. An example is the average number of words for the most talkative speaker. + +Given that there are multiple default aggregation functions and numerous utterance-level attributes, an (overwhelmingly) large number of aggregation statistics can be produced. As of **v.0.1.5**, aggregation behavior can be customized using the following parameters: + +- ``convo_aggregation``: A boolean that defaults to ``True``; when turned to ``False``, aggregation at the conversation level is disabled **[NOTE 1]**. +- ``convo_methods``: A list specifying which aggregation methods to use at the conversation level. Options include ``mean``, ``max``, ``min``, ``stdev``, ``median``, and ``sum`` **[NOTE 2]; [NOTE 3]**. We default to using ``mean``, ``max``, ``min``, and ``stdev``. +- ``convo_columns``: A list specifying which utterance-level attributes to aggregate to the conversation level. These should be valid columns in the utterance (chat)-level data. This defaults to ``None``, which is configured to aggregate all available numeric outputs. + +Equivalent parameters for the speaker (user) level are: + +- ``user_aggregation``: A boolean that defaults to ``True``; when turned to ``False``, aggregation at the speaker (user) level is disabled **[NOTE 1]**. +- ``user_methods``: A list specifying which aggregation methods to use at the speaker/user level (with the same options as the conversation level). +- ``user_columns``: A list specifying which utterance-level attributes to aggregate at the speaker/user level. + +The table below summarizes the different types of aggregation, and the ways in which they can be customized: + +.. list-table:: Aggregation Overview + :header-rows: 1 + :widths: 20 15 20 20 10 15 25 + + * - Aggregation Type + - Default Methods + - Methods Available + - Customization Parameters + - Output DataFrame + - Example Aggregation + - Interpretation + * - Utterance (Chat) -> Conversation + - ``mean``, ``max``, ``min``, ``stdev`` + - ``mean``, ``max``, ``min``, ``stdev``, ``median``, ``sum`` + - ``convo_aggregation``, ``convo_methods``, ``convo_columns`` + - Conversation + - ``mean_num_words`` + - Average number of words per utterance in the conversation + * - Utterance (Chat) -> Speaker/User + - ``mean``, ``max``, ``min``, ``stdev`` + - ``mean``, ``max``, ``min``, ``stdev``, ``median``, ``sum`` + - ``user_aggregation``, ``user_methods``, ``user_columns`` + - Speaker/User + - ``mean_num_words`` + - Average number of words per utterance for a given individual + * - Speaker (User) -> Conversation + - ``mean``, ``max``, ``min``, ``stdev`` + - ``mean``, ``max``, ``min``, ``stdev``, ``median``, ``sum`` + - ``convo_aggregation``, ``convo_methods``, ``convo_columns`` + - Conversation + - ``max_user_mean_num_words`` + - Average number of words per utterance for the person who talked the most + + +Example Usage of Custom Aggregation Parameters ++++++++++++++++++++++++++++++++++++++++++++++++ + +To customize aggregation behavior, simply add the following when constructing your FeatureBuilder: + +.. code-block:: python + + convo_methods = ['max', 'median'] # This aggregates ONLY "positive_bert" at the conversation level using max and median. + convo_columns = ['positive_bert'], + user_methods = ['mean'] # This aggregates ONLY "negative_bert" at the speaker/user level using mean. + user_columns = ['negative_bert'] + +To turn off aggregation, set the following parameters to ``False``. By default, both are ``True`` as aggregation is performed automatically: + +.. code-block:: python + + convo_aggregation = False + user_aggregation = False + +Important Notes and Caveats +++++++++++++++++++++++++++++ + +- **[NOTE 1]** Even when aggregation is disabled, totals of words, messages, and characters are still summarized, as these are required for calculating the Gini Coefficient features. +- **[NOTE 2]** Be careful when choosing the "sum" aggregation method, as it is not always appropriate to use the "sum" as an aggregation function. While it is a sensible choice for utterance-level attributes that are *countable* (for example, the total number of words, or other lexical wordcounts), it is a less sensible choice for others (for example, it does not make sense to sum sentiment scores for each utterance in a conversation). Consequently, using the "sum" feature will come with an associated warning. +- **[NOTE 3]** In addition to aggregating from the utterance (chat) level to the conversation level, we also aggregate from the speaker (user) level to the conversation level, using the same methods specified in ``convo_methods`` to do so. + +Cumulative Grouping +********************* + * The parameters **cumulative_grouping** and **within_task** address a special case of having multiple conversational identifiers; **they assume that the same team has multiple sequential conversations, and that, in each conversation, they perform one or more separate activities**. This was originally created as a companion to a multi-stage Empirica game (see: ``_). For example, imagine that a team must complete 3 different tasks, each with 3 different subparts. Then we can model this event in terms of 1 team (High level), 3 tasks (Mid level), and 3 subparts per task (Low level). * In such an activity, we assume that there are three levels of identifiers: High, Mid, and Low. @@ -293,7 +406,7 @@ More advanced users of the FeatureBuilder should consider the following optional * Finally, it is important to remember that, since cumulative groupings mean that we progressively consider more and more of the same conversation, **your conversation dataframe will substantially increase in size**, and this may affect the runtime of your FeatureBuilder. Additional FeatureBuilder Considerations -++++++++++++++++++++++++++++++++++++++++ +------------------------------------------ Here are some additional design details of the FeatureBuilder that you may wish to keep in mind: @@ -304,10 +417,11 @@ Here are some additional design details of the FeatureBuilder that you may wish * **When summarizing features from the utterance level to the conversation and speaker level, we only consider numeric features.** This is perhaps a simplifying assumption more than anything else; although we do extract non-numeric information (for example, a Dale-Chall label of whether an utterance is "Easy" to ready or not; a list of named entities identified), we cannot summarize these efficiently, so they are not considered. Inspecting Generated Features -++++++++++++++++++++++++++++++ +-------------------------------- Feature Information -^^^^^^^^^^^^^^^^^^^^^ +~~~~~~~~~~~~~~~~~~~~ + Every FeatureBuilder object has an underlying property called the **feature_dict**, which lists information and references about the features included in the toolkit. Assuming that **jury_feature_builder** is the name of your FeatureBuilder, you can access the feature dictionary as follows: .. code-block:: python @@ -346,7 +460,7 @@ Here is some example output (for the RoBERTa sentiment feature): 'bert_sentiment_data': True} Feature Column Names -^^^^^^^^^^^^^^^^^^^^^ +~~~~~~~~~~~~~~~~~~~~~~ Once you call **.featurize()**, you can also obtain a convenient list of the feature columns generated by the toolkit: diff --git a/docs/build/html/_sources/features/index.rst.txt b/docs/build/html/_sources/features/index.rst.txt index 1f67bc29..7d37357e 100644 --- a/docs/build/html/_sources/features/index.rst.txt +++ b/docs/build/html/_sources/features/index.rst.txt @@ -32,7 +32,11 @@ Utterance-Level features are calculated *first* in the Toolkit, as many conversa Conversation-Level Features **************************** -Once utterance-level features are computed, we compute conversation-level features; some of these features represent an aggregation of utterance-level information (for example, the "average level of positivity" in a conversation is simply the mean positivity score for each utterance). Other conversation-level features are constructs that are defined only at the conversation-level, such as the level of "burstiness" in a team's communication patterns. + +Base Conversation-Level Features ++++++++++++++++++++++++++++++++++++ + +The following features are constructs that are defined only at the conversation-level, such as the level of "burstiness" in a team's communication patterns. We call these the "base" conversation-level features, and they can be accessed using a property of the ``FeatureBuilder`` object: ``FeatureBuilder.conv_features_base``. .. toctree:: :maxdepth: 1 @@ -45,13 +49,19 @@ Once utterance-level features are computed, we compute conversation-level featur variance_in_DD within_person_discursive_range turn_taking_features + lsm + +Conversation-Level Aggregates ++++++++++++++++++++++++++++++++++++ +Once utterance-level features are computed, we compute conversation-level features; some of these features represent an aggregation of utterance-level information (for example, the "average level of positivity" in a conversation is simply the mean positivity score for each utterance). + +By default, all numeric attributes generated at the utterance (chat) level are aggregated using the functions ``mean``, ``max``, ``min``, and ``stdev``. However, this behavior can be customized, with details in the Worked Example (see :ref:`custom_aggregation`). Speaker- (User) Level Features ********************************* User-level features generally represent an aggregation of features at the utterance- level (for example, the average number of words spoken *by a particular user*). There is therefore limited speaker-level feature documentation, other than a function used to compute the "network" of other speakers that an individual interacts with in a conversation. -You may reference the :ref:`Speaker (User)-Level Features Page ` for more information. - +You may reference the :ref:`Speaker (User)-Level Features Page ` for more information, as well as the details in the Worked Example (see :ref:`custom_aggregation`). .. toctree:: :maxdepth: 1 diff --git a/docs/build/html/_sources/features_conceptual/content_word_accommodation.rst.txt b/docs/build/html/_sources/features_conceptual/content_word_accommodation.rst.txt index d82a6b64..38d61559 100644 --- a/docs/build/html/_sources/features_conceptual/content_word_accommodation.rst.txt +++ b/docs/build/html/_sources/features_conceptual/content_word_accommodation.rst.txt @@ -13,10 +13,16 @@ Citation Implementation Basics ********************** -To compute the feature, we count the number of shared content words (defined as anything that is not on the function word list) between the current and previous utterance in a conversation, then normalize it by the frequency of the word across all inputs in the dataset. This follows the original authors' method: +To compute the feature, we count the number of shared content words (defined as anything that is not on the function word list) between the current and previous utterance in a conversation, normalized by the frequency at which the word appears. This follows the original authors' method: Content words are defined as any word that is not a function word. For each content word w in a given speaker’s turn, if w also occurs in the immediately preceding turn of the other, we count w as an accommodated content word. The raw count of accommodated content words is be the total number of these accommodated content words over every turn in the conversation side. Because content words vary widely in frequency, we normalized our counts by the frequency of each word. +For completeness, we interprete "the frequency of each word" in two distinct ways: + +1. **The frequency of each word across the entire dataset (`content_word_accommodation`)**: here, we normalize non-function words with respect to the language used across all conversations in the dataset. This version of accommodation is useful if the entire dataset consists of similar conversations, or conversations about the same topic. Normalizing with respect to a larger dataset will be useful in establishing better estimates in identifying (and appropriately weigting) whichs words carry meaningful content in a particular domain. + +2. **The frequency of each word within a given conversation (`content_word_accommodation_per_conv`)**: here, we normalize non-function words with respect only to the language in a given conversation. This version of accommodation is useful if the dataset consists of very distinct conversations, for which it may not make sense to assume that the distribution of which words are "important" will hold across different domains. + The feature requires a reference list of function words, which are defined by the original authors as follows. **Auxiliary and copular verbs** diff --git a/docs/build/html/_sources/features_conceptual/index.rst.txt b/docs/build/html/_sources/features_conceptual/index.rst.txt index 38a7a321..dd812578 100644 --- a/docs/build/html/_sources/features_conceptual/index.rst.txt +++ b/docs/build/html/_sources/features_conceptual/index.rst.txt @@ -48,4 +48,5 @@ Conversation-Level Features turn_taking_index team_burstiness discursive_diversity - information_diversity \ No newline at end of file + information_diversity + lsm \ No newline at end of file diff --git a/docs/build/html/_sources/index.rst.txt b/docs/build/html/_sources/index.rst.txt index 9e4be9bf..4e345e2b 100644 --- a/docs/build/html/_sources/index.rst.txt +++ b/docs/build/html/_sources/index.rst.txt @@ -150,10 +150,10 @@ Use the Table of Contents below to learn more about our tool. We recommend that intro basics - feature_builder + examples features/index features_conceptual/index - examples + feature_builder utils/index Indices and Tables diff --git a/docs/build/html/_static/searchtools.js b/docs/build/html/_static/searchtools.js index 92da3f8b..b08d58c9 100644 --- a/docs/build/html/_static/searchtools.js +++ b/docs/build/html/_static/searchtools.js @@ -178,7 +178,7 @@ const Search = { htmlToText: (htmlString, anchor) => { const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html'); - for (const removalQuery of [".headerlinks", "script", "style"]) { + for (const removalQuery of [".headerlink", "script", "style"]) { htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() }); } if (anchor) { @@ -328,13 +328,14 @@ const Search = { for (const [title, foundTitles] of Object.entries(allTitles)) { if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) { for (const [file, id] of foundTitles) { - let score = Math.round(100 * queryLower.length / title.length) + const score = Math.round(Scorer.title * queryLower.length / title.length); + const boost = titles[file] === title ? 1 : 0; // add a boost for document titles normalResults.push([ docNames[file], titles[file] !== title ? `${titles[file]} > ${title}` : title, id !== null ? "#" + id : "", null, - score, + score + boost, filenames[file], ]); } diff --git a/docs/build/html/examples.html b/docs/build/html/examples.html index f91818c9..0efbca9c 100644 --- a/docs/build/html/examples.html +++ b/docs/build/html/examples.html @@ -21,8 +21,8 @@ - - + + @@ -47,34 +47,28 @@

Contents:

  • Introduction
    • -
  • The Basics
    • -
  • feature_builder module
    • -
  • Features: Technical Documentation
    • -
  • Features: Conceptual Documentation
    • +
  • The Basics (Get Started Here!)
  • Worked Example
      -
    • Demo / Sample Code
      • -
    • Getting Started -
      • -
    • Walkthrough: Running the FeatureBuilder on Your Data
        -
      • Configuring the FeatureBuilder @@ -107,18 +101,21 @@

        Demo / Sample Code

        After following the “Getting Started” steps below, the Team Communication Toolkit can be imported at the top of any Python script. We have provided a simple example file, “featurize.py”, and a demo notebook, “demo.ipynb,” under our examples folder on GitHub.

        -

        You can also access our demo notebook on Google Colab, where you can make a copy and run it on your own.

        +

        We also have demos available on Google Colab that you can copy and run on your own:

        +

        Finally, this page will walk you through a case study, highlighting top use cases and considerations when using the toolkit.

        -
        -

        Getting Started

        +

        Getting Started

        To use our tool, please ensure that you have Python >= 3.10 installed and a working version of pip, which is Python’s package installer. Then, in your local environment, run the following:

        pip install team_comm_tools

        This command will automatically install our package and all required dependencies.

        -

        Troubleshooting

        +

        Troubleshooting

        In the event that some dependency installations fail (for example, you may get an error that en_core_web_sm from Spacy is not found, or that there is a missing NLTK resource), please run this simple one-line command in your terminal, which will force the installation of Spacy and NLTK dependencies:

        download_resources
        @@ -127,12 +124,12 @@

        Troubleshootinghere.

        -

        Import Recommendations: Virtual Environment and Pip

        +

        Import Recommendations: Virtual Environment and Pip

        We strongly recommend using a virtual environment in Python to run the package. We have several specific dependency requirements. One important one is that we are currently only compatible with numpy < 2.0.0 because numpy 2.0.0 and above made significant changes that are not compatible with other dependencies of our package. As those dependencies are updated, we will support later versions of numpy.

        We also strongly recommend that your version of pip is up-to-date (>=24.0). There have been reports in which users have had trouble downloading dependencies (specifically, the Spacy package) with older versions of pip. If you get an error with downloading en_core_web_sm, we recommend updating pip.

        -

        Importing the Package

        +

        Importing the Package

        After you import the package and install dependencies, you can then use our tool in your Python script as follows:

        from team_comm_tools import FeatureBuilder
        @@ -142,10 +139,10 @@

        Importing the Package

        -

        Walkthrough: Running the FeatureBuilder on Your Data

        +

        Walkthrough: Running the FeatureBuilder on Your Data

        Next, we’ll go through the details of running the FeatureBuilder on your data, discussing each of the specific options / parameters at your disposal.

        -

        Configuring the FeatureBuilder

        +

        Configuring the FeatureBuilder

        The FeatureBuilder accepts any Pandas DataFrame as the input, so you can read in data in whatever format you like. For the purposes of this walkthrough, we’ll be using some jury deliberation data from Hu et al. (2021).

        We first import Pandas and read in the dataframe:

        import pandas as pd
@@ -167,9 +164,9 @@ 
        Configuring the FeatureBuilder
-
        Basic Input Columns
        
+
        Basic Input Columns
        
 
        
-
        Conversation Parameters
        
+
        Conversation Parameters
        
 
          
 
        • The input_df parameter is where you pass in your dataframe. In this case, we want to run the FeatureBuilder on the juries data that we read in!
          • 
 
        • The speaker_id_col refers to the name of the column containing a unique identifier for each speaker / participant in the conversation. Here, in the data, the name of our columns is called “speaker_nickname.”
          
@@ -212,7 +209,7 @@ 
          Conversation Parameters
 
        
 
        
-
        Vector Directory
        
+
        Vector Directory
        
 
          
 
        • The vector_directory is the name of a directory in which we will store some pre-processed information. Some features require running inference from HuggingFace’s RoBERTa-based sentiment model, and others require generating SBERT vectors. These processes take time, and we cache the outputs so that subsequent runs of the FeatureBuilder on the same dataset will not take as much time. Therefore, we require you to pass in a location where you’d like us to save these outputs.
          
 
          
@@ -227,7 +224,7 @@ 
          Vector Directory
-
          Output File Naming Details
          
+
          Output File Naming Details
          
 
            
 
          • There are three output files for each run of the FeatureBuilder, which mirror the three levels of analysis: utterance-, speaker-, and conversation-level. (Please see the section on Generating Features: Utterance-, Speaker-, and Conversation-Level for more details.) These are generated using the output_file_base parameter.
            
 
            
@@ -266,7 +263,7 @@ 
            Vector Directory
-
            Turns
            
+
            Turns
            
 
              
 
            • The turns parameter controls whether we want to treat successive messages from the same person as a single turn. For example, in a text conversation, sometimes individuals will send many message in rapid succession, as follows:
              
 
              
@@ -288,8 +285,10 @@ 
              Turns
 
        
 
        
-
        Advanced Configuration Columns
        
+
        Advanced Configuration Columns
        
 
        More advanced users of the FeatureBuilder should consider the following optional parameters, depending on their needs.
        
+
        
+
        Regenerating Vector Cache
        
 
          
 
        • The regenerate_vectors parameter controls whether you’d like the FeatureBuilder to re-generate the content in the vector_directory, even if we have already cached the output of a previous run. It is useful if the underlying data has changed, but you want to give the output file the same name as a previous run of the FeatureBuilder.
          
 
          
@@ -298,6 +297,11 @@ 
          Advanced Configuration Columns
+
          Custom Features
          
+
            
 
          • The custom_features parameter allows you to specify features that do not exist within our default set. We default to NOT generating four features that depend on SBERT vectors, as the process for generating the vectors tends to be slow. However, these features can provide interesting insights into the extent to which individuals in a conversation speak “similarly” or not, based on a vector similarity metric. To access these features, simply use the custom_features parameter:
            
 
            
 
            
@@ -314,6 +318,11 @@ 
            Advanced Configuration Columns
+
            Analyzing First Percentage (%)
            
+
              
 
            • The analyze_first_pct parameter allows you to “cut off” and separately analyze the first X% of a conversation, in case you wish to separately study different sections of a conversation as it progresses. For example, you may be interested in knowing how the attributes of the first 50% of a conversation differ from the attributes of the entire conversation. Then you can sepcify the following:
              
 
              
 
              analyze_first_pct: [0.5, 1.0]
@@ -325,7 +334,113 @@ 
              Advanced Configuration Columns
+
              Named Entity Recognition
              
+
                
 
              • The parameters ner_training_df and ner_cutoff are required if you would like the FeatureBuilder to identify named entities in your conversations. For example, the sentence, “John, did you talk to Michael this morning?” has two named entities: “John” and “Michael.” The FeatureBuilder includes a tool that automatically detects these named entities, but it requires the user (you!) to specify some training data with examples of the types of named entities you’d like to recognize. This is because proper nouns can take many forms, from standard Western-style names (e.g., “John”) to pseudonymous online nicknames (like “littleHorse”). More information about these parameters can be found in Named Entity Recognition.
                • 
+
              
+
        
+
        
+
        Custom Aggregation
        
+
        Imagine that you, as a researcher, are interested in high-level characteristics of the entire conversation (for example, how much is said), but you only have measures at the (lower) level of each individual utterance (for example, the number of words in each message). How would you “aggregate” information from the lower level to the higher level?
        
+
        A simple solution is to sum up to the total number of words per utterance, and group by the conversation identifier. Then, you would have the total number of words for the entire conversation. You can imagine doing similar aggregations for other types of statistics — for example, the average number of words, the variance in the number of words, and so on.
        
+
        The FeautureBuilder includes built-in functionality to perform aggregations across different levels of analysis. By default, all numeric attributes generated at the utterance (chat) level are aggregated using the functions mean, max, min, and stdev.
        
+
        We perform three types of aggregations. Consider, for example, a conversation with messages containing 5, 10, and 15 words. Then we would have the following:
        
+
          
+
        • Conversation-Level Aggregates transform statistics at the level of an utterance (chat) to the level of a conversation. An example is the mean number of words per utterance (10) and the maximum number of words in any utterance (15).
          • 
+
        • Speaker(User)-Level Aggregates transform statistics at the level of an utterance (chat) to the level of a given speaker (user; participant) in a conversation. An example is the mean number of words per message by a particular speaker.
          • 
+
        • Conversation-Level Aggregates of Speaker-Level Information: transform information about the speakers (users; participants) to the level of a conversation. An example is the average number of words for the most talkative speaker.
          • 
+
        
+
        Given that there are multiple default aggregation functions and numerous utterance-level attributes, an (overwhelmingly) large number of aggregation statistics can be produced. As of v.0.1.5, aggregation behavior can be customized using the following parameters:
        
+
          
+
        • convo_aggregation: A boolean that defaults to True; when turned to False, aggregation at the conversation level is disabled [NOTE 1].
          • 
+
        • convo_methods: A list specifying which aggregation methods to use at the conversation level. Options include mean, max, min, stdev, median, and sum [NOTE 2]; [NOTE 3]. We default to using mean, max, min, and stdev.
          • 
+
        • convo_columns: A list specifying which utterance-level attributes to aggregate to the conversation level. These should be valid columns in the utterance (chat)-level data. This defaults to None, which is configured to aggregate all available numeric outputs.
          • 
+
        
+
        Equivalent parameters for the speaker (user) level are:
        
+
          
+
        • user_aggregation: A boolean that defaults to True; when turned to False, aggregation at the speaker (user) level is disabled [NOTE 1].
          • 
+
        • user_methods: A list specifying which aggregation methods to use at the speaker/user level (with the same options as the conversation level).
          • 
+
        • user_columns: A list specifying which utterance-level attributes to aggregate at the speaker/user level.
          • 
+
        
+
        The table below summarizes the different types of aggregation, and the ways in which they can be customized:
        
+
+
+++++++++
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
        Aggregation Overview








        Aggregation Type
        Default Methods
        Methods Available
        Customization Parameters
        Output DataFrame
        Example Aggregation
        Interpretation
        Utterance (Chat) -> Conversation
        mean, max, min, stdev
        mean, max, min, stdev, median, sum
        convo_aggregation, convo_methods, convo_columns
        Conversation
        mean_num_words
        Average number of words per utterance in the conversation
        Utterance (Chat) -> Speaker/User
        mean, max, min, stdev
        mean, max, min, stdev, median, sum
        user_aggregation, user_methods, user_columns
        Speaker/User
        mean_num_words
        Average number of words per utterance for a given individual
        Speaker (User) -> Conversation
        mean, max, min, stdev
        mean, max, min, stdev, median, sum
        convo_aggregation, convo_methods, convo_columns
        Conversation
        max_user_mean_num_words
        Average number of words per utterance for the person who talked the most
        
+
        
+
        Example Usage of Custom Aggregation Parameters
        
+
        To customize aggregation behavior, simply add the following when constructing your FeatureBuilder:
        
+
        convo_methods = ['max', 'median']  # This aggregates ONLY "positive_bert" at the conversation level using max and median.
+convo_columns = ['positive_bert'],
+user_methods = ['mean']            # This aggregates ONLY "negative_bert" at the speaker/user level using mean.
+user_columns = ['negative_bert']
+
        
+
        
+
        To turn off aggregation, set the following parameters to False. By default, both are True as aggregation is performed automatically:
        
+
        convo_aggregation = False
+user_aggregation = False
+
        
+
        
+
        
+
        
+
        Important Notes and Caveats
        
+
          
+
        • [NOTE 1] Even when aggregation is disabled, totals of words, messages, and characters are still summarized, as these are required for calculating the Gini Coefficient features.
          • 
+
        • [NOTE 2] Be careful when choosing the “sum” aggregation method, as it is not always appropriate to use the “sum” as an aggregation function. While it is a sensible choice for utterance-level attributes that are countable (for example, the total number of words, or other lexical wordcounts), it is a less sensible choice for others (for example, it does not make sense to sum sentiment scores for each utterance in a conversation). Consequently, using the “sum” feature will come with an associated warning.
          • 
+
        • [NOTE 3] In addition to aggregating from the utterance (chat) level to the conversation level, we also aggregate from the speaker (user) level to the conversation level, using the same methods specified in convo_methods to do so.
          • 
+
        
+
        
+
        
+
        
+
        Cumulative Grouping
        
+
          
 
        • The parameters cumulative_grouping and within_task address a special case of having multiple conversational identifiers; they assume that the same team has multiple sequential conversations, and that, in each conversation, they perform one or more separate activities. This was originally created as a companion to a multi-stage Empirica game (see: https://github.com/Watts-Lab/multi-task-empirica). For example, imagine that a team must complete 3 different tasks, each with 3 different subparts. Then we can model this event in terms of 1 team (High level), 3 tasks (Mid level), and 3 subparts per task (Low level).
          
 
          
 
            
@@ -389,8 +504,9 @@ 
            Advanced Configuration Columns
-
            Additional FeatureBuilder Considerations
            
+
            Additional FeatureBuilder Considerations
            
 
            Here are some additional design details of the FeatureBuilder that you may wish to keep in mind:
            
 
            
 
              
@@ -406,9 +522,9 @@ 
              Additional FeatureBuilder Considerations
-
              Inspecting Generated Features
              
+
              Inspecting Generated Features
              
 
              
-
              Feature Information
              
+
              Feature Information
              
 
              Every FeatureBuilder object has an underlying property called the feature_dict, which lists information and references about the features included in the toolkit. Assuming that jury_feature_builder is the name of your FeatureBuilder, you can access the feature dictionary as follows:
              
 
              jury_feature_builder.feature_dict
 
              
@@ -439,7 +555,7 @@ 
              Feature Information
-
              Feature Column Names
              
+
              Feature Column Names
              
 
              Once you call .featurize(), you can also obtain a convenient list of the feature columns generated by the toolkit:
              
 
              jury_feature_builder.chat_features # a list of the feature columns generated at the chat (utterance) level
 jury_feature_builder.conv_features_base # a list of the base (non-aggregated) feature columns at the conversation level
@@ -453,14 +569,15 @@ 
              Feature Column Names
 
              
 
        
+

        Speaker- (User) Level Features

        User-level features generally represent an aggregation of features at the utterance- level (for example, the average number of words spoken by a particular user). There is therefore limited speaker-level feature documentation, other than a function used to compute the “network” of other speakers that an individual interacts with in a conversation.

        -

        You may reference the Speaker (User)-Level Features Page for more information.

        +

        You may reference the Speaker (User)-Level Features Page for more information, as well as the details in the Worked Example (see Custom Aggregation).

        diff --git a/docs/build/html/features/info_exchange_zscore.html b/docs/build/html/features/info_exchange_zscore.html index 572ed932..74b9b3fb 100644 --- a/docs/build/html/features/info_exchange_zscore.html +++ b/docs/build/html/features/info_exchange_zscore.html @@ -47,8 +47,8 @@

        Contents:

        Implementation Basics

        -

        To compute the feature, we count the number of shared content words (defined as anything that is not on the function word list) between the current and previous utterance in a conversation, then normalize it by the frequency of the word across all inputs in the dataset. This follows the original authors’ method:

        +

        To compute the feature, we count the number of shared content words (defined as anything that is not on the function word list) between the current and previous utterance in a conversation, normalized by the frequency at which the word appears. This follows the original authors’ method:

        Content words are defined as any word that is not a function word. For each content word w in a given speaker’s turn, if w also occurs in the immediately preceding turn of the other, we count w as an accommodated content word. The raw count of accommodated content words is be the total number of these accommodated content words over every turn in the conversation side. Because content words vary widely in frequency, we normalized our counts by the frequency of each word.

        +

        For completeness, we interprete “the frequency of each word” in two distinct ways:

        +
          +

        1. The frequency of each word across the entire dataset (`content_word_accommodation`): here, we normalize non-function words with respect to the language used across all conversations in the dataset. This version of accommodation is useful if the entire dataset consists of similar conversations, or conversations about the same topic. Normalizing with respect to a larger dataset will be useful in establishing better estimates in identifying (and appropriately weigting) whichs words carry meaningful content in a particular domain.

          2. +

        2. The frequency of each word within a given conversation (`content_word_accommodation_per_conv`): here, we normalize non-function words with respect only to the language in a given conversation. This version of accommodation is useful if the dataset consists of very distinct conversations, for which it may not make sense to assume that the distribution of which words are “important” will hold across different domains.

          3. +

        The feature requires a reference list of function words, which are defined by the original authors as follows.

        Auxiliary and copular verbs

        able, am, are, aren’t, be, been, being, can, can’t, cannot, could, couldn’t, did, didn’t, do, don’t, get, got, gotta, had, hadn’t, hasn’t, have, haven’t, is, isn’t, may, should, should’ve, shouldn’t, was, were, will, won’t, would, would’ve, wouldn’t

        diff --git a/docs/build/html/features_conceptual/function_word_accommodation.html b/docs/build/html/features_conceptual/function_word_accommodation.html index 50f499ea..eea9ee2e 100644 --- a/docs/build/html/features_conceptual/function_word_accommodation.html +++ b/docs/build/html/features_conceptual/function_word_accommodation.html @@ -47,8 +47,8 @@

        Contents:

        diff --git a/docs/build/html/features_conceptual/mimicry_bert.html b/docs/build/html/features_conceptual/mimicry_bert.html index afccb5fd..3c336275 100644 --- a/docs/build/html/features_conceptual/mimicry_bert.html +++ b/docs/build/html/features_conceptual/mimicry_bert.html @@ -47,8 +47,8 @@

        Contents:

        Feature Documentation

        @@ -157,7 +157,7 @@

        Our Team
        diff --git a/docs/build/html/objects.inv b/docs/build/html/objects.inv index 7ce944fa..89849bd9 100644 Binary files a/docs/build/html/objects.inv and b/docs/build/html/objects.inv differ diff --git a/docs/build/html/py-modindex.html b/docs/build/html/py-modindex.html index 52c09bcb..579a4ccf 100644 --- a/docs/build/html/py-modindex.html +++ b/docs/build/html/py-modindex.html @@ -47,11 +47,11 @@

        Contents:

        @@ -156,6 +156,11 @@

        Python Module Index

            features.lexical_features_v2 + + +     + features.lsm_features +     diff --git a/docs/build/html/search.html b/docs/build/html/search.html index ee779a2a..55b7894e 100644 --- a/docs/build/html/search.html +++ b/docs/build/html/search.html @@ -47,11 +47,11 @@

        Contents:

        diff --git a/docs/build/html/searchindex.js b/docs/build/html/searchindex.js index 2c6bb4a1..b2a0e35e 100644 --- a/docs/build/html/searchindex.js +++ b/docs/build/html/searchindex.js @@ -1 +1 @@ -Search.setIndex({"alltitles": {"A Light-Touch, One-Function Package": [[0, "a-light-touch-one-function-package"]], "Additional FeatureBuilder Considerations": [[1, "additional-featurebuilder-considerations"]], "Advanced Configuration Columns": [[1, "advanced-configuration-columns"]], "Basic Input Columns": [[1, "basic-input-columns"]], "Certainty": [[30, "certainty"]], "Citation": [[29, "citation"], [30, "citation"], [31, "citation"], [32, "citation"], [33, "citation"], [34, "citation"], [35, "citation"], [36, "citation"], [37, "citation"], [38, "citation"], [40, "citation"], [41, "citation"], [42, "citation"], [43, "citation"], [44, "citation"], [45, "citation"], [46, "citation"], [47, "citation"], [48, "citation"], [49, "citation"], [50, "citation"], [51, "citation"], [52, "citation"], [53, "citation"], [54, "citation"], [55, "citation"], [56, "citation"], [57, "citation"], [58, "citation"], [59, "citation"], [60, "citation"]], "Configuring the FeatureBuilder": [[1, "configuring-the-featurebuilder"]], "Content Word Accommodation": [[31, "content-word-accommodation"]], "Contents:": [[61, null]], "Conversation Parameters": [[1, "conversation-parameters"]], "Conversation-Level Features": [[11, "conversation-level-features"], [39, "conversation-level-features"]], "Conversational Repair": [[32, "conversational-repair"]], "Customizable Parameters": [[0, "customizable-parameters"]], "Dale-Chall Score": [[33, "dale-chall-score"]], "Declaring a FeatureBuilder": [[61, "declaring-a-featurebuilder"]], "Demo / Sample Code": [[0, "demo-sample-code"], [1, "demo-sample-code"]], "Discursive Diversity": [[34, "discursive-diversity"]], "Example:": [[41, "example"]], "FEATURE NAME": [[29, "feature-name"]], "Feature Column Names": [[1, "feature-column-names"], [61, "feature-column-names"]], "Feature Documentation": [[62, "feature-documentation"]], "Feature Information": [[1, "feature-information"], [61, "feature-information"]], "Features: Conceptual Documentation": [[39, "features-conceptual-documentation"]], "Features: Technical Documentation": [[11, "features-technical-documentation"]], "Forward Flow": [[35, "forward-flow"]], "Function Word Accommodation": [[36, "function-word-accommodation"]], "Generating Features: Utterance-, Speaker-, and Conversation-Level": [[62, "generating-features-utterance-speaker-and-conversation-level"]], "Getting Started": [[1, "getting-started"], [61, "getting-started"], [62, "getting-started"]], "Gini Coefficient": [[37, "gini-coefficient"]], "Hedge": [[38, "hedge"]], "High*Level Intuition": [[54, "high-level-intuition"]], "High-Level Intuition": [[29, "high-level-intuition"], [30, "high-level-intuition"], [31, "high-level-intuition"], [32, "high-level-intuition"], [33, "high-level-intuition"], [34, "high-level-intuition"], [35, "high-level-intuition"], [36, "high-level-intuition"], [37, "high-level-intuition"], [38, "high-level-intuition"], [40, "high-level-intuition"], [41, "high-level-intuition"], [42, "high-level-intuition"], [43, "high-level-intuition"], [44, "high-level-intuition"], [45, "high-level-intuition"], [46, "high-level-intuition"], [47, "high-level-intuition"], [48, "high-level-intuition"], [49, "high-level-intuition"], [50, "high-level-intuition"], [51, "high-level-intuition"], [52, "high-level-intuition"], [53, "high-level-intuition"], [55, "high-level-intuition"], [56, "high-level-intuition"], [57, "high-level-intuition"], [58, "high-level-intuition"], [59, "high-level-intuition"], [60, "high-level-intuition"]], "Implementation": [[32, "implementation"], [42, "implementation"], [52, "implementation"], [54, "implementation"]], "Implementation Basics": [[29, "implementation-basics"], [30, "implementation-basics"], [31, "implementation-basics"], [33, "implementation-basics"], [34, "implementation-basics"], [35, "implementation-basics"], [36, "implementation-basics"], [37, "implementation-basics"], [38, "implementation-basics"], [40, "implementation-basics"], [41, "implementation-basics"], [43, "implementation-basics"], [44, "implementation-basics"], [45, "implementation-basics"], [46, "implementation-basics"], [47, "implementation-basics"], [48, "implementation-basics"], [49, "implementation-basics"], [50, "implementation-basics"], [51, "implementation-basics"], [53, "implementation-basics"], [55, "implementation-basics"], [56, "implementation-basics"], [57, "implementation-basics"], [58, "implementation-basics"], [59, "implementation-basics"], [60, "implementation-basics"]], "Implementation Notes/Caveats": [[29, "implementation-notes-caveats"], [30, "implementation-notes-caveats"], [31, "implementation-notes-caveats"], [33, "implementation-notes-caveats"], [34, "implementation-notes-caveats"], [35, "implementation-notes-caveats"], 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Markers", "Politeness Strategies", "Sentiment (RoBERTa)", "Positivity Z-Score", "Proportion of First Person Pronouns", "Question (Naive)", "Team Burstiness", "Textblob Polarity", "Textblob Subjectivity", "Time Difference", "Turn Taking Index", "Word Type-Token Ratio", "The Team Communication Toolkit", "Introduction", "assign_chunk_nums module", "calculate_chat_level_features module", "calculate_conversation_level_features module", "calculate_user_level_features module", "check_embeddings module", "gini_coefficient module", "Utilities", "preload_word_lists module", "preprocess module", "summarize_features module", "zscore_chats_and_conversation module"], "titleterms": {"0": 43, "1": 43, "5": 43, "A": 0, "One": 0, "The": [0, 63, 64], "accommod": [32, 37], "addit": 1, "advanc": 1, "aggreg": [1, 11], "analyz": 1, "assign_chunk_num": 65, "assumpt": 0, "base": 11, "basic": [0, 1, 30, 31, 32, 34, 35, 36, 37, 38, 39, 41, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 55, 57, 58, 59, 60, 61, 62], 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"environ": [1, 63], "exampl": [1, 42, 49], "exchang": 42, "featur": [1, 11, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 71], "feature_build": 2, "featurebuild": [1, 63, 64], "fflow": 7, "file": [1, 31, 35, 36, 47, 48, 49, 53], "first": [1, 55], "flow": 36, "forward": 36, "function": [0, 37], "gener": [1, 63, 64], "get": [0, 1, 63, 64], "get_all_dd_featur": 8, "get_user_network": 9, "gini": 38, "gini_coeffici": 70, "group": 1, "hedg": [10, 39], "here": 0, "high": [30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62], "implement": [30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62], "import": [1, 63], "index": 61, "indic": 63, "info_exchange_zscor": 12, "inform": [1, 41, 42, 63], "information_divers": 13, "input": [1, 35], "inquiri": 43, "inspect": [1, 63], "interpret": [30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62], "introduct": 64, "intuit": [30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62], "kei": 0, "languag": 44, "length": 45, "level": [11, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 64, 71], "lexical_features_v2": 14, "lexicon": 43, "light": 0, "linguist": 43, "liwc": 43, "lsm": 15, "marker": 51, "match": 44, "messag": [45, 46], "mimicri": [47, 48], "modul": [2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 65, 66, 67, 68, 69, 70, 72, 73, 74, 75], "motiv": 64, "move": 48, "naiv": 56, "name": [1, 30, 49, 63], "named_entity_recognition_featur": 16, "new": 43, "note": [1, 30, 31, 32, 34, 35, 36, 37, 39, 41, 42, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 55, 57, 58, 59, 60, 61], "onlin": 50, "other": [43, 71], "other_lexical_featur": 17, "ouput": 35, "our": 64, "output": [1, 31, 36, 47, 48, 49, 53], "overview": 1, "own": 43, "packag": [0, 1, 63], "paramet": [0, 1], "percentag": 1, "person": 55, "pip": [1, 63], "polar": 58, "polit": [51, 52], "politeness_featur": 18, "politeness_v2": 19, "politeness_v2_help": 20, "posit": 54, "preload_word_list": 72, "preprocess": 73, "pronoun": 55, "proport": 55, "quantiti": 46, "question": 56, "question_num": 21, "ratio": 62, "readabl": 22, "recept": 51, "recognit": [1, 49], "recommend": [1, 63], "reddit_tag": 23, "regener": 1, "relat": [30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62], "repair": 33, "roberta": 53, "run": 1, "sampl": [0, 1], "score": [34, 42, 54], "sentiment": 53, "speaker": [11, 61, 64, 71], "start": [0, 1, 63, 64], "strategi": 52, "style": 44, "subject": 59, "summarize_featur": 74, "tabl": 63, "tag": 50, "take": 61, "team": [57, 63, 64], "technic": 11, "temporal_featur": 24, "textblob": [58, 59], "textblob_sentiment_analysi": 25, "time": 60, "token": 62, "toolkit": 63, "touch": 0, "train": 49, "troubleshoot": [1, 63], "turn": [1, 61], "turn_taking_featur": 26, "type": 62, "us": 63, "usag": 1, "user": 11, "util": 71, "utter": [11, 40, 64, 71], "v": 43, "variance_in_dd": 27, "vector": 1, "virtual": [1, 63], "walkthrough": 1, "within_person_discursive_rang": 28, "word": [32, 37, 43, 62], "word_mimicri": 29, "work": 1, "your": [1, 43], "z": [42, 54], "zscore_chats_and_convers": 75}}) \ No newline at end of file diff --git a/docs/build/html/utils/assign_chunk_nums.html b/docs/build/html/utils/assign_chunk_nums.html index a5d8b8d9..c530ec89 100644 --- a/docs/build/html/utils/assign_chunk_nums.html +++ b/docs/build/html/utils/assign_chunk_nums.html @@ -47,11 +47,11 @@

        Contents:

        • Introduction
          • -
        • The Basics
          • -
        • feature_builder module
          • +
        • The Basics (Get Started Here!)
          • +
        • Worked Example
        • Features: Technical Documentation
        • Features: Conceptual Documentation
          • -
        • Worked Example
          • +
        • feature_builder module
        • Utilities
          • “Driver” Classes: Utterance-, Conversation-, and Speaker-Level Features
          • Other Utilities
              diff --git a/docs/build/html/utils/calculate_chat_level_features.html b/docs/build/html/utils/calculate_chat_level_features.html index 893448e2..6e468509 100644 --- a/docs/build/html/utils/calculate_chat_level_features.html +++ b/docs/build/html/utils/calculate_chat_level_features.html @@ -47,11 +47,11 @@

              Contents:

              • Introduction
                • -
              • The Basics
                • -
              • feature_builder module
                • +
              • The Basics (Get Started Here!)
                • +
              • Worked Example
              • Features: Technical Documentation
              • Features: Conceptual Documentation
                • -
              • Worked Example
                • +
              • feature_builder module
              • Utilities
                • “Driver” Classes: Utterance-, Conversation-, and Speaker-Level Features
                  • calculate_chat_level_features module
                      @@ -96,7 +96,7 @@

                      calculate_chat_level_features module

                      -class utils.calculate_chat_level_features.ChatLevelFeaturesCalculator(chat_data: DataFrame, vect_data: DataFrame, bert_sentiment_data: DataFrame, ner_training: DataFrame, ner_cutoff: int, conversation_id_col: str, message_col: str, timestamp_col: str | tuple[str, str])
                      +class utils.calculate_chat_level_features.ChatLevelFeaturesCalculator(chat_data: DataFrame, vect_data: DataFrame, bert_sentiment_data: DataFrame, ner_training: DataFrame, ner_cutoff: int, conversation_id_col: str, message_col: str, timestamp_col: str | tuple[str, str], timestamp_unit: str, custom_liwc_dictionary: dict)

                      Bases: object

                      Initialize variables and objects used by the ChatLevelFeaturesCalculator class.

                      This class uses various feature modules to define chat-level features. It reads input data and @@ -107,8 +107,12 @@

                    • chat_data (pd.DataFrame) – Pandas dataframe of chat-level features read from the input dataset

                    • vect_data (pd.DataFrame) – Pandas dataframe containing vector data

                    • bert_sentiment_data (pd.DataFrame) – Pandas dataframe containing BERT sentiment data

                      • -

                    • ner_training_df (pd.DataFrame) – This is a pandas dataframe of training data for named entity recognition feature

                      • +

                    • ner_training (pd.DataFrame) – This is a pandas dataframe of training data for named entity recognition feature

                    • ner_cutoff (int) – This is the cutoff value for the confidence of prediction for each named entity

                      • +

                    • conversation_id_col (str) – A string representing the column name that should be selected as the conversation ID. Defaults to “conversation_num”.

                      • +

                    • message_col (str) – A string representing the column name that should be selected as the message. Defaults to “message”.

                      • +

                    • timestamp_col (str) – A string representing the column name that should be selected as the message. Defaults to “timestamp”.

                      • +

                    • custom_liwc_dictionary (dict) – This is the user’s own LIWC dictionary. Defaults to empty dictionary.

                    diff --git a/docs/build/html/utils/calculate_conversation_level_features.html b/docs/build/html/utils/calculate_conversation_level_features.html index 1e16b6d9..b377c9a3 100644 --- a/docs/build/html/utils/calculate_conversation_level_features.html +++ b/docs/build/html/utils/calculate_conversation_level_features.html @@ -47,11 +47,11 @@

                    Contents:

                    • Introduction
                      • -
                    • The Basics
                      • -
                    • feature_builder module
                      • +
                    • The Basics (Get Started Here!)
                      • +
                    • Worked Example
                    • Features: Technical Documentation
                    • Features: Conceptual Documentation
                      • -
                    • Worked Example
                      • +
                    • feature_builder module
                    • Utilities
                      • “Driver” Classes: Utterance-, Conversation-, and Speaker-Level Features
                        • calculate_chat_level_features module
                          • @@ -96,7 +96,7 @@

                          calculate_conversation_level_features module

                          -class utils.calculate_conversation_level_features.ConversationLevelFeaturesCalculator(chat_data: DataFrame, user_data: DataFrame, conv_data: DataFrame, vect_data: DataFrame, vector_directory: str, conversation_id_col: str, speaker_id_col: str, message_col: str, timestamp_col: str, input_columns: list)
                          +class utils.calculate_conversation_level_features.ConversationLevelFeaturesCalculator(chat_data: DataFrame, user_data: DataFrame, conv_data: DataFrame, vect_data: DataFrame, vector_directory: str, conversation_id_col: str, speaker_id_col: str, message_col: str, timestamp_col: str, convo_aggregation: bool, convo_methods: list, convo_columns: list, user_aggregation: bool, user_methods: list, user_columns: list, chat_features: list)

                          Bases: object

                          Initialize variables and objects used by the ConversationLevelFeaturesCalculator class.

                          This class uses various feature modules to define conversation-level features. It reads input data and @@ -109,7 +109,13 @@

                        • conv_data (pd.DataFrame) – Pandas dataframe of conversation-level features derived from the chat-level dataframe

                        • vect_data (pd.DataFrame) – Pandas dataframe of processed vectors derived from the chat-level dataframe

                        • vector_directory (str) – Directory where vector files are stored

                          • -

                        • input_columns (list) – List of columns in the chat-level features dataframe that should not be summarized

                          • +

                        • convo_aggregation (bool) – If true, will aggregate features at the conversational level

                          • +

                        • convo_methods (list) – Specifies which functions users want to aggregate with (e.g., mean, stdev…)

                          • +

                        • convo_columns (list) – Specifies which columns (at the chat level) users want aggregated

                          • +

                        • user_aggregation – If true, will aggregate features at the user level

                          • +

                        • user_methods (list) – Specifies which functions users want to aggregate with (e.g., mean, stdev…) at the user level

                          • +

                        • user_columns (list) – Specifies which columns (at the chat level) users want aggregated for the user level

                          • +

                        • chat_features (list) – Tracks all the chat-level features generated by the toolkit

                        @@ -120,11 +126,14 @@

                        This function computes various conversation-level features by aggregating chat-level and user-level features, and appends them as new columns to the input conversation-level data.

                        -
                        Returns:
                        -

                        The conversation-level dataset with new columns for each conversation-level feature

                        +
                        Parameters:
                        +

                        feature_methods – The list of methods to use to generate features

                        -
                        Return type:
                        -

                        pd.DataFrame

                        +
                        Returns:
                        +

                        The conversation-level dataset with new columns for each conversation-level feature

                        +
                        +
                        Return type:
                        +

                        pd.DataFrame

                        @@ -206,8 +215,7 @@

                        This function computes the Gini index for features involving counts, such as: - Word count - Character count -- Message count -- Function word accommodation

                        +- Message count

                        The Gini index is then merged into the conversation-level data.

                        Returns:
                        diff --git a/docs/build/html/utils/calculate_user_level_features.html b/docs/build/html/utils/calculate_user_level_features.html index ca022d50..a8a17750 100644 --- a/docs/build/html/utils/calculate_user_level_features.html +++ b/docs/build/html/utils/calculate_user_level_features.html @@ -47,11 +47,11 @@

                        Contents:

                        • Introduction
                          • -
                        • The Basics
                          • -
                        • feature_builder module
                          • +
                        • The Basics (Get Started Here!)
                          • +
                        • Worked Example
                        • Features: Technical Documentation
                        • Features: Conceptual Documentation
                          • -
                        • Worked Example
                          • +
                        • feature_builder module
                        • Utilities
                          • “Driver” Classes: Utterance-, Conversation-, and Speaker-Level Features
                            • calculate_chat_level_features module
                              • @@ -96,7 +96,7 @@

                              calculate_user_level_features module

                              -class utils.calculate_user_level_features.UserLevelFeaturesCalculator(chat_data: DataFrame, user_data: DataFrame, vect_data: DataFrame, conversation_id_col: str, speaker_id_col: str, input_columns: list)
                              +class utils.calculate_user_level_features.UserLevelFeaturesCalculator(chat_data: DataFrame, user_data: DataFrame, vect_data: DataFrame, conversation_id_col: str, speaker_id_col: str, user_aggregation: bool, user_methods: list, user_columns: list, chat_features: list)

                              Bases: object

                              Initialize variables and objects used by the UserLevelFeaturesCalculator class.

                              This class uses various feature modules to define user- (speaker) level features. It reads input data and @@ -109,7 +109,10 @@

                            • vect_data (pd.DataFrame) – Pandas dataframe of message embeddings corresponding to each instance of the chat data

                            • conversation_id_col (str) – A string representing the column name that should be selected as the conversation ID. Defaults to “conversation_num”.

                            • speaker_id_col (str) – A string representing the column name that should be selected as the speaker ID. Defaults to “speaker_nickname”.

                              • -

                            • input_columns (list) – List of columns in the chat-level features dataframe that should not be summarized

                              • +

                            • user_aggregation (bool) – If true, will aggregate features at the user level

                              • +

                            • user_methods (list) – Specifies which functions users want to aggregate with (e.g., mean, stdev…) at the user level

                              • +

                            • user_columns (list) – Specifies which columns (at the chat level) users want aggregated for the user level

                              • +

                            • chat_features (list) – Tracks all the chat-level features generated by the toolkit

                        @@ -144,21 +147,6 @@ -
                        -
                        -get_user_level_averaged_features() → None
                        -

                        Aggregate summary statistics by calculating average user-level features from chat-level features.

                        -

                        This function calculates and merges the average features into the user-level data.

                        -
                        -
                        Returns:
                        -

                        None

                        -
                        -
                        Return type:
                        -

                        None

                        -
                        -
                        -
                        -
                        get_user_level_summary_statistics_features() → None
                        @@ -179,8 +167,7 @@

                        Features for which summing makes sense include: - Word count (total number of words) - Character count -- Message count -- Function word accommodation

                        +- Message count

                        This function calculates and merges the summed features into the user-level data.

                        Returns:
                        diff --git a/docs/build/html/utils/check_embeddings.html b/docs/build/html/utils/check_embeddings.html index ba19ea73..e3a078df 100644 --- a/docs/build/html/utils/check_embeddings.html +++ b/docs/build/html/utils/check_embeddings.html @@ -46,11 +46,11 @@

                        Contents:

                        +
                        +
                        +utils.check_embeddings.fix_abbreviations(dicTerm: str) → str
                        +

                        Helper function to fix abbreviations with punctuations. +src: https://github.com/ryanboyd/ContentCoder-Py/blob/main/ContentCodingDictionary.py#L714

                        +

                        This function goes over a list of hardcoded exceptions for the tokenizer / sentence parser +built into LIWC so that it doesn’t convert them into separate strings +(e.g., we want “i.e.” to not be seen as two words and two sentences [i, e]).

                        +
                        +
                        Parameters:
                        +

                        dicTerm (str) – The lexicon term

                        +
                        +
                        Returns:
                        +

                        dicTerm

                        +
                        +
                        Return type:
                        +

                        str

                        +
                        +
                        +
                        +
                        utils.check_embeddings.generate_bert(chat_data, output_path, message_col, batch_size=64)
                        @@ -201,7 +227,7 @@
                        -utils.check_embeddings.generate_vect(chat_data, output_path, message_col)
                        +utils.check_embeddings.generate_vect(chat_data, output_path, message_col, batch_size=64)

                        Generates sentence vectors for the given chat data and saves them to a CSV file.

                        Parameters:
                        @@ -209,6 +235,7 @@

                      • chat_data (pd.DataFrame) – Contains message data to be vectorized.

                      • output_path (str) – Path to save the CSV file containing message embeddings.

                      • message_col (str, optional) – A string representing the column name that should be selected as the message. Defaults to “message”.

                        • +

                      • batch_size (int) – The size of each batch for processing sentiment analysis. Defaults to 64.

                      Raises:
                      @@ -223,6 +250,12 @@ +
                      +
                      +utils.check_embeddings.get_nan_vector()
                      +

                      Get a default value for an empty string (the “NaN vector”) and returns it as a 1D np array.

                      +
                      +
                      utils.check_embeddings.get_sentiment(texts)
                      @@ -240,11 +273,66 @@
                      +
                      +
                      +utils.check_embeddings.is_valid_term(dicTerm)
                      +

                      Check if a dictionary term is valid.

                      +

                      This function returns True if the term matches the regex pattern and False otherwise. +The regex pattern matches:

                      +
                        +

                      • Alphanumeric characters (a-z, A-Z, 0-9)

                        • +

                      • Valid symbols: -, ‘, *, /

                        • +

                      • The * symbol can appear only once at the end of a word

                        • +

                      • Emojis are valid only when they appear alone

                        • +

                      • The / symbol can appear only once after alphanumeric characters

                        • +

                      • Spaces are allowed between valid words

                        • +
                      +
                      +
                      Parameters:
                      +

                      dicTerm (str) – The dictionary term to validate.

                      +
                      +
                      Returns:
                      +

                      True if the term is valid, False otherwise.

                      +
                      +
                      Return type:
                      +

                      bool

                      +
                      +
                      +
                      + +
                      +
                      +utils.check_embeddings.load_liwc_dict(dicText: str) → dict
                      +

                      Loads up a dictionary that is in the LIWC 2007/2015 format. +src: https://github.com/ryanboyd/ContentCoder-Py/blob/main/ContentCodingDictionary.py#L81

                      +

                      This functions reads the content of a LIWC dictionary file in the official format, +and convert it to a dictionary with lexicon: regular expression format. +We assume the dicText has two parts: the header, which maps numbers to “category names,” +and the body, which maps words in the lexicon to different category numbers, separated by a ‘%’ sign.

                      +
                      +
                      Parameters:
                      +

                      dicText (str) – The content of a .dic file

                      +
                      +
                      Returns:
                      +

                      dicCategories

                      +
                      +
                      Return type:
                      +

                      dict

                      +
                      +
                      +
                      +
                      utils.check_embeddings.read_in_lexicons(directory, lexicons_dict)
                      +
                      +
                      +utils.check_embeddings.str_to_vec(str_vec)
                      +

                      Takes a string representation of a vector and returns it as a 1D np array.

                      +
                      +

        diff --git a/docs/build/html/utils/gini_coefficient.html b/docs/build/html/utils/gini_coefficient.html index 594781b7..53487b1b 100644 --- a/docs/build/html/utils/gini_coefficient.html +++ b/docs/build/html/utils/gini_coefficient.html @@ -47,11 +47,11 @@

        Contents:

        • Introduction
          • -
        • The Basics
          • -
        • feature_builder module
          • +
        • The Basics (Get Started Here!)
          • +
        • Worked Example
        • Features: Technical Documentation
        • Features: Conceptual Documentation
          • -
        • Worked Example
          • +
        • feature_builder module
        • Utilities
          • “Driver” Classes: Utterance-, Conversation-, and Speaker-Level Features
          • Other Utilities
              diff --git a/docs/build/html/utils/index.html b/docs/build/html/utils/index.html index 477e3ccf..0cecb5d2 100644 --- a/docs/build/html/utils/index.html +++ b/docs/build/html/utils/index.html @@ -22,7 +22,7 @@ - + @@ -47,11 +47,11 @@

              Contents:

              • Introduction
                • -
              • The Basics
                • -
              • feature_builder module
                • +
              • The Basics (Get Started Here!)
                • +
              • Worked Example
              • Features: Technical Documentation
              • Features: Conceptual Documentation
                • -
              • Worked Example
                • +
              • feature_builder module
              • Utilities
                • “Driver” Classes: Utterance-, Conversation-, and Speaker-Level Features
                  • calculate_chat_level_features module
                    • @@ -133,7 +133,7 @@

                    Other Utilities - + diff --git a/docs/build/html/utils/preload_word_lists.html b/docs/build/html/utils/preload_word_lists.html index f395dd8e..7b5787a5 100644 --- a/docs/build/html/utils/preload_word_lists.html +++ b/docs/build/html/utils/preload_word_lists.html @@ -47,11 +47,11 @@

                    Contents:

                    • Introduction
                      • -
                    • The Basics
                      • -
                    • feature_builder module
                      • +
                    • The Basics (Get Started Here!)
                      • +
                    • Worked Example
                    • Features: Technical Documentation
                    • Features: Conceptual Documentation
                      • -
                    • Worked Example
                      • +
                    • feature_builder module
                    • Utilities
                      • “Driver” Classes: Utterance-, Conversation-, and Speaker-Level Features
                      • Other Utilities
                          diff --git a/docs/build/html/utils/preprocess.html b/docs/build/html/utils/preprocess.html index 53397c0d..dc71ba9d 100644 --- a/docs/build/html/utils/preprocess.html +++ b/docs/build/html/utils/preprocess.html @@ -47,11 +47,11 @@

                          Contents:

                          • Introduction
                            • -
                          • The Basics
                            • -
                          • feature_builder module
                            • +
                          • The Basics (Get Started Here!)
                            • +
                          • Worked Example
                          • Features: Technical Documentation
                          • Features: Conceptual Documentation
                            • -
                          • Worked Example
                            • +
                          • feature_builder module
                          • Utilities
                            • “Driver” Classes: Utterance-, Conversation-, and Speaker-Level Features
                            • Other Utilities
                                @@ -254,8 +254,10 @@
                                utils.preprocess.preprocess_text(text)

                                Preprocess text by removing non-alphanumeric characters and converting to lowercase.

                                -

                                This function takes a string, removes any characters that are not letters, numbers, or spaces, -and converts the remaining text to lowercase.

                                +
                                +
                                This function takes a string, removes any characters that are not letters, numbers, or spaces,

                                except certain emojis, and converts the remaining text to lowercase.

                                +
                                +
                                Parameters:

                                text (str) – The input text to process.

                                diff --git a/docs/build/html/utils/summarize_features.html b/docs/build/html/utils/summarize_features.html index d3334c35..11d56eec 100644 --- a/docs/build/html/utils/summarize_features.html +++ b/docs/build/html/utils/summarize_features.html @@ -47,23 +47,28 @@

                                Contents:

                                • Introduction
                                  • -
                                • The Basics
                                  • -
                                • feature_builder module
                                  • +
                                • The Basics (Get Started Here!)
                                  • +
                                • Worked Example
                                • Features: Technical Documentation
                                • Features: Conceptual Documentation
                                  • -
                                • Worked Example
                                  • +
                                • feature_builder module
                                • Utilities
                                  • “Driver” Classes: Utterance-, Conversation-, and Speaker-Level Features
                                  • Other Utilities
                                    • preload_word_lists module
                                    • preprocess module
                                    • summarize_features module
                                      • @@ -105,11 +110,35 @@

                                      summarize_features module

                                      -
                                      -utils.summarize_features.get_average(input_data, column_to_summarize, new_column_name, conversation_id_col)
                                      -

                                      Generate a summary DataFrame with the average of a specified column per conversation.

                                      -

                                      This function calculates the average of a specified column for each conversation in the input data, -and returns a DataFrame containing the conversation number and the calculated average.

                                      +
                                      +utils.summarize_features.get_max(input_data, column_to_summarize, new_column_name, conversation_id_col)
                                      +

                                      Generate a summary DataFrame with the maximum value of a specified column per conversation.

                                      +

                                      This function calculates the maximum value of a specified column for each conversation in the input data, +and returns a DataFrame containing the conversation number and the calculated maximum value.

                                      +
                                      +
                                      Parameters:
                                      +
                                        +

                                      • input_data (pandas.DataFrame) – The DataFrame containing data at the chat or user level.

                                        • +

                                      • column_to_summarize (str) – The name of the column to be aggregated for maximum value.

                                        • +

                                      • new_column_name (str) – The desired name for the new summary column.

                                        • +

                                      • conversation_id_col (str) – A string representing the column name that should be selected as the conversation ID.

                                        • +
                                      +
                                      +
                                      Returns:
                                      +

                                      A DataFrame with the conversation number and the maximum value of the specified column.

                                      +
                                      +
                                      Return type:
                                      +

                                      pandas.DataFrame

                                      +
                                      +
                                      +
                                      + +
                                      +
                                      +utils.summarize_features.get_mean(input_data, column_to_summarize, new_column_name, conversation_id_col)
                                      +

                                      Generate a summary DataFrame with the mean of a specified column per conversation.

                                      +

                                      This function calculates the mean of a specified column for each conversation in the input data, +and returns a DataFrame containing the conversation number and the calculated mean.

                                      Parameters:
                                        @@ -120,7 +149,7 @@
                                      Returns:
                                      -

                                      A DataFrame with the conversation number and the average of the specified column.

                                      +

                                      A DataFrame with the conversation number and the mean of the specified column.

                                      Return type:

                                      pandas.DataFrame

                                      @@ -129,22 +158,22 @@
                                      -
                                      -utils.summarize_features.get_max(input_data, column_to_summarize, new_column_name, conversation_id_col)
                                      -

                                      Generate a summary DataFrame with the maximum value of a specified column per conversation.

                                      -

                                      This function calculates the maximum value of a specified column for each conversation in the input data, -and returns a DataFrame containing the conversation number and the calculated maximum value.

                                      +
                                      +utils.summarize_features.get_median(input_data, column_to_summarize, new_column_name, conversation_id_col)
                                      +

                                      Generate a summary DataFrame with the median of a specified column per conversation.

                                      +

                                      This function calculates the median of a specified column for each conversation in the input data, +and returns a DataFrame containing the conversation number and the calculated median.

                                      Parameters:

                                      • input_data (pandas.DataFrame) – The DataFrame containing data at the chat or user level.

                                        • -

                                      • column_to_summarize (str) – The name of the column to be aggregated for maximum value.

                                        • +

                                      • column_to_summarize (str) – The name of the column to be aggregated for median.

                                      • new_column_name (str) – The desired name for the new summary column.

                                      • conversation_id_col (str) – A string representing the column name that should be selected as the conversation ID.

                                      Returns:
                                      -

                                      A DataFrame with the conversation number and the maximum value of the specified column.

                                      +

                                      A DataFrame with the conversation number and the median of the specified column.

                                      Return type:

                                      pandas.DataFrame

                                      @@ -225,22 +254,118 @@
                                      -
                                      -utils.summarize_features.get_user_average_dataframe(chat_level_data, on_column, conversation_id_col, speaker_id_col)
                                      +
                                      +utils.summarize_features.get_user_max_dataframe(chat_level_data, on_column, conversation_id_col, speaker_id_col)
                                      +

                                      Generate a user-level summary DataFrame by maximizing a specified column per individual.

                                      +

                                      This function groups chat-level data by user and conversation, calculates the max values +of a specified numeric column for each user, and returns the resulting DataFrame.

                                      +
                                      +
                                      Parameters:
                                      +
                                        +

                                      • chat_level_data (pandas.DataFrame) – The DataFrame in which each row represents a single chat.

                                        • +

                                      • on_column (str) – The name of the numeric column to max for each user.

                                        • +

                                      • conversation_id_col (str) – A string representing the column name that should be selected as the conversation ID.

                                        • +

                                      • speaker_id (str) – The column name representing the user identifier.

                                        • +
                                      +
                                      +
                                      Returns:
                                      +

                                      A grouped DataFrame with the max of the specified column per individual.

                                      +
                                      +
                                      Return type:
                                      +

                                      pandas.DataFrame

                                      +
                                      +
                                      +
                                      + +
                                      +
                                      +utils.summarize_features.get_user_mean_dataframe(chat_level_data, on_column, conversation_id_col, speaker_id_col)

                                      Generate a user-level summary DataFrame by averaging a specified column per individual.

                                      -

                                      This function groups chat-level data by user and conversation, calculates the average values +

                                      This function groups chat-level data by user and conversation, calculates the mean values +of a specified numeric column for each user, and returns the resulting DataFrame.

                                      +
                                      +
                                      Parameters:
                                      +
                                        +

                                      • chat_level_data (pandas.DataFrame) – The DataFrame in which each row represents a single chat.

                                        • +

                                      • on_column (str) – The name of the numeric column to mean for each user.

                                        • +

                                      • conversation_id_col (str) – A string representing the column name that should be selected as the conversation ID.

                                        • +

                                      • speaker_id (str) – The column name representing the user identifier.

                                        • +
                                      +
                                      +
                                      Returns:
                                      +

                                      A grouped DataFrame with the mean of the specified column per individual.

                                      +
                                      +
                                      Return type:
                                      +

                                      pandas.DataFrame

                                      +
                                      +
                                      +
                                      + +
                                      +
                                      +utils.summarize_features.get_user_median_dataframe(chat_level_data, on_column, conversation_id_col, speaker_id_col)
                                      +

                                      Generate a user-level summary DataFrame with the median of a specified column per individual.

                                      +

                                      This function groups chat-level data by user and conversation, calculates the median values +of a specified numeric column for each user, and returns the resulting DataFrame.

                                      +
                                      +
                                      Parameters:
                                      +
                                        +

                                      • chat_level_data (pandas.DataFrame) – The DataFrame in which each row represents a single chat.

                                        • +

                                      • on_column (str) – The name of the numeric column to median for each user.

                                        • +

                                      • conversation_id_col (str) – A string representing the column name that should be selected as the conversation ID.

                                        • +

                                      • speaker_id (str) – The column name representing the user identifier.

                                        • +
                                      +
                                      +
                                      Returns:
                                      +

                                      A grouped DataFrame with the median of the specified column per individual.

                                      +
                                      +
                                      Return type:
                                      +

                                      pandas.DataFrame

                                      +
                                      +
                                      +
                                      + +
                                      +
                                      +utils.summarize_features.get_user_min_dataframe(chat_level_data, on_column, conversation_id_col, speaker_id_col)
                                      +

                                      Generate a user-level summary DataFrame by minmizing a specified column per individual.

                                      +

                                      This function groups chat-level data by user and conversation, calculates the min values +of a specified numeric column for each user, and returns the resulting DataFrame.

                                      +
                                      +
                                      Parameters:
                                      +
                                        +

                                      • chat_level_data (pandas.DataFrame) – The DataFrame in which each row represents a single chat.

                                        • +

                                      • on_column (str) – The name of the numeric column to max for each user.

                                        • +

                                      • conversation_id_col (str) – A string representing the column name that should be selected as the conversation ID.

                                        • +

                                      • speaker_id (str) – The column name representing the user identifier.

                                        • +
                                      +
                                      +
                                      Returns:
                                      +

                                      A grouped DataFrame with the min of the specified column per individual.

                                      +
                                      +
                                      Return type:
                                      +

                                      pandas.DataFrame

                                      +
                                      +
                                      +
                                      + +
                                      +
                                      +utils.summarize_features.get_user_stdev_dataframe(chat_level_data, on_column, conversation_id_col, speaker_id_col)
                                      +

                                      Generate a user-level summary DataFrame with the standard deviation a specified column per individual.

                                      +

                                      This function groups chat-level data by user and conversation, calculates the standard deviation values of a specified numeric column for each user, and returns the resulting DataFrame.

                                      Parameters:

                                      • chat_level_data (pandas.DataFrame) – The DataFrame in which each row represents a single chat.

                                        • -

                                      • on_column (str) – The name of the numeric column to average for each user.

                                        • +

                                      • on_column (str) – The name of the numeric column to standard deviation for each user.

                                      • conversation_id_col (str) – A string representing the column name that should be selected as the conversation ID.

                                      • speaker_id (str) – The column name representing the user identifier.

                                      Returns:
                                      -

                                      A grouped DataFrame with the average of the specified column per individual.

                                      +

                                      A grouped DataFrame with the standard deviation of the specified column per individual.

                                      Return type:

                                      pandas.DataFrame

                                      diff --git a/docs/build/html/utils/zscore_chats_and_conversation.html b/docs/build/html/utils/zscore_chats_and_conversation.html index 634141eb..5d0691ef 100644 --- a/docs/build/html/utils/zscore_chats_and_conversation.html +++ b/docs/build/html/utils/zscore_chats_and_conversation.html @@ -47,11 +47,11 @@

                                      Contents:

                                      • Introduction
                                        • -
                                      • The Basics
                                        • -
                                      • feature_builder module
                                        • +
                                      • The Basics (Get Started Here!)
                                        • +
                                      • Worked Example
                                      • Features: Technical Documentation
                                      • Features: Conceptual Documentation
                                        • -
                                      • Worked Example
                                        • +
                                      • feature_builder module
                                      • Utilities
                                        • “Driver” Classes: Utterance-, Conversation-, and Speaker-Level Features
                                        • Other Utilities
                                            diff --git a/docs/source/basics.rst b/docs/source/basics.rst index 87221375..95eba513 100644 --- a/docs/source/basics.rst +++ b/docs/source/basics.rst @@ -1,7 +1,7 @@ .. _basics: -The Basics -========== +The Basics (Get Started Here!) +================================ A Light-Touch, One-Function Package ************************************* @@ -17,7 +17,12 @@ Demo / Sample Code We have provided a simple example file, "featurize.py", and a demo notebook, "demo.ipynb," under our `examples folder `_ on GitHub. -You can also `access our demo notebook on Google Colab `_, where you can make a copy and run it on your own. +We also have demos available on Google Colab that you can copy and run on your own: + +- `Demo 1: Overview of Team Communication Toolkit and 3 Levels of Features `_ + +- `Demo 2: Sample Analysis with the Group Affect and Performance Corpus `_ + Key Assumptions and Parameters ******************************* @@ -27,27 +32,29 @@ Package Assumptions 1. **Pandas DataFrame**: Your input should be a `Pandas dataframe `_. -2. **Unique Conversation Identifier**: Each conversation in your dataframe needs a unique identifier (defined by **conversation_id_col**), or it can be generated by grouping multiple columns (defined by **grouping_keys**). +2. **Unique Conversation Identifier**: Each conversation in your dataframe needs a unique identifier (defined by ``conversation_id_col``), or it can be generated by grouping multiple columns (defined by ``grouping_keys``). - * **conversation_id_col** defaults to "conversation_num." - * If **grouping_keys** are provided, they override the conversation identifier. + * ``conversation_id_col`` defaults to "conversation_num." + * If ``grouping_keys`` are provided, they override the conversation identifier. -3. **Unique Speaker Identifier**: Each speaker in the conversation should have a unique identifier (defined by **speaker_id_col**). +3. **Unique Speaker Identifier**: Each speaker in the conversation should have a unique identifier (defined by ``speaker_id_col``). - * **speaker_id_col** defaults to "speaker_nickname." + * ``speaker_id_col`` defaults to "speaker_nickname." -4. **Single Utterance Column**: The text of a single utterance should be in one column in the dataframe (defined by **message_col**). +4. **Single Utterance Column**: The text of a single utterance should be in one column in the dataframe (defined by ``message_col``). - * **message_col** defaults to "message." + * ``message_col`` defaults to "message." * Ensure you've segmented and preprocessed conversational transcripts into "utterances" or "turns". We do not accept open-ended transcripts. 5. **Temporal Order**: Messages should be in **temporal order**. Earlier rows are assumed to be utterances that occurred before later rows. -6. **Timestamps**: If timestamps for each message exist, they should be in a column (**timestamp_col**), or in two columns. **timestamp_col** can be a string or a tuple of (start, end), with the first item as the start time and the second item as the end time. +6. **Timestamps**: If timestamps for each message exist, they should be in a column (``timestamp_col``), or in two columns. ``timestamp_col`` can be a string or a tuple of (start, end), with the first item as the start time and the second item as the end time. -7. **Additional Columns**: Columns not required as inputs (conversation identifier, speaker identifier, message, and timestamp column(s)) are assumed to be metadata and won't be summarized in the featurization process. +7. **Timestamp Unit**: We accept all timestamp formats compatible with `pandas.to_datetime `_. If your timestamp is an integer or float number, we default to treating the units as milliseconds ('ms'). This default can be changed using the ``timestamp_unit`` parameter; acceptable values are ``(D, s, ms, us, ns)``. -8. **Vector Data Cache**: Your data's vector data will be cached in **vector_directory**. This directory will be created if it doesn’t exist, but its contents should be reserved for cached vector files. +8. **Metadata Columns**: Columns not required as inputs (conversation identifier, speaker identifier, message, and timestamp column(s)) are assumed to be metadata and won't be summarized in the featurization process. + +9. **Vector Data Cache**: Your data's vector data will be cached in ``vector_directory``. This directory will be created if it doesn’t exist, but its contents should be reserved for cached vector files. * This parameter defaults to "vector_data/". @@ -55,9 +62,9 @@ Package Assumptions * Additionally, we assume that empty messages are equivalent to "NaN vector," defined `here `_. -9. **Output File Base**: We generate three output files at different levels of analysis. (Utterance/Chat, Speaker/User, and Conversation). We recommend using the **output_file_base** parameter to give them all a common naming scheme (a string that will be used to automatically name all files). You can also name each of them individually, but there's some complexity (for now) that we explain in :ref:`output_file_details`. +10. **Output File Base**: We generate three output files at different levels of analysis. (Utterance/Chat, Speaker/User, and Conversation). We recommend using the ``output_file_base`` parameter to give them all a common naming scheme (a string that will be used to automatically name all files). You can also name each of them individually, but there's some complexity (for now) that we explain in :ref:`output_file_details`. -10. **Custom Features**: To save time, we exclude features that require computing sentence vectors by default. To access these features, use the **custom_features** parameter in your FeatureBuilder: +11. **Custom Features**: To save time, we exclude features that require computing sentence vectors by default. To access these features, use the ``custom_features`` parameter in your FeatureBuilder: .. code-block:: python @@ -68,21 +75,41 @@ Package Assumptions "Forward Flow", "Discursive Diversity"] -11. **Summarizing Numeric Features**: All numeric utterance-level features are **summarizable**. Aggregations (e.g., "mean level of positivity") will appear in the Conversation-level data. +12. **Summarizing Numeric Features**: All numeric utterance-level features are **summarizable**. Aggregations (e.g., "mean level of positivity") will appear in the Conversation-level data. Customizable Parameters ++++++++++++++++++++++++ Here are some parameters that can be customized. For more details, refer to the :ref:`examples` and :ref:`feature_builder`. -1. **analyze_first_pct**: Analyze only the first portion (X% of utterances) of a conversation. +1. ``analyze_first_pct``: Analyze only the first portion (X% of utterances) of a conversation. + +2. ``turns``: Combine successive messages by the same individual into a single "turn." + +3. ``cumulative_grouping`` and ``within_task``: Perform nested grouping, analyzing "sub-conversations" within a larger conversation together. + +4. ``ner_training_df`` and ``ner_cutoff``: Measure the number of named entities in each utterance (see :ref:`named_entity_recognition`). + +5. ``regenerate_vectors``: Force-regenerate vector data even if it already exists. + +6. **compute_vectors_from_preprocessed**: Computes vectors using preprocessed text (that is, with capitalization and punctuation removed). This was the default behavior for v.0.1.3 and earlier, but we now default to computing metrics on the unpreprocessed text (which INCLUDES capitalization and punctuation), and this parameter now defaults to False. + +7. **custom_liwc_dictionary_path**: Allows the user to "bring their own" LIWC dictionary, and thereby access more recent versions of the LIWC features. Our default version of LIWC is 2007, but users can obtain more recent versions of the lexicon by contacting `Ryan Boyd `_ and `Jamie Pennebaker `_. For more information on using the custom LIWC dictionary, please see :ref:`liwc`. + +8. **Custom Aggregation of Utterance (Chat)-Level Attributes** (``convo_aggregation``, ``convo_methods``, ``convo_columns``, ``user_aggregation``, ``user_methods``, and ``user_columns``): Customize the ways in which attributes at a lower level of analysis (for example, the number of words in a given message) get aggregated to a higher level of analysis (for example, the total number of words in an entire conversation.) See the Worked Example (:ref:`custom_aggregation`) for details. + +Example Usage: -2. **turns**: Combine successive messages by the same individual into a single "turn." +.. code-block:: python -3. **cumulative_grouping** and **within_task**: Perform nested grouping, analyzing "sub-conversations" within a larger conversation together. + convo_methods = ['max', 'median'] # This aggregates ONLY "positive_bert" at the conversation level using max and median. + convo_columns = ['positive_bert'], + user_methods = ['mean'] # This aggregates ONLY "negative_bert" at the speaker/user level using mean. + user_columns = ['negative_bert'] -4. **ner_training_df** and **ner_cutoff**: Measure the number of named entities in each utterance (see :ref:`named_entity_recognition`). +To turn off aggregation, set the following parameters to ``False``. By default, both are ``True`` as aggregation is performed automatically: -5. **regenerate_vectors**: Force-regenerate vector data even if it already exists. +.. code-block:: python -6. **compute_vectors_from_preprocessed**: Computes vectors using preprocessed text (that is, with capitalization and punctuation removed). This was the default behavior for v.0.1.3 and earlier, but we now default to computing metrics on the unpreprocessed text (which INCLUDES capitalization and punctuation), and this parameter now defaults to False. \ No newline at end of file + convo_aggregation = False + user_aggregation = False diff --git a/docs/source/examples.rst b/docs/source/examples.rst index b7bc948d..d3c0c97f 100644 --- a/docs/source/examples.rst +++ b/docs/source/examples.rst @@ -1,19 +1,25 @@ .. _examples: +================ Worked Example ================ +------------------- Demo / Sample Code -******************* +------------------- After following the "Getting Started" steps below, the Team Communication Toolkit can be imported at the top of any Python script. We have provided a simple example file, "featurize.py", and a demo notebook, "demo.ipynb," under our `examples folder `_ on GitHub. -You can also `access our demo notebook on Google Colab `_, where you can make a copy and run it on your own. +We also have demos available on Google Colab that you can copy and run on your own: + +- `Demo 1: Overview of Team Communication Toolkit and 3 Levels of Features `_ + +- `Demo 2: Sample Analysis with the Group Affect and Performance Corpus `_ Finally, this page will walk you through a case study, highlighting top use cases and considerations when using the toolkit. Getting Started -**************** +================= To use our tool, please ensure that you have Python >= 3.10 installed and a working version of `pip `_, which is Python's package installer. Then, in your local environment, run the following: @@ -24,7 +30,7 @@ To use our tool, please ensure that you have Python >= 3.10 installed and a work This command will automatically install our package and all required dependencies. Troubleshooting -++++++++++++++++ +----------------- In the event that some dependency installations fail (for example, you may get an error that ``en_core_web_sm`` from Spacy is not found, or that there is a missing NLTK resource), please run this simple one-line command in your terminal, which will force the installation of Spacy and NLTK dependencies: @@ -37,14 +43,14 @@ If you encounter a further issue in which the 'wordnet' package from NLTK is not You can also find a full list of our requirements `here `_. Import Recommendations: Virtual Environment and Pip -+++++++++++++++++++++++++++++++++++++++++++++++++++++ +----------------------------------------------------- **We strongly recommend using a virtual environment in Python to run the package.** We have several specific dependency requirements. One important one is that we are currently only compatible with numpy < 2.0.0 because `numpy 2.0.0 and above `_ made significant changes that are not compatible with other dependencies of our package. As those dependencies are updated, we will support later versions of numpy. **We also strongly recommend that your version of pip is up-to-date (>=24.0).** There have been reports in which users have had trouble downloading dependencies (specifically, the Spacy package) with older versions of pip. If you get an error with downloading ``en_core_web_sm``, we recommend updating pip. Importing the Package -++++++++++++++++++++++ +----------------------- After you import the package and install dependencies, you can then use our tool in your Python script as follows: @@ -57,12 +63,12 @@ Now you have access to the :ref:`feature_builder`. This is the main class that y *Note*: PyPI treats hyphens and underscores equally, so "pip install team_comm_tools" and "pip install team-comm-tools" are equivalent. However, Python does NOT treat them equally, and **you should use underscores when you import the package, like this: from team_comm_tools import FeatureBuilder**. Walkthrough: Running the FeatureBuilder on Your Data -***************************************************** +======================================================= Next, we'll go through the details of running the FeatureBuilder on your data, discussing each of the specific options / parameters at your disposal. Configuring the FeatureBuilder -++++++++++++++++++++++++++++++++ +-------------------------------- The FeatureBuilder accepts any Pandas DataFrame as the input, so you can read in data in whatever format you like. For the purposes of this walkthrough, we'll be using some jury deliberation data from `Hu et al. (2021) `_. @@ -91,10 +97,10 @@ Now we are ready to call the FeatureBuilder on our data. All we need to do is de jury_feature_builder.featurize() Basic Input Columns -^^^^^^^^^^^^^^^^^^^^ +~~~~~~~~~~~~~~~~~~~~ Conversation Parameters -""""""""""""""""""""""""" +************************** * The **input_df** parameter is where you pass in your dataframe. In this case, we want to run the FeatureBuilder on the juries data that we read in! @@ -129,7 +135,7 @@ Conversation Parameters conversation_id_col = "batch_num" Vector Directory -"""""""""""""""""" +******************* * The **vector_directory** is the name of a directory in which we will store some pre-processed information. Some features require running inference from HuggingFace's `RoBERTa-based sentiment model `_, and others require generating `SBERT vectors `_. These processes take time, and we cache the outputs so that subsequent runs of the FeatureBuilder on the same dataset will not take as much time. Therefore, we require you to pass in a location where you'd like us to save these outputs. @@ -144,7 +150,7 @@ Vector Directory .. _output_file_details: Output File Naming Details -"""""""""""""""""""""""""""" +***************************** * There are three output files for each run of the FeatureBuilder, which mirror the three levels of analysis: utterance-, speaker-, and conversation-level. (Please see the section on `Generating Features: Utterance-, Speaker-, and Conversation-Level `_ for more details.) These are generated using the **output_file_base** parameter. @@ -184,7 +190,7 @@ Output File Naming Details Turns -"""""" +****** * The **turns** parameter controls whether we want to treat successive messages from the same person as a single turn. For example, in a text conversation, sometimes individuals will send many message in rapid succession, as follows: @@ -200,13 +206,20 @@ Turns Advanced Configuration Columns -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + More advanced users of the FeatureBuilder should consider the following optional parameters, depending on their needs. +Regenerating Vector Cache +*************************** + * The **regenerate_vectors** parameter controls whether you'd like the FeatureBuilder to re-generate the content in the **vector_directory**, even if we have already cached the output of a previous run. It is useful if the underlying data has changed, but you want to give the output file the same name as a previous run of the FeatureBuilder. * By default, **we assume that, if your output file is named the same, that the underlying vectors are the same**. If this isn't true, you should set **regenerate_vectors = True** in order to clear out the cache and re-generate the RoBERTa and SBERT outputs. +Custom Features +***************** + * The **custom_features** parameter allows you to specify features that do not exist within our default set. **We default to NOT generating four features that depend on SBERT vectors, as the process for generating the vectors tends to be slow.** However, these features can provide interesting insights into the extent to which individuals in a conversation speak "similarly" or not, based on a vector similarity metric. To access these features, simply use the **custom_features** parameter: .. code-block:: python @@ -220,6 +233,9 @@ More advanced users of the FeatureBuilder should consider the following optional * You can chose to add any of these features depending on your preference. +Analyzing First Percentage (%) +******************************** + * The **analyze_first_pct** parameter allows you to "cut off" and separately analyze the first X% of a conversation, in case you wish to separately study different sections of a conversation as it progresses. For example, you may be interested in knowing how the attributes of the first 50% of a conversation differ from the attributes of the entire conversation. Then you can sepcify the following: .. code-block:: python @@ -230,8 +246,105 @@ More advanced users of the FeatureBuilder should consider the following optional * By default, we will simply analyze 100% of each conversation. +Named Entity Recognition +************************** + * The parameters **ner_training_df** and **ner_cutoff** are required if you would like the FeatureBuilder to identify named entities in your conversations. For example, the sentence, "John, did you talk to Michael this morning?" has two named entities: "John" and "Michael." The FeatureBuilder includes a tool that automatically detects these named entities, but it requires the user (you!) to specify some training data with examples of the types of named entities you'd like to recognize. This is because proper nouns can take many forms, from standard Western-style names (e.g., "John") to pseudonymous online nicknames (like "littleHorse"). More information about these parameters can be found in :ref:`named_entity_recognition`. +.. _custom_aggregation: + +Custom Aggregation +******************** + +Imagine that you, as a researcher, are interested in high-level characteristics of the entire conversation (for example, how much is said), but you only have measures at the (lower) level of each individual utterance (for example, the number of words in each message). How would you "aggregate" information from the lower level to the higher level? + +A simple solution is to sum up to the total number of words per utterance, and group by the conversation identifier. Then, you would have the total number of words for the entire conversation. You can imagine doing similar aggregations for other types of statistics --- for example, the average number of words, the variance in the number of words, and so on. + +The FeautureBuilder includes built-in functionality to perform aggregations across different levels of analysis. By default, all numeric attributes generated at the utterance (chat) level are aggregated using the functions ``mean``, ``max``, ``min``, and ``stdev``. + +We perform three types of aggregations. Consider, for example, a conversation with messages containing 5, 10, and 15 words. Then we would have the following: + +- **Conversation-Level Aggregates** transform statistics at the level of an utterance (chat) to the level of a conversation. An example is the mean number of words per utterance (10) and the maximum number of words in any utterance (15). +- **Speaker(User)-Level Aggregates** transform statistics at the level of an utterance (chat) to the level of a given speaker (user; participant) in a conversation. An example is the mean number of words per message by a particular speaker. +- **Conversation-Level Aggregates of Speaker-Level Information**: transform information about the speakers (users; participants) to the level of a conversation. An example is the average number of words for the most talkative speaker. + +Given that there are multiple default aggregation functions and numerous utterance-level attributes, an (overwhelmingly) large number of aggregation statistics can be produced. As of **v.0.1.5**, aggregation behavior can be customized using the following parameters: + +- ``convo_aggregation``: A boolean that defaults to ``True``; when turned to ``False``, aggregation at the conversation level is disabled **[NOTE 1]**. +- ``convo_methods``: A list specifying which aggregation methods to use at the conversation level. Options include ``mean``, ``max``, ``min``, ``stdev``, ``median``, and ``sum`` **[NOTE 2]; [NOTE 3]**. We default to using ``mean``, ``max``, ``min``, and ``stdev``. +- ``convo_columns``: A list specifying which utterance-level attributes to aggregate to the conversation level. These should be valid columns in the utterance (chat)-level data. This defaults to ``None``, which is configured to aggregate all available numeric outputs. + +Equivalent parameters for the speaker (user) level are: + +- ``user_aggregation``: A boolean that defaults to ``True``; when turned to ``False``, aggregation at the speaker (user) level is disabled **[NOTE 1]**. +- ``user_methods``: A list specifying which aggregation methods to use at the speaker/user level (with the same options as the conversation level). +- ``user_columns``: A list specifying which utterance-level attributes to aggregate at the speaker/user level. + +The table below summarizes the different types of aggregation, and the ways in which they can be customized: + +.. list-table:: Aggregation Overview + :header-rows: 1 + :widths: 20 15 20 20 10 15 25 + + * - Aggregation Type + - Default Methods + - Methods Available + - Customization Parameters + - Output DataFrame + - Example Aggregation + - Interpretation + * - Utterance (Chat) -> Conversation + - ``mean``, ``max``, ``min``, ``stdev`` + - ``mean``, ``max``, ``min``, ``stdev``, ``median``, ``sum`` + - ``convo_aggregation``, ``convo_methods``, ``convo_columns`` + - Conversation + - ``mean_num_words`` + - Average number of words per utterance in the conversation + * - Utterance (Chat) -> Speaker/User + - ``mean``, ``max``, ``min``, ``stdev`` + - ``mean``, ``max``, ``min``, ``stdev``, ``median``, ``sum`` + - ``user_aggregation``, ``user_methods``, ``user_columns`` + - Speaker/User + - ``mean_num_words`` + - Average number of words per utterance for a given individual + * - Speaker (User) -> Conversation + - ``mean``, ``max``, ``min``, ``stdev`` + - ``mean``, ``max``, ``min``, ``stdev``, ``median``, ``sum`` + - ``convo_aggregation``, ``convo_methods``, ``convo_columns`` + - Conversation + - ``max_user_mean_num_words`` + - Average number of words per utterance for the person who talked the most + + +Example Usage of Custom Aggregation Parameters ++++++++++++++++++++++++++++++++++++++++++++++++ + +To customize aggregation behavior, simply add the following when constructing your FeatureBuilder: + +.. code-block:: python + + convo_methods = ['max', 'median'] # This aggregates ONLY "positive_bert" at the conversation level using max and median. + convo_columns = ['positive_bert'], + user_methods = ['mean'] # This aggregates ONLY "negative_bert" at the speaker/user level using mean. + user_columns = ['negative_bert'] + +To turn off aggregation, set the following parameters to ``False``. By default, both are ``True`` as aggregation is performed automatically: + +.. code-block:: python + + convo_aggregation = False + user_aggregation = False + +Important Notes and Caveats +++++++++++++++++++++++++++++ + +- **[NOTE 1]** Even when aggregation is disabled, totals of words, messages, and characters are still summarized, as these are required for calculating the Gini Coefficient features. +- **[NOTE 2]** Be careful when choosing the "sum" aggregation method, as it is not always appropriate to use the "sum" as an aggregation function. While it is a sensible choice for utterance-level attributes that are *countable* (for example, the total number of words, or other lexical wordcounts), it is a less sensible choice for others (for example, it does not make sense to sum sentiment scores for each utterance in a conversation). Consequently, using the "sum" feature will come with an associated warning. +- **[NOTE 3]** In addition to aggregating from the utterance (chat) level to the conversation level, we also aggregate from the speaker (user) level to the conversation level, using the same methods specified in ``convo_methods`` to do so. + +Cumulative Grouping +********************* + * The parameters **cumulative_grouping** and **within_task** address a special case of having multiple conversational identifiers; **they assume that the same team has multiple sequential conversations, and that, in each conversation, they perform one or more separate activities**. This was originally created as a companion to a multi-stage Empirica game (see: ``_). For example, imagine that a team must complete 3 different tasks, each with 3 different subparts. Then we can model this event in terms of 1 team (High level), 3 tasks (Mid level), and 3 subparts per task (Low level). * In such an activity, we assume that there are three levels of identifiers: High, Mid, and Low. @@ -293,7 +406,7 @@ More advanced users of the FeatureBuilder should consider the following optional * Finally, it is important to remember that, since cumulative groupings mean that we progressively consider more and more of the same conversation, **your conversation dataframe will substantially increase in size**, and this may affect the runtime of your FeatureBuilder. Additional FeatureBuilder Considerations -++++++++++++++++++++++++++++++++++++++++ +------------------------------------------ Here are some additional design details of the FeatureBuilder that you may wish to keep in mind: @@ -304,10 +417,11 @@ Here are some additional design details of the FeatureBuilder that you may wish * **When summarizing features from the utterance level to the conversation and speaker level, we only consider numeric features.** This is perhaps a simplifying assumption more than anything else; although we do extract non-numeric information (for example, a Dale-Chall label of whether an utterance is "Easy" to ready or not; a list of named entities identified), we cannot summarize these efficiently, so they are not considered. Inspecting Generated Features -++++++++++++++++++++++++++++++ +-------------------------------- Feature Information -^^^^^^^^^^^^^^^^^^^^^ +~~~~~~~~~~~~~~~~~~~~ + Every FeatureBuilder object has an underlying property called the **feature_dict**, which lists information and references about the features included in the toolkit. Assuming that **jury_feature_builder** is the name of your FeatureBuilder, you can access the feature dictionary as follows: .. code-block:: python @@ -346,7 +460,7 @@ Here is some example output (for the RoBERTa sentiment feature): 'bert_sentiment_data': True} Feature Column Names -^^^^^^^^^^^^^^^^^^^^^ +~~~~~~~~~~~~~~~~~~~~~~ Once you call **.featurize()**, you can also obtain a convenient list of the feature columns generated by the toolkit: diff --git a/docs/source/features/index.rst b/docs/source/features/index.rst index 1f67bc29..7d37357e 100644 --- a/docs/source/features/index.rst +++ b/docs/source/features/index.rst @@ -32,7 +32,11 @@ Utterance-Level features are calculated *first* in the Toolkit, as many conversa Conversation-Level Features **************************** -Once utterance-level features are computed, we compute conversation-level features; some of these features represent an aggregation of utterance-level information (for example, the "average level of positivity" in a conversation is simply the mean positivity score for each utterance). Other conversation-level features are constructs that are defined only at the conversation-level, such as the level of "burstiness" in a team's communication patterns. + +Base Conversation-Level Features ++++++++++++++++++++++++++++++++++++ + +The following features are constructs that are defined only at the conversation-level, such as the level of "burstiness" in a team's communication patterns. We call these the "base" conversation-level features, and they can be accessed using a property of the ``FeatureBuilder`` object: ``FeatureBuilder.conv_features_base``. .. toctree:: :maxdepth: 1 @@ -45,13 +49,19 @@ Once utterance-level features are computed, we compute conversation-level featur variance_in_DD within_person_discursive_range turn_taking_features + lsm + +Conversation-Level Aggregates ++++++++++++++++++++++++++++++++++++ +Once utterance-level features are computed, we compute conversation-level features; some of these features represent an aggregation of utterance-level information (for example, the "average level of positivity" in a conversation is simply the mean positivity score for each utterance). + +By default, all numeric attributes generated at the utterance (chat) level are aggregated using the functions ``mean``, ``max``, ``min``, and ``stdev``. However, this behavior can be customized, with details in the Worked Example (see :ref:`custom_aggregation`). Speaker- (User) Level Features ********************************* User-level features generally represent an aggregation of features at the utterance- level (for example, the average number of words spoken *by a particular user*). There is therefore limited speaker-level feature documentation, other than a function used to compute the "network" of other speakers that an individual interacts with in a conversation. -You may reference the :ref:`Speaker (User)-Level Features Page ` for more information. - +You may reference the :ref:`Speaker (User)-Level Features Page ` for more information, as well as the details in the Worked Example (see :ref:`custom_aggregation`). .. toctree:: :maxdepth: 1 diff --git a/docs/source/features/lsm.rst b/docs/source/features/lsm.rst new file mode 100644 index 00000000..d186b9bb --- /dev/null +++ b/docs/source/features/lsm.rst @@ -0,0 +1,7 @@ +lsm module +============ + +.. automodule:: features.lsm_features + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/source/features_conceptual/content_word_accommodation.rst b/docs/source/features_conceptual/content_word_accommodation.rst index d82a6b64..38d61559 100644 --- a/docs/source/features_conceptual/content_word_accommodation.rst +++ b/docs/source/features_conceptual/content_word_accommodation.rst @@ -13,10 +13,16 @@ Citation Implementation Basics ********************** -To compute the feature, we count the number of shared content words (defined as anything that is not on the function word list) between the current and previous utterance in a conversation, then normalize it by the frequency of the word across all inputs in the dataset. This follows the original authors' method: +To compute the feature, we count the number of shared content words (defined as anything that is not on the function word list) between the current and previous utterance in a conversation, normalized by the frequency at which the word appears. This follows the original authors' method: Content words are defined as any word that is not a function word. For each content word w in a given speaker’s turn, if w also occurs in the immediately preceding turn of the other, we count w as an accommodated content word. The raw count of accommodated content words is be the total number of these accommodated content words over every turn in the conversation side. Because content words vary widely in frequency, we normalized our counts by the frequency of each word. +For completeness, we interprete "the frequency of each word" in two distinct ways: + +1. **The frequency of each word across the entire dataset (`content_word_accommodation`)**: here, we normalize non-function words with respect to the language used across all conversations in the dataset. This version of accommodation is useful if the entire dataset consists of similar conversations, or conversations about the same topic. Normalizing with respect to a larger dataset will be useful in establishing better estimates in identifying (and appropriately weigting) whichs words carry meaningful content in a particular domain. + +2. **The frequency of each word within a given conversation (`content_word_accommodation_per_conv`)**: here, we normalize non-function words with respect only to the language in a given conversation. This version of accommodation is useful if the dataset consists of very distinct conversations, for which it may not make sense to assume that the distribution of which words are "important" will hold across different domains. + The feature requires a reference list of function words, which are defined by the original authors as follows. **Auxiliary and copular verbs** diff --git a/docs/source/features_conceptual/index.rst b/docs/source/features_conceptual/index.rst index 38a7a321..dd812578 100644 --- a/docs/source/features_conceptual/index.rst +++ b/docs/source/features_conceptual/index.rst @@ -48,4 +48,5 @@ Conversation-Level Features turn_taking_index team_burstiness discursive_diversity - information_diversity \ No newline at end of file + information_diversity + lsm \ No newline at end of file diff --git a/docs/source/features_conceptual/liwc.rst b/docs/source/features_conceptual/liwc.rst index 399cd743..fb0c2d3b 100644 --- a/docs/source/features_conceptual/liwc.rst +++ b/docs/source/features_conceptual/liwc.rst @@ -31,15 +31,36 @@ For each word in the LIWC lexicon, we use a regular expression to count the numb Rate of word use per 100 words = (count / utterance length) * (utterance length / 100) - **In v.1.0.4 and later:** - Lexical values are represented as a **raw count** of the number of times they appear in the utteranc + Lexical values are represented as a **raw count** of the number of times they appear in the utterance. + +New in v.1.0.5: "Bring Your Own LIWC" Custom Lexicon +****************************************************** + +v.1.0.5 introduces a new feature, **"Bring Your Own LIWC"**. We are incredibly grateful to `Ryan Boyd `_ and `Jamie Pennebaker `_ for their close support in creating this feature. + +The Team Communication Toolkit's built-in version of LIWC is the 2007 version of the lexicon. However, academic users can reach out to Ryan and Jamie for a more up-to-date version of the lexicon. The lexicon is formatted in a standard `.dic` file format. + +If you have your own local copy of the LIWC lexicon, you can use the Team Communication Toolkit to generate category wordcounts for your "custom" dictionary. We expect the format to be the LIWC standard format from Boyd and Pennebaker. + +To use "Bring Your Own LIWC," simply point the **custom_liwc_dictionary_path** in your FeatureBuilder to a local copy of the lexicon: + +.. code-block:: python + + feature_builder = FeatureBuilder( + input_df = your_data, # This is your input dataframe + output_file_base = "liwc_test_output", + custom_liwc_dictionary_path = "./LIWC2015.Dictionary.English.2024.08.27.95450.dic" # Obtain this file from Ryan and Jamie + ) + feature_builder.featurize() + +Outputted columns from a custom lexicon will have the name of the lexicon appended by ``_lexical_wordcount_custom`` to denote that they come from a custom lexicon. The names of columns generated by the custom lexicon will appear in ``FeatureBuilder.chat_features``. + Interpreting the Feature ************************* In general, the higher the value, the more that an utterance displays the concept "represented" by the lexicon. For example, a high value of the Home lexicon suggests that a speaker is discussing topics related to the home. -The scaled value is lower-bounded at 0 (if no words from the lexicon appear) and has no upper bound, as the value increases with the length of the utterance; for example, in a hypothetical utterance that is 1,000 words long, if all 1,000 words belong to a lexicon, the rate per 100 words would be (1000/1000 * 1000/100 = 10). - -We note, however, that in general, the lexicon-based approach to measuring concepts has several limitations. **Lexicons use a bag-of-words-based approach**, which means that it does not take the ordering of words or the context into account. This can be particularly signifiant for issues such as positive language; the sentence "I am not happy" contains the word "happy," which would count towards the positive lexicon --- even though the statement is negative! +We note, however, that the lexicon-based approach to measuring concepts has several limitations. **Lexicons use a bag-of-words-based approach**, which means that it does not take the ordering of words or the context into account. This can be particularly signifiant for issues such as positive language; the sentence "I am not happy" contains the word "happy," which would count towards the positive lexicon --- even though the statement is negative! Finally, **LIWC typically recommends having an utterance of at least 100 words**, as measures for shorter pieces of text may not be reliable. diff --git a/docs/source/features_conceptual/lsm.rst b/docs/source/features_conceptual/lsm.rst new file mode 100644 index 00000000..20339390 --- /dev/null +++ b/docs/source/features_conceptual/lsm.rst @@ -0,0 +1,35 @@ +.. _LSM: + +LANGUAGE STYLE MATCHING +======================== + +High-Level Intuition +********************* +Language Style Matching (LSM) measures the degree to which individuals in a conversation align their linguistic styles. It reflects social dynamics like rapport, group cohesion, and interpersonal understanding by analyzing the similarity in function word usage (e.g., pronouns, conjunctions) between group members. + +Citation +********* +`Gonzales, A. L., Hancock, J. T., & Pennebaker, J. W. (2010). Language style matching as a predictor of social dynamics in small groups. Communication Research, 37(1), 3–19. `_ + +Implementation Basics +********************** +The code computes LSM by analyzing the usage of specific function words (e.g., pronouns, conjunctions) by speakers in a conversation. It calculates the proportion of each function word type used by a speaker and compares it to the average usage of the same word type by other speakers in the same conversation. The formula for LSM reflects the similarity between these proportions, with higher values indicating greater alignment. + +Implementation Notes/Caveats +***************************** +This implementation adheres closely to the methodology described in the source paper, noting that our implementation does not include the calculation of Cronbach's alpha. However, there may be differences in how certain edge cases are handled, such as: +1. Conversations with only one speaker. +2. Instances where specific function word counts are zero, requiring safeguards to avoid division by zero errors. + +Interpreting the Feature +************************* +Read the code associated with this feature and answer the following questions, if applicable: + +- LSM scores range from 0 to 1, where 1 indicates perfect linguistic alignment and 0 indicates no alignment. +- The LSM scores for each sub-category of function words (e.g., pronouns) can be interpreted individually. Thus, for example, a high LSM score (e.g., 0.85) for pronouns suggests that a speaker's pronoun usage closely matches the average usage by other group members. A low LSM score (e.g., 0.2) suggests less alignment in pronoun usage. +- LSM does not capture the content or context of conversations. It focuses purely on function word alignment and may not reflect deeper social or relational dynamics. +- If a conversation has only one speaker, no LSM score is calculated. + +Related Features +***************** +This feature bears similarities with measures of mimicry (e.g., :ref:`mimicry_bert`, :ref:`moving_mimicry`), but focuses specifically on function words rather than semantic mimicry (similar to :ref:`function_word_accommodation`, but operationalized at the level of an overall conversation). diff --git a/docs/source/features_conceptual/politeness_receptiveness_markers.rst b/docs/source/features_conceptual/politeness_receptiveness_markers.rst index 314478de..5d2fd30c 100644 --- a/docs/source/features_conceptual/politeness_receptiveness_markers.rst +++ b/docs/source/features_conceptual/politeness_receptiveness_markers.rst @@ -41,46 +41,46 @@ Interpreting the Feature The SECR module contains the following 39 features. -Impersonal_Pronoun -First_Person_Single -Hedges -Negation -Subjectivity -Negative_Emotion -Reasoning -Agreement -Second_Person -Adverb_Limiter -Disagreement -Acknowledgement -First_Person_Plural -For_Me -WH_Questions -YesNo_Questions -Bare_Command -Truth_Intensifier -Apology -Ask_Agency -By_The_Way -Can_You -Conjunction_Start -Could_You -Filler_Pause -For_You -Formal_Title -Give_Agency -Affirmation -Gratitude -Hello -Informal_Title -Let_Me_Know -Swearing -Reassurance -Please -Positive_Emotion -Goodbye -Token_count +- Impersonal_Pronoun +- First_Person_Single +- Hedges +- Negation +- Subjectivity +- Negative_Emotion +- Reasoning +- Agreement +- Second_Person +- Adverb_Limiter +- Disagreement +- Acknowledgement +- First_Person_Plural +- For_Me +- WH_Questions +- YesNo_Questions +- Bare_Command +- Truth_Intensifier +- Apology +- Ask_Agency +- By_The_Way +- Can_You +- Conjunction_Start +- Could_You +- Filler_Pause +- For_You +- Formal_Title +- Give_Agency +- Affirmation +- Gratitude +- Hello +- Informal_Title +- Let_Me_Know +- Swearing +- Reassurance +- Please +- Positive_Emotion +- Goodbye +- Token_count Related Features ***************** -Politness Strategies \ No newline at end of file +:ref:`politeness_strategies` contains a list of related conversational markers from an older paper (Danescu-Niculescu-Mizil et al., 2013). \ No newline at end of file diff --git a/docs/source/features_conceptual/politeness_strategies.rst b/docs/source/features_conceptual/politeness_strategies.rst index 61769217..9120825f 100644 --- a/docs/source/features_conceptual/politeness_strategies.rst +++ b/docs/source/features_conceptual/politeness_strategies.rst @@ -53,31 +53,32 @@ Interpreting the Feature List of politeness features returned by function (From cited papers): -======== ============================= ================ ===================================================== -Strategy Politeness In top quartile Example -======== ============================= ================ ===================================================== -1. Gratitude 0.87*** 78%*** I really appreciate that you’ve done them. -2. Deference 0.78*** 70%*** Nice work so far on your rewrite. -3. Greeting 0.43*** 45%*** Hey, I just tried to . . . -4. Positive lexicon 0.12*** 32%*** Wow! / This is a great way to deal. . . -5. Negative lexicon -0.13*** 22%** If you’re going to accuse me . . . -6. Apologizing 0.36*** 53%*** Sorry to bother you . . . -7. Please 0.49*** 57%*** Could you please say more. . . -8. Please start −0.30* 22% Please do not remove warnings . . . -9. Indirect (btw) 0.63*** 58%** By the way, where did you find . . . -10. Direct question −0.27*** 15%*** What is your native language? -11. Direct start −0.43*** 9%*** So can you retrieve it or not? -12. Counterfactual modal 0.47*** 52%*** Could/Would you . . . -13. Indicative modal 0.09 27% Can/Will you . . . -14. 1st person start 0.12*** 29%** I have just put the article . . . -15. 1st person pl. 0.08* 27% Could we find a less complex name . . . -16. 1st person 0.08*** 28%*** It is my view that ... -17. 2nd person 0.05*** 30%*** But what’s the good source you have in mind? -18. 2nd person start −0.30*** 17%** You’ve reverted yourself . . . -19. Hedges 0.14*** 28% I suggest we start with . . . -20. Factuality −0.38*** 13%*** In fact you did link, . . . -======== ============================= ================ ===================================================== +====== ============================== ===================== ================== ===================================================== + No. Strategy Politeness Score In top quartile Example + (Positive = More Polite) +====== ============================== ===================== ================== ===================================================== + 1. Gratitude 0.87*** 78%*** I really appreciate that you’ve done them. + 2. Deference 0.78*** 70%*** Nice work so far on your rewrite. + 3. Greeting 0.43*** 45%*** Hey, I just tried to . . . + 4. Positive lexicon 0.12*** 32%*** Wow! / This is a great way to deal. . . + 5. Negative lexicon -0.13*** 22%** If you’re going to accuse me . . . + 6. Apologizing 0.36*** 53%*** Sorry to bother you . . . + 7. Please 0.49*** 57%*** Could you please say more. . . + 8. Please start −0.30* 22% Please do not remove warnings . . . + 9. Indirect (btw) 0.63*** 58%** By the way, where did you find . . . + 10. Direct question −0.27*** 15%*** What is your native language? + 11. Direct start −0.43*** 9%*** So can you retrieve it or not? + 12. Counterfactual modal 0.47*** 52%*** Could/Would you . . . + 13. Indicative modal 0.09 27% Can/Will you . . . + 14. 1st person start 0.12*** 29%** I have just put the article . . . + 15. 1st person pl. 0.08* 27% Could we find a less complex name . . . + 16. 1st person 0.08*** 28%*** It is my view that ... + 17. 2nd person 0.05*** 30%*** But what’s the good source you have in mind? + 18. 2nd person start −0.30*** 17%** You’ve reverted yourself . . . + 19. Hedges 0.14*** 28% I suggest we start with . . . + 20. Factuality −0.38*** 13%*** In fact you did link, . . . +====== ============================== ===================== ================== ===================================================== Related Features ***************** -Politeness Receptiveness Markers \ No newline at end of file +:ref:`politeness_receptiveness_markers` contains a similar list of markers related to politeness and receptiveness, computed by the SECR module (Yeomans et al., 2020); this can be though of as a more recent and upgraded version of the original politeness features. \ No newline at end of file diff --git a/docs/source/index.rst b/docs/source/index.rst index 9e4be9bf..4e345e2b 100644 --- a/docs/source/index.rst +++ b/docs/source/index.rst @@ -150,10 +150,10 @@ Use the Table of Contents below to learn more about our tool. We recommend that intro basics - feature_builder + examples features/index features_conceptual/index - examples + feature_builder utils/index Indices and Tables diff --git a/examples/featurize.py b/examples/featurize.py index 328c7e7e..70be2752 100644 --- a/examples/featurize.py +++ b/examples/featurize.py @@ -18,7 +18,7 @@ juries_df = pd.read_csv("./example_data/full_empirical_datasets/jury_conversations_with_outcome_var.csv", encoding='utf-8') csop_df = pd.read_csv("./example_data/full_empirical_datasets/csop_conversations_withblanks.csv", encoding='utf-8') csopII_df = pd.read_csv("./example_data/full_empirical_datasets/csopII_conversations_withblanks.csv", encoding='utf-8') - + """ TINY / TEST DATASETS ------------------------------- @@ -38,6 +38,7 @@ """ # Tiny Juries + print("Tiny Juries Example...") tiny_juries_feature_builder = FeatureBuilder( input_df = tiny_juries_df, grouping_keys = ["batch_num", "round_num"], @@ -51,6 +52,25 @@ ) tiny_juries_feature_builder.featurize() + # Tiny Juries with custom aggregations + print("Tiny Juries with Custom Aggregation...") + tiny_juries_feature_builder_custom_agg = FeatureBuilder( + input_df = tiny_juries_df, + grouping_keys = ["batch_num", "round_num"], + output_file_base = "jury_TINY_output_custom_agg", # Naming output files using the output_file_base parameter (recommended) + turns = False, + custom_features = [ + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity"], + convo_methods = ['max', 'median'], # This will aggregate ONLY the "positive_bert" at the conversation level, using max and median. + convo_columns = ['positive_bert'], + user_methods = ['mean'], # This will aggregate ONLY "negative_bert" at the speaker/user level, using mean. + user_columns = ['negative_bert'], + ) + tiny_juries_feature_builder_custom_agg.featurize() + # Tiny multi-task tiny_multi_task_feature_builder = FeatureBuilder( input_df = tiny_multi_task_df, @@ -83,7 +103,7 @@ # ) # jury_feature_builder.featurize() - # # CSOP (Abdullah) + # CSOP (Abdullah) # csop_feature_builder = FeatureBuilder( # input_df = csop_df, # vector_directory = "./vector_data/", @@ -95,7 +115,7 @@ # csop_feature_builder.featurize() - # # CSOP II (Nak Won Rim) + # CSOP II (Nak Won Rim) # csopII_feature_builder = FeatureBuilder( # input_df = csopII_df, # vector_directory = "./vector_data/", @@ -104,4 +124,4 @@ # output_file_path_conv_level = "./csopII_output_conversation_level.csv", # turns = True # ) - # csopII_feature_builder.featurize() + # csopII_feature_builder.featurize() \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 9461e0a2..7a8ab6a4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ build-backend = "setuptools.build_meta" [project] name = "team_comm_tools" -version = "0.1.4.post2" +version = "0.1.5" requires-python = ">= 3.10" dependencies = [ "chardet>=3.0.4", @@ -14,6 +14,7 @@ dependencies = [ "emoji==1.7.0", "flask==3.0.3", "gensim>=4.3.3", + "matplotlib>=3.0.0", "nltk==3.9.1", "numpy<2.0.0", "pandas==2.2.2", @@ -38,7 +39,8 @@ dependencies = [ "transformers==4.44.0", "tqdm>=4.66.5", "tzdata>=2023.3", - "tzlocal==5.2" + "tzlocal==5.2", + "fuzzywuzzy==0.18.0" ] authors = [ {name = "Xinlan Emily Hu", email = "xehu@wharton.upenn.edu"}, diff --git a/requirements.txt b/requirements.txt index 3c570b21..c99c5fdd 100644 --- a/requirements.txt +++ b/requirements.txt @@ -3,6 +3,7 @@ convokit==3.0.0 emoji==1.7.0 flask==3.0.3 gensim>=4.3.3 +matplotlib>=3.0.0 nltk==3.9.1 numpy<2.0.0 pandas==2.2.2 @@ -28,3 +29,4 @@ transformers==4.44.0 tqdm>=4.66.5 tzdata>=2023.3 tzlocal==5.2 +fuzzywuzzy==0.18.0 \ No newline at end of file diff --git a/src/team_comm_tools/feature_builder.py b/src/team_comm_tools/feature_builder.py index bd600064..60eb427f 100644 --- a/src/team_comm_tools/feature_builder.py +++ b/src/team_comm_tools/feature_builder.py @@ -21,80 +21,99 @@ from team_comm_tools.feature_dict import feature_dict class FeatureBuilder: - """The FeatureBuilder is the main engine that reads in the user's inputs and specifications and generates - conversational features. The FeatureBuilder separately calls the classes (the ChatLevelFeaturesCalculator, - ConversationLevelFeaturesCalculator, and UserLevelFeaturesCalculator) to generate conversational features at - different levels. + """ + The FeatureBuilder is the main engine that reads in the user's inputs and specifications and generates + conversational features. The FeatureBuilder separately calls the classes + (ChatLevelFeaturesCalculator, ConversationLevelFeaturesCalculator, and + UserLevelFeaturesCalculator) to generate conversational features at different levels. :param input_df: A pandas DataFrame containing the conversation data that you wish to featurize. :type input_df: pd.DataFrame - - :param vector_directory: Directory path where the vectors are to be cached. Defaults to "./vector_data/" + :param vector_directory: Directory path where the vectors are to be cached. Defaults to "./vector_data/". :type vector_directory: str - - :param output_file_base: Base name for the output files, which will be used to auto-generate filenames for each of the three levels. Defaults to "output." + :param output_file_base: Base name for the output files, used to auto-generate filenames for each + of the three levels. Defaults to "output." :type output_file_base: str - - :param output_file_path_chat_level: Path where the chat (utterance)-level output csv file is to be generated. (This parameter will override the base name.) + :param output_file_path_chat_level: Path where the chat (utterance)-level output csv file is + to be generated. This parameter will override the base name. :type output_file_path_chat_level: str - - :param output_file_path_user_level: Path where the user (speaker)-level output csv file is to be generated. (This parameter will override the base name.) + :param output_file_path_user_level: Path where the user (speaker)-level output csv file is + to be generated. This parameter will override the base name. :type output_file_path_user_level: str - - :param output_file_path_conv_level: Path where the conversation-level output csv file is to be generated. (This parameter will override the base name.) + :param output_file_path_conv_level: Path where the conversation-level output csv file is to be + generated. This parameter will override the base name. :type output_file_path_conv_level: str - - :param custom_features: A list of additional features outside of the default features that should be calculated. - Defaults to an empty list (i.e., no additional features beyond the defaults will be computed). + :param custom_features: A list of additional features outside of the default features that should + be calculated. Defaults to an empty list (i.e., no additional features beyond the defaults will + be computed). :type custom_features: list, optional - - :param analyze_first_pct: Analyze the first X% of the data. This parameter is useful because the earlier stages of the conversation may be more predictive than the later stages. Thus, researchers may wish to analyze only the first X% of the conversation data and compare the performance with using the full dataset. Defaults to [1.0]. + :param analyze_first_pct: Analyze the first X% of the data. This parameter is useful because the + earlier stages of the conversation may be more predictive than the later stages. Defaults to [1.0]. :type analyze_first_pct: list(float), optional - - :param turns: If true, collapses multiple "chats"/messages by the same speaker in a row into a single "turn." Defaults to False. + :param turns: If true, collapses multiple "chats"/messages by the same speaker in a row into a + single "turn." Defaults to False. :type turns: bool, optional - - :param conversation_id_col: A string representing the column name that should be selected as the conversation ID. Defaults to "conversation_num". + :param conversation_id_col: A string representing the column name that should be selected as + the conversation ID. Defaults to "conversation_num". :type conversation_id_col: str, optional - - :param speaker_id_col: A string representing the column name that should be selected as the speaker ID. Defaults to "speaker_nickname". + :param speaker_id_col: A string representing the column name that should be selected as the speaker ID. + Defaults to "speaker_nickname". :type speaker_id_col: str, optional - - :param message_col: A string representing the column name that should be selected as the message. Defaults to "message". + :param message_col: A string representing the column name that should be selected as the message. + Defaults to "message". :type message_col: str, optional - - :param timestamp_col: A string representing the column name that should be selected as the message. Defaults to "timestamp". + :param timestamp_col: A string representing the column name that should be selected as the message. + Defaults to "timestamp". :type timestamp_col: str, optional - - :param grouping_keys: A list of multiple identifiers that collectively identify a conversation. If non-empty, we will group by all of the keys in the list and use the grouped key as the unique "conversational identifier." - Defaults to an empty list. + :param timestamp_unit: A string representing the unit of the timestamp (if the timestamp is numeric). + Defaults to 'ms' (milliseconds). Other options (D, s, ms, us, ns) can be found on the Pandas + reference: https://pandas.pydata.org/docs/reference/api/pandas.to_datetime.html + :type timestamp_unit: str, optional + :param grouping_keys: A list of multiple identifiers that collectively identify a conversation. If + non-empty, the data will be grouped by all keys in the list and use the grouped key as the unique + "conversational identifier." :type grouping_keys: list, optional - - :param cumulative_grouping: If true, uses a cumulative way of grouping chats (not just looking within a single ID, but also at what happened before.) - NOTE: This parameter and the following one (`within_grouping`) was created in the context of a multi-stage Empirica game (see: https://github.com/Watts-Lab/multi-task-empirica). - It assumes that there are exactly 3 nested columns at different levels: a High, Mid, and Low level; further, it assumes that these levels are temporally nested: that is, each - group/conversation has one High-level identifier, which contains one or more Mid-level identifiers, which contains one or more Low-level identifiers. - Defaults to False. + :param cumulative_grouping: If true, uses a cumulative way of grouping chats (looking not just within + a single ID, but also at what happened before). NOTE: This parameter and the following one + (`within_grouping`) were created in the context of a multi-stage Empirica game (see: + https://github.com/Watts-Lab/multi-task-empirica). Assumes exactly 3 nested columns at different + levels: a High, Mid, and Low level; that are temporally nested. Defaults to False. :type cumulative_grouping: bool, optional - - :param within_task: If true, groups cumulatively in such a way that we only look at prior chats that are of the same "task" (Mid-level identifier). Defaults to False. + :param within_task: If true, groups cumulatively such that only prior chats of the same "task" + (Mid-level identifier) are considered. Defaults to False. :type within_task: bool, optional - - :param ner_training_df: This is a pandas dataframe of training data for named entity recognition feature. Defaults to None, and will not generate named entity featuers if it does not exist. - :type ner_training_df: pd.DataFrame - - :param ner_cutoff: This is the cutoff value for the confidence of prediction for each named entity. Defaults to 0.9. + :param ner_training_df: A pandas DataFrame of training data for named entity recognition features. + Defaults to None and will not generate named entity features if it does not exist. + :type ner_training_df: pd.DataFrame, optional + :param ner_cutoff: The cutoff value for the confidence of prediction for each named entity. + Defaults to 0.9. :type ner_cutoff: int - - :param regenerate_vectors: If true, will regenerate vector data even if it already exists. Defaults to False. + :param regenerate_vectors: If true, regenerates vector data even if it already exists. Defaults to False. :type regenerate_vectors: bool, optional - - :param compute_vectors_from_preprocessed: If true, computes vectors using preprocessed text (that is, with capitalization and punctuation removed). This was the default behavior for v.0.1.3 and earlier, but we now default to computing metrics on the unpreprocessed text (which INCLUDES capitalization and punctuation). Defaults to False. + :param compute_vectors_from_preprocessed: If true, computes vectors using preprocessed text (with + capitalization and punctuation removed). Defaults to False. :type compute_vectors_from_preprocessed: bool, optional - - :return: The FeatureBuilder doesn't return anything; instead, it writes the generated features to files in the specified paths. It will also print out its progress, so you should see "All Done!" in the terminal, which will indicate that the features have been generated. + :param custom_liwc_dictionary_path: This is the path of the user's own LIWC dictionary file (.dic). Defaults to empty string. + :type custom_liwc_dictionary_path: str, optional + :param convo_aggregation: If true, aggregates features at the conversational level. Defaults to True. + :type convo_aggregation: bool, optional + :param convo_methods: Specifies which aggregation functions (e.g., mean, stdev) to use at the + conversational level. Defaults to ['mean', 'max', 'min', 'stdev']. + :type convo_methods: list, optional + :param convo_columns: Specifies which columns (at the utterance/chat level) to aggregate for the + conversational level. Defaults to all numeric columns. + :type convo_columns: list, optional + :param user_aggregation: If true, aggregates features at the speaker/user level. Defaults to True. + :type user_aggregation: bool, optional + :param user_methods: Specifies which functions to aggregate with (e.g., mean, stdev) at the user level. + Defaults to ['mean', 'max', 'min', 'stdev']. + :type user_methods: list, optional + :param user_columns: Specifies which columns (at the utterance/chat level) to aggregate for the + speaker/user level. Defaults to all numeric columns. + :type user_columns: list, optional + :return: The FeatureBuilder writes the generated features to files in the specified paths. The progress + will be printed in the terminal, indicating completion with "All Done!". :rtype: None - """ def __init__( self, @@ -111,15 +130,29 @@ def __init__( speaker_id_col: str = "speaker_nickname", message_col: str = "message", timestamp_col: str | tuple[str, str] = "timestamp", + timestamp_unit = "ms", grouping_keys: list = [], cumulative_grouping = False, within_task = False, ner_training_df: pd.DataFrame = None, ner_cutoff: int = 0.9, regenerate_vectors: bool = False, - compute_vectors_from_preprocessed: bool = False + compute_vectors_from_preprocessed: bool = False, + custom_liwc_dictionary_path: str = '', + convo_aggregation = True, + convo_methods: list = ['mean', 'max', 'min', 'stdev'], + convo_columns: list = None, + user_aggregation = True, + user_methods: list = ['mean', 'max', 'min', 'stdev'], + user_columns: list = None ) -> None: + # Some error catching + if type(input_df) != pd.DataFrame: + raise ValueError("You must pass in a valid dataframe as the input_df!") + if not vector_directory: + raise ValueError("You must pass in a valid directory to cache vectors! For example: ./vector_data/") + # Defining input and output paths. self.chat_data = input_df.copy() self.orig_data = input_df.copy() @@ -128,6 +161,26 @@ def __init__( print("Initializing Featurization...") + if not custom_liwc_dictionary_path: + self.custom_liwc_dictionary = {} + else: + # Read .dic file if the path is provided + custom_liwc_dictionary_path = Path(custom_liwc_dictionary_path) + if not custom_liwc_dictionary_path.exists(): + print(f"WARNING: The custom LIWC dictionary file does not exist: {custom_liwc_dictionary_path}") + self.custom_liwc_dictionary = {} + elif not custom_liwc_dictionary_path.suffix == '.dic': + print(f"WARNING: The custom LIWC dictionary file is not a .dic file: {custom_liwc_dictionary_path}") + self.custom_liwc_dictionary = {} + else: + with open(custom_liwc_dictionary_path, 'r', encoding='utf-8-sig') as file: + dicText = file.read() + try: + self.custom_liwc_dictionary = load_liwc_dict(dicText) + except Exception as e: + print(f"WARNING: Failed loading custom liwc dictionary: {e}") + self.custom_liwc_dictionary = {} + # Set features to generate # TODO --- think through more carefully which ones we want to exclude and why self.feature_dict = feature_dict @@ -199,6 +252,8 @@ def __init__( # drop all columns that are in our generated feature set --- we don't want to create confusion! chat_features = list(itertools.chain(*[self.feature_dict[feature]["columns"] for feature in self.feature_dict.keys() if self.feature_dict[feature]["level"] == "Chat"])) + if self.custom_liwc_dictionary: + chat_features += [lexicon_type + "_lexical_wordcount_custom" for lexicon_type in self.custom_liwc_dictionary.keys()] columns_to_drop = [col for col in chat_features if col in self.chat_data.columns] self.chat_data = self.chat_data.drop(columns=columns_to_drop) self.orig_data = self.orig_data.drop(columns=columns_to_drop) @@ -213,6 +268,7 @@ def __init__( self.speaker_id_col = speaker_id_col self.message_col = message_col self.timestamp_col = timestamp_col + self.timestamp_unit = timestamp_unit self.column_names = { 'conversation_id_col': conversation_id_col, 'speaker_id_col': speaker_id_col, @@ -224,6 +280,12 @@ def __init__( self.within_task = within_task self.ner_cutoff = ner_cutoff self.regenerate_vectors = regenerate_vectors + self.convo_aggregation = convo_aggregation + self.convo_methods = convo_methods + self.convo_columns = convo_columns + self.user_aggregation = user_aggregation + self.user_methods = user_methods + self.user_columns = user_columns if(compute_vectors_from_preprocessed == True): self.vector_colname = self.message_col # because the message col will eventually get preprocessed @@ -255,9 +317,6 @@ def __init__( warnings.warn("NOTE: User has requested cumulative grouping. Auto-generating the key `conversation_num` as the conversation identifier for cumulative conversations.") self.conversation_id_col = "conversation_num" - # Input columns are the columns that come in the raw chat data - self.input_columns = self.chat_data.columns - # Set all paths for vector retrieval (contingent on turns) df_type = "turns" if self.turns else "chats" if(self.cumulative_grouping): # create special vector paths for cumulative groupings @@ -358,7 +417,8 @@ def __init__( if not re.match(r"(.*\/|^)output\/", self.output_file_path_user_level): self.output_file_path_user_level = re.sub(r'/user/', r'/output/user/', self.output_file_path_user_level) - self.vect_path = vector_directory + "sentence/" + ("turns" if self.turns else "chats") + "/" + base_file_name + # Logic for processing vector cache + self.vect_path = vector_directory + "sentence/" + ("turns" if self.turns else "chats") + "/" + base_file_name self.bert_path = vector_directory + "sentiment/" + ("turns" if self.turns else "chats") + "/" + base_file_name # Check + generate embeddings @@ -487,7 +547,13 @@ def featurize(self) -> None: Path(self.output_file_path_user_level).parent.mkdir(parents=True, exist_ok=True) Path(self.output_file_path_chat_level).parent.mkdir(parents=True, exist_ok=True) Path(self.output_file_path_conv_level).parent.mkdir(parents=True, exist_ok=True) - + + # Store column names of what we generated, so that the user can easily access them + self.chat_features = list(itertools.chain(*[feature_dict[feature]["columns"] for feature in self.feature_names if feature_dict[feature]["level"] == "Chat"])) + if self.custom_liwc_dictionary: + self.chat_features += [lexicon_type + "_lexical_wordcount_custom" for lexicon_type in self.custom_liwc_dictionary.keys()] + self.conv_features_base = list(itertools.chain(*[feature_dict[feature]["columns"] for feature in self.feature_names if feature_dict[feature]["level"] == "Conversation"])) + # Step 3a. Create user level features. print("Generating User Level Features ...") self.user_level_features() @@ -497,14 +563,10 @@ def featurize(self) -> None: self.conv_level_features() self.merge_conv_data_with_original() - # Step 4. Write the feartures into the files defined in the output paths. + # Step 4. Write the features into the files defined in the output paths. + self.conv_features_all = [col for col in self.conv_data if col not in list(self.orig_data.columns) + ["conversation_num", self.message_col + "_original", "message_lower_with_punc"]] # save the column names that we generated! print("All Done!") - # Store column names of what we generated, so that the user can easily access them - self.chat_features = list(itertools.chain(*[feature_dict[feature]["columns"] for feature in self.feature_names if feature_dict[feature]["level"] == "Chat"])) - self.conv_features_base = list(itertools.chain(*[feature_dict[feature]["columns"] for feature in self.feature_names if feature_dict[feature]["level"] == "Conversation"])) - self.conv_features_all = [col for col in self.conv_data if col not in self.orig_data and col != 'conversation_num'] - self.save_features() def preprocess_chat_data(self) -> None: @@ -564,7 +626,9 @@ def chat_level_features(self) -> None: ner_cutoff = self.ner_cutoff, conversation_id_col = self.conversation_id_col, message_col = self.message_col, - timestamp_col = self.timestamp_col + timestamp_col = self.timestamp_col, + timestamp_unit = self.timestamp_unit, + custom_liwc_dictionary = self.custom_liwc_dictionary ) # Calling the driver inside this class to create the features. self.chat_data = chat_feature_builder.calculate_chat_level_features(self.feature_methods_chat) @@ -607,7 +671,10 @@ def user_level_features(self) -> None: vect_data= self.vect_data, conversation_id_col = self.conversation_id_col, speaker_id_col = self.speaker_id_col, - input_columns = self.input_columns + user_aggregation = self.user_aggregation, + user_methods = self.user_methods, + user_columns = self.user_columns, + chat_features = self.chat_features ) self.user_data = user_feature_builder.calculate_user_level_features() # Remove special characters in column names @@ -633,7 +700,13 @@ def conv_level_features(self) -> None: speaker_id_col = self.speaker_id_col, message_col = self.message_col, timestamp_col = self.timestamp_col, - input_columns = self.input_columns + convo_aggregation = self.convo_aggregation, + convo_methods = self.convo_methods, + convo_columns = self.convo_columns, + user_aggregation = self.user_aggregation, + user_methods = self.user_methods, + user_columns = self.user_columns, + chat_features = self.chat_features, ) # Calling the driver inside this class to create the features. self.conv_data = conv_feature_builder.calculate_conversation_level_features(self.feature_methods_conv) diff --git a/src/team_comm_tools/feature_dict.py b/src/team_comm_tools/feature_dict.py index 5b557091..db0aa481 100644 --- a/src/team_comm_tools/feature_dict.py +++ b/src/team_comm_tools/feature_dict.py @@ -229,11 +229,11 @@ "bert_sentiment_data": False }, "Content Word Accommodation": { - "columns": ["content_word_accommodation"], + "columns": ["content_word_accommodation", "content_word_accommodation_per_conv"], "file": "./features/word_mimicry.py", "level": "Chat", "semantic_grouping": "Variance", - "description": "The total number of non-function words used in a given turn that were also used in the previous turn, normalized by the inverse document frequency of each content word.", + "description": "The total number of non-function words used in a given turn that were also used in the previous turn, normalized by the inverse document frequency of each content word. `content_word_accommodation` computes the frequency of the content words with respect to the entire dataset; `content_word_accommodation_per_conv` does so with respect to each conversation.", "references": "(Ranganath et al., 2013)", "wiki_link": "https://conversational-featurizer.readthedocs.io/en/latest/features_conceptual/content_word_accommodation.html", "function": ChatLevelFeaturesCalculator.calculate_word_mimicry, @@ -605,11 +605,35 @@ "preprocess": [], "vect_data": False, "bert_sentiment_data": False + }, + "Language Style Matching (LSM)": { + "columns": [ + "total_pronouns_lsm", + "conjunction_lexical_wordcount_lsm", + "adverbs_lexical_wordcount_lsm", + "article_lexical_wordcount_lsm", + "quantifier_lexical_wordcount_lsm", + "negation_lexical_wordcount_lsm", + "preposition_lexical_wordcount_lsm", + "indefinite_pronoun_lexical_wordcount_lsm", + "auxiliary_verbs_lexical_wordcount_lsm" + ], + "file": "./features/lsm_features.py", + "level": "Conversation", + "semantic_grouping": "Language Style", + "description": "Measures the alignment of linguistic styles among group members by calculating LSM scores for various function word categories.", + "references": "(Gonzales, Hancock, and Pennebaker, 2010)", + "wiki_link": "https://github.com/Watts-Lab/team-process-map/wiki/Language-Style-Matching-(LSM)", + "function": "calculate_lsm", + "dependencies": [], + "preprocess": [], + "vect_data": False, + "bert_sentiment_data": False } } def generate_filtered_dict(): - + keys_to_keep = ["columns", "file", "level", "semantic_grouping", "description", "references", "wiki_link"] filtered_dict = {feature_name: {key: value for key, value in feature_data.items() if key in keys_to_keep} @@ -619,4 +643,4 @@ def generate_filtered_dict(): if __name__ == "__main__": if len(sys.argv) > 1 and sys.argv[1] == 'run': - generate_filtered_dict() \ No newline at end of file + generate_filtered_dict() diff --git a/src/team_comm_tools/features/basic_features.py b/src/team_comm_tools/features/basic_features.py index 61644d16..2496ca6d 100644 --- a/src/team_comm_tools/features/basic_features.py +++ b/src/team_comm_tools/features/basic_features.py @@ -11,7 +11,7 @@ def count_words(text): Returns: int: number of words """ - return len(text.split()) + return len(str(text).split()) def count_characters(text): """ Counts the number of characters in a message. diff --git a/src/team_comm_tools/features/info_exchange_zscore.py b/src/team_comm_tools/features/info_exchange_zscore.py index 9adaf771..8a0ebe20 100644 --- a/src/team_comm_tools/features/info_exchange_zscore.py +++ b/src/team_comm_tools/features/info_exchange_zscore.py @@ -28,6 +28,8 @@ def get_info_exchange_wordcount(df, first_person, message_col): pd.Series: A column containing the difference in total words and first-person singular pronouns. ''' - first_person_regex = " | ".join(first_person) - df['first_person_raw'] = df[message_col].apply(lambda chat: len(re.findall(first_person_regex, chat))) + first_person_regex = "\\b|\\b".join(first_person) + first_person_regex = "\\b" + first_person_regex + "\\b" + + df['first_person_raw'] = df[message_col].apply(lambda chat: len(re.findall(first_person_regex, str(chat)))) return (df["num_words"] - df["first_person_raw"]) \ No newline at end of file diff --git a/src/team_comm_tools/features/lexical_features_v2.py b/src/team_comm_tools/features/lexical_features_v2.py index 1cd7ede7..94cdf490 100644 --- a/src/team_comm_tools/features/lexical_features_v2.py +++ b/src/team_comm_tools/features/lexical_features_v2.py @@ -26,7 +26,7 @@ def get_liwc_count(regex, chat): else: return 0 -def liwc_features(chat_df: pd.DataFrame, message_col) -> pd.DataFrame: +def liwc_features(chat_df: pd.DataFrame, message_col_original: str, custom_liwc_dictionary: dict={}) -> pd.DataFrame: """ This function takes in the chat level input dataframe and computes lexical features (the number of words from a given lexicon, such as LIWC). @@ -34,6 +34,7 @@ def liwc_features(chat_df: pd.DataFrame, message_col) -> pd.DataFrame: Args: chat_df (pd.DataFrame): This is a pandas dataframe of the chat level features. Should contain 'message' column. message_col (str): This is a string with the name of the column containing the message / text. + custom_liwc_dictionary (dict): This is a dictionary of the user's custom LIWC dic. Returns: pd.DataFrame: Dataframe of the lexical features stacked as columns. @@ -47,12 +48,16 @@ def liwc_features(chat_df: pd.DataFrame, message_col) -> pd.DataFrame: lexicons_dict = pickle.load(lexicons_pickle_file) # Return the lexical features stacked as columns - return pd.concat( - # Finding the # of occurrences of lexicons of each type for all the messages. - [pd.DataFrame(chat_df[message_col + "_original"].apply(lambda chat: get_liwc_count(regex, chat)))\ - .rename({message_col + "_original": lexicon_type + "_lexical_wordcount"}, axis=1)\ - for lexicon_type, regex in lexicons_dict.items()], - axis=1 - ) - except: + df_lst = [pd.DataFrame(chat_df[message_col_original].apply(lambda chat: get_liwc_count(regex, chat)))\ + .rename({message_col_original: lexicon_type + "_lexical_wordcount"}, axis=1)\ + for lexicon_type, regex in lexicons_dict.items()] + + if custom_liwc_dictionary: + df_lst += [pd.DataFrame(chat_df[message_col_original].apply(lambda chat: get_liwc_count(regex, chat)))\ + .rename({message_col_original: lexicon_type + "_lexical_wordcount_custom"}, axis=1)\ + for lexicon_type, regex in custom_liwc_dictionary.items()] + return pd.concat(df_lst, axis=1) + except FileNotFoundError: print("WARNING: Lexicons not found. Skipping feature...") + except Exception as e: + print(f'WARNING: Failed to generate lexicons due to unexpected error: {e}') diff --git a/src/team_comm_tools/features/lsm_features.py b/src/team_comm_tools/features/lsm_features.py new file mode 100644 index 00000000..5e292db6 --- /dev/null +++ b/src/team_comm_tools/features/lsm_features.py @@ -0,0 +1,72 @@ +import pandas as pd + +def calculate_lsm(chat_df): + + """ + This function calculates Language Style Matching (LSM) scores for the Team Communication Toolkit. + + Source: Language Style Matching as a Predictor of Social Dynamics in Small Groups by Amy L. Gonzales, Jeffrey T. Hancock, and James W. Pennebaker. + + Args: + chat_df (pd.DataFrame): A pandas DataFrame with columns for conversation_id, speaker_id, + and various word-level counts (e.g., num_words, conjunction_lexical_wordcount, etc.). + + Returns: + pd.DataFrame: A pandas DataFrame with additional columns for LSM scores and related calculations. + """ + + # Create a new column with the sum of all pronouns (first person singular, first person plural, second person, third person) + chat_df['total_pronouns'] = ( + chat_df['first_person_singular_lexical_wordcount'] + + chat_df['first_person_plural_lexical_wordcount'] + + chat_df['second_person_lexical_wordcount'] + + chat_df['third_person_lexical_wordcount'] + ) + + # Group by conversation_id and speaker_id to prepare for LSM calculations + grouped_df = chat_df.groupby(['conversation_id', 'speaker_id']).agg({ + 'num_words': 'sum', + 'conjunction_lexical_wordcount': 'sum', + 'total_pronouns': 'sum', + 'adverbs_lexical_wordcount': 'sum', + 'article_lexical_wordcount': 'sum', + 'quantifier_lexical_wordcount': 'sum', + 'negation_lexical_wordcount': 'sum', + 'preposition_lexical_wordcount': 'sum', + 'indefinite_pronoun_lexical_wordcount': 'sum', + 'auxiliary_verbs_lexical_wordcount': 'sum', + }).reset_index() + # Resets the index so speaker is treated as a normal column + + # Now start calculating LSM score (for each function word category for each person) + + # List of function word columns to calculate percentages for + function_word_columns = [ + 'total_pronouns', + 'conjunction_lexical_wordcount', + 'adverbs_lexical_wordcount', + 'article_lexical_wordcount', + 'quantifier_lexical_wordcount', + 'negation_lexical_wordcount', + 'preposition_lexical_wordcount', + 'indefinite_pronoun_lexical_wordcount', + 'auxiliary_verbs_lexical_wordcount' + ] + + # Loop through each function word column and divide it by the total number of words (eg. x percent of total words were pronouns) + for column in function_word_columns: + grouped_df[f'{column}_percent'] = (grouped_df[column] / grouped_df['num_words']) * 100 + + # Compute group-level sums and counts for each conversation + group_sums = grouped_df.groupby('conversation_id')[function_word_columns].transform('sum') + group_counts = grouped_df.groupby('conversation_id')[function_word_columns].transform('count') + + # Calculate group averages excluding the current speaker + for column in function_word_columns: + grouped_df[f'{column}_group_avg'] = (group_sums[column] - grouped_df[column]) / (group_counts[column] - 1) + + # Calculate LSM score + for column in function_word_columns: + grouped_df[f'{column}_lsm'] = 1 - (abs(grouped_df[f'{column}_percent'] - grouped_df[f'{column}_group_avg']) / (grouped_df[f'{column}_percent'] + grouped_df[f'{column}_group_avg'])) + + return grouped_df diff --git a/src/team_comm_tools/features/other_lexical_features.py b/src/team_comm_tools/features/other_lexical_features.py index ca181d1d..f7367e8d 100644 --- a/src/team_comm_tools/features/other_lexical_features.py +++ b/src/team_comm_tools/features/other_lexical_features.py @@ -18,7 +18,7 @@ def classify_NTRI(text): int: The number of matches for repair indicators. """ - return 1 if re.match(NTRI_regex, text) else 0 + return 1 if re.match(NTRI_regex, str(text)) else 0 ## Calculate the word type-to-token ratio def get_word_TTR(text): @@ -37,8 +37,7 @@ def get_word_TTR(text): """ # remove punctuations - new_text = re.sub(r"[^a-zA-Z0-9 ]+", '',text) - # calculate the number of unique words + new_text = re.sub(r"[^a-zA-Z0-9 ]+", '', str(text)) num_unique_words = len(set(new_text.split())) # calculate the word type-to-token ratio if count_words(new_text) == 0: diff --git a/src/team_comm_tools/features/question_num.py b/src/team_comm_tools/features/question_num.py index c84fcd89..156090b1 100644 --- a/src/team_comm_tools/features/question_num.py +++ b/src/team_comm_tools/features/question_num.py @@ -22,7 +22,7 @@ def calculate_num_question_naive(text, question_words): int: The number of questions (Sentences ending with question marks or starting with question words) in the text. """ # step 1: tokenize sentence - sentences = sent_tokenize(text) + sentences = sent_tokenize(str(text)) num_q = 0 for sentence in sentences: # Only proceed if the sentence contains letters or numbers diff --git a/src/team_comm_tools/features/readability.py b/src/team_comm_tools/features/readability.py index 8329f52e..ebf90e0f 100644 --- a/src/team_comm_tools/features/readability.py +++ b/src/team_comm_tools/features/readability.py @@ -5,20 +5,33 @@ from .basic_features import count_words +# Source: https://datascience.stackexchange.com/questions/23376/how-to-get-the-number-of-syllables-in-a-word/89312#89312 # Define the function to calculate the Dale-Chall score -def count_syllables(word): - """ - Count the number of syllables in a word. - - Args: - word(str): The input word. +VOWEL_RUNS = re.compile("[aeiouy]+", flags=re.I) +EXCEPTIONS = re.compile( + # fixes trailing e issues: + # smite, scared + "[^aeiou]e[sd]?$|" + # fixes adverbs: + # nicely + + "[^e]ely$", + flags=re.I +) +ADDITIONAL = re.compile( + # fixes incorrect subtractions from exceptions: + # smile, scarred, raises, fated + "[^aeioulr][lr]e[sd]?$|[csgz]es$|[td]ed$|" + # fixes miscellaneous issues: + # flying, piano, video, prism, fire, evaluate + + ".y[aeiou]|ia(?!n$)|eo|ism$|[^aeiou]ire$|[^gq]ua", + flags=re.I +) - Returns: - int: The number of syllables in the word. - """ - dic = pyphen.Pyphen(lang='en') - pyphen_result = dic.inserted(word) - return len(re.findall(r"-", pyphen_result)) +def count_syllables(word): + vowel_runs = len(VOWEL_RUNS.findall(word)) + exceptions = len(EXCEPTIONS.findall(word)) + additional = len(ADDITIONAL.findall(word)) + return max(1, vowel_runs - exceptions + additional) def count_difficult_words(text, easy_words): """ @@ -36,7 +49,6 @@ def count_difficult_words(text, easy_words): difficult_words = 0 # recall that words are already pre-processed; substitute punctuation here for words only words = re.sub(r"[^a-zA-Z0-9 ]+", '',text).split() - remaining_words = [i for i in words if not i in easy_words] for word in remaining_words: @@ -46,7 +58,7 @@ def count_difficult_words(text, easy_words): return difficult_words -def dale_chall_helper(text, **easy_words): +def dale_chall_helper(text, easy_words): """ Calculate the Dale-Chall readability score of a text. The Dale-Chall score are defined as: @@ -72,7 +84,13 @@ def dale_chall_helper(text, **easy_words): """ num_words = count_words(text) - num_sentences = len(re.split(r'[.?!]\s*', text)) + sentences = re.split(r'[.?!]\s*', text) + sentences = [x for x in sentences if x] + num_sentences = len(sentences) + + + if num_sentences == 0: + return 0 avg_sentence_length = num_words/num_sentences num_difficult_words = count_difficult_words(text, easy_words) diff --git a/src/team_comm_tools/features/temporal_features.py b/src/team_comm_tools/features/temporal_features.py index 20cf89df..3a28d7c0 100644 --- a/src/team_comm_tools/features/temporal_features.py +++ b/src/team_comm_tools/features/temporal_features.py @@ -20,9 +20,9 @@ def coerce_to_date_or_number(value): pd.to_numeric(value) return value except (ValueError, TypeError): - return None + raise ValueError("Incorrect timestamp format: " + str(value)) -def get_time_diff(df, on_column, conversation_id_col): +def get_time_diff(df, on_column, conversation_id_col, timestamp_unit): """ Obtains the time difference between messages, assuming there is only a *single* timestamp column representing the time of each utterance. @@ -31,20 +31,22 @@ def get_time_diff(df, on_column, conversation_id_col): df (pd.DataFrame): This is a pandas dataframe of the chat level features. on_column (str): The column name for the timestamp columns. conversation_id_col(str): A string representing the column name that should be selected as the unique conversation identifier. + timestamp_unit (str): A string representing the unit of a timestamp. Defaults to 'ms'. Returns: pd.Series: A column representing the time difference between messages. """ # Replace instances in which the time is a string that cannot be coerced into a date or number with None - df[on_column] = df[on_column].apply(coerce_to_date_or_number) + df[on_column] = df[on_column].apply(coerce_to_date_or_number) #convert timestamp column to datetime type (in minutes) try: if(isinstance(df[on_column][0], str)): # String datetime, e.g., '2023-02-20 09:00:00' df[on_column] = pd.to_datetime(df[on_column]) - elif(isinstance(df[on_column][0], np.int64)): - df[on_column] = pd.to_datetime(df[on_column], unit='ms') + elif(isinstance(df[on_column][0], np.int64)): + unit = timestamp_unit + df[on_column] = pd.to_datetime(df[on_column], unit=unit) # set and zero time_diff column df["time_diff"] = np.zeros(len(df)) @@ -52,15 +54,15 @@ def get_time_diff(df, on_column, conversation_id_col): for i in range(1, len(df)): if df.loc[i, conversation_id_col] == df.loc[i-1, conversation_id_col]: # only do this if they're in the same conversation df.loc[i, "time_diff"] = (df.loc[i, on_column] - df.loc[(i-1), on_column]) / pd.Timedelta(seconds=1) + except TypeError: - # dateTime conversion failed, which means that we can likely treat it as just an int representing # seconds elapsed - for i in range(1, len(df)): - if df.loc[i, conversation_id_col] == df.loc[i-1, conversation_id_col]: # only do this if they're in the same conversation - df.loc[i, "time_diff"] = (df.loc[i, on_column] - df.loc[(i-1), on_column]) + + # throw an error + raise ValueError("Error parsing timestamp column. Please refer to documentation for correct format.") return df['time_diff'] -def get_time_diff_startend(df, timestamp_start, timestamp_end, conversation_id_col): +def get_time_diff_startend(df, timestamp_start, timestamp_end, conversation_id_col, timestamp_unit): """ Obtains the time difference between messages, assuming there are *two* timestamp columns, one representing the start of a message and one representing the end of a message. @@ -73,16 +75,35 @@ def get_time_diff_startend(df, timestamp_start, timestamp_end, conversation_id_c timestamp_start(str): A string representing the column name that should be selected as the start timestamp. timestamp_end(str): A string representing the column name that should be selected as the end timestamp. conversation_id_col(str): A string representing the column name that should be selected as the conversation ID. + timestamp_unit (str): A string representing the unit of a timestamp. Defaults to 'ms'. Returns: pd.Series: A column representing the time difference between messages. """ - # set and zero time_diff column - df["time_diff"] = np.zeros(len(df)) + df[timestamp_start] = df[timestamp_start].apply(coerce_to_date_or_number) + df[timestamp_end] = df[timestamp_end].apply(coerce_to_date_or_number) + + #convert timestamp column to datetime type (in minutes) + try: + if(isinstance(df[timestamp_start][0], str)): # String datetime, e.g., '2023-02-20 09:00:00' + df[timestamp_start] = pd.to_datetime(df[timestamp_start]) + df[timestamp_end] = pd.to_datetime(df[timestamp_end]) + elif(isinstance(df[timestamp_start][0], np.int64)): + unit = timestamp_unit + df[timestamp_start] = pd.to_datetime(df[timestamp_start], unit=unit) + df[timestamp_end] = pd.to_datetime(df[timestamp_end], unit=unit) + # set and zero time_diff column + df["time_diff"] = np.zeros(len(df)) + + for i in range(1, len(df)): + if df.loc[i, conversation_id_col] == df.loc[i-1, conversation_id_col]: # only do this if they're in the same conversation + df.loc[i, "time_diff"] = (df.loc[i, timestamp_start] - df.loc[(i-1), timestamp_end]) / pd.Timedelta(seconds=1) + + except TypeError: + + # throw an error + raise ValueError("Error parsing timestamp column. Please refer to documentation for correct format.") - for i in range(1, len(df)): - if df.loc[i, conversation_id_col] == df.loc[i-1, conversation_id_col]: # only do this if they're in the same conversation - df.loc[i, "time_diff"] = (df.loc[i, timestamp_start] - df.loc[(i-1), timestamp_end]) return df['time_diff'] \ No newline at end of file diff --git a/src/team_comm_tools/features/word_mimicry.py b/src/team_comm_tools/features/word_mimicry.py index 545f9c70..1e945148 100644 --- a/src/team_comm_tools/features/word_mimicry.py +++ b/src/team_comm_tools/features/word_mimicry.py @@ -10,189 +10,240 @@ # To compute word mimicry, we use the dataset that removed all the punctuations # This is a *chat-level* feature in which order matters. # ''' + + def get_function_words_in_message(text, function_word_reference): - """ - Extract the function words & non-functions words from a message + """ + Extract the function words & non-functions words from a message - Args: - text (str): The input text to be analyzed. - function_word_reference (list): A list of function words to reference against. + Args: + text (str): The input text to be analyzed. + function_word_reference (list): A list of function words to reference against. - Returns: - list: A list of function words found in the input text. - """ + Returns: + list: A list of function words found in the input text. + """ - return [x for x in text.split() if x in function_word_reference] + return [x for x in str(text).split() if x in function_word_reference] -def get_content_words_in_message(text, function_word_reference): - """ - Extract the non-function words in a given message. +def get_content_words_in_message(text, function_word_reference): + """ + Extract the non-function words in a given message. - Args: - text (str): The input text to be analyzed. - function_word_reference (list): A list of function words to reference against. + Args: + text (str): The input text to be analyzed. + function_word_reference (list): A list of function words to reference against. - Returns: - list: A list of content words found in the input text. - """ - return [x for x in text.split() if x not in function_word_reference] + Returns: + list: A list of content words found in the input text. + """ + return [x for x in str(text).split() if x not in function_word_reference] def mimic_words(df, on_column, conversation_id): - """ - Return a list of words that are also used in the other's previous turn. - - Args: - df (DataFrame): The dataset that removed all punctuations. - on_column (str): The column that we want to find mimicry on. - conversation_id (str): The column name that should be selected as the conversation ID. + """ + Return a list of words that are also used in the other's previous turn. + + Args: + df (DataFrame): The dataset that removed all punctuations. + on_column (str): The column that we want to find mimicry on. + conversation_id (str): The column name that should be selected as the conversation ID. + + Returns: + list: A list of lists, where each sublist contains words mimicked from the previous turn. + """ + word_mimic = [[]] + for i in range(1, len(df)): + # only do this if they're in the same conversation + if df.loc[i, conversation_id] == df.loc[i-1, conversation_id]: + word_mimic.append([x for x in df.loc[i, on_column] + if x in df.loc[(i-1), on_column]]) + else: + word_mimic.append([]) + return word_mimic - Returns: - list: A list of lists, where each sublist contains words mimicked from the previous turn. - """ - word_mimic = [[]] - for i in range(1, len(df)): - if df.loc[i, conversation_id] == df.loc[i-1, conversation_id]: # only do this if they're in the same conversation - word_mimic.append([x for x in df.loc[i, on_column] if x in df.loc[(i-1),on_column]]) - else: - word_mimic.append([]) - return word_mimic def function_mimicry_score(function_mimic_words): - """ - Compute the number of mimic words for function words by simply counting the number of mimic words using len(). + """ + Compute the number of mimic words for function words by simply counting the number of mimic words using len(). - Args: - function_mimic_words (list): Each entry under the `function_word_mimicry` column. + Args: + function_mimic_words (list): Each entry under the `function_word_mimicry` column. + + Returns: + int: The number of function mimic words. + """ + return len(function_mimic_words) - Returns: - int: The number of function mimic words. - """ - return len(function_mimic_words) def compute_frequency(df, on_column): - """ - Compute the frequency of each content word across the whole dataset. + """ + Compute the frequency of each content word across the whole dataset. + + Args: + df (DataFrame): The input dataframe. + on_column (str): The column with which we calculate content word frequency. + + Returns: + dict: A dictionary with content words as keys and their frequencies as values. + """ + return (dict(pd.Series(np.concatenate(df[on_column])).value_counts())) - Args: - df (DataFrame): The input dataframe. - on_column (str): The column with which we calculate content word frequency. +def compute_frequency_per_conv(df, on_column): + """ + Compute the frequency of each content word across the whole dataset. - Returns: - dict: A dictionary with content words as keys and their frequencies as values. - """ - return(dict(pd.Series(np.concatenate(df[on_column])).value_counts())) + Args: + df (DataFrame): The input dataframe. + on_column (str): The column with which we calculate content word frequency. + Returns: + dict: A dictionary with content words as keys and their frequencies as values. + """ + df_temp = df.copy() + df_temp.reset_index(drop=True, inplace=True) + return (dict(pd.Series(np.concatenate(df_temp[on_column])).value_counts())) def computeTF(column_mimc, frequency_dict): - """ - Compute the term frequency of each content mimic word, then sum them up. + """ + Compute the term frequency of each content mimic word, then sum them up. - Args: - column_mimc (list): Each entry under the `content_word_mimicry` column. - frequency_dict (dict): A dictionary of content word frequency across the dataset. + Args: + column_mimc (list): Each entry under the `content_word_mimicry` column. + frequency_dict (dict): A dictionary of content word frequency across the dataset. - Returns: - float: The sum of term frequencies for the content mimic words. - """ - tfdict = {} - wf = pd.Series(column_mimc, dtype = 'str').value_counts() - for i in wf.index: - tfdict[i] = wf[i]/frequency_dict[i] - return sum(tfdict.values()) + Returns: + float: The sum of term frequencies for the content mimic words. + """ + tfdict = {} + wf = pd.Series(column_mimc, dtype='str').value_counts() + for i in wf.index: + tfdict[i] = wf[i]/frequency_dict[i] + return sum(tfdict.values()) def Content_mimicry_score(df, column_count_frequency, column_count_mimic): - """ - Combine the steps to compute the content word mimicry score. - - Args: - df (DataFrame): The input dataframe. - column_count_frequency (str): The column with content words to calculate frequency. - column_count_mimic (str): The column with content word mimicry. - - Returns: - Series: A series with content word accommodation scores. - - """ - # Compute the frequency of each content word across the whole dataset - ContWordFreq = compute_frequency(df, column_count_frequency) - # Compute the content_mimicry_score - return df[column_count_mimic].apply(lambda x:computeTF(x, ContWordFreq)) + """ + Combine the steps to compute the content word mimicry score. Normalizes + the frequency of words by how much they appear across the *entire dataset*. + + Args: + df (DataFrame): The input dataframe. + column_count_frequency (str): The column with content words to calculate frequency. + column_count_mimic (str): The column with content word mimicry. + + Returns: + Series: A series with content word accommodation scores. + + """ + # Compute the frequency of each content word across the whole dataset + ContWordFreq = compute_frequency(df, column_count_frequency) + # Compute the content_mimicry_score + return df[column_count_mimic].apply(lambda x:computeTF(x, ContWordFreq)) + +def Content_mimicry_score_per_conv(df, column_count_frequency, column_count_mimic, conversation_id): + """ + Computes the content word mimicry score, but normalizes the term frequency of the words + by how often they appear *within* a given conversation. This version of the score may + be more useful in cases where different conversations in the dataset cover very + different subject matter, and therefore one may not wish to normalize across the + full dataset. + + Args: + df (DataFrame): The input dataframe. + column_count_frequency (str): The column with content words to calculate frequency. + column_count_mimic (str): The column with content word mimicry. + + Returns: + Series: A series with content word accommodation scores. + + """ + content_mimic_scores = [] + for conv in df[conversation_id].unique(): + df_conv = df[df[conversation_id] == conv] + ContWordFreq = compute_frequency_per_conv(df_conv, column_count_frequency) + content_mimic_scores.append(df_conv[column_count_mimic].apply( + lambda x: computeTF(x, ContWordFreq)).tolist()) + return [item for sublist in content_mimic_scores for item in sublist] + def get_mimicry_bert(chat_data, vect_data, conversation_id): - """ - Uses SBERT vectors to get the cosine similarity between each message and the previous message. + """ + Uses SBERT vectors to get the cosine similarity between each message and the previous message. - Args: - chat_data (DataFrame): The input chat dataframe. - vect_data (DataFrame): The dataframe containing SBERT vectors. - conversation_id (str): The column name that should be selected as the conversation ID. + Args: + chat_data (DataFrame): The input chat dataframe. + vect_data (DataFrame): The dataframe containing SBERT vectors. + conversation_id (str): The column name that should be selected as the conversation ID. + + Returns: + list: A list of cosine similarity scores between each message and the previous message. + """ + + chat_df = chat_data.copy() + chat_df['message_embedding'] = conv_to_float_arr( + vect_data['message_embedding'].to_frame()) + + mimicry = [] - Returns: - list: A list of cosine similarity scores between each message and the previous message. - """ - - chat_df = chat_data.copy() - chat_df['message_embedding'] = conv_to_float_arr(vect_data['message_embedding'].to_frame()) + for num, conv in chat_df.groupby(conversation_id, sort=False): - mimicry = [] + # first chat has no zero mimicry score, nothing previous to compare it to + mimicry.append(0) + prev_embedding = conv.iloc[0]['message_embedding'] - for num, conv in chat_df.groupby(conversation_id, sort=False): + for index, row in conv[1:].iterrows(): - # first chat has no zero mimicry score, nothing previous to compare it to - mimicry.append(0) - prev_embedding = conv.iloc[0]['message_embedding'] + # last "pair" has only one element, safeguard against this + cur_embedding = row['message_embedding'] + cos_sim_matrix = cosine_similarity([cur_embedding, prev_embedding]) + cosine_sim = cos_sim_matrix[0, 1] - for index, row in conv[1:].iterrows(): - - # last "pair" has only one element, safeguard against this - cur_embedding = row['message_embedding'] - cos_sim_matrix = cosine_similarity([cur_embedding, prev_embedding]) - cosine_sim = cos_sim_matrix[0, 1] - - mimicry.append(cosine_sim) + mimicry.append(cosine_sim) - prev_embedding = row['message_embedding'] + prev_embedding = row['message_embedding'] - return mimicry + return mimicry def get_moving_mimicry(chat_data, vect_data, conversation_id): - """ - Calculate the moving average of mimicry scores using SBERT vectors. + """ + Calculate the moving average of mimicry scores using SBERT vectors. - Args: - chat_data (DataFrame): The input chat dataframe. - vect_data (DataFrame): The dataframe containing SBERT vectors. - conversation_id (str): The column name that should be selected as the conversation ID. + Args: + chat_data (DataFrame): The input chat dataframe. + vect_data (DataFrame): The dataframe containing SBERT vectors. + conversation_id (str): The column name that should be selected as the conversation ID. + + Returns: + list: A list of moving average mimicry scores for each message in the conversation. + """ + + chat_df = chat_data.copy() + chat_df['message_embedding'] = conv_to_float_arr( + vect_data['message_embedding'].to_frame()) - Returns: - list: A list of moving average mimicry scores for each message in the conversation. - """ + moving_mimicry = [] - chat_df = chat_data.copy() - chat_df['message_embedding'] = conv_to_float_arr(vect_data['message_embedding'].to_frame()) + for num, conv in chat_df.groupby(conversation_id, sort=False): - moving_mimicry = [] + prev_embedding = conv.iloc[0]["message_embedding"] + prev_mimicry = [] + # Start with 0; however, prev_mimicry is not stored so it is ignored from calculations + moving_mimicry.append(0) - for num, conv in chat_df.groupby(conversation_id, sort = False): + for index, row in conv[1:].iterrows(): + # find cosine similarity between current pair + cos_sim_matrix = cosine_similarity( + [row['message_embedding'], prev_embedding]) + cosine_sim = cos_sim_matrix[0, 1] - prev_embedding = conv.iloc[0]["message_embedding"] - prev_mimicry = [] - moving_mimicry.append(0) # Start with 0; however, prev_mimicry is not stored so it is ignored from calculations - - for index, row in conv[1:].iterrows(): - # find cosine similarity between current pair - cos_sim_matrix = cosine_similarity([row['message_embedding'], prev_embedding]) - cosine_sim = cos_sim_matrix[0, 1] + # get the running average + prev_mimicry.append(cosine_sim) + moving_mimicry.append(np.average(prev_mimicry)) - # get the running average - prev_mimicry.append(cosine_sim) - moving_mimicry.append(np.average(prev_mimicry)) + # update the previous embedding + prev_embedding = row['message_embedding'] - # update the previous embedding - prev_embedding = row['message_embedding'] - - return moving_mimicry \ No newline at end of file + return moving_mimicry diff --git a/src/team_comm_tools/utils/calculate_chat_level_features.py b/src/team_comm_tools/utils/calculate_chat_level_features.py index ef55d4be..be7c44d8 100644 --- a/src/team_comm_tools/utils/calculate_chat_level_features.py +++ b/src/team_comm_tools/utils/calculate_chat_level_features.py @@ -14,7 +14,7 @@ from team_comm_tools.features.certainty import * from team_comm_tools.features.politeness_v2 import * from team_comm_tools.features.reddit_tags import * -from team_comm_tools.features.named_entity_recognition_features import* +from team_comm_tools.features.named_entity_recognition_features import * # Importing utils from .preload_word_lists import * @@ -32,40 +32,61 @@ class ChatLevelFeaturesCalculator: :param chat_data: Pandas dataframe of chat-level features read from the input dataset :type chat_data: pd.DataFrame + :param vect_data: Pandas dataframe containing vector data :type vect_data: pd.DataFrame + :param bert_sentiment_data: Pandas dataframe containing BERT sentiment data :type bert_sentiment_data: pd.DataFrame - :param ner_training_df: This is a pandas dataframe of training data for named entity recognition feature - :type ner_training_df: pd.DataFrame + + :param ner_training: This is a pandas dataframe of training data for named entity recognition feature + :type ner_training: pd.DataFrame + :param ner_cutoff: This is the cutoff value for the confidence of prediction for each named entity :type ner_cutoff: int + + :param conversation_id_col: A string representing the column name that should be selected as the conversation ID. Defaults to "conversation_num". + :type conversation_id_col: str + + :param message_col: A string representing the column name that should be selected as the message. Defaults to "message". + :type message_col: str + + :param timestamp_col: A string representing the column name that should be selected as the message. Defaults to "timestamp". + :type timestamp_col: str + + :param custom_liwc_dictionary: This is the user's own LIWC dictionary. Defaults to empty dictionary. + :type custom_liwc_dictionary: dict """ + def __init__( - self, - chat_data: pd.DataFrame, - vect_data: pd.DataFrame, - bert_sentiment_data: pd.DataFrame, + self, + chat_data: pd.DataFrame, + vect_data: pd.DataFrame, + bert_sentiment_data: pd.DataFrame, ner_training: pd.DataFrame, ner_cutoff: int, conversation_id_col: str, message_col: str, - timestamp_col: str | tuple[str, str] - ) -> None: + timestamp_col: str | tuple[str, str], + timestamp_unit: str, + custom_liwc_dictionary: dict + ) -> None: self.chat_data = chat_data self.vect_data = vect_data - self.bert_sentiment_data = bert_sentiment_data # Load BERT + self.bert_sentiment_data = bert_sentiment_data # Load BERT self.ner_training = ner_training self.ner_cutoff = ner_cutoff self.conversation_id_col = conversation_id_col self.timestamp_col = timestamp_col + self.timestamp_unit = timestamp_unit self.message_col = message_col + self.custom_liwc_dictionary = custom_liwc_dictionary self.easy_dale_chall_words = get_dale_chall_easy_words() # load easy Dale-Chall words exactly once. self.function_words = get_function_words() # load function words exactly once self.question_words = get_question_words() # load question words exactly once self.first_person = get_first_person_words() # load first person words exactly once - + def calculate_chat_level_features(self, feature_methods: list) -> pd.DataFrame: """ Main driver function for creating chat-level features. @@ -82,7 +103,7 @@ def calculate_chat_level_features(self, feature_methods: list) -> pd.DataFrame: # Return the input dataset with the chat level features appended (as columns) return self.chat_data - + def concat_bert_features(self) -> None: """ Concatenate RoBERTa sentiment features to the chat data. @@ -93,7 +114,8 @@ def concat_bert_features(self) -> None: :return: None :rtype: None """ - self.chat_data = pd.concat([self.chat_data, self.bert_sentiment_data], axis = 1) + self.chat_data = pd.concat( + [self.chat_data, self.bert_sentiment_data], axis=1) def text_based_features(self) -> None: """ @@ -108,14 +130,17 @@ def text_based_features(self) -> None: :rtype: None """ # Count Words - self.chat_data["num_words"] = self.chat_data[self.message_col].apply(count_words) - + self.chat_data["num_words"] = self.chat_data[self.message_col].apply( + count_words) + # Count Characters - self.chat_data["num_chars"] = self.chat_data[self.message_col].apply(count_characters) - - # Count Messages - self.chat_data["num_messages"] = self.chat_data[self.message_col].apply(count_messages) - + self.chat_data["num_chars"] = self.chat_data[self.message_col].apply( + count_characters) + + # Count Messages + self.chat_data["num_messages"] = self.chat_data[self.message_col].apply( + count_messages) + def info_exchange(self) -> None: """ Extract different types of z-scores from the chats. @@ -132,16 +157,20 @@ def info_exchange(self) -> None: """ # Get Modified Wordcount: Total word count - first_singular pronouns - self.chat_data["info_exchange_wordcount"] = get_info_exchange_wordcount(self.chat_data, self.first_person, self.message_col) - + self.chat_data["info_exchange_wordcount"] = get_info_exchange_wordcount( + self.chat_data, self.first_person, self.message_col) + # Get the z-score of each message across all chats - self.chat_data["info_exchange_zscore_chats"] = get_zscore_across_all_chats(self.chat_data, "info_exchange_wordcount") + self.chat_data["info_exchange_zscore_chats"] = get_zscore_across_all_chats( + self.chat_data, "info_exchange_wordcount") # Get the z-score within each conversation - self.chat_data["info_exchange_zscore_conversation"] = get_zscore_across_all_conversations(self.chat_data, "info_exchange_wordcount", self.conversation_id_col) + self.chat_data["info_exchange_zscore_conversation"] = get_zscore_across_all_conversations( + self.chat_data, "info_exchange_wordcount", self.conversation_id_col) # Drop the info exchange wordcount --- it's a linear combination of 2 columns and therefore useless - self.chat_data = self.chat_data.drop(columns=['info_exchange_wordcount']) + self.chat_data = self.chat_data.drop( + columns=['info_exchange_wordcount']) def positivity_zscore(self) -> None: """ @@ -155,10 +184,12 @@ def positivity_zscore(self) -> None: :rtype: None """ # Get the z-score of each message across all chats - self.chat_data["positivity_zscore_chats"] = get_zscore_across_all_chats(self.chat_data, "positive_bert") + self.chat_data["positivity_zscore_chats"] = get_zscore_across_all_chats( + self.chat_data, "positive_bert") # Get the z-score within each conversation - self.chat_data["positivity_zscore_conversation"] = get_zscore_across_all_conversations(self.chat_data, "positive_bert", self.conversation_id_col) + self.chat_data["positivity_zscore_conversation"] = get_zscore_across_all_conversations( + self.chat_data, "positive_bert", self.conversation_id_col) def lexical_features(self) -> None: """ @@ -169,7 +200,7 @@ def lexical_features(self) -> None: :return: None :rtype: None """ - self.chat_data = pd.concat([self.chat_data, liwc_features(self.chat_data, self.message_col)], axis = 1) + self.chat_data = pd.concat([self.chat_data, liwc_features(self.chat_data, self.message_col + "_original", self.custom_liwc_dictionary)], axis = 1) def calculate_hedge_features(self) -> None: """ @@ -195,8 +226,10 @@ def calculate_textblob_sentiment(self) -> None: :return: None :rtype: None """ - self.chat_data["textblob_subjectivity"] = self.chat_data[self.message_col].apply(get_subjectivity_score) - self.chat_data["textblob_polarity"] = self.chat_data[self.message_col].apply(get_polarity_score) + self.chat_data["textblob_subjectivity"] = self.chat_data[self.message_col].apply( + get_subjectivity_score) + self.chat_data["textblob_polarity"] = self.chat_data[self.message_col].apply( + get_polarity_score) def get_dale_chall_score_and_classfication(self) -> None: """ @@ -209,8 +242,10 @@ def get_dale_chall_score_and_classfication(self) -> None: :return: None :rtype: None """ - self.chat_data['dale_chall_score'] = self.chat_data[self.message_col].apply(lambda x: dale_chall_helper(x, easy_words = self.easy_dale_chall_words)) - self.chat_data['dale_chall_classification'] = self.chat_data['dale_chall_score'].apply(classify_text_dalechall) + self.chat_data['dale_chall_score'] = self.chat_data["message_lower_with_punc"].apply( + lambda x: dale_chall_helper(x, easy_words=self.easy_dale_chall_words)) + self.chat_data['dale_chall_classification'] = self.chat_data['dale_chall_score'].apply( + classify_text_dalechall) def other_lexical_features(self) -> None: """ @@ -230,20 +265,24 @@ def other_lexical_features(self) -> None: # Get the number of questions in each message # naive: Number of Question Marks + Sentences that start with question words - self.chat_data["num_question_naive"] = self.chat_data["message_lower_with_punc"].apply(lambda x: calculate_num_question_naive(x, question_words = self.question_words)) - + self.chat_data["num_question_naive"] = self.chat_data["message_lower_with_punc"].apply( + lambda x: calculate_num_question_naive(x, question_words=self.question_words)) + # Classify whether the message contains clarification questions - self.chat_data["NTRI"] = self.chat_data["message_lower_with_punc"].apply(classify_NTRI) - + self.chat_data["NTRI"] = self.chat_data["message_lower_with_punc"].apply( + classify_NTRI) + # Calculate the word type-to-token ratio - self.chat_data["word_TTR"] = self.chat_data[self.message_col].apply(get_word_TTR) - + self.chat_data["word_TTR"] = self.chat_data[self.message_col].apply( + get_word_TTR) + # Calculate the proportion of first person pronouns from the chats - self.chat_data["first_pronouns_proportion"] = get_proportion_first_pronouns(self.chat_data) + self.chat_data["first_pronouns_proportion"] = get_proportion_first_pronouns( + self.chat_data) # drop the raw number of first pronouns -- unnecessary given this is proportional to other first-pronoun columns self.chat_data = self.chat_data.drop(columns=['first_person_raw']) - + def calculate_word_mimicry(self) -> None: """ Calculate features related to word mimicry. @@ -256,7 +295,7 @@ def calculate_word_mimicry(self) -> None: - Identifies mimicry of function and content words from the immediate previous turn - Computes function word accommodation (number of mimicked function words) - Computes content word accommodation (sum of inverse frequency of mimicked content words) - + Drops the intermediate columns related to function and content words after calculation. :return: None @@ -264,21 +303,32 @@ def calculate_word_mimicry(self) -> None: """ # Extract function words / content words from a message - self.chat_data["function_words"] = self.chat_data[self.message_col].apply(lambda x: get_function_words_in_message(x, function_word_reference = self.function_words)) - self.chat_data["content_words"] = self.chat_data[self.message_col].apply(lambda x: get_content_words_in_message(x, function_word_reference = self.function_words)) - + self.chat_data["function_words"] = self.chat_data[self.message_col].apply( + lambda x: get_function_words_in_message(x, function_word_reference=self.function_words)) + self.chat_data["content_words"] = self.chat_data[self.message_col].apply( + lambda x: get_content_words_in_message(x, function_word_reference=self.function_words)) + # Extract the function words / content words that also appears in the immediate previous turn - self.chat_data["function_word_mimicry"] = mimic_words(self.chat_data, "function_words", self.conversation_id_col) - self.chat_data["content_word_mimicry"] = mimic_words(self.chat_data, "content_words", self.conversation_id_col) + self.chat_data["function_word_mimicry"] = mimic_words( + self.chat_data, "function_words", self.conversation_id_col) + self.chat_data["content_word_mimicry"] = mimic_words( + self.chat_data, "content_words", self.conversation_id_col) # Compute the number of function words that also appears in the immediate previous turn - self.chat_data["function_word_accommodation"] = self.chat_data["function_word_mimicry"].apply(function_mimicry_score) - + self.chat_data["function_word_accommodation"] = self.chat_data["function_word_mimicry"].apply( + function_mimicry_score) + # Compute the sum of inverse frequency of each content word that also occurred in the other’s immediately prior turn. - self.chat_data["content_word_accommodation"] = Content_mimicry_score(self.chat_data, "content_words","content_word_mimicry") + self.chat_data["content_word_accommodation"] = Content_mimicry_score( + self.chat_data, "content_words", "content_word_mimicry") + + # Compute the sum of inverse frequency of each content word that also occurred in the other’s immediately prior turn WITHIN CONVERSATIONS. + self.chat_data["content_word_accommodation_per_conv"] = Content_mimicry_score_per_conv( + self.chat_data, "content_words", "content_word_mimicry", self.conversation_id_col) # Drop the function / content word columns -- we don't need them in the output - self.chat_data = self.chat_data.drop(columns=['function_words', 'content_words', 'function_word_mimicry', 'content_word_mimicry']) + self.chat_data = self.chat_data.drop(columns=[ + 'function_words', 'content_words', 'function_word_mimicry', 'content_word_mimicry']) def calculate_vector_word_mimicry(self) -> None: """ @@ -288,16 +338,18 @@ def calculate_vector_word_mimicry(self) -> None: :rtype: None """ - self.chat_data["mimicry_bert"] = get_mimicry_bert(self.chat_data, self.vect_data, self.conversation_id_col) - self.chat_data["moving_mimicry"] = get_moving_mimicry(self.chat_data, self.vect_data, self.conversation_id_col) - + self.chat_data["mimicry_bert"] = get_mimicry_bert( + self.chat_data, self.vect_data, self.conversation_id_col) + self.chat_data["moving_mimicry"] = get_moving_mimicry( + self.chat_data, self.vect_data, self.conversation_id_col) + def get_temporal_features(self) -> None: """ Calculate features relevant to the timestamps of each chat. This function calculates and appends the following temporal feature to the chat data: - Time difference between messages sent - + It checks whether the 'timestamp' column is available. If not, it tries to calculate using 'timestamp_start' and 'timestamp_end' columns. @@ -305,12 +357,14 @@ def get_temporal_features(self) -> None: :rtype: None """ if type(self.timestamp_col) is str and {self.timestamp_col}.issubset(self.chat_data.columns): - self.chat_data["time_diff"] = get_time_diff(self.chat_data, self.timestamp_col, self.conversation_id_col) + self.chat_data["time_diff"] = get_time_diff( + self.chat_data, self.timestamp_col, self.conversation_id_col, self.timestamp_unit) elif type(self.timestamp_col) is tuple: timestamp_start, timestamp_end = self.timestamp_col if {timestamp_start, timestamp_end}.issubset(self.chat_data.columns): - self.chat_data["time_diff"] = get_time_diff_startend(self.chat_data, timestamp_start, timestamp_end, self.conversation_id_col) - + self.chat_data["time_diff"] = get_time_diff_startend( + self.chat_data, timestamp_start, timestamp_end, self.conversation_id_col, self.timestamp_unit) + def calculate_politeness_sentiment(self) -> None: """ Calculate politeness strategies using the Politeness module from Convokit. @@ -353,8 +407,9 @@ def get_forward_flow(self) -> None: :return: None :rtype: None """ - self.chat_data["forward_flow"] = get_forward_flow(self.chat_data, self.vect_data, self.conversation_id_col) - + self.chat_data["forward_flow"] = get_forward_flow( + self.chat_data, self.vect_data, self.conversation_id_col) + def get_certainty_score(self) -> None: """ Calculate the certainty score of a statement. @@ -367,9 +422,10 @@ def get_certainty_score(self) -> None: :return: None :rtype: None """ - + try: - self.chat_data["certainty_rocklage"] = self.chat_data["message_lower_with_punc"].apply(get_certainty) + self.chat_data["certainty_rocklage"] = self.chat_data["message_lower_with_punc"].apply( + get_certainty) except: print("WARNING: Certainty lexicon not found. Skipping feature...") @@ -394,28 +450,42 @@ def get_reddit_features(self) -> None: :return: None :rtype: None """ - self.chat_data["num_all_caps"] = self.chat_data[self.message_col + "_original"].apply(count_all_caps) - self.chat_data["num_links"] = self.chat_data["message_lower_with_punc"].apply(count_links) - self.chat_data["num_reddit_users"] = self.chat_data["message_lower_with_punc"].apply(count_user_references) - self.chat_data["num_emphasis"] = self.chat_data["message_lower_with_punc"].apply(count_emphasis) - self.chat_data["num_bullet_points"] = self.chat_data["message_lower_with_punc"].apply(count_bullet_points) - self.chat_data["num_numbered_points"] = self.chat_data["message_lower_with_punc"].apply(count_numbering) - self.chat_data["num_line_breaks"] = self.chat_data["message_lower_with_punc"].apply(count_line_breaks) - self.chat_data["num_quotes"] = self.chat_data["message_lower_with_punc"].apply(count_quotes) - self.chat_data["num_block_quote_responses"] = self.chat_data["message_lower_with_punc"].apply(count_responding_to_someone) - self.chat_data["num_ellipses"] = self.chat_data["message_lower_with_punc"].apply(count_ellipses) - self.chat_data["num_parentheses"] = self.chat_data["message_lower_with_punc"].apply(count_parentheses) - self.chat_data["num_emoji"] = self.chat_data["message_lower_with_punc"].apply(count_emojis) - + self.chat_data["num_all_caps"] = self.chat_data[self.message_col + + "_original"].apply(count_all_caps) + self.chat_data["num_links"] = self.chat_data["message_lower_with_punc"].apply( + count_links) + self.chat_data["num_reddit_users"] = self.chat_data["message_lower_with_punc"].apply( + count_user_references) + self.chat_data["num_emphasis"] = self.chat_data["message_lower_with_punc"].apply( + count_emphasis) + self.chat_data["num_bullet_points"] = self.chat_data["message_lower_with_punc"].apply( + count_bullet_points) + self.chat_data["num_numbered_points"] = self.chat_data["message_lower_with_punc"].apply( + count_numbering) + self.chat_data["num_line_breaks"] = self.chat_data["message_lower_with_punc"].apply( + count_line_breaks) + self.chat_data["num_quotes"] = self.chat_data["message_lower_with_punc"].apply( + count_quotes) + self.chat_data["num_block_quote_responses"] = self.chat_data["message_lower_with_punc"].apply( + count_responding_to_someone) + self.chat_data["num_ellipses"] = self.chat_data["message_lower_with_punc"].apply( + count_ellipses) + self.chat_data["num_parentheses"] = self.chat_data["message_lower_with_punc"].apply( + count_parentheses) + self.chat_data["num_emoji"] = self.chat_data["message_lower_with_punc"].apply( + count_emojis) + def get_named_entity(self) -> None: """ This function calculates the number of named entities in a chat. - + :return: None :rtype: None """ if self.ner_training is not None: train_spacy_ner(self.ner_training) - self.chat_data["num_named_entity"] = self.chat_data[self.message_col].apply(num_named_entity, cutoff=self.ner_cutoff) - self.chat_data["named_entities"] = self.chat_data[self.message_col].apply(named_entities, cutoff=self.ner_cutoff) + self.chat_data["num_named_entity"] = self.chat_data[self.message_col].apply( + num_named_entity, cutoff=self.ner_cutoff) + self.chat_data["named_entities"] = self.chat_data[self.message_col].apply( + named_entities, cutoff=self.ner_cutoff) diff --git a/src/team_comm_tools/utils/calculate_conversation_level_features.py b/src/team_comm_tools/utils/calculate_conversation_level_features.py index b6a667e6..4e959559 100644 --- a/src/team_comm_tools/utils/calculate_conversation_level_features.py +++ b/src/team_comm_tools/utils/calculate_conversation_level_features.py @@ -7,6 +7,7 @@ from team_comm_tools.utils.summarize_features import * from team_comm_tools.utils.gini_coefficient import * from team_comm_tools.utils.preprocess import * +from fuzzywuzzy import process class ConversationLevelFeaturesCalculator: """ @@ -25,8 +26,20 @@ class ConversationLevelFeaturesCalculator: :type vect_data: pd.DataFrame :param vector_directory: Directory where vector files are stored :type vector_directory: str - :param input_columns: List of columns in the chat-level features dataframe that should not be summarized - :type input_columns: list + :param convo_aggregation: If true, will aggregate features at the conversational level + :type convo_aggregation: bool + :param convo_methods: Specifies which functions users want to aggregate with (e.g., mean, stdev...) + :type convo_methods: list + :param convo_columns: Specifies which columns (at the chat level) users want aggregated + :type convo_columns: list + :param user_aggregation: If true, will aggregate features at the user level + :type convo_aggregation: bool + :param user_methods: Specifies which functions users want to aggregate with (e.g., mean, stdev...) at the user level + :type user_methods: list + :param user_columns: Specifies which columns (at the chat level) users want aggregated for the user level + :type user_columns: list + :param chat_features: Tracks all the chat-level features generated by the toolkit + :type chat_features: list """ def __init__(self, chat_data: pd.DataFrame, user_data: pd.DataFrame, @@ -37,8 +50,15 @@ def __init__(self, chat_data: pd.DataFrame, speaker_id_col: str, message_col: str, timestamp_col: str, - input_columns:list) -> None: - + convo_aggregation: bool, + convo_methods: list, + convo_columns: list, + user_aggregation: bool, + user_methods: list, + user_columns: list, + chat_features: list, + ) -> None: + # Initializing variables self.chat_data = chat_data self.user_data = user_data @@ -49,13 +69,155 @@ def __init__(self, chat_data: pd.DataFrame, self.speaker_id_col = speaker_id_col self.message_col = message_col self.timestamp_col = timestamp_col - # Denotes the columns that can be summarized from the chat level, onto the conversation level. - self.input_columns = list(input_columns) - if 'conversation_num' not in self.input_columns: - self.input_columns.append('conversation_num') - self.columns_to_summarize = [column for column in self.chat_data.columns \ - if (column not in self.input_columns) and pd.api.types.is_numeric_dtype(self.chat_data[column])] + self.convo_aggregation = convo_aggregation + self.convo_methods = convo_methods + self.user_aggregation = user_aggregation + self.user_methods = user_methods + self.user_columns = user_columns + self.chat_features = chat_features + + def clean_up_aggregation_method_names(aggregation_method_names:list, method_param:str) -> list: + """ + Clean up different ways of specifying the aggregation names; e.g., point "average" and "max" + to the same function + + :param aggregation_method_names: The list of method names requested by the user for aggregation + :type aggregation_method_names: list + + :param method_param: The name of the parameter the user specified their methods in (convo_columns or user_columns) + :type method_param: str + + :return: the list of valid methods that can be used for aggregation + :rtype: list + """ + + aggregation_method_names = aggregation_method_names.copy() + + for i in range(len(aggregation_method_names)): + # directly modify the list to replace synonyms + if aggregation_method_names[i] == "average": + aggregation_method_names[i] = "mean" + if aggregation_method_names[i] == "maximum": + aggregation_method_names[i] = "max" + if aggregation_method_names[i] == "minimum": + aggregation_method_names[i] = "min" + if aggregation_method_names[i] == "standard deviation": + aggregation_method_names[i] = "stdev" + if aggregation_method_names[i] == "sd": + aggregation_method_names[i] = "stdev" + if aggregation_method_names[i] == "std": + aggregation_method_names[i] = "stdev" + if aggregation_method_names[i] == "total": + aggregation_method_names[i] = "sum" + if aggregation_method_names[i] == "add": + aggregation_method_names[i] = "sum" + if aggregation_method_names[i] == "summing": + aggregation_method_names[i] = "sum" + + current = aggregation_method_names[i] + + if current != "mean" and current != "max" and current != "min" and current != "stdev" and current != "median" and current != "sum": + print(f"WARNING: {current} is not a valid user method (specified in {method_param}). Valid methods are: [mean, max, min, stdev, median, sum]. Ignoring...") + aggregation_method_names.remove(current) + + # print a WARNING for sum, since not all sums make sense; e.g., it makes sense to sum the total number of words, but not to sum the positivity scores + if current == "sum": + print(f"INFO: User requested 'sum' in {method_param}. Ensure summing is appropriate; it is helpful for countable metrics like word counts. For non-countable metrics, such as sentiment ratings, consider using the mean instead.") + + return aggregation_method_names + + def ensure_aggregation_columns_present(user_inputted_columns:list, agg_param:str) -> list: + + """ + An error checking function to ensure that the columns inputted by the user are present in the data. + + :param user_inputted_columns: The list of columns requested by the user for aggregation + :type user_inputted_columns: list + + :param agg_param: The name of the parameter the user specified for aggregation (convo_columns or user_columns) + :type agg_param: str + + :return: the list of valid columns that can be aggregated (they are present in the chat data AND generated by us) + :rtype: list + """ + columns_in_data = list(set(user_inputted_columns).intersection(set(self.chat_features).intersection(set(self.chat_data.columns)))) + if(len(columns_in_data) != len(user_inputted_columns)): + print( + f"WARNING: One or more columns requested for aggregation using the {agg_param} parameter are not valid. Ignoring..." + ) + # help the user fix their error + for i in user_inputted_columns: + matches = process.extract(i, self.chat_data.columns, limit=3) + best_match, similarity = matches[0] + + if similarity == 100: + continue + elif similarity >= 80: + print("Did you mean", best_match, "instead of", i, "?") + else: + print(i, "not found in data and no close match.") + + return columns_in_data + + # check if user inputted convo_columns is None + # If 'None', the default behavior is to summarize all numeric columns generated at the chat level + if convo_columns is None: + self.columns_to_summarize = [column for column in set(self.chat_features).intersection(set(self.chat_data.columns)) \ + if pd.api.types.is_numeric_dtype(self.chat_data[column])] + else: + if convo_aggregation == True and (len(convo_columns) == 0 or len(convo_methods) == 0): + print( + "WARNING: convo_aggregation is True but no convo_columns specified. Defaulting convo_aggregation to False." + ) + self.convo_aggregation = False + else: + # to check if columns are in data and in the list of features we generate + convo_columns_in_data = ensure_aggregation_columns_present(user_inputted_columns = convo_columns, agg_param = "convo_columns") + self.columns_to_summarize = convo_columns_in_data + + # ensure all lowercase + self.convo_methods = [col.lower() for col in self.convo_methods] + self.columns_to_summarize = [col.lower() for col in self.columns_to_summarize] + + # check if columns are numeric + for col in self.columns_to_summarize: + if pd.api.types.is_numeric_dtype(self.chat_data[col]) is False: + print("WARNING: ", col, " (in convo_columns) is not numeric. Ignoring...") + self.columns_to_summarize.remove(col) + + # check if user inputted user_columns is None + # as with the conversation level, we default to aggregating all generated chat-level features + if user_columns is None: + self.user_columns = [column for column in set(self.chat_features).intersection(set(self.chat_data.columns)) \ + if pd.api.types.is_numeric_dtype(self.chat_data[column])] + else: + if user_aggregation == True and len(user_columns) == 0: + print("WARNING: user_aggregation is True but no user_columns specified. Defaulting user_aggregation to False.") + self.user_aggregation = False + else: + # to check if columns are in data + user_columns_in_data = ensure_aggregation_columns_present(user_inputted_columns = user_columns, agg_param = "user_columns") + self.user_columns = user_columns_in_data + + # ensure all lowercase + self.user_methods = [col.lower() for col in self.user_methods] + self.user_columns = [col.lower() for col in self.user_columns] + + # check if columns are numeric + for col in self.user_columns: + if pd.api.types.is_numeric_dtype(self.chat_data[col]) is False: + print("WARNING: ", col, " (in user_columns) is not numeric. Ignoring...") + self.user_columns.remove(col) + + # replace interchangable words in convo_methods and remove invalid methods + self.convo_methods = clean_up_aggregation_method_names(aggregation_method_names = self.convo_methods, method_param = "convo_methods") + + # replace interchangable words in user_methods and remove invalid methods + self.user_methods = clean_up_aggregation_method_names(aggregation_method_names = self.user_methods, method_param = "user_methods") + + # columns that need to be summed due to dependency on gini coefficient self.summable_columns = ["num_words", "num_chars", "num_messages"] + def calculate_conversation_level_features(self, feature_methods: list) -> pd.DataFrame: """ @@ -64,6 +226,9 @@ def calculate_conversation_level_features(self, feature_methods: list) -> pd.Dat This function computes various conversation-level features by aggregating chat-level and user-level features, and appends them as new columns to the input conversation-level data. + :param feature_methods: The list of methods to use to generate features + :type turns: list + :return: The conversation-level dataset with new columns for each conversation-level feature :rtype: pd.DataFrame """ @@ -98,7 +263,6 @@ def get_gini_features(self) -> None: - Word count - Character count - Message count - - Function word accommodation The Gini index is then merged into the conversation-level data. @@ -106,7 +270,6 @@ def get_gini_features(self) -> None: :rtype: None """ for column in self.summable_columns: - self.conv_data = pd.merge( left=self.conv_data, right=get_gini(self.user_data.copy(), "sum_"+column, self.conversation_id_col), # this applies to the summed columns in user_data, which matches the above @@ -130,42 +293,66 @@ def get_conversation_level_aggregates(self) -> None: :rtype: None """ - # For each summarizable feature - for column in self.columns_to_summarize: - - # Average/Mean of feature across the Conversation - self.conv_data = pd.merge( - left=self.conv_data, - right=get_average(self.chat_data.copy(), column, 'average_'+column, self.conversation_id_col), - on=[self.conversation_id_col], - how="inner" - ) - - # Standard Deviation of feature across the Conversation - self.conv_data = pd.merge( - left=self.conv_data, - right=get_stdev(self.chat_data.copy(), column, 'stdev_'+column, self.conversation_id_col), - on=[self.conversation_id_col], - how="inner" - ) - - # Minima for the feature across the Conversation - self.conv_data = pd.merge( - left=self.conv_data, - right=get_min(self.chat_data.copy(), column, 'min_'+column, self.conversation_id_col), - on=[self.conversation_id_col], - how="inner" - ) - - # Maxima for the feature across the Conversation - self.conv_data = pd.merge( - left=self.conv_data, - right=get_max(self.chat_data.copy(), column, 'max_'+column, self.conversation_id_col), - on=[self.conversation_id_col], - how="inner" - ) - - # Do this only for the columns that make sense (e.g., countable things) + if self.convo_aggregation == True: + # For each summarizable feature + for column in self.columns_to_summarize: + + # Average/Mean of feature across the Conversation + if 'mean' in self.convo_methods: + self.conv_data = pd.merge( + left=self.conv_data, + right=get_mean(self.chat_data.copy(), column, 'mean_'+column, self.conversation_id_col), + on=[self.conversation_id_col], + how="inner" + ) + + # Standard Deviation of feature across the Conversation + if 'stdev' in self.convo_methods: + self.conv_data = pd.merge( + left=self.conv_data, + right=get_stdev(self.chat_data.copy(), column, 'stdev_'+column, self.conversation_id_col), + on=[self.conversation_id_col], + how="inner" + ) + + # Minima for the feature across the Conversation + if 'min' in self.convo_methods: + self.conv_data = pd.merge( + left=self.conv_data, + right=get_min(self.chat_data.copy(), column, 'min_'+column, self.conversation_id_col), + on=[self.conversation_id_col], + how="inner" + ) + + # Maxima for the feature across the Conversation + if 'max' in self.convo_methods: + self.conv_data = pd.merge( + left=self.conv_data, + right=get_max(self.chat_data.copy(), column, 'max_'+column, self.conversation_id_col), + on=[self.conversation_id_col], + how="inner" + ) + + # Median for the feature across the Conversation + if 'median' in self.convo_methods: + self.conv_data = pd.merge( + left=self.conv_data, + right=get_median(self.chat_data.copy(), column, 'median_'+column, self.conversation_id_col), + on=[self.conversation_id_col], + how="inner" + ) + + # Sum for the feature across the Conversation + if column not in self.summable_columns: # do this only for things we are not already auto-summarizing + if 'sum' in self.convo_methods: + self.conv_data = pd.merge( + left=self.conv_data, + right=get_sum(self.chat_data.copy(), column, 'sum_'+column, self.conversation_id_col), + on=[self.conversation_id_col], + how="inner" + ) + + # Compute some sums regardless of user specifications, as it's necessary for gini. for column in self.summable_columns: # Sum for the feature across the Conversation self.conv_data = pd.merge( @@ -174,7 +361,7 @@ def get_conversation_level_aggregates(self) -> None: on=[self.conversation_id_col], how="inner" ) - + def get_user_level_aggregates(self) -> None: """ Aggregate summary statistics from user-level features to conversation-level features. @@ -189,80 +376,79 @@ def get_user_level_aggregates(self) -> None: - Minimum of averaged user-level features - Maximum of averaged user-level features + :return: None :rtype: None """ - # Sum Columns were created using self.get_user_level_summed_features() - for column in self.columns_to_summarize: + if self.convo_aggregation == True and self.user_aggregation == True: - # Average/Mean of User-Level Feature - self.conv_data = pd.merge( - left=self.conv_data, - right=get_average(self.user_data.copy(), "sum_"+column, 'average_user_sum_'+column, self.conversation_id_col), - on=[self.conversation_id_col], - how="inner" - ) - - # Standard Deviation of User-Level Feature - self.conv_data = pd.merge( - left=self.conv_data, - right=get_stdev(self.user_data.copy(), "sum_"+column, 'stdev_user_sum_'+column, self.conversation_id_col), - on=[self.conversation_id_col], - how="inner" - ) - - # Minima of User-Level Feature - self.conv_data = pd.merge( - left=self.conv_data, - right=get_min(self.user_data.copy(), "sum_"+column, 'min_user_sum_'+column, self.conversation_id_col), - on=[self.conversation_id_col], - how="inner" - ) - - # Maxima of User-Level Feature - self.conv_data = pd.merge( - left=self.conv_data, - right=get_max(self.user_data.copy(), "sum_"+column, 'max_user_sum_'+column, self.conversation_id_col), - on=[self.conversation_id_col], - how="inner" - ) - - # Average Columns were created using self.get_user_level_averaged_features() - for column in self.columns_to_summarize: - - # Average/Mean of User-Level Feature - self.conv_data = pd.merge( - left=self.conv_data, - right=get_average(self.user_data.copy(), "average_"+column, 'average_user_avg_'+column, self.conversation_id_col), - on=[self.conversation_id_col], - how="inner" - ) - - # Standard Deviation of User-Level Feature - self.conv_data = pd.merge( - left=self.conv_data, - right=get_stdev(self.user_data.copy(), "average_"+column, 'stdev_user_avg_'+column, self.conversation_id_col), - on=[self.conversation_id_col], - how="inner" - ) - - # Minima of User-Level Feature - self.conv_data = pd.merge( - left=self.conv_data, - right=get_min(self.user_data.copy(), "average_"+column, 'min_user_avg_'+column, self.conversation_id_col), - on=[self.conversation_id_col], - how="inner" - ) - - # Maxima of User-Level Feature - self.conv_data = pd.merge( - left=self.conv_data, - right=get_max(self.user_data.copy(), "average_"+column, 'max_user_avg_'+column, self.conversation_id_col), - on=[self.conversation_id_col], - how="inner" - ) - + # aggregates from the user level based on conversation methods + if 'mean' in self.convo_methods: + for user_column in self.user_columns: + for user_method in self.user_methods: + # Average/Mean of User-Level Feature + self.conv_data = pd.merge( + left=self.conv_data, + right=get_mean(self.user_data.copy(), user_method + "_" +user_column, "mean_user_" + user_method + "_" +user_column, self.conversation_id_col), + on=[self.conversation_id_col], + how="inner" + ) + + if 'stdev' in self.convo_methods: + for user_column in self.user_columns: + for user_method in self.user_methods: + # Standard Deviation of User-Level Feature + self.conv_data = pd.merge( + left=self.conv_data, + right=get_stdev(self.user_data.copy(), user_method + "_" + user_column, 'stdev_user_' + user_method + "_" + user_column, self.conversation_id_col), + on=[self.conversation_id_col], + how="inner" + ) + + if 'min' in self.convo_methods: + for user_column in self.user_columns: + for user_method in self.user_methods: + # Minima of User-Level Feature + self.conv_data = pd.merge( + left=self.conv_data, + right=get_min(self.user_data.copy(), user_method + "_" + user_column, 'min_user_' + user_method + "_" + user_column, self.conversation_id_col), + on=[self.conversation_id_col], + how="inner" + ) + + if 'max' in self.convo_methods: + for user_column in self.user_columns: + for user_method in self.user_methods: + # Maxima of User-Level Feature + self.conv_data = pd.merge( + left=self.conv_data, + right=get_max(self.user_data.copy(), user_method + "_" + user_column, 'max_user_' + user_method + "_" + user_column, self.conversation_id_col), + on=[self.conversation_id_col], + how="inner" + ) + + if 'median' in self.convo_methods: + for user_column in self.user_columns: + for user_method in self.user_methods: + # Median of User-Level Feature + self.conv_data = pd.merge( + left=self.conv_data, + right=get_median(self.user_data.copy(), user_method + "_" + user_column, 'median_user_' + user_method + "_" + user_column, self.conversation_id_col), + on=[self.conversation_id_col], + how="inner" + ) + + if 'sum' in self.convo_methods: + for user_column in self.user_columns: + for user_method in self.user_methods: + # Sum of User-Level Feature + self.conv_data = pd.merge( + left=self.conv_data, + right=get_sum(self.user_data.copy(), user_method + "_" + user_column, 'sum_user_' + user_method + "_" + user_column, self.conversation_id_col), + on=[self.conversation_id_col], + how="inner" + ) def get_discursive_diversity_features(self) -> None: """ diff --git a/src/team_comm_tools/utils/calculate_user_level_features.py b/src/team_comm_tools/utils/calculate_user_level_features.py index 2d131f43..0d9043c9 100644 --- a/src/team_comm_tools/utils/calculate_user_level_features.py +++ b/src/team_comm_tools/utils/calculate_user_level_features.py @@ -1,7 +1,8 @@ # Importing modules from features -from team_comm_tools.utils.summarize_features import get_user_sum_dataframe, get_user_average_dataframe +from team_comm_tools.utils.summarize_features import get_user_sum_dataframe, get_user_mean_dataframe, get_user_max_dataframe, get_user_min_dataframe, get_user_stdev_dataframe, get_user_median_dataframe from team_comm_tools.features.get_user_network import * from team_comm_tools.features.user_centroids import * +from fuzzywuzzy import process class UserLevelFeaturesCalculator: """ @@ -20,10 +21,24 @@ class UserLevelFeaturesCalculator: :type conversation_id_col: str :param speaker_id_col: A string representing the column name that should be selected as the speaker ID. Defaults to "speaker_nickname". :type speaker_id_col: str - :param input_columns: List of columns in the chat-level features dataframe that should not be summarized - :type input_columns: list + :param user_aggregation: If true, will aggregate features at the user level + :type user_aggregation: bool + :param user_methods: Specifies which functions users want to aggregate with (e.g., mean, stdev...) at the user level + :type user_methods: list + :param user_columns: Specifies which columns (at the chat level) users want aggregated for the user level + :type user_columns: list + :param chat_features: Tracks all the chat-level features generated by the toolkit + :type chat_features: list """ - def __init__(self, chat_data: pd.DataFrame, user_data: pd.DataFrame, vect_data: pd.DataFrame, conversation_id_col: str, speaker_id_col: str, input_columns:list) -> None: + def __init__(self, chat_data: pd.DataFrame, + user_data: pd.DataFrame, + vect_data: pd.DataFrame, + conversation_id_col: str, + speaker_id_col: str, + user_aggregation: bool, + user_methods: list, + user_columns: list, + chat_features: list) -> None: # Initializing variables self.chat_data = chat_data @@ -31,12 +46,100 @@ def __init__(self, chat_data: pd.DataFrame, user_data: pd.DataFrame, vect_data: self.vect_data = vect_data self.conversation_id_col = conversation_id_col self.speaker_id_col = speaker_id_col - # Denotes the columns that can be summarized from the chat level, onto the conversation level. - self.input_columns = list(input_columns) - self.input_columns.append('conversation_num') - self.columns_to_summarize = [column for column in self.chat_data.columns \ - if (column not in self.input_columns) and pd.api.types.is_numeric_dtype(self.chat_data[column])] + self.user_aggregation = user_aggregation + self.user_methods = user_methods + self.chat_features = chat_features + def clean_up_aggregation_method_names(aggregation_method_names:list) -> list: + """ + Clean up different ways of specifying the aggregation names; e.g., point "average" and "max" + to the same function + + :param aggregation_method_names: The list of method names requested by the user for aggregation + :type aggregation_method_names: list + + :return: the list of valid methods that can be used for aggregation + :rtype: list + """ + + aggregation_method_names = aggregation_method_names.copy() + + for i in range(len(aggregation_method_names)): + # directly modify the list to replace synonyms + if aggregation_method_names[i] == "average": + aggregation_method_names[i] = "mean" + if aggregation_method_names[i] == "maximum": + aggregation_method_names[i] = "max" + if aggregation_method_names[i] == "minimum": + aggregation_method_names[i] = "min" + if aggregation_method_names[i] == "standard deviation": + aggregation_method_names[i] = "stdev" + if aggregation_method_names[i] == "sd": + aggregation_method_names[i] = "stdev" + if aggregation_method_names[i] == "std": + aggregation_method_names[i] = "stdev" + if aggregation_method_names[i] == "total": + aggregation_method_names[i] = "sum" + if aggregation_method_names[i] == "add": + aggregation_method_names[i] = "sum" + if aggregation_method_names[i] == "summing": + aggregation_method_names[i] = "sum" + + current = aggregation_method_names[i] + + # don't print warnings here, since we already print them in the conversation_level_features equivalent + if current != "mean" and current != "max" and current != "min" and current != "stdev" and current != "median" and current != "sum": + aggregation_method_names.remove(current) + + return aggregation_method_names + + def ensure_aggregation_columns_present(user_inputted_columns:list, agg_param:str) -> list: + + """ + An error checking function to ensure that the columns inputted by the user are present in the data. + + Does not print warnings, since equivalent warnings are already printed at the conversation level. + + :param user_inputted_columns: The list of columns requested by the user for aggregation + :type user_inputted_columns: list + + :param user_inputted_columns: The name of the parameter the user specified for aggregation (convo_columns or user_columns) + :type user_inputted_columns: str + + :return: the list of valid columns that can be aggregated (they are present in the chat data AND generated by us) + :rtype: list + """ + columns_in_data = list(set(user_inputted_columns).intersection(set(self.chat_features).intersection(set(self.chat_data.columns)))) + return columns_in_data + + # check if user inputted user_columns is None + # we default to aggregating all generated chat-level features + if user_columns is None: + self.columns_to_summarize = [column for column in set(self.chat_features).intersection(set(self.chat_data.columns)) \ + if pd.api.types.is_numeric_dtype(self.chat_data[column])] + else: + if user_aggregation == True and (len(user_columns) == 0 or len(user_methods) == 0): + self.user_aggregation = False + else: + # to check if columns are in the data + user_columns_in_data = ensure_aggregation_columns_present(user_inputted_columns = user_columns, agg_param = "user_columns") + self.columns_to_summarize = user_columns_in_data + + # ensure all lowercase + self.user_methods = [col.lower() for col in self.user_methods] + self.columns_to_summarize = [col.lower() for col in self.columns_to_summarize] + + # check if columns are numeric + for col in self.columns_to_summarize: + if pd.api.types.is_numeric_dtype(self.chat_data[col]) is False: + self.columns_to_summarize.remove(col) + + # replace interchangable words in user_methods and remove invalid methods + self.user_methods = clean_up_aggregation_method_names(aggregation_method_names = self.user_methods) + + # columns that need to be summed due to dependency on gini coefficient + self.summable_columns = ["num_words", "num_chars", "num_messages"] + def calculate_user_level_features(self) -> pd.DataFrame: """ Main driver function for creating user-level features. @@ -48,14 +151,14 @@ def calculate_user_level_features(self) -> pd.DataFrame: :rtype: pd.DataFrame """ - # Get average features for all features - self.get_user_level_averaged_features() - - # Get total counts for all features + # Get total counts for features that need to be summed, regardless of what the user specified self.get_user_level_summed_features() + # Get user summary statistics for all features (e.g. mean, min, max, stdev) + self.get_user_level_summary_statistics_features() + # Get 4 discursive features (discursive diversity, variance in DD, incongruent modulation, within-person discursive range) - # self.get_centroids() + self.get_centroids() # Get list of other users in a given conversation self.get_user_network() @@ -75,7 +178,66 @@ def get_user_level_summary_statistics_features(self) -> None: This is an open question, so we are putting a TODO here. """ - pass + + if self.user_aggregation == True: + + # For each summarizable feature + for column in self.columns_to_summarize: + + # Average/Mean of feature across the User + if 'mean' in self.user_methods: + self.user_data = pd.merge( + left=self.user_data, + right=get_user_mean_dataframe(self.chat_data, column, self.conversation_id_col, self.speaker_id_col), + on=[self.conversation_id_col, self.speaker_id_col], + how="inner" + ) + + # Maxima for the feature across the User + if 'max' in self.user_methods: + self.user_data = pd.merge( + left=self.user_data, + right=get_user_max_dataframe(self.chat_data, column, self.conversation_id_col, self.speaker_id_col), + on=[self.conversation_id_col, self.speaker_id_col], + how="inner" + ) + + # Minima for the feature across the User + if 'min' in self.user_methods: + self.user_data = pd.merge( + left=self.user_data, + right=get_user_min_dataframe(self.chat_data, column, self.conversation_id_col, self.speaker_id_col), + on=[self.conversation_id_col, self.speaker_id_col], + how="inner" + ) + + # Standard Deviation of feature across the User + if 'stdev' in self.user_methods: + self.user_data = pd.merge( + left=self.user_data, + right=get_user_stdev_dataframe(self.chat_data, column, self.conversation_id_col, self.speaker_id_col), + on=[self.conversation_id_col, self.speaker_id_col], + how="inner" + ) + + # Median of feature across the User + if 'median' in self.user_methods: + self.user_data = pd.merge( + left=self.user_data, + right=get_user_median_dataframe(self.chat_data, column, self.conversation_id_col, self.speaker_id_col), + on=[self.conversation_id_col, self.speaker_id_col], + how="inner" + ) + + # Sum of feature across the User + if column not in self.summable_columns: # do this only for things we are not already auto-summarizing + if 'sum' in self.user_methods: + self.user_data = pd.merge( + left=self.user_data, + right=get_user_sum_dataframe(self.chat_data, column, self.conversation_id_col, self.speaker_id_col), + on=[self.conversation_id_col, self.speaker_id_col], + how="inner" + ) def get_user_level_summed_features(self) -> None: """ @@ -85,15 +247,16 @@ def get_user_level_summed_features(self) -> None: - Word count (total number of words) - Character count - Message count - - Function word accommodation This function calculates and merges the summed features into the user-level data. :return: None :rtype: None """ + # For each summarizable feature - for column in self.columns_to_summarize: + for column in self.summable_columns: + # Sum of feature across the Conversation self.user_data = pd.merge( left=self.user_data, @@ -102,25 +265,6 @@ def get_user_level_summed_features(self) -> None: how="inner" ) - def get_user_level_averaged_features(self) -> None: - """ - Aggregate summary statistics by calculating average user-level features from chat-level features. - - This function calculates and merges the average features into the user-level data. - - :return: None - :rtype: None - """ - # For each summarizable feature - for column in self.columns_to_summarize: - # Average/Mean of feature across the Conversation - self.user_data = pd.merge( - left=self.user_data, - right=get_user_average_dataframe(self.chat_data, column, self.conversation_id_col, self.speaker_id_col), - on=[self.conversation_id_col, self.speaker_id_col], - how="inner" - ) - def get_centroids(self) -> None: """ Calculate the centroid of each user's chats in a given conversation for future discursive metric calculations. @@ -130,7 +274,8 @@ def get_centroids(self) -> None: :return: None :rtype: None """ - self.user_data['mean_embedding'] = get_user_centroids(self.chat_data, self.vect_data, self.conversation_id_col, self.speaker_id_col) + if self.vect_data is not None: # only do this if we have vector data for each user + self.user_data['mean_embedding'] = get_user_centroids(self.chat_data, self.vect_data, self.conversation_id_col, self.speaker_id_col) def get_user_network(self) -> None: """ diff --git a/src/team_comm_tools/utils/check_embeddings.py b/src/team_comm_tools/utils/check_embeddings.py index 2c56b3b6..f48441e3 100644 --- a/src/team_comm_tools/utils/check_embeddings.py +++ b/src/team_comm_tools/utils/check_embeddings.py @@ -3,7 +3,7 @@ import re import os import pickle - +import warnings from tqdm import tqdm from pathlib import Path @@ -24,7 +24,8 @@ os.environ["TOKENIZERS_PARALLELISM"] = "false" # Check if embeddings exist -def check_embeddings(chat_data, vect_path, bert_path, need_sentence, need_sentiment, regenerate_vectors, message_col = "message"): +def check_embeddings(chat_data: pd.DataFrame, vect_path: str, bert_path: str, need_sentence: bool, + need_sentiment: bool, regenerate_vectors: bool, message_col: str = "message"): """ Check if embeddings and required lexicons exist, and generate them if they don't. @@ -90,15 +91,15 @@ def read_in_lexicons(directory, lexicons_dict): continue lines = [] for lexicon in lexicons: - # get rid of parentheses lexicon = lexicon.strip() - lexicon = lexicon.replace('(', '') - lexicon = lexicon.replace(')', '') + if '*' not in lexicon: lines.append(r"\b" + lexicon.replace("\n", "") + r"\b") else: # get rid of any cases of multiple repeat -- e.g., '**' - lexicon = lexicon.replace('\**', '\*') + pattern = re.compile(r'\*+') + lexicon = pattern.sub('*', lexicon) + lexicon = r"\b" + lexicon.replace("\n", "").replace("*", "") + r"\S*\b" # build the final lexicon lines.append(r"\b" + lexicon.replace("\n", "").replace("*", "") + r"\S*\b") @@ -134,6 +135,130 @@ def generate_lexicon_pkl(): except: print("WARNING: Lexicons not found. Skipping pickle generation...") +def fix_abbreviations(dicTerm: str) -> str: + """ + Helper function to fix abbreviations with punctuations. + src: https://github.com/ryanboyd/ContentCoder-Py/blob/main/ContentCodingDictionary.py#L714 + + This function goes over a list of hardcoded exceptions for the tokenizer / sentence parser + built into LIWC so that it doesn't convert them into separate strings + (e.g., we want "i.e." to not be seen as two words and two sentences [i, e]). + + :param dicTerm: The lexicon term + :type dicTerm: str + + :return: dicTerm + :rtype: str + """ + + AbbreviationList = ['ie.', 'i.e.', 'eg.', 'e.g.', 'vs.', 'ph.d.', 'phd.', 'm.d.', 'd.d.s.', 'b.a.', + 'b.s.', 'm.s.', 'u.s.a.', 'u.s.', 'u.t.', 'attn.', 'prof.', 'mr.', 'dr.', 'mrs.', + 'ms.', 'a.i.', 'a.g.i.', 'tl;dr', 't.t', 't_t'] + AbbreviationDict = {} + for item in AbbreviationList: + itemClean = item.replace('.', '-').replace(';', '-').replace('_', '-') + + if len(itemClean) > 2 and itemClean.endswith('-'): + numTrailers = len(itemClean) + itemClean = itemClean.strip('-') + numTrailers = numTrailers - len(itemClean) + itemClean = itemClean[:-1] + ''.join(['-'] * numTrailers) + itemClean[-1:] + + AbbreviationDict[item] = itemClean + AbbreviationDict[item + ','] = itemClean + + if dicTerm in AbbreviationDict.keys(): + return AbbreviationDict[dicTerm] + else: + return dicTerm + +def is_valid_term(dicTerm): + """ + Check if a dictionary term is valid. + + This function returns `True` if the term matches the regex pattern and `False` otherwise. + The regex pattern matches: + + - Alphanumeric characters (a-z, A-Z, 0-9) + - Valid symbols: `-`, `'`, `*`, `/` + - The `*` symbol can appear only once at the end of a word + - Emojis are valid only when they appear alone + - The `/` symbol can appear only once after alphanumeric characters + - Spaces are allowed between valid words + + :param dicTerm: The dictionary term to validate. + :type dicTerm: str + + :return: `True` if the term is valid, `False` otherwise. + :rtype: bool + """ + + # List of emojis to preserve + emojis_to_preserve = { + "(:", "(;", "):", "/:", ":(", ":)", ":/", ";)" + } + emoji_pattern = '|'.join(re.escape(emoji) for emoji in emojis_to_preserve) + alphanumeric_pattern = ( + fr"^([a-zA-Z0-9\-']+(\*|\/[a-zA-Z0-9\*]*)?|({emoji_pattern})\*?)( [a-zA-Z0-9\-']+(\*|\/[a-zA-Z0-9\*]*)?)*$" + ) + + return bool(re.match(alphanumeric_pattern, dicTerm)) + +def load_liwc_dict(dicText: str) -> dict: + """ + Loads up a dictionary that is in the LIWC 2007/2015 format. + src: https://github.com/ryanboyd/ContentCoder-Py/blob/main/ContentCodingDictionary.py#L81 + + This functions reads the content of a LIWC dictionary file in the official format, + and convert it to a dictionary with lexicon: regular expression format. + We assume the dicText has two parts: the header, which maps numbers to "category names," + and the body, which maps words in the lexicon to different category numbers, separated by a '%' sign. + + :param dicText: The content of a .dic file + :type dicText: str + + :return: dicCategories + :rtype: dict + """ + dicSplit = dicText.split('%', 2) + dicHeader, dicBody = dicSplit[1], dicSplit[2] + # read headers + catNameNumberMap = {} + for line in dicHeader.splitlines(): + if line.strip() == '': + continue + lineSplit = line.strip().split('\t') + catNameNumberMap[lineSplit[0]] = lineSplit[1] + # read body + dicCategories = {} + for line in dicBody.splitlines(): + lineSplit = line.strip().split('\t') + dicTerm, catNums = lineSplit[0], lineSplit[1:] + dicTerm = fix_abbreviations(dicTerm=' '.join(lineSplit[0].lower().strip().split())) + dicTerm = dicTerm.strip() + if dicTerm == '': + continue + if not is_valid_term(dicTerm): + warnings.warn(f"WARNING: invalid dict term: {dicTerm}, skipped") + if '*' in dicTerm: + # Replace consecutive asterisks with a single asterisk -- e.g., '**'->'*' + pattern = re.compile(r'\*+') + dicTerm = pattern.sub('*', dicTerm) + dicTerm = r"\b" + dicTerm.replace("\n", "").replace("*", "") + r"\S*\b" + elif '(' in dicTerm or ')' in dicTerm or '/' in dicTerm: + dicTerm = dicTerm.replace("\n", "").replace('(', r'\(').replace(')', r'\)').replace('/', r'\/') + else: + dicTerm = r"\b" + dicTerm.replace("\n", "") + r"\b" + + for catNum in catNums: + cat = catNameNumberMap[catNum] + if cat not in dicCategories: + dicCategories[cat] = dicTerm + else: + cur_dicTerm = dicCategories[cat] + dicCategories[cat] = cur_dicTerm + "|" + dicTerm + return dicCategories + def generate_certainty_pkl(): """ Helper function for generating the pickle file containing the certainty lexicon. @@ -162,8 +287,25 @@ def generate_certainty_pkl(): except: print("WARNING: Certainty lexicon not found. Skipping pickle generation...") +def str_to_vec(str_vec): + """ + Takes a string representation of a vector and returns it as a 1D np array. + """ + vector_list = [float(e) for e in str_vec[1:-1].split(',')] + return np.array(vector_list) + +def get_nan_vector(): + """ + Get a default value for an empty string (the "NaN vector") and returns it as a 1D np array. + """ + current_dir = os.path.dirname(__file__) + nan_vector_file_path = os.path.join(current_dir, '../features/assets/nan_vector.txt') + nan_vector_file_path = os.path.abspath(nan_vector_file_path) + + with open(nan_vector_file_path, "r") as f: + return str_to_vec(f.read()) -def generate_vect(chat_data, output_path, message_col): +def generate_vect(chat_data, output_path, message_col, batch_size = 64): """ Generates sentence vectors for the given chat data and saves them to a CSV file. @@ -173,17 +315,25 @@ def generate_vect(chat_data, output_path, message_col): :type output_path: str :param message_col: A string representing the column name that should be selected as the message. Defaults to "message". :type message_col: str, optional + :param batch_size: The size of each batch for processing sentiment analysis. Defaults to 64. + :type batch_size: int :raises FileNotFoundError: If the output path is invalid. :return: None :rtype: None """ - print(f"Generating SBERT sentence vectors...") - # Ensure empty strings are encoded as NaN - empty_to_nan = [text if text and text.strip() else np.nan for text in chat_data[message_col].tolist()] - embeddings = model_vect.encode(empty_to_nan) - embedding_arr = [row.tolist() for row in tqdm(embeddings, total=len(chat_data[message_col]))] + nan_vector = get_nan_vector() + empty_to_nan = [text if text and text.strip() else None for text in chat_data[message_col].tolist()] + non_empty_texts = [text for text in empty_to_nan if text is not None] + all_embeddings = [emb for i in tqdm(range(0, len(non_empty_texts), batch_size)) for emb in model_vect.encode(non_empty_texts[i:i + batch_size])] + embeddings = np.tile(nan_vector, (len(empty_to_nan), 1)) # default embeddings to the NAN vector + non_empty_index = 0 + for idx, text in enumerate(empty_to_nan): + if text is not None: # if it's a real text, fill it in with its actual embedding + embeddings[idx] = all_embeddings[non_empty_index] + non_empty_index += 1 + embedding_arr = [emb.tolist() for emb in embeddings] embedding_df = pd.DataFrame({'message': chat_data[message_col], 'message_embedding': embedding_arr}) # Create directories along the path if they don't exist diff --git a/src/team_comm_tools/utils/preprocess.py b/src/team_comm_tools/utils/preprocess.py index 400f2fd7..d0f74149 100644 --- a/src/team_comm_tools/utils/preprocess.py +++ b/src/team_comm_tools/utils/preprocess.py @@ -91,14 +91,31 @@ def preprocess_text(text): """Preprocess text by removing non-alphanumeric characters and converting to lowercase. This function takes a string, removes any characters that are not letters, numbers, or spaces, - and converts the remaining text to lowercase. + except certain emojis, and converts the remaining text to lowercase. :param text: The input text to process. :type text: str :return: The processed text containing only alphanumeric characters and spaces in lowercase. :rtype: str """ - return(re.sub(r"[^a-zA-Z0-9 ]+", '',text).lower()) + emojis_to_preserve = { + "(:", "(;", "):", "/:", ":(", ":)", ":/", ";)" + } + + emoji_placeholders = {} + # Replace each emoji with a unique placeholder + for i, emoji in enumerate(emojis_to_preserve): + placeholder = f"EMOJI_{i}" + emoji_placeholders[placeholder] = emoji + text = text.replace(emoji, placeholder) + + # Clean the text by removing unwanted characters, except placeholders + text = re.sub(r"[^a-zA-Z0-9 EMOJI_]+", '', text) + # Restore the preserved emojis by replacing placeholders back to original emojis + for placeholder, emoji in emoji_placeholders.items(): + text = text.replace(placeholder, emoji) + + return text.lower() def preprocess_naive_turns(chat_data, column_names): """Combine adjacent rows of the same speaker in the same conversation and compress messages into a "turn". diff --git a/src/team_comm_tools/utils/summarize_features.py b/src/team_comm_tools/utils/summarize_features.py index c02c9100..4270c55e 100644 --- a/src/team_comm_tools/utils/summarize_features.py +++ b/src/team_comm_tools/utils/summarize_features.py @@ -31,35 +31,131 @@ def get_user_sum_dataframe(chat_level_data, on_column, conversation_id_col, spea return(grouped_conversation_data) -def get_user_average_dataframe(chat_level_data, on_column, conversation_id_col, speaker_id_col): +def get_user_mean_dataframe(chat_level_data, on_column, conversation_id_col, speaker_id_col): """Generate a user-level summary DataFrame by averaging a specified column per individual. - This function groups chat-level data by user and conversation, calculates the average values + This function groups chat-level data by user and conversation, calculates the mean values of a specified numeric column for each user, and returns the resulting DataFrame. :param chat_level_data: The DataFrame in which each row represents a single chat. :type chat_level_data: pandas.DataFrame - :param on_column: The name of the numeric column to average for each user. + :param on_column: The name of the numeric column to mean for each user. :type on_column: str :param conversation_id_col: A string representing the column name that should be selected as the conversation ID. :type conversation_id_col: str :param speaker_id: The column name representing the user identifier. :type speaker_id: str - :return: A grouped DataFrame with the average of the specified column per individual. + :return: A grouped DataFrame with the mean of the specified column per individual. :rtype: pandas.DataFrame """ grouped_conversation_data = chat_level_data[[conversation_id_col, speaker_id_col, on_column]].groupby([conversation_id_col, speaker_id_col]).mean().reset_index() - grouped_conversation_data = grouped_conversation_data.rename(columns = {on_column: "average_"+on_column}) # gets this dataframe: - # Batch# Round# Speaker Average Number of Words + grouped_conversation_data = grouped_conversation_data.rename(columns = {on_column: "mean_"+on_column}) # gets this dataframe: + # Batch# Round# Speaker Mean Number of Words # 0 1 Priya 100 # 0 1 Yuluan 90 return(grouped_conversation_data) -def get_average(input_data, column_to_summarize, new_column_name, conversation_id_col): - """Generate a summary DataFrame with the average of a specified column per conversation. +def get_user_max_dataframe(chat_level_data, on_column, conversation_id_col, speaker_id_col): + """Generate a user-level summary DataFrame by maximizing a specified column per individual. - This function calculates the average of a specified column for each conversation in the input data, - and returns a DataFrame containing the conversation number and the calculated average. + This function groups chat-level data by user and conversation, calculates the max values + of a specified numeric column for each user, and returns the resulting DataFrame. + + :param chat_level_data: The DataFrame in which each row represents a single chat. + :type chat_level_data: pandas.DataFrame + :param on_column: The name of the numeric column to max for each user. + :type on_column: str + :param conversation_id_col: A string representing the column name that should be selected as the conversation ID. + :type conversation_id_col: str + :param speaker_id: The column name representing the user identifier. + :type speaker_id: str + :return: A grouped DataFrame with the max of the specified column per individual. + :rtype: pandas.DataFrame + """ + grouped_conversation_data = chat_level_data[[conversation_id_col, speaker_id_col, on_column]].groupby([conversation_id_col, speaker_id_col]).max().reset_index() + grouped_conversation_data = grouped_conversation_data.rename(columns = {on_column: "max_"+on_column}) # gets this dataframe: + # Batch# Round# Speaker Max Number of Words + # 0 1 Priya 100 + # 0 1 Yuluan 90 + return(grouped_conversation_data) + +def get_user_min_dataframe(chat_level_data, on_column, conversation_id_col, speaker_id_col): + """Generate a user-level summary DataFrame by minmizing a specified column per individual. + + This function groups chat-level data by user and conversation, calculates the min values + of a specified numeric column for each user, and returns the resulting DataFrame. + + :param chat_level_data: The DataFrame in which each row represents a single chat. + :type chat_level_data: pandas.DataFrame + :param on_column: The name of the numeric column to max for each user. + :type on_column: str + :param conversation_id_col: A string representing the column name that should be selected as the conversation ID. + :type conversation_id_col: str + :param speaker_id: The column name representing the user identifier. + :type speaker_id: str + :return: A grouped DataFrame with the min of the specified column per individual. + :rtype: pandas.DataFrame + """ + grouped_conversation_data = chat_level_data[[conversation_id_col, speaker_id_col, on_column]].groupby([conversation_id_col, speaker_id_col]).min().reset_index() + grouped_conversation_data = grouped_conversation_data.rename(columns = {on_column: "min_"+on_column}) # gets this dataframe: + # Batch# Round# Speaker Min Number of Words + # 0 1 Priya 100 + # 0 1 Yuluan 90 + return(grouped_conversation_data) + +def get_user_stdev_dataframe(chat_level_data, on_column, conversation_id_col, speaker_id_col): + """Generate a user-level summary DataFrame with the standard deviation a specified column per individual. + + This function groups chat-level data by user and conversation, calculates the standard deviation values + of a specified numeric column for each user, and returns the resulting DataFrame. + + :param chat_level_data: The DataFrame in which each row represents a single chat. + :type chat_level_data: pandas.DataFrame + :param on_column: The name of the numeric column to standard deviation for each user. + :type on_column: str + :param conversation_id_col: A string representing the column name that should be selected as the conversation ID. + :type conversation_id_col: str + :param speaker_id: The column name representing the user identifier. + :type speaker_id: str + :return: A grouped DataFrame with the standard deviation of the specified column per individual. + :rtype: pandas.DataFrame + """ + grouped_conversation_data = chat_level_data[[conversation_id_col, speaker_id_col, on_column]].groupby([conversation_id_col, speaker_id_col]).std().reset_index() + grouped_conversation_data = grouped_conversation_data.rename(columns = {on_column: "stdev_"+on_column}) # gets this dataframe: + # Batch# Round# Speaker Standard Deviation of Words + # 0 1 Priya 100 + # 0 1 Yuluan 90 + return(grouped_conversation_data) + +def get_user_median_dataframe(chat_level_data, on_column, conversation_id_col, speaker_id_col): + """Generate a user-level summary DataFrame with the median of a specified column per individual. + + This function groups chat-level data by user and conversation, calculates the median values + of a specified numeric column for each user, and returns the resulting DataFrame. + + :param chat_level_data: The DataFrame in which each row represents a single chat. + :type chat_level_data: pandas.DataFrame + :param on_column: The name of the numeric column to median for each user. + :type on_column: str + :param conversation_id_col: A string representing the column name that should be selected as the conversation ID. + :type conversation_id_col: str + :param speaker_id: The column name representing the user identifier. + :type speaker_id: str + :return: A grouped DataFrame with the median of the specified column per individual. + :rtype: pandas.DataFrame + """ + grouped_conversation_data = chat_level_data[[conversation_id_col, speaker_id_col, on_column]].groupby([conversation_id_col, speaker_id_col]).median().reset_index() + grouped_conversation_data = grouped_conversation_data.rename(columns = {on_column: "median_"+on_column}) # gets this dataframe: + # Batch# Round# Speaker Median of Words + # 0 1 Priya 100 + # 0 1 Yuluan 90 + return(grouped_conversation_data) + +def get_mean(input_data, column_to_summarize, new_column_name, conversation_id_col): + """Generate a summary DataFrame with the mean of a specified column per conversation. + + This function calculates the mean of a specified column for each conversation in the input data, + and returns a DataFrame containing the conversation number and the calculated mean. :param input_data: The DataFrame containing data at the chat or user level. :type input_data: pandas.DataFrame @@ -69,7 +165,7 @@ def get_average(input_data, column_to_summarize, new_column_name, conversation_i :type new_column_name: str :param conversation_id_col: A string representing the column name that should be selected as the conversation ID. :type conversation_id_col: str - :return: A DataFrame with the conversation number and the average of the specified column. + :return: A DataFrame with the conversation number and the mean of the specified column. :rtype: pandas.DataFrame """ input_data[new_column_name] = input_data.groupby([conversation_id_col], sort=False)[column_to_summarize].transform(lambda x: np.mean(x)) @@ -135,6 +231,26 @@ def get_stdev(input_data, column_to_summarize, new_column_name, conversation_id_ input_data[new_column_name] = input_data.groupby([conversation_id_col], sort=False)[column_to_summarize].transform(lambda x: np.std(x)) return(input_data[[conversation_id_col, new_column_name]].drop_duplicates()) +def get_median(input_data, column_to_summarize, new_column_name, conversation_id_col): + """Generate a summary DataFrame with the median of a specified column per conversation. + + This function calculates the median of a specified column for each conversation in the input data, + and returns a DataFrame containing the conversation number and the calculated median. + + :param input_data: The DataFrame containing data at the chat or user level. + :type input_data: pandas.DataFrame + :param column_to_summarize: The name of the column to be aggregated for median. + :type column_to_summarize: str + :param new_column_name: The desired name for the new summary column. + :type new_column_name: str + :param conversation_id_col: A string representing the column name that should be selected as the conversation ID. + :type conversation_id_col: str + :return: A DataFrame with the conversation number and the median of the specified column. + :rtype: pandas.DataFrame + """ + input_data[new_column_name] = input_data.groupby([conversation_id_col], sort=False)[column_to_summarize].transform(lambda x: np.median(x)) + return(input_data[[conversation_id_col, new_column_name]].drop_duplicates()) + def get_sum(input_data, column_to_summarize, new_column_name, conversation_id_col): """Generate a summary DataFrame with the sum of a specified column per conversation. diff --git a/tests/data/cleaned_data/fflow.csv b/tests/data/cleaned_data/fflow.csv index e70809f6..2810b950 100644 --- a/tests/data/cleaned_data/fflow.csv +++ b/tests/data/cleaned_data/fflow.csv @@ -82,4 +82,31 @@ X, B,Sports are a great way to stay active and healthy.,forward_flow,inv/dir X, C,Quesadillas are my favorite food in the whole world.,forward_flow,inv/dir X, D,Let's go shopping this weekend.,forward_flow,inv/dir X, D,Parties are so overrated.,forward_flow,inv/dir -X, D,Did you watch the latest political debate?,forward_flow,inv/dir \ No newline at end of file +X, D,Did you watch the latest political debate?,forward_flow,inv/dir +AA,A,I am going to walk my dog today.,mimicry_bert,inv/dir +AA,A,I am going to walk my pet today.,mimicry_bert,inv/dir +BB,A,The weather is gorgeous outside today.,mimicry_bert,inv/dir +BB,A,It's so sunny outside!,mimicry_bert,inv/dir +CC,A,The weather is gorgeous outside today.,mimicry_bert,inv/dir +CC,A,Does anyone want to play chess?,mimicry_bert,inv/dir +DD,A,I am going to walk my dog today.,mimicry_bert,unit_eq +DD,A,I am going to walk my pet today.,mimicry_bert,unit_eq +EE,A,I am going to walk my dog today.,mimicry_bert,unit_eq +EE,A,I am going to walk my pet today.,mimicry_bert,unit_eq +FF,A,The weather is gorgeous outside today.,mimicry_bert,unit_eq +FF,A,Does anyone want to play chess?,mimicry_bert,unit_eq +GG,A,This is the same sentence.,moving_mimicry,unit_eq +GG,A,This is the same sentence.,moving_mimicry,unit_eq +HH,A,This is the same sentence.,moving_mimicry,unit_eq +HH,A,This is the same sentence.,moving_mimicry,unit_eq +II,A,This is the same sentence.,moving_mimicry,unit_eq +II,A,I'm trying something new.,moving_mimicry,unit_eq +JJ,A,I want to eat something.,moving_mimicry,inv/dir +JJ,A,I've been meaning to try this restaurant.,moving_mimicry,inv/dir +JJ,A,Does the restaurant serve quesadillas?,moving_mimicry,inv/dir +KK,A,Let's go to the amusement park.,moving_mimicry,inv/dir +KK,A,Does it have roller coasters?,moving_mimicry,inv/dir +KK,A,I'm scared of roller coasters I can't go!,moving_mimicry,inv/dir +LL,A,Let me get on the dance floor.,moving_mimicry,inv/dir +LL,A,I've been meaning to try this restaurant.,moving_mimicry,inv/dir +LL,A,Bust some moves!,moving_mimicry,inv/dir \ No newline at end of file diff --git a/tests/data/cleaned_data/info_exchange_zscore_chats.csv b/tests/data/cleaned_data/info_exchange_zscore_chats.csv new file mode 100644 index 00000000..25deb2f0 --- /dev/null +++ b/tests/data/cleaned_data/info_exchange_zscore_chats.csv @@ -0,0 +1,7 @@ +conversation_num,speaker_nickname,message,expected_column,expected_value +D,1,I went to the store,info_exchange_zscore_chats,0 +D,2,Bought some groceries for dinner,info_exchange_zscore_chats,1.73205 +D,3,It's raining today,info_exchange_zscore_chats,-1.73205 +E,1,I went to the store,info_exchange_zscore_chats,0 +E,1,I went to the store,info_exchange_zscore_chats,0 +E,1,I went to the store,info_exchange_zscore_chats,0 \ No newline at end of file diff --git a/tests/data/cleaned_data/positivity_zscore_chats.csv b/tests/data/cleaned_data/positivity_zscore_chats.csv new file mode 100644 index 00000000..211a7692 --- /dev/null +++ b/tests/data/cleaned_data/positivity_zscore_chats.csv @@ -0,0 +1,11 @@ +conversation_num,speaker_nickname,message,expected_column,expected_value +I,1,I am enjoying the weather today!,positivity_zscore_chats,1.4346980995217895 +I,2,Likewise it's beautiful.,positivity_zscore_chats,1.3862275774841195 +I,3,I'm not a fan of the rain.,positivity_zscore_chats,-1.1105762978767422 +I,1,I think it's enchanting.,positivity_zscore_chats,1.3393376638185834 +I,3,Agree to disagree.,positivity_zscore_chats,-1.0295558496422406 +J,1,This conversation is more neutral.,positivity_zscore_chats,-0.4050742076501151 +J,2,How are you doing?,positivity_zscore_chats,-0.613670825442067 +J,3,I am mainly studying today.,positivity_zscore_chats,-0.7371504869897708 +J,1,Anything fun planned?,positivity_zscore_chats,0.5057873469055534 +J,3,Mostly a trip to the library.,positivity_zscore_chats,-0.77002302012911 diff --git a/tests/data/cleaned_data/test_chat_level.csv b/tests/data/cleaned_data/test_chat_level.csv index e4c82b35..f1efa901 100644 --- a/tests/data/cleaned_data/test_chat_level.csv +++ b/tests/data/cleaned_data/test_chat_level.csv @@ -1,681 +1,764 @@ -conversation_num,speaker_nickname,message,expected_column,expected_value -1,A,Hello I like fish.,num_words,4.0 -1,B,This sentence has five words.,num_words,5.0 -2,A,Hello??,num_words,1.0 -2,B,Is 4 a word?,num_words,4.0 -3,A,.,num_words,0.0 -4,test_A,"HELLO WORLD, THIS IS A TEST. hi HI. hi HI hi HI""",num_all_caps,9.0 -4,test_B,ONE TWO THREE. four five six. sEvEn EiGhT nInE.,num_all_caps,3.0 -4,test_A,Check out this [link](https://example.com) and this one http://example.org,num_links,2.0 -4,test_B,I like google.com and wikipedia.org but not amazon.com,num_links,3.0 -4,test_A,why don't you read everything at https://www.example.com and https://www.example.org and https://www.example.net and https://www.example.ca and https://www.example.co.uk,num_links,5.0 -4,test_B,"why don't you read everything at -- https://www.example.com -- https://www.example.org -- https://www.example.net -- https://www.example.ca -- https://www.example.co.uk",num_links,5.0 -4,test_A,"Hello u/user1 and u/user2, hi hi hi?",num_reddit_users,2.0 -4,test_B,I don't like u/user_1_test but I like u/user2Test,num_reddit_users,2.0 -4,test_A,"This is **bold**, *italics*, and this is not. This is ***bolded and italicized***",num_emphasis,3.0 -4,test_B,This is **uneven* in terms of *the emphasis**,num_emphasis,2.0 -4,test_A,* item 1\n* item 2\n- item 3,num_bullet_points,3.0 -4,test_B,"Here are all my arguments: -- point 1 -- point 2 -- point 3 -- point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines",num_bullet_points,4.0 -4,test_A,1. First\n2. Second\n3. Third,num_numbered_points,3.0 -4,test_B,This is the first line.\nThis is the second line.\nThis is the third line.,num_line_breaks,3.0 -4,test_A,"I have a line - - - - -here is a new line - - -here is a third line",num_line_breaks,3.0 -4,test_B,this is a line with\rA different kind of return value\rUsing carriage return instead of the newline character,num_line_breaks,3.0 -4,test_A,"""This is a quote."" She said, ""Here's another.""",num_quotes,2.0 -4,test_B,"""You miss 100% of the shots you don't take"" -- Wayne Gretzky",num_quotes,1.0 -4,test_A,"""I can't believe you use single quotes to quote people,"" she said. ""Well, he replied, 'sometimes single quotes are useful when you nest quotes inside other quotes,' according to my English teacher"" Then she said: 'okay'",num_quotes,4.0 -4,test_B,> Quoting someone else\nThis is my reply.,num_block_quote_responses,1.0 -4,test_A,> Quoting someone else\nThis is my reply.,num_block_quote_responses,1.0 -4,test_B,>>>> This is a quote but I went overboard with the carat character,num_block_quote_responses,1.0 -4,test_A,>> This is one where I put too many of the gt's,num_block_quote_responses,1.0 -4,test_B,"> Hello! -Goodbye!",num_block_quote_responses,1.0 -4,test_B,"> here I am making a quote -I respond to it -> I quote again -I respond to that too",num_block_quote_responses,2.0 -4,test_A,Well... I'm not sure... Maybe...,num_ellipses,3.0 -4,test_B,hm..what if I only use two periods.............or many periods............,num_ellipses,2.0 -4,test_B,This is a sentence (with some text in parentheses).,num_parentheses,1.0 -4,test_A,"""Sure,"" I said confidently (thiking to myself: no way!) This was definitely (not) one of my best moments.",num_parentheses,2.0 -4,test_B,(((((these parentheses are not properly closed.),num_parentheses,1.0 -4,test_B,((there are multiple parentheses here)),num_parentheses,2.0 -4,test_A,((1+(1+3+4)^2)+7+(9+8)),num_parentheses,4.0 -5,test1,I think that I think that I think,certainty_rocklage,4.5 -5,test2,I am a little confused,certainty_rocklage,2.47 -5,test2,I don't really know the answer,certainty_rocklage,1.33 -5,test3,I am sure that this is correct,certainty_rocklage,8.02 -5,test1,I am fairly certain in my response,certainty_rocklage,8.28 -5,test2,This is without a doubt the best movie I have ever seen,certainty_rocklage,4.5 -5,test2,I am not sure about how to how to approximately handle this,certainty_rocklage,2.69 -5,test3,I believe that he is guilty but I am not very certain,certainty_rocklage,6.56 -5,test1,I an open to you changing my mind on this issue,certainty_rocklage,4.5 -5,test2,I don't think the guy is the a$$hole. Thoughts?,certainty_rocklage,5.44 -5,test2,So who thinks the guy is an ass for asking his mother in law to learn english,certainty_rocklage,4.5 -5,test3,"I think that this person is not an asshole because, according to him, he was very polite while approaching the issue",certainty_rocklage,6.037 -5,test1,I can see how the family is upset because they feel the mother was disrespected but I can also understand the guy's feelings. Why should he have to work as interpreter for his mother in law?,certainty_rocklage,4.5 -5,test2,"Yes, I think his feeling makes sense to me to. Who doesn't want to be independent.",certainty_rocklage,4.89 -5,test2,I was conflicted because I could understand his frustration however I feel he should have maybe discussed strategies with how to approach the mother in law with his wife first.,certainty_rocklage,4.684 -5,test3,His MIL has been here for 8 years. You would think she'd pick up some English by now.,certainty_rocklage,4.5 -5,test1,I think he had every right to want to help his mother in law,certainty_rocklage,4.28 -5,test2,I also agree with culturedCow,certainty_rocklage,4.5 -5,test2,"I don't think he's an asshole. I think his request is reasonable. If you go to live in a foreign country, you should learn the language.",certainty_rocklage,5.125 -5,test3,"I think the guy is an asshole because for all his talk about how easy it is to use resources to learn a language, he didn't take the time to research WHY some people do not.",certainty_rocklage,5.505 -5,test1,I think he also tried to utilize other resources such as language learning apps to help her learn,certainty_rocklage,4.28 -5,test2,"I think also he needs to understand that language learning is not the same for everyone, not everyone has the same capacity to learn new languages quickly.",certainty_rocklage,6.09 -5,test2,"Maybe she does have a problem with learning languages, but she could at least try.",certainty_rocklage,3.79 -5,test3,After the edit he done it made it sound like he really loves his family,certainty_rocklage,6.175 -5,test1,"I don't think the guy is wrong in asking her to learn more english being that she lives in America, but he has to understand she is older and may not have the patience or capacity to learn a lot of english.",certainty_rocklage,5.472 -5,test2,"Learning a second language is easiest when you're a child for a reason. Your brain is wired differently then, which makes it easier.",certainty_rocklage,5.4 -5,test2,I think he tried to help her.� He gave her resources to use and she apparently didn't use them.,certainty_rocklage,4.32 -1,A,hello,Hello_receptiveness_yeomans,1.0 -1,B,So how should we answer this,Token_count_receptiveness_yeomans,6.0 -1,A,We can start here. What is the question?,YesNo_Questions_receptiveness_yeomans,0.0 -1,B,I am not sure. Where is the rest of our team?,WH_Questions_receptiveness_yeomans,1.0 -1,B,"Please help me figure this out, I really want to do well on this please",Please_receptiveness_yeomans,2.0 -2,C,Hey,Hello_receptiveness_yeomans,1.0 -2,C,Okay bro lets split it 50/50,Impersonal_Pronoun_receptiveness_yeomans,1.0 -2,D,Maybe but how about 60/40? I doubt its fair otherwise,Hedges_receptiveness_yeomans,2.0 -2,C,Seems fair,Hedges_receptiveness_yeomans,1.0 -1,B,I am not sure. Where is the rest of our team?,First_Person_Single_receptiveness_yeomans,1.0 -1,B,"Well please help me figure this out, I really want to do well on this please okay",factuality_politeness_convokit,1.0 -2,C,Seems possible,hashedge_politeness_convokit,1.0 -2,E,I see what youre thinking but I disagree,Acknowledgement_receptiveness_yeomans,1.0 -2,E,We get only one chance so we should understand how to split it,Acknowledgement_receptiveness_yeomans,2.0 -2,D,"I just don't agree, I'm making the 60/40 split",Adverb_Limiter_receptiveness_yeomans,1.0 -3,G,hey,indirect_greeting_politeness_convokit,1.0 -3,G,I think we should try something else,1st_person_start_politeness_convokit,1.0 -3,F,Ok whatever. You should leave the team then,2nd_person_start_politeness_convokit,1.0 -4,H,Honestly thank you so so much,factuality_politeness_convokit,1.0 -4,H,What's the plan?,direct_question_politeness_convokit,1.0 -4,I,That is the dumbest idea I've heard; youre actually dumb af,hasnegative_politeness_convokit,1.0 -4,H,What's ur problem here?,hasnegative_politeness_convokit,1.0 -5,J,Pleasure and an honor to meet you all,haspositive_politeness_convokit,1.0 -5,K,We should try that next,haspositive_politeness_convokit,0.0 -5,J,Could you please explain why? I don't really understand why you are thinking that,subjunctive_politeness_convokit,1.0 -5,K,Sorry sorry I didn't mean to,apologizing_politeness_convokit,1.0 -6,L,I don't really want to work with you all but let's get this over with,Impersonal_Pronoun_receptiveness_yeomans,1.0 -6,J,Fine by me,Affirmation_receptiveness_yeomans,1.0 -6,K,Ok so which part should we do first? the first or second?,YesNo_Questions_receptiveness_yeomans,1.0 -7,L,Please don't do that?,please_start_politeness_convokit,1.0 -7,L,I don't think that will work,hashedge_politeness_convokit,1.0 -7,M,I'm exhuasted rn,hasnegative_politeness_convokit,0.0 -7,M,i don't really care please just finish this up,haspositive_politeness_convokit,0.0 -7,N,Please don't do that?,Please_receptiveness_yeomans,1.0 -7,N,I don't think that will work,Hedges_receptiveness_yeomans,0.0 -7,O,I'm exhuasted rn,Negative_Emotion_receptiveness_yeomans,0.0 -7,O,i don't really care please just finish this up,Positive_Emotion_receptiveness_yeomans,0.0 -8,P,i appreciate all this from you,gratitude_politeness_convokit,1.0 -8,P,"well we should start rn, our part is long",1st_person_pl_politeness_convokit,1.0 -8,Q,ok forgive me for this error but,apologizing_politeness_convokit,1.0 -8,Q,you have to redo the whole thing,2nd_person_politeness_convokit,0.0 -8,R,ok so who will work with me? where should we begin?,direct_question_politeness_convokit,0.0 -8,S,i appreciate all this from you,Gratitude_receptiveness_yeomans,1.0 -8,S,"well we should start rn, our part is long",First_Person_Plural_receptiveness_yeomans,2.0 -8,T,ok forgive us for this error but,Apology_receptiveness_yeomans,0.0 -8,T,you have to redo the whole thing,Second_Person_receptiveness_yeomans,1.0 -8,U,ok so who will work with me? where should we begin?,WH_Questions_receptiveness_yeomans,2.0 -9,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Impersonal_Pronoun_receptiveness_yeomans,12.0 -10,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",First_Person_Single_receptiveness_yeomans,5.0 -11,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Hedges_receptiveness_yeomans,3.0 -12,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Negation_receptiveness_yeomans,3.0 -13,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Subjectivity_receptiveness_yeomans,3.0 -14,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Negative_Emotion_receptiveness_yeomans,3.0 -15,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Reasoning_receptiveness_yeomans,1.0 -16,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Agreement_receptiveness_yeomans,1.0 -17,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Second_Person_receptiveness_yeomans,1.0 -18,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Adverb_Limiter_receptiveness_yeomans,1.0 -19,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Disagreement_receptiveness_yeomans,1.0 -20,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Acknowledgement_receptiveness_yeomans,1.0 -21,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",First_Person_Plural_receptiveness_yeomans,1.0 -22,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",For_Me_receptiveness_yeomans,0.0 -23,A,And I will always love you,Conjunction_Start_receptiveness_yeomans,1.0 -23,B,"Can you help me, can you please?",Can_You_receptiveness_yeomans,2.0 -23,C,"Can you, will you, could you please be mine?",Could_You_receptiveness_yeomans,1.0 -23,D,"This land is your land, this land is my land; this land was made for you and for me",For_You_receptiveness_yeomans,1.0 -0,0,unneccessagf shoulds shouldve should'nt,discrepancies_lexical_wordcount,4 -0,0,wouldnt unneedofek want must've should'nt,discrepancies_lexical_wordcount,5 -0,0,hopes wish,discrepancies_lexical_wordcount,2 -0,0,must'nt rather wouldn't ought'nt,discrepancies_lexical_wordcount,4 -0,0,needn't unwantpotnw hopefulness oughta couldn't,discrepancies_lexical_wordcount,5 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-0,0,insides in behind out,preposition_lexical_wordcount,4 -0,0,insides amongzekb unto by than,preposition_lexical_wordcount,5 -0,0,across above about without,preposition_lexical_wordcount,4 -0,0,we'd us our weve,first_person_plural_lexical_wordcount,4 -0,0,we'd we've weve ourselves we,first_person_plural_lexical_wordcount,5 -0,0,we've we're lets,first_person_plural_lexical_wordcount,3 -0,0,ourselves,first_person_plural_lexical_wordcount,1 -0,0,us our we'll let's,first_person_plural_lexical_wordcount,4 -0,0,greyiyck delectabliktz,percept_lexical_wordcount,2 -0,0,screen sand,percept_lexical_wordcount,2 -0,0,sweetness drieqs deoders,percept_lexical_wordcount,3 -0,0,coldedrm,percept_lexical_wordcount,1 -0,0,hear caramelzjw wetly tonguel,percept_lexical_wordcount,4 -0,0,y'all youd you're you'll,second_person_lexical_wordcount,4 -0,0,u thine,second_person_lexical_wordcount,2 -0,0,yall yours u your thoust,second_person_lexical_wordcount,5 -0,0,yall you've youll thee,second_person_lexical_wordcount,4 -0,0,thine you ye,second_person_lexical_wordcount,3 -0,0,responsibly evocative faithfully valiantly illustrious,positive_words_lexical_wordcount,5 -0,0,imaculate vivid likable enjoyable succeed,positive_words_lexical_wordcount,5 -0,0,smitten sharpest rightfully unreal,positive_words_lexical_wordcount,4 -0,0,reaffirmation joy goood speedy self-sufficient,positive_words_lexical_wordcount,5 -0,0,tantalize energize gusto win,positive_words_lexical_wordcount,4 -0,0,we our i me,first_person_lexical_wordcount,4 -0,0,ourselves,first_person_lexical_wordcount,1 -0,0,myself,first_person_lexical_wordcount,1 -0,0,lets my i,first_person_lexical_wordcount,3 -0,0,our,first_person_lexical_wordcount,1 -0,0,but,nltk_english_stopwords_lexical_wordcount,1 -0,0,were was your,nltk_english_stopwords_lexical_wordcount,3 -0,0,any shan it is,nltk_english_stopwords_lexical_wordcount,4 -0,0,our,nltk_english_stopwords_lexical_wordcount,1 -0,0,because an after other,nltk_english_stopwords_lexical_wordcount,4 -0,0,probably,hedge_words_lexical_wordcount,1 -0,0,maybe I guess possibly sort of a little,hedge_words_lexical_wordcount,5 -0,0,a little possibly I think sort of probably,hedge_words_lexical_wordcount,5 -0,0,probably sort of,hedge_words_lexical_wordcount,2 -0,0,I think,hedge_words_lexical_wordcount,1 \ No newline at end of file +conversation_num,speaker_nickname,message,expected_column,expected_value +1,A,Hello I like fish.,num_words,4 +1,B,This sentence has five words.,num_words,5 +2,A,Hello??,num_words,1 +2,A,1234,num_words,1 +2,B,Is 4 a word?,num_words,4 +3,A,.,num_words,0 +4,test_A,"HELLO WORLD, THIS IS A TEST. hi HI. hi HI hi HI""",num_all_caps,9 +4,test_B,ONE TWO THREE. four five six. sEvEn EiGhT nInE.,num_all_caps,3 +4,test_A,Check out this [link](https://example.com) and this one http://example.org,num_links,2 +4,test_B,I like google.com and wikipedia.org but not amazon.com,num_links,3 +4,test_A,why don't you read everything at https://www.example.com and https://www.example.org and https://www.example.net and https://www.example.ca and https://www.example.co.uk,num_links,5 +4,test_B,"why don't you read everything at +- https://www.example.com +- https://www.example.org +- https://www.example.net +- https://www.example.ca +- https://www.example.co.uk",num_links,5 +4,test_A,"Hello u/user1 and u/user2, hi hi hi?",num_reddit_users,2 +4,test_B,I don't like u/user_1_test but I like u/user2Test,num_reddit_users,2 +4,test_A,"This is **bold**, *italics*, and this is not. This is ***bolded and italicized***",num_emphasis,3 +4,test_B,This is **uneven* in terms of *the emphasis**,num_emphasis,2 +4,test_A,* item 1\n* item 2\n- item 3,num_bullet_points,3 +4,test_B,"Here are all my arguments: +- point 1 +- point 2 +- point 3 +- point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines point 4 is super long and takes up multiple lines",num_bullet_points,4 +4,test_A,1. First\n2. Second\n3. Third,num_numbered_points,3 +4,test_B,This is the first line.\nThis is the second line.\nThis is the third line.,num_line_breaks,3 +4,test_A,"I have a line + + + + +here is a new line + + +here is a third line",num_line_breaks,3 +4,test_B,this is a line with\rA different kind of return value\rUsing carriage return instead of the newline character,num_line_breaks,3 +4,test_A,"""This is a quote."" She said, ""Here's another.""",num_quotes,2 +4,test_B,"""You miss 100% of the shots you don't take"" -- Wayne Gretzky",num_quotes,1 +4,test_A,"""I can't believe you use single quotes to quote people,"" she said. ""Well, he replied, 'sometimes single quotes are useful when you nest quotes inside other quotes,' according to my English teacher"" Then she said: 'okay'",num_quotes,4 +4,test_B,> Quoting someone else\nThis is my reply.,num_block_quote_responses,1 +4,test_A,> Quoting someone else\nThis is my reply.,num_block_quote_responses,1 +4,test_B,>>>> This is a quote but I went overboard with the carat character,num_block_quote_responses,1 +4,test_A,>> This is one where I put too many of the gt's,num_block_quote_responses,1 +4,test_B,"> Hello! +Goodbye!",num_block_quote_responses,1 +4,test_B,"> here I am making a quote +I respond to it +> I quote again +I respond to that too",num_block_quote_responses,2 +4,test_A,Well... I'm not sure... Maybe...,num_ellipses,3 +4,test_B,hm..what if I only use two periods.............or many periods............,num_ellipses,2 +4,test_B,This is a sentence (with some text in parentheses).,num_parentheses,1 +4,test_A,"""Sure,"" I said confidently (thiking to myself: no way!) This was definitely (not) one of my best moments.",num_parentheses,2 +4,test_B,(((((these parentheses are not properly closed.),num_parentheses,1 +4,test_B,((there are multiple parentheses here)),num_parentheses,2 +4,test_A,((1+(1+3+4)^2)+7+(9+8)),num_parentheses,4 +5,test1,I think that I think that I think,certainty_rocklage,4.5 +5,test2,I am a little confused,certainty_rocklage,2.47 +5,test2,I don't really know the answer,certainty_rocklage,1.33 +5,test3,I am sure that this is correct,certainty_rocklage,8.02 +5,test1,I am fairly certain in my response,certainty_rocklage,8.28 +5,test2,This is without a doubt the best movie I have ever seen,certainty_rocklage,4.5 +5,test2,I am not sure about how to how to approximately handle this,certainty_rocklage,2.69 +5,test3,I believe that he is guilty but I am not very certain,certainty_rocklage,6.56 +5,test1,I an open to you changing my mind on this issue,certainty_rocklage,4.5 +5,test2,I don't think the guy is the a$$hole. Thoughts?,certainty_rocklage,5.44 +5,test2,So who thinks the guy is an ass for asking his mother in law to learn english,certainty_rocklage,4.5 +5,test3,"I think that this person is not an asshole because, according to him, he was very polite while approaching the issue",certainty_rocklage,6.037 +5,test1,I can see how the family is upset because they feel the mother was disrespected but I can also understand the guy's feelings. Why should he have to work as interpreter for his mother in law?,certainty_rocklage,4.5 +5,test2,"Yes, I think his feeling makes sense to me to. Who doesn't want to be independent.",certainty_rocklage,4.89 +5,test2,I was conflicted because I could understand his frustration however I feel he should have maybe discussed strategies with how to approach the mother in law with his wife first.,certainty_rocklage,4.684 +5,test3,His MIL has been here for 8 years. You would think she'd pick up some English by now.,certainty_rocklage,4.5 +5,test1,I think he had every right to want to help his mother in law,certainty_rocklage,4.28 +5,test2,I also agree with culturedCow,certainty_rocklage,4.5 +5,test2,"I don't think he's an asshole. I think his request is reasonable. If you go to live in a foreign country, you should learn the language.",certainty_rocklage,5.125 +5,test3,"I think the guy is an asshole because for all his talk about how easy it is to use resources to learn a language, he didn't take the time to research WHY some people do not.",certainty_rocklage,5.505 +5,test1,I think he also tried to utilize other resources such as language learning apps to help her learn,certainty_rocklage,4.28 +5,test2,"I think also he needs to understand that language learning is not the same for everyone, not everyone has the same capacity to learn new languages quickly.",certainty_rocklage,6.09 +5,test2,"Maybe she does have a problem with learning languages, but she could at least try.",certainty_rocklage,3.79 +5,test3,After the edit he done it made it sound like he really loves his family,certainty_rocklage,6.175 +5,test1,"I don't think the guy is wrong in asking her to learn more english being that she lives in America, but he has to understand she is older and may not have the patience or capacity to learn a lot of english.",certainty_rocklage,5.472 +5,test2,"Learning a second language is easiest when you're a child for a reason. Your brain is wired differently then, which makes it easier.",certainty_rocklage,5.4 +5,test2,I think he tried to help her.� He gave her resources to use and she apparently didn't use them.,certainty_rocklage,4.32 +1,A,hello,Hello_receptiveness_yeomans,1 +1,B,So how should we answer this,Token_count_receptiveness_yeomans,6 +1,A,We can start here. What is the question?,YesNo_Questions_receptiveness_yeomans,0 +1,B,I am not sure. Where is the rest of our team?,WH_Questions_receptiveness_yeomans,1 +1,B,"Please help me figure this out, I really want to do well on this please",Please_receptiveness_yeomans,2 +2,C,Hey,Hello_receptiveness_yeomans,1 +2,C,Okay bro lets split it 50/50,Impersonal_Pronoun_receptiveness_yeomans,1 +2,D,Maybe but how about 60/40? I doubt its fair otherwise,Hedges_receptiveness_yeomans,2 +2,C,Seems fair,Hedges_receptiveness_yeomans,1 +1,B,I am not sure. Where is the rest of our team?,First_Person_Single_receptiveness_yeomans,1 +1,B,"Well please help me figure this out, I really want to do well on this please okay",factuality_politeness_convokit,1 +2,C,Seems possible,hashedge_politeness_convokit,1 +2,E,I see what youre thinking but I disagree,Acknowledgement_receptiveness_yeomans,1 +2,E,We get only one chance so we should understand how to split it,Acknowledgement_receptiveness_yeomans,2 +2,D,"I just don't agree, I'm making the 60/40 split",Adverb_Limiter_receptiveness_yeomans,1 +3,G,hey,indirect_greeting_politeness_convokit,1 +3,G,I think we should try something else,1st_person_start_politeness_convokit,1 +3,F,Ok whatever. You should leave the team then,2nd_person_start_politeness_convokit,1 +4,H,Honestly thank you so so much,factuality_politeness_convokit,1 +4,H,What's the plan?,direct_question_politeness_convokit,1 +4,I,That is the dumbest idea I've heard; youre actually dumb af,hasnegative_politeness_convokit,1 +4,H,What's ur problem here?,hasnegative_politeness_convokit,1 +5,J,Pleasure and an honor to meet you all,haspositive_politeness_convokit,1 +5,K,We should try that next,haspositive_politeness_convokit,0 +5,J,Could you please explain why? I don't really understand why you are thinking that,subjunctive_politeness_convokit,1 +5,K,Sorry sorry I didn't mean to,apologizing_politeness_convokit,1 +6,L,I don't really want to work with you all but let's get this over with,Impersonal_Pronoun_receptiveness_yeomans,1 +6,J,Fine by me,Affirmation_receptiveness_yeomans,1 +6,K,Ok so which part should we do first? the first or second?,YesNo_Questions_receptiveness_yeomans,1 +7,L,Please don't do that?,please_start_politeness_convokit,1 +7,L,I don't think that will work,hashedge_politeness_convokit,1 +7,M,I'm exhuasted rn,hasnegative_politeness_convokit,0 +7,M,i don't really care please just finish this up,haspositive_politeness_convokit,0 +7,N,Please don't do that?,Please_receptiveness_yeomans,1 +7,N,I don't think that will work,Hedges_receptiveness_yeomans,0 +7,O,I'm exhuasted rn,Negative_Emotion_receptiveness_yeomans,0 +7,O,i don't really care please just finish this up,Positive_Emotion_receptiveness_yeomans,0 +8,P,i appreciate all this from you,gratitude_politeness_convokit,1 +8,P,"well we should start rn, our part is long",1st_person_pl_politeness_convokit,1 +8,Q,ok forgive me for this error but,apologizing_politeness_convokit,1 +8,Q,you have to redo the whole thing,2nd_person_politeness_convokit,0 +8,R,ok so who will work with me? where should we begin?,direct_question_politeness_convokit,0 +8,S,i appreciate all this from you,Gratitude_receptiveness_yeomans,1 +8,S,"well we should start rn, our part is long",First_Person_Plural_receptiveness_yeomans,2 +8,T,ok forgive us for this error but,Apology_receptiveness_yeomans,0 +8,T,you have to redo the whole thing,Second_Person_receptiveness_yeomans,1 +8,U,ok so who will work with me? where should we begin?,WH_Questions_receptiveness_yeomans,2 +9,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Impersonal_Pronoun_receptiveness_yeomans,12 +10,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",First_Person_Single_receptiveness_yeomans,5 +11,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Hedges_receptiveness_yeomans,3 +12,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Negation_receptiveness_yeomans,3 +13,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Subjectivity_receptiveness_yeomans,3 +14,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Negative_Emotion_receptiveness_yeomans,3 +15,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Reasoning_receptiveness_yeomans,1 +16,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Agreement_receptiveness_yeomans,1 +17,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Second_Person_receptiveness_yeomans,1 +18,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Adverb_Limiter_receptiveness_yeomans,1 +19,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Disagreement_receptiveness_yeomans,1 +20,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",Acknowledgement_receptiveness_yeomans,1 +21,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",First_Person_Plural_receptiveness_yeomans,1 +22,A,"I understand your perspective and agree that I would not want to have resentment in the workplace against women, as that would further compound the issue we are looking at. I do think that it is true that women are underrepresented in STEM careers and am a believer that something should be done to address this discrepancy, even if that is not implementing a priority for women in hiring decisions. While I don\'t think that companies should explicitly hire simply because of their gender, I do think that they should be mindful of the gender gap in STEM and look to address those issues through their hiring practices.",For_Me_receptiveness_yeomans,0 +23,A,And I will always love you,Conjunction_Start_receptiveness_yeomans,1 +23,B,"Can you help me, can you please?",Can_You_receptiveness_yeomans,2 +23,C,"Can you, will you, could you please be mine?",Could_You_receptiveness_yeomans,1 +23,D,"This land is your land, this land is my land; this land was made for you and for me",For_You_receptiveness_yeomans,1 +0,0,unneccessagf shoulds shouldve should'nt,discrepancies_lexical_wordcount,4 +0,0,wouldnt unneedofek want must've should'nt,discrepancies_lexical_wordcount,5 +0,0,hopes wish,discrepancies_lexical_wordcount,2 +0,0,must'nt rather wouldn't ought'nt,discrepancies_lexical_wordcount,4 +0,0,needn't unwantpotnw hopefulness oughta couldn't,discrepancies_lexical_wordcount,5 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text.,positivity_zscore_conversation, +K,1,This is the same text.,positivity_zscore_conversation, +K,1,This is the same text.,positivity_zscore_conversation, +K,1,This is the same text.,positivity_zscore_conversation, \ No newline at end of file diff --git a/tests/data/cleaned_data/test_chat_level_complex.csv b/tests/data/cleaned_data/test_chat_level_complex.csv index 7bc60c05..50c68700 100644 --- a/tests/data/cleaned_data/test_chat_level_complex.csv +++ b/tests/data/cleaned_data/test_chat_level_complex.csv @@ -1,19 +1,25 @@ conversation_num, speaker_nickname, message,feature A,A,The food was delicious and the service was great.,positive_bert A,A,The food was excellent and the service was impeccable.,positive_bert -A,A,The food was terrible and the service was awful.,negative_bert +A,A,The food was terrible and the service was awful.,positive_bert A,A,The movie was very entertaining and I highly recommend it.,positive_bert A,A,The movie was engaging and I would definitely recommend it.,positive_bert -A,A,The movie was awful and I wouldn't recommend it to anyone.,negative_bert +A,A,The movie was awful and I wouldn't recommend it to anyone.,positive_bert A,A,The weather was beautiful today.,positive_bert A,A,The weather was perfect today.,positive_bert -A,A,The weather was terrible today.,negative_bert +A,A,The weather was terrible today.,positive_bert A,A,I'm really enjoying this book.,positive_bert A,A,I'm captivated by this book.,positive_bert -A,A,I'm not enjoying this book at all.,negative_bert +A,A,I'm not enjoying this book at all.,positive_bert A,A,I love spending time with my family.,positive_bert A,A,I cherish the time I spend with my family.,positive_bert -A,A,I hate spending time with my family.,negative_bert +A,A,I hate spending time with my family.,positive_bert A,A,I'm so happy to see you.,positive_bert A,A,I'm overjoyed to see you.,positive_bert -A,A,I'm not happy to see you at all.,negative_bert \ No newline at end of file +A,A,I'm not happy to see you at all.,positive_bert +A,A,I do not like this example at all it is too boring,textblob_subjectivity +A,A,I prefer and strongly like chocolate ice cream,textblob_subjectivity +A,A,Textblob has two primary features,textblob_subjectivity +A,A,Today is the best day ever I am so happy,textblob_polarity +A,A,This restaurant is wonderful lovely great,textblob_polarity +A,A,The day is dark with sadness and depression,textblob_polarity diff --git a/tests/data/cleaned_data/test_conv_level.csv b/tests/data/cleaned_data/test_conv_level.csv index 34fde85a..cf5ea0c5 100644 --- a/tests/data/cleaned_data/test_conv_level.csv +++ b/tests/data/cleaned_data/test_conv_level.csv @@ -51,4 +51,34 @@ A, John,2020-04-20T18:30:40.125Z, I find that studying in short bursts is more e A, Mary,2020-04-20T18:31:00.125Z, I agree it's also important to take breaks and get enough sleep.,team_burstiness,-1.0 A, Jessica,2020-04-20T18:31:20.125Z, I'm always struggling to stay motivated any tips?,team_burstiness,-1.0 A, John,2020-04-20T18:31:40.125Z, I find it helpful to set realistic goals and break down large tasks into smaller ones.,team_burstiness,-1.0 -A, Mary,2020-04-20T18:32:00.125Z, It's also important to find a study buddy or group to help you stay accountable.,team_burstiness,-1.0 \ No newline at end of file +A, Mary,2020-04-20T18:32:00.125Z, It's also important to find a study buddy or group to help you stay accountable.,team_burstiness,-1.0 +B, B,2020-04-20T18:32:00.125Z, this is four words,gini_coefficient_sum_num_words,0 +B, B,2020-04-20T18:32:00.125Z, what about this also,gini_coefficient_sum_num_words,0 +B, B,2020-04-20T18:32:00.125Z, i think it is,gini_coefficient_sum_num_words,0 +B, A,2020-04-20T18:32:00.125Z, just some random words,gini_coefficient_sum_num_words,0 +B, A,2020-04-20T18:32:00.125Z, hello hello hello hello,gini_coefficient_sum_num_words,0 +B, A,2020-04-20T18:32:00.125Z, what is up ok,gini_coefficient_sum_num_words,0 +C, A,2020-04-20T18:32:00.125Z, this is same character count,gini_coefficient_sum_num_chars,0 +C, A,2020-04-20T18:32:00.125Z, this is same character count,gini_coefficient_sum_num_chars,0 +C, A,2020-04-20T18:32:00.125Z, this is same character count,gini_coefficient_sum_num_chars,0 +C, X,2020-04-20T18:32:00.125Z, this is same character count,gini_coefficient_sum_num_chars,0 +C, X,2020-04-20T18:32:00.125Z, this is same character count,gini_coefficient_sum_num_chars,0 +C, X,2020-04-20T18:32:00.125Z, this is same character count,gini_coefficient_sum_num_chars,0 +D, A,2020-04-20T18:32:00.125Z, this is same message count,gini_coefficient_sum_num_messages,0 +D, B,2020-04-20T18:32:00.125Z, this is same message count,gini_coefficient_sum_num_messages,0 +D, C,2020-04-20T18:32:00.125Z, this is same message count,gini_coefficient_sum_num_messages,0 +D, D,2020-04-20T18:32:00.125Z, this is same message count,gini_coefficient_sum_num_messages,0 +D, E,2020-04-20T18:32:00.125Z, this is same message count,gini_coefficient_sum_num_messages,0 +D, F,2020-04-20T18:32:00.125Z, this is same message count,gini_coefficient_sum_num_messages,0 +E, A,2020-04-20T18:32:00.125Z, i think im the only speaker in this conversation,gini_coefficient_sum_num_words,0.5 +E, A,2020-04-20T18:32:00.125Z, yeah i think we're trying to get the gini high,gini_coefficient_sum_num_words,0.5 +E, A,2020-04-20T18:32:00.125Z, ill just keep talking!,gini_coefficient_sum_num_words,0.5 +E, X,2020-04-20T18:32:00.125Z,,gini_coefficient_sum_num_words,0.5 +E, X,2020-04-20T18:32:00.125Z,,gini_coefficient_sum_num_words,0.5 +E, X,2020-04-20T18:32:00.125Z,,gini_coefficient_sum_num_words,0.5 +F, A,2020-04-20T18:32:00.125Z, i think im the only speaker in this conversation,gini_coefficient_sum_num_chars,0.75 +F, A,2020-04-20T18:32:00.125Z, yeah i think we're trying to get the gini high,gini_coefficient_sum_num_chars,0.75 +F, A,2020-04-20T18:32:00.125Z, ill just keep talking!,gini_coefficient_sum_num_ chars,0.75 +F, X,2020-04-20T18:32:00.125Z,,gini_coefficient_sum_num_chars,0.75 +F, Y,2020-04-20T18:32:00.125Z,,gini_coefficient_sum_num_chars,0.75 +F, Z,2020-04-20T18:32:00.125Z,,gini_coefficient_sum_num_chars,0.75 diff --git a/tests/data/cleaned_data/test_conv_level_complex.csv b/tests/data/cleaned_data/test_conv_level_complex.csv index 02b3570e..858bb354 100644 --- a/tests/data/cleaned_data/test_conv_level_complex.csv +++ b/tests/data/cleaned_data/test_conv_level_complex.csv @@ -269,4 +269,146 @@ U,B, 2024-07-15T23:16:36.125Z, I think running is my favorite exercise.,incongru U,A, 2024-07-15T23:19:36.125Z, I want to go on a run.,incongruent_modulation U,B, 2024-07-15T23:20:36.125Z, I want to play some sports.,incongruent_modulation U,A, 2024-07-15T23:21:36.125Z, Let's go to the basketball courts.,incongruent_modulation -U,B, 2024-07-15T23:22:36.125Z, Let's go to the soccer fields.,incongruent_modulation \ No newline at end of file +U,B, 2024-07-15T23:22:36.125Z, Let's go to the soccer fields.,incongruent_modulation +conversation_1, speaker_1,, Have you checked out the latest developments in blockchain tech?,info_diversity +conversation_1, speaker_2,, Yeah the advancements are pretty incredible especially with DeFi.,info_diversity +conversation_1, speaker_3,, I’ve been really into how NFTs are being used for digital identity verification.,info_diversity +conversation_1, speaker_1,, NFTs are definitely evolving. It's amazing how they started just with art.,info_diversity +conversation_1, speaker_2,, Right? Now they’re branching out into real estate and even intellectual property.,info_diversity +conversation_1, speaker_3,, The possibilities are endless. I’m curious to see how governments will regulate it though.,info_diversity +conversation_1, speaker_1,, That’s a big question. Regulation could either stifle innovation or provide the structure it needs to grow.,info_diversity +conversation_1, speaker_2,, I think we’ll see a mix. Some countries are embracing it while others are more cautious.,info_diversity +conversation_1, speaker_3,, It’ll be interesting to see which approach works best. I’m also wondering about the environmental impact of all this.,info_diversity +conversation_1, speaker_1,, That’s a good point. The shift to more energy-efficient consensus algorithms is crucial.,info_diversity +conversation_2, speaker_1,, I just finished the machine learning course you recommended. It was awesome!,info_diversity +conversation_2, speaker_2,, That’s great to hear! Did you do all the assignments?,info_diversity +conversation_2, speaker_3,, I’m still working through it but the concepts are starting to click.,info_diversity +conversation_2, speaker_1,, The assignments really help solidify the knowledge. The neural networks part was a bit tough though.,info_diversity +conversation_2, speaker_2,, Neural networks can be tricky at first but once you get it it’s really powerful.,info_diversity +conversation_2, speaker_3,, I’m excited to apply what I’ve learned to some real-world data sets.,info_diversity +conversation_2, speaker_1,, Same here. I’m thinking of starting a side project to predict stock prices.,info_diversity +conversation_2, speaker_2,, That’s ambitious! But it’s a great way to put your skills to the test.,info_diversity +conversation_2, speaker_3,, I might join you on that! It’ll be cool to collaborate and see what we come up with.,info_diversity +conversation_2, speaker_1,, Let’s do it! We can brainstorm ideas this weekend.,info_diversity +conversation_5, speaker_1,, Did you catch the latest episode of that show everyone’s talking about?,info_diversity +conversation_5, speaker_2,, Yeah it was intense! But I had to pause halfway to finish my assignment.,info_diversity +conversation_5, speaker_3,, I haven’t started watching it yet. Is it really that good?,info_diversity +conversation_5, speaker_1,, Definitely worth it. But speaking of assignments how’s your machine learning course going?,info_diversity +conversation_5, speaker_2,, It’s going well! I’m almost done with the neural networks module.,info_diversity +conversation_5, speaker_3,, Neural networks? That’s tough. I’m still stuck on the earlier parts.,info_diversity +conversation_5, speaker_1,, You’ll get there. Just take it one step at a time. Also are you guys thinking about internships yet?,info_diversity +conversation_5, speaker_2,, I am! I’m applying to a few tech companies next week.,info_diversity +conversation_5, speaker_3,, I should probably start looking too. I’m just so caught up with other things.,info_diversity +conversation_5, speaker_1,, Same here. Between school shows and job applications it’s hard to find balance.,info_diversity +conversation_3, speaker_1,, Are you ready to start applying for internships?,info_diversity +conversation_3, speaker_2,, Almost. I’m just finalizing my resume and polishing up my GitHub.,info_diversity +conversation_3, speaker_3,, Same here. I’m focusing on tech companies that have strong mentorship programs.,info_diversity +conversation_3, speaker_1,, That’s smart. I’ve been looking at roles in fintech but I’m open to other sectors too.,info_diversity +conversation_3, speaker_2,, Fintech is hot right now. There’s so much innovation happening.,info_diversity +conversation_3, speaker_3,, I’m leaning towards something in AI or machine learning. There’s a lot of demand in those areas.,info_diversity +conversation_3, speaker_1,, Definitely. It’s a great time to be in tech. Have you guys started preparing for interviews?,info_diversity +conversation_3, speaker_2,, I’ve done a few Leetcode problems but I need to ramp up.,info_diversity +conversation_3, speaker_3,, Same I’m planning to do at least one problem a day until interview season.,info_diversity +conversation_3, speaker_1,, Sounds like a solid plan. We should do mock interviews together to practice.,info_diversity +conversation_4, speaker_1,, I’ve been using React for a new project and it’s going pretty well so far.,info_diversity +conversation_4, speaker_2,, Nice! What are you building?,info_diversity +conversation_4, speaker_3,, I’m curious too. React is great for building dynamic user interfaces.,info_diversity +conversation_4, speaker_1,, It’s a course review platform where students can rate and review their classes.,info_diversity +conversation_4, speaker_2,, That sounds really useful! Are you handling both the frontend and backend?,info_diversity +conversation_4, speaker_3,, I love that idea. What stack are you using for the backend?,info_diversity +conversation_4, speaker_1,, I’m using Node.js with Express for the backend and MySQL for the database.,info_diversity +conversation_4, speaker_2,, Solid choices. How are you planning to handle scalability if the platform grows?,info_diversity +conversation_4, speaker_3,, AWS could be a good option for scaling. Have you looked into that?,info_diversity +conversation_4, speaker_1,, Yeah I’m considering AWS for deployment. I want the platform to be scalable from the start.,info_diversity +conversation_6, speaker_1,, I just started a new book on AI ethics and it’s really eye-opening.,info_diversity +conversation_6, speaker_2,, That sounds interesting. What’s it about?,info_diversity +conversation_6, speaker_3,, AI ethics is such an important topic especially with all the recent developments.,info_diversity +conversation_6, speaker_1,, It explores how AI is impacting society both positively and negatively.,info_diversity +conversation_6, speaker_3,, I did! I’m planning to integrate one of them into my next project.,info_diversity +conversation_6, speaker_1,, That’s awesome. By the way are you still going to the gym regularly?,info_diversity +conversation_6, speaker_2,, I’ve been slacking off lately to be honest. Too much work.,info_diversity +conversation_6, speaker_3,, Same here. I’ve been prioritizing coding over everything else.,info_diversity +conversation_6, speaker_1,, We should do a workout session together. It’s good to take breaks from all the tech stuff.,info_diversity +conversation_15, speaker_1,, Have you ever thought about how artificial intelligence is changing our daily lives It’s everywhere now,info_diversity +conversation_15, speaker_2,, Artificial intelligence is integrated into so many aspects of life from virtual assistants to smart homes,info_diversity +conversation_15, speaker_3,, AI in smart homes is incredible It automates so many tasks and makes life easier,info_diversity +conversation_15, speaker_1,, The AI in virtual assistants like Siri and Alexa has gotten so much smarter too,info_diversity +conversation_15, speaker_2,, Virtual assistants are learning to understand natural language better thanks to advancements in AI,info_diversity +conversation_15, speaker_3,, And AI-driven recommendations on streaming services are spot on They know what we like,info_diversity +conversation_15, speaker_1,, AI really personalizes our experiences whether it’s shopping online or watching movies,info_diversity +conversation_15, speaker_2,, Exactly AI uses data to tailor services to our preferences which makes everything more convenient,info_diversity +conversation_15, speaker_3,, The impact of artificial intelligence on our daily lives is only going to grow It’s an exciting time,info_diversity +conversation_15, speaker_1,, Definitely AI is shaping the future in ways we’re only beginning to understand,info_diversity +conversation_16, speaker_1,, I’ve been really diving into cloud computing recently It’s amazing how it’s transforming businesses,info_diversity +conversation_16, speaker_2,, Cloud computing is revolutionizing how companies operate The scalability it offers is unparalleled,info_diversity +conversation_16, speaker_3,, The flexibility of cloud computing allows businesses to adapt quickly to changing demands,info_diversity +conversation_16, speaker_1,, And the cost savings with cloud computing are significant You only pay for what you use,info_diversity +conversation_16, speaker_2,, That’s a huge advantage for startups Cloud computing gives them access to resources they couldn’t afford otherwise,info_diversity +conversation_16, speaker_3,, Security in cloud computing has also improved a lot with encryption and other safeguards,info_diversity +conversation_16, speaker_1,, Cloud computing security is critical especially with sensitive data being stored remotely,info_diversity +conversation_16, speaker_2,, Exactly With the right cloud computing provider businesses can ensure their data is safe,info_diversity +conversation_16, speaker_3,, The future of cloud computing looks bright It’s becoming the backbone of modern IT infrastructure,info_diversity +conversation_16, speaker_1,, I agree Cloud computing is essential for any business looking to stay competitive,info_diversity +conversation_9, speaker_1,, I’ve been thinking about starting a garden but I have no idea where to begin,info_diversity +conversation_9, speaker_2,, Gardening is super relaxing You should start with some easy plants like herbs,info_diversity +conversation_9, speaker_3,, That sounds fun I’ve always wanted to grow my own vegetables but space is an issue,info_diversity +conversation_9, speaker_1,, I hear you I’m also limited on space but I’m thinking of trying container gardening,info_diversity +conversation_9, speaker_2,, That’s a great idea You can grow a lot in containers if you’re strategic,info_diversity +conversation_9, speaker_3,, Speaking of strategy has anyone been following the latest chess tournaments,info_diversity +conversation_9, speaker_1,, I have The level of play this year has been incredible,info_diversity +conversation_9, speaker_2,, I’m not a chess expert but I enjoy watching the matches They’re so intense,info_diversity +conversation_9, speaker_3,, It’s amazing how much thought goes into each move It’s like a mental workout,info_diversity +conversation_9, speaker_1,, Definitely I find that playing chess really sharpens my focus,info_diversity +AA, A,, this is four words,gini_coefficient_sum_num_words +AA, A,, what about this also i think,gini_coefficient_sum_num_words +AA, B,, i think it is,gini_coefficient_sum_num_words +AA, B,, just some random words,gini_coefficient_sum_num_words +AA, C,, hello hello hello hello helloooo,gini_coefficient_sum_num_words +AA, C,, what is up ok,gini_coefficient_sum_num_words +AAA, A,, this is six words i think,gini_coefficient_sum_num_words +AAA, A,, what about this being five,gini_coefficient_sum_num_words +AAA, B,, i only have four,gini_coefficient_sum_num_words +AAA, B,, but then i get seven words woohoo,gini_coefficient_sum_num_words +AAA, C,, i think this is even,gini_coefficient_sum_num_words +AAA, C,, lets see the results though,gini_coefficient_sum_num_words +AAAA, A,, im going to be talking the absolute most right now,gini_coefficient_sum_num_words +AAAA, A,, its because i want to raise our gini score woohooo,gini_coefficient_sum_num_words +AAAA, B,, ok,gini_coefficient_sum_num_words +AAAA, B,, i can talk,gini_coefficient_sum_num_words +AAAA, C,, hello,gini_coefficient_sum_num_words +AAAA, C,, i dont want to talk,gini_coefficient_sum_num_words +BB, A,, this is same character count,gini_coefficient_sum_num_chars +BB, A,, this similar similar counts,gini_coefficient_sum_num_chars +BB, B,, this is roughly same character,gini_coefficient_sum_num_chars +BB, B,, hello how are we doing blah,gini_coefficient_sum_num_chars +BB, C,, number of characteros,gini_coefficient_sum_num_chars +BB, C,, i want to get some good after,gini_coefficient_sum_num_chars +BBB, A,, what is your name,gini_coefficient_sum_num_chars +BBB, A,, my name is shruti,gini_coefficient_sum_num_chars +BBB, B,, his name is evan,gini_coefficient_sum_num_chars +BBB, B,, her name is priya dcosta,gini_coefficient_sum_num_chars +BBB, C,, we were on penn today,gini_coefficient_sum_num_chars +BBB, C,, team communication toolkit,gini_coefficient_sum_num_chars +BBBB, A,, this is same character count but an insane amount of characters,gini_coefficient_sum_num_chars +BBBB, A,, i am going to keep on saying things until i get fired,gini_coefficient_sum_num_chars +BBBB, B,, ok,gini_coefficient_sum_num_chars +BBBB, B,, lets see,gini_coefficient_sum_num_chars +BBBB, C,, curious for this,gini_coefficient_sum_num_chars +BBBB, C,, results should be good,gini_coefficient_sum_num_chars +CC, A,, this is same message count,gini_coefficient_sum_num_messages +CC, B,, this is same message count,gini_coefficient_sum_num_messages +CC, C,, this is same message count,gini_coefficient_sum_num_messages +CC, D,, this is same message count,gini_coefficient_sum_num_messages +CC, E,, this is same message count,gini_coefficient_sum_num_messages +CC, F,, this is same message count,gini_coefficient_sum_num_messages +CCC, A,, this is same message count,gini_coefficient_sum_num_messages +CCC, A,, this is same message count,gini_coefficient_sum_num_messages +CCC, C,, this is same message count,gini_coefficient_sum_num_messages +CCC, D,, this is same message count,gini_coefficient_sum_num_messages +CCC, E,, this is same message count,gini_coefficient_sum_num_messages +CCC, E,, this is same message count,gini_coefficient_sum_num_messages +CCCC, A,, this is different message count,gini_coefficient_sum_num_messages +CCCC, A,, this is different message count,gini_coefficient_sum_num_messages +CCCC, A,, this is different message count,gini_coefficient_sum_num_messages +CCCC, A,, this is different message count,gini_coefficient_sum_num_messages +CCCC, E,, this is different message count,gini_coefficient_sum_num_messages diff --git a/tests/data/cleaned_data/test_package_aggregation.csv b/tests/data/cleaned_data/test_package_aggregation.csv new file mode 100644 index 00000000..af59ca61 --- /dev/null +++ b/tests/data/cleaned_data/test_package_aggregation.csv @@ -0,0 +1,4 @@ +batch_num,round_num,speaker_hash,speaker_nickname,timestamp,message,majority_pct,num_flipped,flipped_pct,num_votes +0,0,5e7e1e0031f4e454e196c30b,niceRhino,2020-04-20T18:27:20.125Z,This is my message.,1,1,0.333333333,3 +0,0,5e31d6e4e31c5304c46f1413,culturedCow,2020-04-20T18:27:23.764Z,Hi!,1,1,0.333333333,3 +0,0,5e7e4f4c31f4e454e196c9c4,spryBison,2020-04-20T18:27:27.724Z,How are you?,1,1,0.333333333,3 diff --git a/tests/data/cleaned_data/test_time_pairs_datetime.csv b/tests/data/cleaned_data/test_time_pairs_datetime.csv new file mode 100644 index 00000000..c627f596 --- /dev/null +++ b/tests/data/cleaned_data/test_time_pairs_datetime.csv @@ -0,0 +1,10 @@ +conversation_num,speaker_nickname,timestamp_start,timestamp_end,message,expected_column,expected_value +A,A,2023-01-15 02:30:00,2023-01-15 03:30:00,hello,time_diff,0 +A,A,2023-01-15 03:31:00,2023-01-15 04:30:00,hello!!!,time_diff,60 +A,A,2023-01-17 04:30:00,2023-01-17 07:30:00,hello!!!!!!!,time_diff,172800 +B,A,2023-01-15 02:30:00,2023-01-15 03:30:00,hello,time_diff,0 +B,A,2023-01-15 03:30:00,2023-01-15 04:30:00,hello!!!,time_diff,0 +B,A,2023-01-15 04:30:00,2023-01-17 07:30:00,hello!!!!!!!,time_diff,0 +C,A,2023-01-15 02:30:00,2023-01-15 02:30:00,hello,time_diff,0 +C,A,2023-01-15 02:30:10,2023-01-15 02:30:10,hello!!!,time_diff,10 +C,A,2023-01-15 02:30:11,2023-01-17 07:30:00,hello!!!!!!!,time_diff,1 \ No newline at end of file diff --git a/tests/data/cleaned_data/test_time_pairs_numeric.csv b/tests/data/cleaned_data/test_time_pairs_numeric.csv new file mode 100644 index 00000000..298a5f2d --- /dev/null +++ b/tests/data/cleaned_data/test_time_pairs_numeric.csv @@ -0,0 +1,10 @@ +conversation_num,speaker_nickname,timestamp_start,timestamp_end,message,expected_column,expected_value +A,A,0,0,hello,time_diff,0 +A,A,0,0,hello!!!,time_diff,0 +A,A,0,0,hello!!!!!!!,time_diff,0 +B,A,0,0,hello,time_diff,0 +B,A,10,10,hello!!!,time_diff,0.01 +B,A,20,20,hello!!!!!!!,time_diff,0.01 +C,A,0,0,hello,time_diff,0 +C,A,3600,3600,hello!!!,time_diff,3.6 +C,A,7200,7200,hello!!!!!!!,time_diff,3.6 \ No newline at end of file diff --git a/tests/data/cleaned_data/test_time_pairs_numeric_unit.csv b/tests/data/cleaned_data/test_time_pairs_numeric_unit.csv new file mode 100644 index 00000000..dee94a25 --- /dev/null +++ b/tests/data/cleaned_data/test_time_pairs_numeric_unit.csv @@ -0,0 +1,10 @@ +conversation_num,speaker_nickname,timestamp_start,timestamp_end,timestamp_unit,message,expected_column,expected_value +A,A,0,0,s,hello,time_diff,0 +A,A,0,0,s,hello!!!,time_diff,0 +A,A,0,0,s,hello!!!!!!!,time_diff,0 +B,A,0,0,s,hello,time_diff,0 +B,A,10,10,s,hello!!!,time_diff,10 +B,A,20,20,s,hello!!!!!!!,time_diff,10 +C,A,0,0,s,hello,time_diff,0 +C,A,3600,3600,s,hello!!!,time_diff,3600 +C,A,7200,7200,s,hello!!!!!!!,time_diff,3600 \ No newline at end of file diff --git a/tests/data/cleaned_data/test_timediff_datetime.csv b/tests/data/cleaned_data/test_timediff_datetime.csv new file mode 100644 index 00000000..b57ef326 --- /dev/null +++ b/tests/data/cleaned_data/test_timediff_datetime.csv @@ -0,0 +1,12 @@ +conversation_num,speaker_nickname,timestamp,message,expected_column,expected_value +A,A,2023-01-15 02:30:00,hello,time_diff,0 +A,A,2023-01-15 02:30:10,hello!!!,time_diff,10 +A,A,2023-01-15 02:30:30,hello!!!!!!!,time_diff,20 +B,A,2023-01-15 02:30:00,hello,time_diff,0 +B,A,2023-01-15 02:31:00,hello!!!,time_diff,60 +B,A,2023-01-15 02:33:00,hello!!!!!!!,time_diff,120 +C,A,2023-01-15 02:30:00,hello,time_diff,0 +C,A,2023-01-15 03:30:00,hello!!!,time_diff,3600 +C,A,2023-01-15 05:30:00,hello!!!!!!!,time_diff,7200 +D,A,2023-01-15 02:30:00,hello,time_diff,0 +D,A,2023-01-16 02:30:00,hello!!!,time_diff,86400 \ No newline at end of file diff --git a/tests/data/cleaned_data/test_timediff_numeric.csv b/tests/data/cleaned_data/test_timediff_numeric.csv new file mode 100644 index 00000000..4957ed6a --- /dev/null +++ b/tests/data/cleaned_data/test_timediff_numeric.csv @@ -0,0 +1,10 @@ +conversation_num,speaker_nickname,timestamp,message,expected_column,expected_value +A,A,1,hello,time_diff,0 +A,A,1,hello!!!,time_diff,0 +A,A,1,hello!!!!!!!,time_diff,0 +B,A,1,hello,time_diff,0 +B,A,2,hello!!!,time_diff,0.001 +B,A,2,hello!!!!!!!,time_diff,0 +C,A,1,hello,time_diff,0 +C,A,3,hello!!!,time_diff,0.002 +C,A,5,hello!!!!!!!,time_diff,0.002 \ No newline at end of file diff --git a/tests/data/cleaned_data/test_timediff_numeric_unit.csv b/tests/data/cleaned_data/test_timediff_numeric_unit.csv new file mode 100644 index 00000000..4917bfbf --- /dev/null +++ b/tests/data/cleaned_data/test_timediff_numeric_unit.csv @@ -0,0 +1,10 @@ +conversation_num,speaker_nickname,timestamp,timestamp_unit,message,expected_column,expected_value +A,A,1,h,hello,time_diff,0 +A,A,1,h,hello!!!,time_diff,0 +A,A,1,h,hello!!!!!!!,time_diff,0 +B,A,1,h,hello,time_diff,0 +B,A,2,h,hello!!!,time_diff,3600 +B,A,2,h,hello!!!!!!!,time_diff,0 +C,A,1,h,hello,time_diff,0 +C,A,3,h,hello!!!,time_diff,7200 +C,A,5,h,hello!!!!!!!,time_diff,7200 \ No newline at end of file diff --git a/tests/ipython_notebooks/generate_liwc_tests.ipynb b/tests/ipython_notebooks/generate_liwc_tests.ipynb index 5c05794b..1edd68ef 100644 --- a/tests/ipython_notebooks/generate_liwc_tests.ipynb +++ b/tests/ipython_notebooks/generate_liwc_tests.ipynb @@ -1 +1,190 @@ -{"cells":[{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[],"source":["import pickle\n","import re\n","import pandas as pd\n","import os\n","from pathlib import Path\n","\n","lexicon_pkl_file_path = \"feature_engine/features/lexicons_dict.pkl\"\n","with open(lexicon_pkl_file_path, \"rb\") as lexicons_pickle_file:\n","\tlexicons_dict = pickle.load(lexicons_pickle_file)"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[],"source":["import os\n","import random\n","import csv\n","\n","alphabet = [\"a\", \"b\", \"c\", \"d\", \"e\", \"f\", \"g\", \"h\", \"i\", \"j\", \"k\", \"l\", \"m\", \"n\", \"o\", \"p\", \"q\", \"r\", \"s\", \"t\", \"u\", \"v\", \"w\", \"x\", \"y\", \"z\"]\n","filler = [\"Lorem\", \"ipsum\", \"dolor\", \"amet\", \"consectetur\", \"adipiscing\", \"sed\", \"euismod\", \"tempor\"]\n","\n","def generate_random_strings_from_wordlist(wordlist, num_strings, min_words=1, max_words=5):\n"," max_words = min(max_words, len(wordlist))\n"," strings = []\n"," expected_value = []\n"," for _ in range(num_strings):\n"," num_words = random.randint(min_words, max_words)\n"," expected_value.append(num_words/100)\n"," selected_words = random.sample(wordlist, num_words)\n","\n"," # for strings in selected_words that end with *, append a random number of letters to that string\n"," for i in range(len(selected_words)):\n"," selected_words[i] = selected_words[i].strip()\n"," if selected_words[i].endswith(\"*\"):\n"," selected_words[i] = selected_words[i][:-1] + ''.join(random.sample(alphabet, random.randint(1, 5)))\n","\n","\n"," # num_fillers = random.randint(1, 3)\n"," # filler_words = random.sample(filler, num_fillers)\n"," # final_words = random.choices(selected_words) + random.choices(filler_words)\n"," \n"," strings.append(' '.join(selected_words))\n"," return [strings, expected_value]\n","\n","def write_to_csv(strings, expected_vals, wordlist_name, filename='output.csv'):\n"," with open(filename, 'a', newline='') as csvfile:\n"," writer = csv.writer(csvfile)\n"," for string, expected_val in zip(strings, expected_vals):\n"," writer.writerow([0, 0, string, wordlist_name + \"_lexical_per_100\", expected_val])\n","\n","directory = ['feature_engine/features/lexicons/liwc_lexicons','feature_engine/features/lexicons/liwc_lexicons_small_test','feature_engine/features/lexicons/other_lexicons']\n","for d in directory:\n"," for filename in os.listdir(d):\n"," with open(d + \"/\" + filename, encoding=\"mac_roman\") as lexicons:\n"," if filename.startswith(\".\"):\n"," continue\n"," wordlist = lexicons.read().splitlines()\n"," output = generate_random_strings_from_wordlist(wordlist, num_strings=5)\n"," filename = filename[:-4] if filename.endswith(\".txt\") else filename\n"," write_to_csv(output[0], output[1], filename)\n","\n","# manually appended output.csv to test_chat_level.csv"]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.11.6"}},"nbformat":4,"nbformat_minor":2} +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/agshruti/Downloads/team-process-map/.venv/lib/python3.11/site-packages/pandas/core/arrays/masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + }, + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: 'feature_engine/features/lexicons_dict.pkl'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[8], line 8\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpathlib\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Path\n\u001b[1;32m 7\u001b[0m lexicon_pkl_file_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfeature_engine/features/lexicons_dict.pkl\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m----> 8\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mlexicon_pkl_file_path\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mrb\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m lexicons_pickle_file:\n\u001b[1;32m 9\u001b[0m \tlexicons_dict \u001b[38;5;241m=\u001b[39m pickle\u001b[38;5;241m.\u001b[39mload(lexicons_pickle_file)\n", + "File \u001b[0;32m~/Downloads/team-process-map/.venv/lib/python3.11/site-packages/IPython/core/interactiveshell.py:310\u001b[0m, in \u001b[0;36m_modified_open\u001b[0;34m(file, *args, **kwargs)\u001b[0m\n\u001b[1;32m 303\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m file \u001b[38;5;129;01min\u001b[39;00m {\u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m}:\n\u001b[1;32m 304\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 305\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIPython won\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mt let you open fd=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfile\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m by default \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 306\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mas it is likely to crash IPython. If you know what you are doing, \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 307\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124myou can use builtins\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m open.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 308\u001b[0m )\n\u001b[0;32m--> 310\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mio_open\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfile\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'feature_engine/features/lexicons_dict.pkl'" + ] + } + ], + "source": [ + "import pickle\n", + "import re\n", + "import pandas as pd\n", + "import os\n", + "from pathlib import Path\n", + "\n", + "lexicon_pkl_file_path = \"feature_engine/features/lexicons_dict.pkl\"\n", + "with open(lexicon_pkl_file_path, \"rb\") as lexicons_pickle_file:\n", + "\tlexicons_dict = pickle.load(lexicons_pickle_file)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['able', 'am', 'are', 'arent', 'be', 'been', 'being', 'can', 'cant', 'cannot', 'could', 'couldnt', 'did', 'didnt', 'do', 'dont', 'get', 'got', 'gotta', 'had', 'hadnt', 'hasnt', 'have', 'havent', 'is', 'isnt', 'may', 'should', 'shouldve', 'shouldnt', 'was', 'were', 'will', 'wont', 'would', 'wouldve', 'wouldnt', 'although', 'and', 'as', 'because', 'cause', 'but', 'if', 'or', 'so', 'then', 'unless', 'whereas', 'while', 'a', 'an', 'each', 'every', 'all', 'lot', 'lots', 'the', 'this', 'those', 'anybody', 'anything', 'anywhere', 'everybodys', 'everyone', 'everything', 'everythings', 'everywhere', 'he', 'hed', 'hes', 'her', 'him', 'himself', 'herself', 'his', 'I', 'Id', 'Ill', 'Im', 'Ive', 'it', 'itd', 'itll', 'its', 'its', 'itself', 'me', 'my', 'mine', 'myself', 'nobody', 'nothing', 'nowhere', 'one', 'ones', 'ones', 'our', 'ours', 'she', 'shell', 'shes', 'shed', 'somebody', 'someone', 'someplace', 'that', 'thatd', 'thatll', 'thats', 'them', 'themselves', 'these', 'they', 'theyd', 'theyll', 'theyre', 'theyve', 'us', 'we', 'wed', 'well', 'were', 'weve', 'what', 'whatd', 'whats', 'whatever', 'when', 'where', 'whered', 'wheres', 'wherever', 'which', 'who', 'whos', 'whom', 'whose', 'why', 'you', 'youd', 'youll', 'youre', 'youve', 'your', 'yours', 'yourself', 'about', 'after', 'against', 'at', 'before', 'by', 'down', 'for', 'from', 'in', 'into', 'near', 'of', 'off', 'on', 'out', 'over', 'than', 'to', 'until', 'up', 'with', 'without', 'ah', 'hi', 'huh', 'like', 'mmhmm', 'oh', 'okay', 'right', 'uh', 'uhhuh', 'um', 'well', 'yeah', 'yup', 'just', 'no', 'not', 'really', 'too', 'very']\n", + "[['and huh be was itd', 'all anything anybody', 'get for which Id', 'from this then her to', 'herself before himself shes Ive'], [0.05, 0.03, 0.04, 0.05, 0.05]]\n" + ] + } + ], + "source": [ + "import os\n", + "import random\n", + "import csv\n", + "\n", + "alphabet = [\"a\", \"b\", \"c\", \"d\", \"e\", \"f\", \"g\", \"h\", \"i\", \"j\", \"k\", \"l\", \"m\", \"n\", \"o\", \"p\", \"q\", \"r\", \"s\", \"t\", \"u\", \"v\", \"w\", \"x\", \"y\", \"z\"]\n", + "filler = [\"Lorem\", \"ipsum\", \"dolor\", \"amet\", \"consectetur\", \"adipiscing\", \"sed\", \"euismod\", \"tempor\"]\n", + "\n", + "def generate_random_strings_from_wordlist(wordlist, num_strings, min_words=1, max_words=5):\n", + " max_words = min(max_words, len(wordlist))\n", + " strings = []\n", + " expected_value = []\n", + " for _ in range(num_strings):\n", + " num_words = random.randint(min_words, max_words)\n", + " expected_value.append(num_words/100)\n", + " selected_words = random.sample(wordlist, num_words)\n", + "\n", + " # for strings in selected_words that end with *, append a random number of letters to that string\n", + " for i in range(len(selected_words)):\n", + " selected_words[i] = selected_words[i].strip()\n", + " if selected_words[i].endswith(\"*\"):\n", + " selected_words[i] = selected_words[i][:-1] + ''.join(random.sample(alphabet, random.randint(1, 5)))\n", + "\n", + " num_fillers = random.randint(1, 3)\n", + " filler_words = random.sample(filler, num_fillers)\n", + " final_words = random.choices(selected_words) + random.choices(filler_words)\n", + " random.shuffle(final_words)\n", + " \n", + " strings.append(' '.join(final_words))\n", + " return [strings, expected_value]\n", + "\n", + "def write_to_csv(strings, expected_vals, wordlist_name, filename='output.csv'):\n", + " with open(filename, 'a', newline='') as csvfile:\n", + " writer = csv.writer(csvfile)\n", + " for string, expected_val in zip(strings, expected_vals):\n", + " writer.writerow([0, 0, string, wordlist_name + \"_lexical_per_100\", expected_val])\n", + "\n", + "directory = ['feature_engine/features/lexicons/liwc_lexicons','feature_engine/features/lexicons/liwc_lexicons_small_test','feature_engine/features/lexicons/other_lexicons']\n", + "parent = Path(os.getcwd()).parent\n", + "gparent = Path(parent).parent\n", + "# function_words_path = os.path.join(gparent, \"src/team_comm_tools/features/lexicons/function_words.txt\")\n", + "\n", + "# directory = [function_words_path]\n", + "for d in directory:\n", + " for filename in os.listdir(d):\n", + " if filename.startswith(\".\"):\n", + " continue\n", + " with open(filename, encoding=\"mac_roman\") as lexicons:\n", + " \n", + " wordlist = lexicons.read().splitlines()\n", + " output = generate_random_strings_from_wordlist(wordlist, num_strings=5)\n", + " \n", + " filename = filename[:-4] if filename.endswith(\".txt\") else filename\n", + " write_to_csv(output[0], output[1], filename)\n", + "\n", + "# manually appended output.csv to test_chat_level.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/Users/agshruti/Downloads/team-process-map/tests/ipython_notebooks\n" + ] + }, + { + "data": { + "text/plain": [ + "'/Users/agshruti/Downloads/team-process-map/src/features/lexicons/function_words.txt'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# module Path not found\n", + "import os\n", + "\n", + "# print current directory\n", + "print(os.getcwd())\n", + "\n", + "# print parent directory\n", + "parent = Path(os.getcwd()).parent\n", + "gparent = Path(parent).parent\n", + "os.path.join(gparent, \"src/features/lexicons/function_words.txt\")\n", + "\n", + "# get parent directory\n", + "# parent_dir = Path(os.getcwd()).parent\n", + "\n", + "# # get file within parent directory\n", + "# file_path = os.path.join(parent_dir, \"output.csv\")\n", + "\n", + "# # get file within grandparent directory\n", + "# grandparent_dir = Path(parent_dir).parent\n", + "# file_path = os.path.join(grandparent_dir, \"output.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# generate function & content word accommodation tests\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tests/ipython_notebooks/helper_positivity_zscore.ipynb b/tests/ipython_notebooks/helper_positivity_zscore.ipynb new file mode 100644 index 00000000..9e294f60 --- /dev/null +++ b/tests/ipython_notebooks/helper_positivity_zscore.ipynb @@ -0,0 +1,3063 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from team_comm_tools.feature_dict import feature_dict\n", + "import pytest\n", + "import pandas as pd\n", + "import numpy as np\n", + "from numpy import nan\n", + "import logging\n", + "import itertools\n", + "\n", + "test_chat_df = pd.read_csv(\"./output/chat/test_chat_level_chat.csv\")\n", + "test_conv_df = pd.read_csv(\"./output/conv/test_conv_level_conv.csv\")\n", + "test_chat_complex_df = pd.read_csv(\n", + " \"./output/chat/test_chat_level_chat_complex.csv\")\n", + "test_conv_complex_df = pd.read_csv(\n", + " \"./output/conv/test_conv_level_conv_complex.csv\")\n", + "test_conv_complex_df_ts = pd.read_csv(\n", + " \"./output/conv/test_conv_level_conv_complex_ts.csv\")\n", + "test_forward_flow_df = pd.read_csv(\"./output/chat/test_forward_flow_chat.csv\")\n", + "\n", + "# Import the Feature Dictionary\n", + "\n", + "chat_features = [feature_dict[feature][\"columns\"]\n", + " for feature in feature_dict.keys() if feature_dict[feature][\"level\"] == \"Chat\"]\n", + "conversation_features = [feature_dict[feature][\"columns\"] for feature in feature_dict.keys(\n", + ") if feature_dict[feature][\"level\"] == \"Conversation\"]\n", + "\n", + "num_features_chat = len(list(itertools.chain(*chat_features)))\n", + "num_features_conv = len(list(itertools.chain(*conversation_features))) - 3\n", + "\n", + "\n", + "num_tested_chat = test_chat_df['expected_column'].nunique() + test_chat_complex_df['feature'].nunique() + test_forward_flow_df['feature'].nunique()\n", + "test_chat = pd.concat([test_chat_df['expected_column'], test_chat_complex_df['feature'], test_forward_flow_df['feature']])\n", + "test_chat = test_chat.drop_duplicates()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "hi = pd.concat([test_chat_df['expected_column'].drop_duplicates(), test_chat_complex_df['feature'].drop_duplicates(), test_forward_flow_df['feature'].drop_duplicates()])\n", + "hi.to_csv(\"hi.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/agshruti/Downloads/team-process-map/.venv/lib/python3.11/site-packages/pandas/core/arrays/masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + }, + { + "data": { + "text/html": [ + "
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                                            conversation_numgini_coefficient_sum_num_messages
                                            0A0.041667
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                                            2C0.297101
                                            3D0.066667
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                                            16Q0.000000
                                            17R0.000000
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                                            20U0.000000
                                            21conversation_10.066667
                                            22conversation_20.066667
                                            23conversation_50.066667
                                            24conversation_30.066667
                                            25conversation_40.066667
                                            26conversation_60.148148
                                            27conversation_150.066667
                                            28conversation_160.066667
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                                            31AAA0.000000
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                                            \n", + "
                                            " + ], + "text/plain": [ + " conversation_num gini_coefficient_sum_num_messages\n", + "0 A 0.041667\n", + "1 B 0.000000\n", + "2 C 0.297101\n", + "3 D 0.066667\n", + "4 E 0.000000\n", + "5 F 0.000000\n", + "6 G 0.000000\n", + "7 H 0.000000\n", + "8 I 0.000000\n", + "9 J 0.000000\n", + "10 K 0.000000\n", + "11 L 0.000000\n", + "12 M 0.000000\n", + "13 N 0.000000\n", + "14 O 0.000000\n", + "15 P 0.000000\n", + "16 Q 0.000000\n", + "17 R 0.000000\n", + "18 S 0.000000\n", + "19 T 0.000000\n", + "20 U 0.000000\n", + "21 conversation_1 0.066667\n", + "22 conversation_2 0.066667\n", + "23 conversation_5 0.066667\n", + "24 conversation_3 0.066667\n", + "25 conversation_4 0.066667\n", + "26 conversation_6 0.148148\n", + "27 conversation_15 0.066667\n", + "28 conversation_16 0.066667\n", + "29 conversation_9 0.066667\n", + "30 AA 0.000000\n", + "31 AAA 0.000000\n", + "32 AAAA 0.000000\n", + "33 BB 0.000000\n", + "34 BBB 0.000000\n", + "35 BBBB 0.000000\n", + "36 CC 0.166667\n", + "37 CCC 0.300000" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "test_conv_complex_df = pd.read_csv(\"./output/conv/test_conv_level_conv_complex.csv\")\n", + "test_conv_complex_df[['conversation_num', \"gini_coefficient_sum_num_messages\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [], + "source": [ + "def get_function_words_in_message(text, function_word_reference):\n", + " \"\"\"\n", + " Extract the function words & non-functions words from a message\n", + "\n", + " Args:\n", + " text (str): The input text to be analyzed.\n", + " function_word_reference (list): A list of function words to reference against.\n", + "\n", + " Returns:\n", + " list: A list of function words found in the input text.\n", + " \"\"\"\n", + " if (pd.isna(text)):\n", + " return []\n", + " return [x for x in text.split() if x in function_word_reference]\n", + "\n", + "\n", + "def get_content_words_in_message(text, function_word_reference):\n", + " \"\"\"\n", + " Extract the non-function words in a given message.\n", + "\n", + " Args:\n", + " text (str): The input text to be analyzed.\n", + " function_word_reference (list): A list of function words to reference against.\n", + "\n", + " Returns:\n", + " list: A list of content words found in the input text.\n", + " \"\"\"\n", + " if (pd.isna(text)):\n", + " return []\n", + " return [x for x in text.split() if x not in function_word_reference]\n", + "\n", + "\n", + "def mimic_words(df, on_column, conversation_id):\n", + " \"\"\"\n", + " Return a list of words that are also used in the other's previous turn.\n", + "\n", + " Args:\n", + " df (DataFrame): The dataset that removed all punctuations.\n", + " on_column (str): The column that we want to find mimicry on.\n", + " conversation_id (str): The column name that should be selected as the conversation ID.\n", + "\n", + " Returns:\n", + " list: A list of lists, where each sublist contains words mimicked from the previous turn.\n", + " \"\"\"\n", + " word_mimic = [[]]\n", + " for i in range(1, len(df)):\n", + " # only do this if they're in the same conversation\n", + " if df.loc[i, conversation_id] == df.loc[i-1, conversation_id]:\n", + " word_mimic.append([x for x in df.loc[i, on_column]\n", + " if x in df.loc[(i-1), on_column]])\n", + " else:\n", + " word_mimic.append([])\n", + " return word_mimic\n", + "\n", + "\n", + "def function_mimicry_score(function_mimic_words):\n", + " \"\"\"\n", + " Compute the number of mimic words for function words by simply counting the number of mimic words using len().\n", + "\n", + " Args:\n", + " function_mimic_words (list): Each entry under the `function_word_mimicry` column.\n", + "\n", + " Returns:\n", + " int: The number of function mimic words.\n", + " \"\"\"\n", + " return len(function_mimic_words)\n", + "\n", + "\n", + "def compute_frequency(df, on_column):\n", + " \"\"\"\n", + " Compute the frequency of each content word across the whole dataset.\n", + "\n", + " Args:\n", + " df (DataFrame): The input dataframe.\n", + " on_column (str): The column with which we calculate content word frequency.\n", + "\n", + " Returns:\n", + " dict: A dictionary with content words as keys and their frequencies as values.\n", + " \"\"\"\n", + " df_temp = df.copy()\n", + " df_temp.reset_index(drop=True, inplace=True)\n", + " return (dict(pd.Series(np.concatenate(df_temp[on_column])).value_counts()))\n", + "\n", + "\n", + "def computeTF(column_mimc, frequency_dict):\n", + " \"\"\"\n", + " Compute the term frequency of each content mimic word, then sum them up.\n", + "\n", + " Args:\n", + " column_mimc (list): Each entry under the `content_word_mimicry` column.\n", + " frequency_dict (dict): A dictionary of content word frequency across the dataset.\n", + "\n", + " Returns:\n", + " float: The sum of term frequencies for the content mimic words.\n", + " \"\"\"\n", + " tfdict = {}\n", + " wf = pd.Series(column_mimc, dtype='str').value_counts()\n", + " for i in wf.index:\n", + " tfdict[i] = wf[i]/frequency_dict[i]\n", + " return sum(tfdict.values())\n", + "\n", + "\n", + "def Content_mimicry_score(df, column_count_frequency, column_count_mimic):\n", + " \"\"\"\n", + " Combine the steps to compute the content word mimicry score.\n", + "\n", + " Args:\n", + " df (DataFrame): The input dataframe.\n", + " column_count_frequency (str): The column with content words to calculate frequency.\n", + " column_count_mimic (str): The column with content word mimicry.\n", + "\n", + " Returns:\n", + " Series: A series with content word accommodation scores.\n", + "\n", + " \"\"\"\n", + " # Compute the frequency of each content word across the whole dataset\n", + " ContWordFreq = compute_frequency(df, column_count_frequency)\n", + " # Compute the content_mimicry_score\n", + " return df[column_count_mimic].apply(lambda x: computeTF(x, ContWordFreq)) \n", + " # content_mimic_scores = []\n", + " # for conv in df['conversation_num'].unique():\n", + " # df_conv = df[df['conversation_num'] == conv] \n", + " # ContWordFreq = compute_frequency(df_conv, column_count_frequency)\n", + " # content_mimic_scores.append(df_conv[column_count_mimic].apply(lambda x: computeTF(x, ContWordFreq)).tolist())\n", + " # return [item for sublist in content_mimic_scores for item in sublist]" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "\n", + "def get_function_words():\n", + " \"\"\"\n", + " Returns the list of function words according to Ranganath, Jurafsky, and McFarland (2013).\n", + "\n", + " Reference: https://web.stanford.edu/~jurafsky/pubs/ranganath2013.pdf\n", + "\n", + " :return: A list of function words.\n", + " :rtype: list\n", + " \"\"\"\n", + " # current_dir = os.path.dirname(__file__)\n", + " function_word_file_path = \"../src/team_comm_tools/features/lexicons/function_words.txt\"\n", + " # function_word_file_path = os.path.abspath(function_word_file_path)\n", + "\n", + " with open(function_word_file_path, 'r') as file:\n", + " function_word_list = [line.strip() for line in file]\n", + " return function_word_list\n", + "\n", + "func = get_function_words()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/agshruti/Downloads/team-process-map/.venv/lib/python3.11/site-packages/pandas/core/arrays/masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'hello': 1, 'i': 1, 'fish': 1, 'sentence': 1, 'has': 1, 'five': 1, 'words': 1}\n", + "{'hello': 1, 'i': 1, 'fish': 1, 'sentence': 1, 'has': 1, 'five': 1, 'words': 1}\n", + "{'hello': 1, '4': 1, 'word': 1}\n", + "{'hello': 1, '4': 1, 'word': 1}\n", + "{}\n", + "{'point': 14, 'multiple': 12, 'i': 11, '4': 11, 'super': 11, 'long': 11, 'takes': 11, 'lines': 11, 'quotes': 4, 'said': 4, 'quote': 4, 'line': 3, 'third': 3, 'here': 3, 'parentheses': 3, 'item': 3, 'respond': 2, 'linenthis': 2, 'linehere': 2, 'reply': 2, 'elsenthis': 2, 'quoting': 2, 'return': 2, 'character': 2, '1': 2, 'single': 2, '3': 2, 'many': 2, 'hello': 2, 'use': 2, 'httpswwwexamplenet': 2, 'sure': 2, 'two': 2, 'read': 2, 'httpswwwexamplecom': 2, 'httpswwwexamplecouk': 2, 'httpswwwexampleorg': 2, 'httpswwwexampleca': 2, 'way': 1, 'definitely': 1, 'teacher': 1, 'best': 1, 'english': 1, 'according': 1, 'other': 1, 'inside': 1, 'confidently': 1, 'moments': 1, 'properly': 1, 'closed': 1, 'nest': 1, 'useful': 1, 'sometimes': 1, 'replied': 1, 'people': 1, 'there': 1, 'thiking': 1, 'im': 1, 'text': 1, 'gt': 1, 'quotei': 1, 'making': 1, 'hellogoodbye': 1, 'maybe': 1, 'gts': 1, 'hmwhat': 1, 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                                            " + ], + "text/plain": [ + " conversation_num message \\\n", + "0 1 hello i like fish \n", + "1 1 this sentence has five words \n", + "2 2 hello \n", + "3 2 is 4 a word \n", + "4 3 NaN \n", + ".. ... ... \n", + "675 A get \n", + "676 B able am are \n", + "677 B able am are hello \n", + "678 B able am hello yoyo \n", + "679 B hello yoyo \n", + "\n", + " function_word_accommodation content_word_accommodation \n", + "0 0 0.000000 \n", + "1 0 0.000000 \n", + "2 0 0.000000 \n", + "3 0 0.000000 \n", + "4 0 0.000000 \n", + ".. ... ... \n", + "675 1 0.000000 \n", + "676 0 0.000000 \n", + "677 3 0.000000 \n", + "678 2 0.333333 \n", + "679 0 0.833333 \n", + "\n", + "[680 rows x 4 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "from word_mimicry import *\n", + "\n", + "test_chat_df = pd.read_csv(\"./output/chat/test_chat_level_chat.csv\")\n", + "df = test_chat_df[['conversation_num', \"message\"]].reset_index(drop=True)\n", + "df\n", + "# df[-4:]\n", + "\n", + "df[\"function_words\"] = df[\"message\"].apply(\n", + " lambda x: get_function_words_in_message(x, function_word_reference=func))\n", + "df[\"content_words\"] = df[\"message\"].apply(\n", + " lambda x: get_content_words_in_message(x, function_word_reference=func))\n", + "\n", + "# Extract the function words / content words that also appears in the immediate previous turn\n", + "df[\"function_word_mimicry\"] = mimic_words(\n", + " df, \"function_words\", \"conversation_num\")\n", + "df[\"content_word_mimicry\"] = mimic_words(\n", + " df, \"content_words\", \"conversation_num\")\n", + "\n", + "# Compute the number of function words that also appears in the immediate previous turn\n", + "df[\"function_word_accommodation\"] = df[\"function_word_mimicry\"].apply(\n", + " function_mimicry_score)\n", + "\n", + "# Compute the sum of inverse frequency of each content word that also occurred in the other’s immediately prior turn.\n", + "df[\"content_word_accommodation\"] = Content_mimicry_score(\n", + " df, \"content_words\", \"content_word_mimicry\")\n", + "\n", + "# Drop the function / content word columns -- we don't need them in the output\n", + "df = df.drop(columns=['function_words', 'content_words', 'function_word_mimicry', 'content_word_mimicry'])\n", + "df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 0.0\n", + "1 0.0\n", + "2 0.0\n", + "3 0.0\n", + "4 0.0\n", + " ... \n", + "675 0.0\n", + "676 0.0\n", + "677 0.0\n", + "678 0.1\n", + "679 0.6\n", + "Name: content_word_accommodation, Length: 680, dtype: float64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_chat_df = pd.read_csv(\"./output/chat/test_chat_level_chat.csv\")\n", + "test_chat_df['content_word_accommodation']" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " conversation_num message\n", + "0 1 Hello I like fish.\n", + "1 1 This sentence has five words.\n", + "{'Hello': 1, 'fish.': 1, 'This': 1, 'sentence': 1, 'has': 1, 'five': 1, 'words.': 1}\n", + "0 0\n", + "1 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "2 2 Hello??\n", + "3 2 Is 4 a word?\n", + "{'Hello??': 1, 'Is': 1, '4': 1, 'word?': 1}\n", + "0 0\n", + "1 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "4 3 .\n", + "{'.': 1}\n", + "0 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "5 4 HELLO WORLD, THIS IS A TEST. hi HI. hi HI hi HI\"\n", + "6 4 ONE TWO THREE. four five six. sEvEn EiGhT nInE.\n", + "7 4 Check out this [link](https://example.com) and...\n", + "8 4 I like google.com and wikipedia.org but not am...\n", + "9 4 why don't you read everything at https://www.e...\n", + "10 4 why don't you read everything at \\r\\n- https:/...\n", + "11 4 Hello u/user1 and u/user2, hi hi hi?\n", + "12 4 I don't like u/user_1_test but I like u/user2Test\n", + "13 4 This is **bold**, *italics*, and this is not. ...\n", + "14 4 This is **uneven* in terms of *the emphasis**\n", + "15 4 * item 1\\n* item 2\\n- item 3\n", + "16 4 Here are all my arguments:\\r\\n- point 1\\r\\n- p...\n", + "17 4 1. First\\n2. Second\\n3. Third\n", + "18 4 This is the first line.\\nThis is the second li...\n", + "19 4 I have a line\\r\\n\\r\\n\\r\\n\\r\\n\\r\\nhere is a new...\n", + "20 4 this is a line with\\rA different kind of retur...\n", + "21 4 \"This is a quote.\" She said, \"Here's another.\"\n", + "22 4 \"You miss 100% of the shots you don't take\" --...\n", + "23 4 \"I can't believe you use single quotes to quot...\n", + "24 4 > Quoting someone else\\nThis is my reply.\n", + "25 4 > Quoting someone else\\nThis is my reply.\n", + "26 4 >>>> This is a quote but I went overboard with...\n", + "27 4 >> This is one where I put too many of t...\n", + "28 4 > Hello!\\r\\nGoodbye!\n", + "29 4 > here I am making a quote\\r\\nI respond to it\\...\n", + "30 4 Well... I'm not sure... Maybe...\n", + "31 4 hm..what if I only use two periods...............\n", + "32 4 This is a sentence (with some text in parenthe...\n", + "33 4 \"Sure,\" I said confidently (thiking to myself:...\n", + "34 4 (((((these parentheses are not properly closed.)\n", + "35 4 ((there are multiple parentheses here))\n", + "36 4 ((1+(1+3+4)^2)+7+(9+8))\n", + "{'point': 14, 'multiple': 12, 'long': 11, 'lines': 11, 'takes': 11, 'super': 11, '4': 11, '-': 9, 'This': 8, 'quote': 4, \"don't\": 4, 'line': 4, '>': 4, 'item': 3, 'quotes': 3, 'here': 3, 'line.\\\\nThis': 2, 'https://www.example.co.uk': 2, 'third': 2, 'reply.': 2, 'Quoting': 2, 'respond': 2, 'else\\\\nThis': 2, 'https://www.example.org': 2, 'many': 2, '3': 2, 'https://www.example.ca': 2, 'https://www.example.net': 2, 'read': 2, 'use': 2, 'single': 2, 'parentheses': 2, 'return': 2, 'https://www.example.com': 2, 'character': 2, '>>>>': 1, \"'sometimes\": 1, '>': 1, \"can't\": 1, 'believe': 1, 'people,\"': 1, 'said.': 1, '\"Well,': 1, 'replied,': 1, 'useful': 1, 'nest': 1, 'inside': 1, \"'okay'\": 1, 'other': 1, 'said:': 1, \"quotes,'\": 1, 'Then': 1, 'according': 1, 'English': 1, 'teacher\"': 1, 'HELLO': 1, 'put': 1, 'went': 1, 'overboard': 1, 'text': 1, 'parentheses).': 1, '\"Sure,\"': 1, 'said': 1, 'confidently': 1, '(thiking': 1, 'myself:': 1, 'way!)': 1, 'definitely': 1, '(not)': 1, 'best': 1, 'moments.': 1, '(((((these': 1, 'properly': 1, 'closed.)': 1, '((there': 1, 'here))': 1, 'some': 1, '(with': 1, 'sentence': 1, 'again': 1, 'carat': 1, '>>': 1, 'Gretzky': 1, \"gt's\": 1, 'Hello!': 1, 'Goodbye!': 1, 'making': 1, 'Well...': 1, 'periods............': 1, \"I'm\": 1, 'sure...': 1, 'Maybe...': 1, 'hm..what': 1, 'only': 1, 'two': 1, 'periods.............or': 1, '\"I': 1, '\"This': 1, 'Wayne': 1, 'terms': 1, 'http://example.org': 1, 'google.com': 1, 'wikipedia.org': 1, 'amazon.com': 1, 'Hello': 1, 'u/user1': 1, 'u/user2,': 1, 'hi?': 1, 'u/user_1_test': 1, 'u/user2Test': 1, '**bold**,': 1, '*italics*,': 1, 'not.': 1, '***bolded': 1, 'italicized***': 1, '[link](https://example.com)': 1, 'Check': 1, 'nInE.': 1, 'HI\"': 1, 'THIS': 1, 'IS': 1, 'A': 1, 'TEST.': 1, 'HI.': 1, 'HI': 1, 'ONE': 1, 'EiGhT': 1, 'TWO': 1, 'THREE.': 1, 'four': 1, 'five': 1, 'six.': 1, 'sEvEn': 1, '**uneven*': 1, '*the': 1, '--': 1, 'emphasis**': 1, 'value\\\\rUsing': 1, 'carriage': 1, 'instead': 1, 'newline': 1, 'WORLD,': 1, 'quote.\"': 1, 'She': 1, 'said,': 1, '\"Here\\'s': 1, 'another.\"': 1, '\"You': 1, 'miss': 1, '100%': 1, 'shots': 1, 'take\"': 1, 'kind': 1, 'different': 1, 'with\\\\rA': 1, '2': 1, '*': 1, '1\\\\n*': 1, '2\\\\n-': 1, 'Here': 1, 'arguments:': 1, '1': 1, '1.': 1, 'new': 1, 'First\\\\n2.': 1, 'Second\\\\n3.': 1, 'Third': 1, 'first': 1, 'second': 1, 'line.': 1, '((1+(1+3+4)^2)+7+(9+8))': 1}\n", + "0 0.000\n", + "1 0.000\n", + "2 0.000\n", + "3 0.000\n", + "4 0.000\n", + "5 3.250\n", + "6 0.000\n", + "7 0.000\n", + "8 0.000\n", + "9 0.125\n", + "10 0.000\n", + "11 0.500\n", + "12 0.000\n", + "13 0.000\n", + "14 0.500\n", + "15 0.250\n", + "16 0.000\n", + "17 0.000\n", + "18 0.000\n", + "19 0.000\n", + "20 1.500\n", + "21 0.000\n", + "22 0.125\n", + "23 0.000\n", + "24 0.500\n", + "25 0.000\n", + "26 0.000\n", + "27 0.000\n", + "28 0.125\n", + "29 0.000\n", + "30 0.500\n", + "31 0.000\n", + "Name: content_word_accommodation, dtype: float64\n", + " conversation_num message\n", + "37 5 I think that I think that I think\n", + "38 5 I am a little confused\n", + "39 5 I don't really know the answer\n", + "40 5 I am sure that this is correct\n", + "41 5 I am fairly certain in my response\n", + "42 5 This is without a doubt the best movie I have ...\n", + "43 5 I am not sure about how to how to approximatel...\n", + "44 5 I believe that he is guilty but I am not very ...\n", + "45 5 I an open to you changing my mind on this issue\n", + "46 5 I don't think the guy is the a$$hole. Thoughts?\n", + "47 5 So who thinks the guy is an ass for asking his...\n", + "48 5 I think that this person is not an asshole bec...\n", + "49 5 I can see how the family is upset because they...\n", + "50 5 Yes, I think his feeling makes sense to me to....\n", + "51 5 I was conflicted because I could understand hi...\n", + "52 5 His MIL has been here for 8 years. You would t...\n", + "53 5 I think he had every right to want to help his...\n", + "54 5 I also agree with culturedCow\n", + "55 5 I don't think he's an asshole. I think his req...\n", + "56 5 I think the guy is an asshole because for all ...\n", + "57 5 I think he also tried to utilize other resourc...\n", + "58 5 I think also he needs to understand that langu...\n", + "59 5 Maybe she does have a problem with learning la...\n", + "60 5 After the edit he done it made it sound like h...\n", + "61 5 I don't think the guy is wrong in asking her t...\n", + "62 5 Learning a second language is easiest when you...\n", + "63 5 I think he tried to help her.� He gave her res...\n", + "{'think': 15, 'learn': 7, 'mother': 5, 'how': 5, \"don't\": 4, 'also': 4, 'guy': 4, 'understand': 4, 'help': 3, 'use': 3, 'resources': 3, 'has': 3, 'law': 3, 'language': 3, 'learning': 3, 'english': 2, 'asshole': 2, 'feel': 2, 'makes': 2, 'capacity': 2, 'same': 2, 'want': 2, 'tried': 2, \"didn't\": 2, 'some': 2, 'asking': 2, 'family': 2, 'certain': 2, 'sure': 2, 'issue': 2, 'America,': 1, 'time': 1, 'research': 1, 'WHY': 1, 'people': 1, 'not.': 1, 'utilize': 1, 'easier.': 1, 'other': 1, 'such': 1, 'then,': 1, 'differently': 1, 'wired': 1, 'take': 1, 'language,': 1, 'needs': 1, 'her.�': 1, 'He': 1, 'easy': 1, 'talk': 1, 'language.': 1, 'country,': 1, 'gave': 1, 'foreign': 1, 'live': 1, 'apparently': 1, 'go': 1, 'If': 1, 'apps': 1, 'brain': 1, 'lives': 1, 'try.': 1, 'more': 1, 'wrong': 1, 'loves': 1, 'older': 1, 'patience': 1, 'english.': 1, 'Learning': 1, 'sound': 1, 'second': 1, 'made': 1, 'done': 1, 'edit': 1, 'After': 1, 'least': 1, 'Your': 1, 'request': 1, 'languages,': 1, 'easiest': 1, 'problem': 1, \"you're\": 1, 'child': 1, 'does': 1, 'Maybe': 1, 'quickly.': 1, 'languages': 1, 'new': 1, 'reason.': 1, 'everyone,': 1, 'reasonable.': 1, 'You': 1, 'asshole.': 1, 'person': 1, 'mind': 1, 'a$$hole.': 1, 'Thoughts?': 1, 'So': 1, 'thinks': 1, 'ass': 1, 'because,': 1, 'open': 1, 'according': 1, 'him,': 1, 'polite': 1, 'approaching': 1, 'see': 1, 'upset': 1, 'changing': 1, 'guilty': 1, \"he's\": 1, 'This': 1, 'confused': 1, 'know': 1, 'answer': 1, 'correct': 1, 'fairly': 1, 'response': 1, 'doubt': 1, 'believe': 1, 'best': 1, 'movie': 1, 'ever': 1, 'seen': 1, 'approximately': 1, 'handle': 1, 'disrespected': 1, \"guy's\": 1, 'feelings.': 1, 'years.': 1, 'wife': 1, 'first.': 1, 'His': 1, 'MIL': 1, 'here': 1, '8': 1, 'little': 1, 'Why': 1, \"she'd\": 1, 'pick': 1, 'English': 1, 'now.': 1, 'agree': 1, 'culturedCow': 1, 'approach': 1, 'strategies': 1, 'discussed': 1, 'maybe': 1, 'however': 1, 'frustration': 1, 'conflicted': 1, 'independent.': 1, \"doesn't\": 1, 'Who': 1, 'to.': 1, 'sense': 1, 'feeling': 1, 'Yes,': 1, 'law?': 1, 'interpreter': 1, 'work': 1, 'them.': 1}\n", + "0 0.000000\n", + "1 0.000000\n", + "2 0.000000\n", + "3 0.000000\n", + "4 0.000000\n", + "5 0.000000\n", + "6 0.000000\n", + "7 0.000000\n", + "8 0.000000\n", + "9 0.000000\n", + "10 0.250000\n", + "11 0.000000\n", + "12 0.000000\n", + "13 0.000000\n", + "14 0.000000\n", + "15 0.000000\n", + "16 0.066667\n", + "17 0.000000\n", + "18 0.000000\n", + "19 0.209524\n", + "20 0.542857\n", + "21 1.126190\n", + "22 0.333333\n", + "23 0.000000\n", + "24 0.000000\n", + "25 0.000000\n", + "26 0.000000\n", + "Name: content_word_accommodation, dtype: float64\n", + " conversation_num message\n", + "64 6 hello\n", + "65 6 So how should we answer this\n", + "66 6 We can start here. What is the question?\n", + "67 6 I am not sure. Where is the rest of our team?\n", + "68 6 Please help me figure this out, I really want ...\n", + "{'hello': 1, 'Where': 1, 'want': 1, 'out,': 1, 'figure': 1, 'help': 1, 'Please': 1, 'team?': 1, 'rest': 1, 'sure.': 1, 'So': 1, 'question?': 1, 'What': 1, 'here.': 1, 'start': 1, 'We': 1, 'answer': 1, 'how': 1, 'please': 1}\n", + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "4 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "69 7 Hey\n", + "70 7 Okay bro lets split it 50/50\n", + "71 7 Maybe but how about 60/40? I doubt its fair ot...\n", + "72 7 Seems fair\n", + "{'fair': 2, 'Hey': 1, 'Okay': 1, 'bro': 1, 'lets': 1, 'split': 1, '50/50': 1, 'Maybe': 1, 'how': 1, '60/40?': 1, 'doubt': 1, 'otherwise': 1, 'Seems': 1}\n", + "0 0.0\n", + "1 0.0\n", + "2 0.0\n", + "3 0.5\n", + "Name: content_word_accommodation, dtype: float64\n", + " conversation_num message\n", + "73 8 I am not sure. Where is the rest of our team?\n", + "74 8 Well please help me figure this out, I really ...\n", + "{'please': 2, 'sure.': 1, 'Where': 1, 'rest': 1, 'team?': 1, 'Well': 1, 'help': 1, 'figure': 1, 'out,': 1, 'want': 1}\n", + "0 0\n", + "1 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "75 9 Seems possible\n", + "76 9 I see what youre thinking but I disagree\n", + "77 9 We get only one chance so we should understand...\n", + "78 9 I just don't agree, I'm making the 60/40 split\n", + "{'split': 2, 'Seems': 1, 'possible': 1, 'see': 1, 'thinking': 1, 'disagree': 1, 'We': 1, 'only': 1, 'chance': 1, 'understand': 1, 'how': 1, \"don't\": 1, 'agree,': 1, \"I'm\": 1, 'making': 1, '60/40': 1}\n", + "0 0.0\n", + "1 0.0\n", + "2 0.0\n", + "3 0.5\n", + "Name: content_word_accommodation, dtype: float64\n", + " conversation_num message\n", + "79 10 hey\n", + "80 10 I think we should try something else\n", + "81 10 Ok whatever. You should leave the team then\n", + "112 10 I understand your perspective and agree that I...\n", + "{'think': 4, 'STEM': 2, 'something': 2, 'address': 2, 'women': 2, 'their': 2, 'hiring': 2, \"don\\\\'t\": 1, 'discrepancy,': 1, 'even': 1, 'implementing': 1, 'priority': 1, 'decisions.': 1, 'While': 1, 'explicitly': 1, 'companies': 1, 'believer': 1, 'hire': 1, 'simply': 1, 'gender,': 1, 'mindful': 1, 'gender': 1, 'gap': 1, 'look': 1, 'issues': 1, 'through': 1, 'done': 1, 'hey': 1, 'careers': 1, 'agree': 1, 'try': 1, 'else': 1, 'Ok': 1, 'whatever.': 1, 'You': 1, 'leave': 1, 'team': 1, 'understand': 1, 'perspective': 1, 'want': 1, 'underrepresented': 1, 'resentment': 1, 'workplace': 1, 'women,': 1, 'further': 1, 'compound': 1, 'issue': 1, 'looking': 1, 'at.': 1, 'true': 1, 'practices.': 1}\n", + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "82 11 Honestly thank you so so much\n", + "83 11 What's the plan?\n", + "84 11 That is the dumbest idea I've heard; youre act...\n", + "85 11 What's ur problem here?\n", + "113 11 I understand your perspective and agree that I...\n", + "{'think': 3, 'women': 2, 'STEM': 2, \"What's\": 2, 'address': 2, 'their': 2, 'hiring': 2, 'decisions.': 1, 'careers': 1, 'believer': 1, 'something': 1, 'done': 1, 'discrepancy,': 1, 'even': 1, 'implementing': 1, 'priority': 1, 'Honestly': 1, 'While': 1, 'underrepresented': 1, 'companies': 1, 'explicitly': 1, 'hire': 1, 'simply': 1, 'gender,': 1, 'mindful': 1, 'gender': 1, 'gap': 1, 'look': 1, 'issues': 1, 'through': 1, \"don\\\\'t\": 1, 'true': 1, 'thank': 1, 'problem': 1, 'much': 1, 'plan?': 1, 'That': 1, 'dumbest': 1, 'idea': 1, \"I've\": 1, 'heard;': 1, 'actually': 1, 'dumb': 1, 'af': 1, 'ur': 1, 'here?': 1, 'at.': 1, 'understand': 1, 'perspective': 1, 'agree': 1, 'want': 1, 'resentment': 1, 'workplace': 1, 'women,': 1, 'further': 1, 'compound': 1, 'issue': 1, 'looking': 1, 'practices.': 1}\n", + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "4 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "86 12 Pleasure and an honor to meet you all\n", + "87 12 We should try that next\n", + "88 12 Could you please explain why? I don't really u...\n", + "89 12 Sorry sorry I didn't mean to\n", + "114 12 I understand your perspective and agree that I...\n", + "{'think': 3, 'women': 2, 'STEM': 2, 'address': 2, 'their': 2, 'understand': 2, 'hiring': 2, 'decisions.': 1, 'careers': 1, 'believer': 1, 'something': 1, 'done': 1, 'discrepancy,': 1, 'even': 1, 'implementing': 1, 'priority': 1, 'Pleasure': 1, 'While': 1, 'underrepresented': 1, 'companies': 1, 'explicitly': 1, 'hire': 1, 'simply': 1, 'gender,': 1, 'mindful': 1, 'gender': 1, 'gap': 1, 'look': 1, 'issues': 1, 'through': 1, \"don\\\\'t\": 1, 'true': 1, 'honor': 1, 'sorry': 1, 'meet': 1, 'We': 1, 'try': 1, 'next': 1, 'Could': 1, 'please': 1, 'explain': 1, 'why?': 1, \"don't\": 1, 'thinking': 1, 'Sorry': 1, \"didn't\": 1, 'at.': 1, 'mean': 1, 'perspective': 1, 'agree': 1, 'want': 1, 'resentment': 1, 'workplace': 1, 'women,': 1, 'further': 1, 'compound': 1, 'issue': 1, 'looking': 1, 'practices.': 1}\n", + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "4 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "90 13 I don't really want to work with you all but l...\n", + "91 13 Fine by me\n", + "92 13 Ok so which part should we do first? the first...\n", + "115 13 I understand your perspective and agree that I...\n", + "{'think': 3, 'want': 2, 'STEM': 2, 'address': 2, 'women': 2, 'their': 2, 'hiring': 2, \"don't\": 1, 'While': 1, 'discrepancy,': 1, 'even': 1, 'implementing': 1, 'priority': 1, 'decisions.': 1, \"don\\\\'t\": 1, 'something': 1, 'companies': 1, 'explicitly': 1, 'hire': 1, 'simply': 1, 'gender,': 1, 'mindful': 1, 'gender': 1, 'gap': 1, 'look': 1, 'issues': 1, 'through': 1, 'done': 1, 'careers': 1, 'believer': 1, 'perspective': 1, 'work': 1, \"let's\": 1, 'Fine': 1, 'Ok': 1, 'part': 1, 'first?': 1, 'first': 1, 'second?': 1, 'understand': 1, 'agree': 1, 'underrepresented': 1, 'resentment': 1, 'workplace': 1, 'women,': 1, 'further': 1, 'compound': 1, 'issue': 1, 'looking': 1, 'at.': 1, 'true': 1, 'practices.': 1}\n", + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "93 14 Please don't do that?\n", + "94 14 I don't think that will work\n", + "95 14 I'm exhuasted rn\n", + "96 14 i don't really care please just finish this up\n", + "97 14 Please don't do that?\n", + "98 14 I don't think that will work\n", + "99 14 I'm exhuasted rn\n", + "100 14 i don't really care please just finish this up\n", + "101 14 i appreciate all this from you\n", + "102 14 well we should start rn, our part is long\n", + "103 14 ok forgive me for this error but\n", + "104 14 you have to redo the whole thing\n", + "105 14 ok so who will work with me? where should we b...\n", + "106 14 i appreciate all this from you\n", + "107 14 well we should start rn, our part is long\n", + "108 14 ok forgive us for this error but\n", + "109 14 you have to redo the whole thing\n", + "110 14 ok so who will work with me? where should we 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'deniabxp': 1, 'constrictimhr': 1, 'withholdyzaqb': 1, 'stops': 1, 'remorset': 1, 'ruinc': 1, 'grimwftle': 1, 'discouragnepqi': 1, 'tragict': 1, 'devastatu': 1, 'unimportant': 1, 'ministerlnfts': 1, 'sikhc': 1, \"I'm\": 1, 'threatxre': 1, 'wagerfv': 1, 'effectcaxgn': 1, 'leadmbhfe': 1, 'creatend': 1, 'deducgulp': 1, 'outcomecli': 1, 'hows': 1, 'producnbu': 1, 'solutionva': 1, 'launchvoap': 1, 'leadhbi': 1, 'provoku': 1, 'offencefhcog': 1, 'overtime': 1, 'ludicrouslf': 1, 'enragoqusn': 1, 'sucks': 1, 'brutals': 1, 'threatd': 1, 'destroyj': 1, 'sinister': 1, 'raping': 1, 'battliz': 1, 'warfareid': 1, 'defensjazn': 1, 'molestgv': 1, 'bucks': 1, 'mortgpzvi': 1, 'judaprfd': 1, 'classes': 1, 'muhammehcml': 1, 'sin': 1, 'laidoff': 1, 'tradejnx': 1, 'taxes': 1, 'freshmknd': 1, 'incorprhq': 1, 'negotiatjf': 1, 'presentationomwfa': 1, 'politics': 1, 'mda': 1, 'revieww': 1, 'owes': 1, 'spending': 1, 'cashk': 1, 'bankpsiar': 1, 'checks': 1, 'kronlwik': 1, 'dinarcsg': 1, 'businesszosw': 1, 'revenueocp': 1, 'costbjwta': 1, 'owe': 1, 'euro': 1, 'auditors': 1, 'store': 1, 'this?': 1}\n", + "0 0.00\n", + "1 0.20\n", + "2 0.00\n", + "3 0.00\n", + "4 0.00\n", + " ... \n", + "537 0.00\n", + "538 0.00\n", + "539 0.25\n", + "540 0.25\n", + "541 0.25\n", + "Name: content_word_accommodation, Length: 542, dtype: float64\n", + " conversation_num message\n", + "671 A able am are\n", + "672 A able am are hello\n", + "673 A able am hello\n", + "674 A able get got\n", + "675 A get\n", + "{'hello': 2}\n", + "0 0.0\n", + "1 0.0\n", + "2 0.5\n", + "3 0.0\n", + "4 0.0\n", + "Name: content_word_accommodation, dtype: float64\n", + " conversation_num message\n", + "676 B able am are\n", + "677 B able am are hello\n", + "678 B able am hello yoyo\n", + "679 B hello yoyo\n", + "{'hello': 3, 'yoyo': 2}\n", + "0 0.000000\n", + "1 0.000000\n", + "2 0.333333\n", + "3 0.833333\n", + "Name: content_word_accommodation, dtype: float64\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n" + ] + }, + { + "data": { + "text/html": [ + "
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                                            conversation_nummessagefunction_wordscontent_wordsfunction_word_mimicrycontent_word_mimicryfunction_word_accommodationcontent_word_accommodation
                                            0Bable am are[able, am, are][][][]00.000000
                                            1Bable am are hello[able, am, are][hello][able, am, are][]30.000000
                                            2Bable am hello yoyo[able, am][hello, yoyo][able, am][hello]20.000000
                                            3Bhello yoyo[][hello, yoyo][][hello, yoyo]00.000000
                                            4Aget[get][][get][]10.000000
                                            ...........................
                                            675Aget[get][][get][]10.000000
                                            676Bable am are[able, am, are][][][]00.000000
                                            677Bable am are hello[able, am, are][hello][able, am, are][]30.000000
                                            678Bable am hello yoyo[able, am][hello, yoyo][able, am][hello]20.333333
                                            679Bhello yoyo[][hello, yoyo][][hello, yoyo]00.833333
                                            \n", + "

                                            680 rows × 8 columns

                                            \n", + "
                                            " + ], + "text/plain": [ + " conversation_num message function_words content_words \\\n", + "0 B able am are [able, am, are] [] \n", + "1 B able am are hello [able, am, are] [hello] \n", + "2 B able am hello yoyo [able, am] [hello, yoyo] \n", + "3 B hello yoyo [] [hello, yoyo] \n", + "4 A get [get] [] \n", + ".. ... ... ... ... \n", + "675 A get [get] [] \n", + "676 B able am are [able, am, are] [] \n", + "677 B able am are hello [able, am, are] [hello] \n", + "678 B able am hello yoyo [able, am] [hello, yoyo] \n", + "679 B hello yoyo [] [hello, yoyo] \n", + "\n", + " function_word_mimicry content_word_mimicry function_word_accommodation \\\n", + "0 [] [] 0 \n", + "1 [able, am, are] [] 3 \n", + "2 [able, am] [hello] 2 \n", + "3 [] [hello, yoyo] 0 \n", + "4 [get] [] 1 \n", + ".. ... ... ... \n", + "675 [get] [] 1 \n", + "676 [] [] 0 \n", + "677 [able, am, are] [] 3 \n", + "678 [able, am] [hello] 2 \n", + "679 [] [hello, yoyo] 0 \n", + "\n", + " content_word_accommodation \n", + "0 0.000000 \n", + "1 0.000000 \n", + "2 0.000000 \n", + "3 0.000000 \n", + "4 0.000000 \n", + ".. ... \n", + "675 0.000000 \n", + "676 0.000000 \n", + "677 0.000000 \n", + "678 0.333333 \n", + "679 0.833333 \n", + "\n", + "[680 rows x 8 columns]" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "test_chat_df = pd.read_csv(\"./data/cleaned_data/test_chat_level.csv\")\n", + "df = test_chat_df[['conversation_num', \"message\"]].reset_index(drop=True)\n", + "df\n", + "\n", + "df[\"function_words\"] = df[\"message\"].apply(\n", + " lambda x: get_function_words_in_message(x, function_word_reference=func))\n", + "df[\"content_words\"] = df[\"message\"].apply(\n", + " lambda x: get_content_words_in_message(x, function_word_reference=func))\n", + "\n", + "# Extract the function words / content words that also appears in the immediate previous turn\n", + "df[\"function_word_mimicry\"] = mimic_words(\n", + " df, \"function_words\", \"conversation_num\")\n", + "df[\"content_word_mimicry\"] = mimic_words(\n", + " df, \"content_words\", \"conversation_num\")\n", + "\n", + "# Compute the number of function words that also appears in the immediate previous turn\n", + "df[\"function_word_accommodation\"] = df[\"function_word_mimicry\"].apply(\n", + " function_mimicry_score)\n", + "\n", + "l = []\n", + "\n", + "for conv in df[\"conversation_num\"].unique():\n", + " # print(conv)\n", + " df_conv = df[df[\"conversation_num\"] == conv]\n", + " # Compute the sum of inverse frequency of each content word that also occurred in the other’s immediately prior turn.\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + " df_conv, \"content_words\", \"content_word_mimicry\")\n", + " l.append(df_conv['content_word_accommodation'].tolist())\n", + " \n", + "# flatten the list\n", + "l = [item for sublist in l for item in sublist]\n", + "l\n", + "df['content_word_accommodation'] = l\n", + "df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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                                            conversation_numspeaker_nicknamemessageexpected_columnexpected_valuemessage_originalmessage_lower_with_puncpositive_bertnegative_bertneutral_bert...num_numbered_pointsnum_line_breaksnum_quotesnum_block_quote_responsesnum_ellipsesnum_parenthesesnum_emojimimicry_bertmoving_mimicryforward_flow
                                            01Ahello i like fishnum_words4.00000Hello I like fish.hello i like fish.0.8970700.0044840.098446...01000000.0000000.0000000.000000e+00
                                            11Bthis sentence has five wordsnum_words5.00000This sentence has five words.this sentence has five words.0.0419380.1313700.826692...01000000.1134660.1134668.865345e-01
                                            22Ahellonum_words1.00000Hello??hello??0.1380020.0538700.808129...01000000.0000000.0000000.000000e+00
                                            32Bis 4 a wordnum_words4.00000Is 4 a word?is 4 a word?0.0424290.1166170.840954...01000000.1242320.1242328.757685e-01
                                            43ANaNnum_words0.00000..0.3023180.1205070.577175...01000000.0000000.0000000.000000e+00
                                            ..................................................................
                                            1D2bought some groceries for dinnerinfo_exchange_zscore_conversation1.73205Bought some groceries for dinnerbought some groceries for dinner0.5283250.0102190.461456...01000000.3787250.3787256.212753e-01
                                            2D3its raining todayinfo_exchange_zscore_chats-1.73205It's raining todayit's raining today0.2852140.1111690.603617...01000000.1792770.2790018.309010e-01
                                            3E1i went to the storeinfo_exchange_zscore_chats0.00000I went to the storei went to the store0.2660870.0291110.704801...01000000.0000000.0000000.000000e+00
                                            4E1i went to the storeinfo_exchange_zscore_chats0.00000I went to the storei went to the store0.2660870.0291110.704802...01000001.0000001.000000-2.220446e-16
                                            5E1i went to the storeinfo_exchange_zscore_chats0.00000I went to the storei went to the store0.2660870.0291110.704802...01000001.0000001.000000-2.220446e-16
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                                            695 rows × 160 columns

                                            \n", + "
                                            " + ], + "text/plain": [ + " conversation_num speaker_nickname message \\\n", + "0 1 A hello i like fish \n", + "1 1 B this sentence has five words \n", + "2 2 A hello \n", + "3 2 B is 4 a word \n", + "4 3 A NaN \n", + ".. ... ... ... \n", + "1 D 2 bought some groceries for dinner \n", + "2 D 3 its raining today \n", + "3 E 1 i went to the store \n", + "4 E 1 i went to the store \n", + "5 E 1 i went to the store \n", + "\n", + " expected_column expected_value \\\n", + "0 num_words 4.00000 \n", + "1 num_words 5.00000 \n", + "2 num_words 1.00000 \n", + "3 num_words 4.00000 \n", + "4 num_words 0.00000 \n", + ".. ... ... \n", + "1 info_exchange_zscore_conversation 1.73205 \n", + "2 info_exchange_zscore_chats -1.73205 \n", + "3 info_exchange_zscore_chats 0.00000 \n", + "4 info_exchange_zscore_chats 0.00000 \n", + "5 info_exchange_zscore_chats 0.00000 \n", + "\n", + " message_original message_lower_with_punc \\\n", + "0 Hello I like fish. hello i like fish. \n", + "1 This sentence has five words. this sentence has five words. \n", + "2 Hello?? hello?? \n", + "3 Is 4 a word? is 4 a word? \n", + "4 . . \n", + ".. ... ... \n", + "1 Bought some groceries for dinner bought some groceries for dinner \n", + "2 It's raining today it's raining today \n", + "3 I went to the store i went to the store \n", + "4 I went to the store i went to the store \n", + "5 I went to the store i went to the store \n", + "\n", + " positive_bert negative_bert neutral_bert ... num_numbered_points \\\n", + "0 0.897070 0.004484 0.098446 ... 0 \n", + "1 0.041938 0.131370 0.826692 ... 0 \n", + "2 0.138002 0.053870 0.808129 ... 0 \n", + "3 0.042429 0.116617 0.840954 ... 0 \n", + "4 0.302318 0.120507 0.577175 ... 0 \n", + ".. ... ... ... ... ... \n", + "1 0.528325 0.010219 0.461456 ... 0 \n", + "2 0.285214 0.111169 0.603617 ... 0 \n", + "3 0.266087 0.029111 0.704801 ... 0 \n", + "4 0.266087 0.029111 0.704802 ... 0 \n", + "5 0.266087 0.029111 0.704802 ... 0 \n", + "\n", + " num_line_breaks num_quotes num_block_quote_responses num_ellipses \\\n", + "0 1 0 0 0 \n", + "1 1 0 0 0 \n", + "2 1 0 0 0 \n", + "3 1 0 0 0 \n", + "4 1 0 0 0 \n", + ".. ... ... ... ... \n", + "1 1 0 0 0 \n", + "2 1 0 0 0 \n", + "3 1 0 0 0 \n", + "4 1 0 0 0 \n", + "5 1 0 0 0 \n", + "\n", + " num_parentheses num_emoji mimicry_bert moving_mimicry forward_flow \n", + "0 0 0 0.000000 0.000000 0.000000e+00 \n", + "1 0 0 0.113466 0.113466 8.865345e-01 \n", + "2 0 0 0.000000 0.000000 0.000000e+00 \n", + "3 0 0 0.124232 0.124232 8.757685e-01 \n", + "4 0 0 0.000000 0.000000 0.000000e+00 \n", + ".. ... ... ... ... ... \n", + "1 0 0 0.378725 0.378725 6.212753e-01 \n", + "2 0 0 0.179277 0.279001 8.309010e-01 \n", + "3 0 0 0.000000 0.000000 0.000000e+00 \n", + "4 0 0 1.000000 1.000000 -2.220446e-16 \n", + "5 0 0 1.000000 1.000000 -2.220446e-16 \n", + "\n", + "[695 rows x 160 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "test_chat_df = pd.read_csv(\"./output/chat/test_chat_level_chat.csv\")\n", + "test_info_exchange_zscore_df = pd.read_csv(\"./output/chat/info_exchange_zscore_chats.csv\")\n", + "pd.concat([test_chat_df, test_info_exchange_zscore_df], axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['-', '-']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import re\n", + "import nltk\n", + "import pyphen\n", + "\n", + "# Define the function to calculate the Dale-Chall score\n", + "def count_syllables(word):\n", + " \"\"\"\n", + " Count the number of syllables in a word.\n", + " \n", + " Args:\n", + " word(str): The input word.\n", + "\n", + " Returns:\n", + " int: The number of syllables in the word.\n", + " \"\"\"\n", + " dic = pyphen.Pyphen(lang='en')\n", + " pyphen_result = dic.inserted(word)\n", + " return re.findall(r\"-\", pyphen_result)\n", + "\n", + "count_syllables(\"difficulty\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import re\n", + "\n", + "VOWEL_RUNS = re.compile(\"[aeiouy]+\", flags=re.I)\n", + "EXCEPTIONS = re.compile(\n", + " # fixes trailing e issues:\n", + " # smite, scared\n", + " \"[^aeiou]e[sd]?$|\"\n", + " # fixes adverbs:\n", + " # nicely\n", + " + \"[^e]ely$\",\n", + " flags=re.I\n", + ")\n", + "ADDITIONAL = re.compile(\n", + " # fixes incorrect subtractions from exceptions:\n", + " # smile, scarred, raises, fated\n", + " \"[^aeioulr][lr]e[sd]?$|[csgz]es$|[td]ed$|\"\n", + " # fixes miscellaneous issues:\n", + " # flying, piano, video, prism, fire, evaluate\n", + " + \".y[aeiou]|ia(?!n$)|eo|ism$|[^aeiou]ire$|[^gq]ua\",\n", + " flags=re.I\n", + ")\n", + "\n", + "def count_syllables(word):\n", + " vowel_runs = len(VOWEL_RUNS.findall(word))\n", + " exceptions = len(EXCEPTIONS.findall(word))\n", + " additional = len(ADDITIONAL.findall(word))\n", + " return max(1, vowel_runs - exceptions + additional)\n", + "\n", + "count_syllables(\"difficulty\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import re\n", + "text = \"even this is magnificent! even this is magnificent!\"\n", + "num_words = len(text.split())\n", + "num_sentences = re.split(r'[.?!]\\s*', text)\n", + "\n", + "# remove empty strings\n", + "num_sentences = [x for x in num_sentences if x]\n", + "len(num_sentences)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\\bi\\b|\\bme\\b|\\bmy\\b|\\bmine\\b|\\bwe\\b|\\bus\\b|\\bour\\b|\\bours\\b\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import re\n", + "first_person = [\"i\", \"me\", \"my\", \"mine\", \"we\", \"us\", \"our\", \"ours\"]\n", + "first_person_regex = \"\\\\b|\\\\b\".join(first_person)\n", + "first_person_regex = \"\\\\b\" + first_person_regex + \"\\\\b\"\n", + "print(first_person_regex)\n", + "re.findall(first_person_regex, \"hiii\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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                                            messageexpected_valuepositive_bertpositivity_zscore_conversation
                                            0hello i like fish40.8970701.559241
                                            1this sentence has five words50.041938-0.817257
                                            2hello10.138002-0.256584
                                            3is 4 a word40.042429-0.783288
                                            4NaN00.3023180.721623
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                                            " + ], + "text/plain": [ + " message expected_value positive_bert \\\n", + "0 hello i like fish 4 0.897070 \n", + "1 this sentence has five words 5 0.041938 \n", + "2 hello 1 0.138002 \n", + "3 is 4 a word 4 0.042429 \n", + "4 NaN 0 0.302318 \n", + ".. ... ... ... \n", + "724 this is the same text 0 0.038594 \n", + "725 this is the same text 0 0.038594 \n", + "726 this is the same text 0 0.038594 \n", + "727 this is the same text 0 0.038594 \n", + "728 this is the same text 0 0.038594 \n", + "\n", + " positivity_zscore_conversation \n", + "0 1.559241 \n", + "1 -0.817257 \n", + "2 -0.256584 \n", + "3 -0.783288 \n", + "4 0.721623 \n", + ".. ... \n", + "724 NaN \n", + "725 NaN \n", + "726 NaN \n", + "727 NaN \n", + "728 NaN \n", + "\n", + "[729 rows x 4 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import scipy.stats as stats\n", + "\n", + "pd.read_csv(\"./output/chat/test_chat_level_chat.csv\")[['message', \"expected_value\", \"positive_bert\", 'positivity_zscore_conversation']]\n", + "# pd.read_csv(\"./output/chat/test_positivity_chat_level.csv\")[[\"expected_value\"]]\n", + "\n", + "\n", + "# A,1,I am enjoying the weather today!,positivity_zscore_chats,0.855868\n", + "# A,2,Likewise it's beautiful.,positivity_zscore_chats,0.8156\n", + "# A,3,I'm not a fan of the rain.,positivity_zscore_chats,-1.2577\n", + "# A,1,I think it's enchanting.,positivity_zscore_chats,0.7766\n", + "# A,3,Agree to disagree.,positivity_zscore_chats,-1.19044\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"./data/cleaned_data/test_chat_level_chat.csv\")\n", + "df['expected_value'] = stats.zscore(pd.read_csv(\"./output/chat/test_chat_level_chat.csv\")['positivity_zscore_chats'])\n", + "df.to_csv(\"./data/cleaned_data/positivity_zscore_chats.csv\", index=False)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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                                            positive_bert
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                                            " + ], + "text/plain": [ + " positive_bert\n", + "0 1.721708\n", + "1 -0.663683\n", + "2 -0.395713\n", + "3 -0.662313" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "stats.zscore(pd.read_csv(\"./output/chat/test_chat_level_chat.csv\")[[\"positive_bert\"]][:4])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import math\n", + "math.isnan(np.nan)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tests/ipython_notebooks/helper_ts.ipynb b/tests/ipython_notebooks/helper_ts.ipynb new file mode 100644 index 00000000..6418c3b9 --- /dev/null +++ b/tests/ipython_notebooks/helper_ts.ipynb @@ -0,0 +1,2950 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from team_comm_tools.feature_dict import feature_dict\n", + "import pytest\n", + "import pandas as pd\n", + "import numpy as np\n", + "from numpy import nan\n", + "import logging\n", + "import itertools\n", + "\n", + "test_chat_df = pd.read_csv(\"./output/chat/test_chat_level_chat.csv\")\n", + "test_conv_df = pd.read_csv(\"./output/conv/test_conv_level_conv.csv\")\n", + "test_chat_complex_df = pd.read_csv(\n", + " \"./output/chat/test_chat_level_chat_complex.csv\")\n", + "test_conv_complex_df = pd.read_csv(\n", + " \"./output/conv/test_conv_level_conv_complex.csv\")\n", + "test_conv_complex_df_ts = pd.read_csv(\n", + " \"./output/conv/test_conv_level_conv_complex_ts.csv\")\n", + "test_forward_flow_df = pd.read_csv(\"./output/chat/test_forward_flow_chat.csv\")\n", + "\n", + "# Import the Feature Dictionary\n", + "\n", + "chat_features = [feature_dict[feature][\"columns\"]\n", + " for feature in feature_dict.keys() if feature_dict[feature][\"level\"] == \"Chat\"]\n", + "conversation_features = [feature_dict[feature][\"columns\"] for feature in feature_dict.keys(\n", + ") if feature_dict[feature][\"level\"] == \"Conversation\"]\n", + "\n", + "num_features_chat = len(list(itertools.chain(*chat_features)))\n", + "num_features_conv = len(list(itertools.chain(*conversation_features))) - 3\n", + "\n", + "\n", + "num_tested_chat = test_chat_df['expected_column'].nunique() + test_chat_complex_df['feature'].nunique() + test_forward_flow_df['feature'].nunique()\n", + "test_chat = pd.concat([test_chat_df['expected_column'], test_chat_complex_df['feature'], test_forward_flow_df['feature']])\n", + "test_chat = test_chat.drop_duplicates()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "hi = pd.concat([test_chat_df['expected_column'].drop_duplicates(), test_chat_complex_df['feature'].drop_duplicates(), test_forward_flow_df['feature'].drop_duplicates()])\n", + "hi.to_csv(\"hi.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/agshruti/Downloads/team-process-map/.venv/lib/python3.11/site-packages/pandas/core/arrays/masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + }, + { + "data": { + "text/html": [ + "
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                                            " + ], + "text/plain": [ + " conversation_num gini_coefficient_sum_num_messages\n", + "0 A 0.041667\n", + "1 B 0.000000\n", + "2 C 0.297101\n", + "3 D 0.066667\n", + "4 E 0.000000\n", + "5 F 0.000000\n", + "6 G 0.000000\n", + "7 H 0.000000\n", + "8 I 0.000000\n", + "9 J 0.000000\n", + "10 K 0.000000\n", + "11 L 0.000000\n", + "12 M 0.000000\n", + "13 N 0.000000\n", + "14 O 0.000000\n", + "15 P 0.000000\n", + "16 Q 0.000000\n", + "17 R 0.000000\n", + "18 S 0.000000\n", + "19 T 0.000000\n", + "20 U 0.000000\n", + "21 conversation_1 0.066667\n", + "22 conversation_2 0.066667\n", + "23 conversation_5 0.066667\n", + "24 conversation_3 0.066667\n", + "25 conversation_4 0.066667\n", + "26 conversation_6 0.148148\n", + "27 conversation_15 0.066667\n", + "28 conversation_16 0.066667\n", + "29 conversation_9 0.066667\n", + "30 AA 0.000000\n", + "31 AAA 0.000000\n", + "32 AAAA 0.000000\n", + "33 BB 0.000000\n", + "34 BBB 0.000000\n", + "35 BBBB 0.000000\n", + "36 CC 0.166667\n", + "37 CCC 0.300000" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "test_conv_complex_df = pd.read_csv(\"./output/conv/test_conv_level_conv_complex.csv\")\n", + "test_conv_complex_df[['conversation_num', \"gini_coefficient_sum_num_messages\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [], + "source": [ + "def get_function_words_in_message(text, function_word_reference):\n", + " \"\"\"\n", + " Extract the function words & non-functions words from a message\n", + "\n", + " Args:\n", + " text (str): The input text to be analyzed.\n", + " function_word_reference (list): A list of function words to reference against.\n", + "\n", + " Returns:\n", + " list: A list of function words found in the input text.\n", + " \"\"\"\n", + " if (pd.isna(text)):\n", + " return []\n", + " return [x for x in text.split() if x in function_word_reference]\n", + "\n", + "\n", + "def get_content_words_in_message(text, function_word_reference):\n", + " \"\"\"\n", + " Extract the non-function words in a given message.\n", + "\n", + " Args:\n", + " text (str): The input text to be analyzed.\n", + " function_word_reference (list): A list of function words to reference against.\n", + "\n", + " Returns:\n", + " list: A list of content words found in the input text.\n", + " \"\"\"\n", + " if (pd.isna(text)):\n", + " return []\n", + " return [x for x in text.split() if x not in function_word_reference]\n", + "\n", + "\n", + "def mimic_words(df, on_column, conversation_id):\n", + " \"\"\"\n", + " Return a list of words that are also used in the other's previous turn.\n", + "\n", + " Args:\n", + " df (DataFrame): The dataset that removed all punctuations.\n", + " on_column (str): The column that we want to find mimicry on.\n", + " conversation_id (str): The column name that should be selected as the conversation ID.\n", + "\n", + " Returns:\n", + " list: A list of lists, where each sublist contains words mimicked from the previous turn.\n", + " \"\"\"\n", + " word_mimic = [[]]\n", + " for i in range(1, len(df)):\n", + " # only do this if they're in the same conversation\n", + " if df.loc[i, conversation_id] == df.loc[i-1, conversation_id]:\n", + " word_mimic.append([x for x in df.loc[i, on_column]\n", + " if x in df.loc[(i-1), on_column]])\n", + " else:\n", + " word_mimic.append([])\n", + " return word_mimic\n", + "\n", + "\n", + "def function_mimicry_score(function_mimic_words):\n", + " \"\"\"\n", + " Compute the number of mimic words for function words by simply counting the number of mimic words using len().\n", + "\n", + " Args:\n", + " function_mimic_words (list): Each entry under the `function_word_mimicry` column.\n", + "\n", + " Returns:\n", + " int: The number of function mimic words.\n", + " \"\"\"\n", + " return len(function_mimic_words)\n", + "\n", + "\n", + "def compute_frequency(df, on_column):\n", + " \"\"\"\n", + " Compute the frequency of each content word across the whole dataset.\n", + "\n", + " Args:\n", + " df (DataFrame): The input dataframe.\n", + " on_column (str): The column with which we calculate content word frequency.\n", + "\n", + " Returns:\n", + " dict: A dictionary with content words as keys and their frequencies as values.\n", + " \"\"\"\n", + " df_temp = df.copy()\n", + " df_temp.reset_index(drop=True, inplace=True)\n", + " return (dict(pd.Series(np.concatenate(df_temp[on_column])).value_counts()))\n", + "\n", + "\n", + "def computeTF(column_mimc, frequency_dict):\n", + " \"\"\"\n", + " Compute the term frequency of each content mimic word, then sum them up.\n", + "\n", + " Args:\n", + " column_mimc (list): Each entry under the `content_word_mimicry` column.\n", + " frequency_dict (dict): A dictionary of content word frequency across the dataset.\n", + "\n", + " Returns:\n", + " float: The sum of term frequencies for the content mimic words.\n", + " \"\"\"\n", + " tfdict = {}\n", + " wf = pd.Series(column_mimc, dtype='str').value_counts()\n", + " for i in wf.index:\n", + " tfdict[i] = wf[i]/frequency_dict[i]\n", + " return sum(tfdict.values())\n", + "\n", + "\n", + "def Content_mimicry_score(df, column_count_frequency, column_count_mimic):\n", + " \"\"\"\n", + " Combine the steps to compute the content word mimicry score.\n", + "\n", + " Args:\n", + " df (DataFrame): The input dataframe.\n", + " column_count_frequency (str): The column with content words to calculate frequency.\n", + " column_count_mimic (str): The column with content word mimicry.\n", + "\n", + " Returns:\n", + " Series: A series with content word accommodation scores.\n", + "\n", + " \"\"\"\n", + " # Compute the frequency of each content word across the whole dataset\n", + " ContWordFreq = compute_frequency(df, column_count_frequency)\n", + " # Compute the content_mimicry_score\n", + " return df[column_count_mimic].apply(lambda x: computeTF(x, ContWordFreq)) \n", + " # content_mimic_scores = []\n", + " # for conv in df['conversation_num'].unique():\n", + " # df_conv = df[df['conversation_num'] == conv] \n", + " # ContWordFreq = compute_frequency(df_conv, column_count_frequency)\n", + " # content_mimic_scores.append(df_conv[column_count_mimic].apply(lambda x: computeTF(x, ContWordFreq)).tolist())\n", + " # return [item for sublist in content_mimic_scores for item in sublist]" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "\n", + "def get_function_words():\n", + " \"\"\"\n", + " Returns the list of function words according to Ranganath, Jurafsky, and McFarland (2013).\n", + "\n", + " Reference: https://web.stanford.edu/~jurafsky/pubs/ranganath2013.pdf\n", + "\n", + " :return: A list of function words.\n", + " :rtype: list\n", + " \"\"\"\n", + " # current_dir = os.path.dirname(__file__)\n", + " function_word_file_path = \"../src/team_comm_tools/features/lexicons/function_words.txt\"\n", + " # function_word_file_path = os.path.abspath(function_word_file_path)\n", + "\n", + " with open(function_word_file_path, 'r') as file:\n", + " function_word_list = [line.strip() for line in file]\n", + " return function_word_list\n", + "\n", + "func = get_function_words()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/agshruti/Downloads/team-process-map/.venv/lib/python3.11/site-packages/pandas/core/arrays/masked.py:60: UserWarning: Pandas requires version '1.3.6' or newer of 'bottleneck' (version '1.3.5' currently installed).\n", + " from pandas.core import (\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'hello': 1, 'i': 1, 'fish': 1, 'sentence': 1, 'has': 1, 'five': 1, 'words': 1}\n", + "{'hello': 1, 'i': 1, 'fish': 1, 'sentence': 1, 'has': 1, 'five': 1, 'words': 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                                            " + ], + "text/plain": [ + " conversation_num message \\\n", + "0 1 hello i like fish \n", + "1 1 this sentence has five words \n", + "2 2 hello \n", + "3 2 is 4 a word \n", + "4 3 NaN \n", + ".. ... ... \n", + "675 A get \n", + "676 B able am are \n", + "677 B able am are hello \n", + "678 B able am hello yoyo \n", + "679 B hello yoyo \n", + "\n", + " function_word_accommodation content_word_accommodation \n", + "0 0 0.000000 \n", + "1 0 0.000000 \n", + "2 0 0.000000 \n", + "3 0 0.000000 \n", + "4 0 0.000000 \n", + ".. ... ... \n", + "675 1 0.000000 \n", + "676 0 0.000000 \n", + "677 3 0.000000 \n", + "678 2 0.333333 \n", + "679 0 0.833333 \n", + "\n", + "[680 rows x 4 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "from word_mimicry import *\n", + "\n", + "test_chat_df = pd.read_csv(\"./output/chat/test_chat_level_chat.csv\")\n", + "df = test_chat_df[['conversation_num', \"message\"]].reset_index(drop=True)\n", + "df\n", + "# df[-4:]\n", + "\n", + "df[\"function_words\"] = df[\"message\"].apply(\n", + " lambda x: get_function_words_in_message(x, function_word_reference=func))\n", + "df[\"content_words\"] = df[\"message\"].apply(\n", + " lambda x: get_content_words_in_message(x, function_word_reference=func))\n", + "\n", + "# Extract the function words / content words that also appears in the immediate previous turn\n", + "df[\"function_word_mimicry\"] = mimic_words(\n", + " df, \"function_words\", \"conversation_num\")\n", + "df[\"content_word_mimicry\"] = mimic_words(\n", + " df, \"content_words\", \"conversation_num\")\n", + "\n", + "# Compute the number of function words that also appears in the immediate previous turn\n", + "df[\"function_word_accommodation\"] = df[\"function_word_mimicry\"].apply(\n", + " function_mimicry_score)\n", + "\n", + "# Compute the sum of inverse frequency of each content word that also occurred in the other’s immediately prior turn.\n", + "df[\"content_word_accommodation\"] = Content_mimicry_score(\n", + " df, \"content_words\", \"content_word_mimicry\")\n", + "\n", + "# Drop the function / content word columns -- we don't need them in the output\n", + "df = df.drop(columns=['function_words', 'content_words', 'function_word_mimicry', 'content_word_mimicry'])\n", + "df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 0.0\n", + "1 0.0\n", + "2 0.0\n", + "3 0.0\n", + "4 0.0\n", + " ... \n", + "675 0.0\n", + "676 0.0\n", + "677 0.0\n", + "678 0.1\n", + "679 0.6\n", + "Name: content_word_accommodation, Length: 680, dtype: float64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_chat_df = pd.read_csv(\"./output/chat/test_chat_level_chat.csv\")\n", + "test_chat_df['content_word_accommodation']" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " conversation_num message\n", + "0 1 Hello I like fish.\n", + "1 1 This sentence has five words.\n", + "{'Hello': 1, 'fish.': 1, 'This': 1, 'sentence': 1, 'has': 1, 'five': 1, 'words.': 1}\n", + "0 0\n", + "1 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "2 2 Hello??\n", + "3 2 Is 4 a word?\n", + "{'Hello??': 1, 'Is': 1, '4': 1, 'word?': 1}\n", + "0 0\n", + "1 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "4 3 .\n", + "{'.': 1}\n", + "0 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "5 4 HELLO WORLD, THIS IS A TEST. hi HI. hi HI hi HI\"\n", + "6 4 ONE TWO THREE. four five six. sEvEn EiGhT nInE.\n", + "7 4 Check out this [link](https://example.com) and...\n", + "8 4 I like google.com and wikipedia.org but not am...\n", + "9 4 why don't you read everything at https://www.e...\n", + "10 4 why don't you read everything at \\r\\n- https:/...\n", + "11 4 Hello u/user1 and u/user2, hi hi hi?\n", + "12 4 I don't like u/user_1_test but I like u/user2Test\n", + "13 4 This is **bold**, *italics*, and this is not. ...\n", + "14 4 This is **uneven* in terms of *the emphasis**\n", + "15 4 * item 1\\n* item 2\\n- item 3\n", + "16 4 Here are all my arguments:\\r\\n- point 1\\r\\n- p...\n", + "17 4 1. First\\n2. Second\\n3. Third\n", + "18 4 This is the first line.\\nThis is the second li...\n", + "19 4 I have a line\\r\\n\\r\\n\\r\\n\\r\\n\\r\\nhere is a new...\n", + "20 4 this is a line with\\rA different kind of retur...\n", + "21 4 \"This is a quote.\" She said, \"Here's another.\"\n", + "22 4 \"You miss 100% of the shots you don't take\" --...\n", + "23 4 \"I can't believe you use single quotes to quot...\n", + "24 4 > Quoting someone else\\nThis is my reply.\n", + "25 4 > Quoting someone else\\nThis is my reply.\n", + "26 4 >>>> This is a quote but I went overboard with...\n", + "27 4 >> This is one where I put too many of t...\n", + "28 4 > Hello!\\r\\nGoodbye!\n", + "29 4 > here I am making a quote\\r\\nI respond to it\\...\n", + "30 4 Well... I'm not sure... Maybe...\n", + "31 4 hm..what if I only use two periods...............\n", + "32 4 This is a sentence (with some text in parenthe...\n", + "33 4 \"Sure,\" I said confidently (thiking to myself:...\n", + "34 4 (((((these parentheses are not properly closed.)\n", + "35 4 ((there are multiple parentheses here))\n", + "36 4 ((1+(1+3+4)^2)+7+(9+8))\n", + "{'point': 14, 'multiple': 12, 'long': 11, 'lines': 11, 'takes': 11, 'super': 11, '4': 11, '-': 9, 'This': 8, 'quote': 4, \"don't\": 4, 'line': 4, '>': 4, 'item': 3, 'quotes': 3, 'here': 3, 'line.\\\\nThis': 2, 'https://www.example.co.uk': 2, 'third': 2, 'reply.': 2, 'Quoting': 2, 'respond': 2, 'else\\\\nThis': 2, 'https://www.example.org': 2, 'many': 2, '3': 2, 'https://www.example.ca': 2, 'https://www.example.net': 2, 'read': 2, 'use': 2, 'single': 2, 'parentheses': 2, 'return': 2, 'https://www.example.com': 2, 'character': 2, '>>>>': 1, \"'sometimes\": 1, '>': 1, \"can't\": 1, 'believe': 1, 'people,\"': 1, 'said.': 1, '\"Well,': 1, 'replied,': 1, 'useful': 1, 'nest': 1, 'inside': 1, \"'okay'\": 1, 'other': 1, 'said:': 1, \"quotes,'\": 1, 'Then': 1, 'according': 1, 'English': 1, 'teacher\"': 1, 'HELLO': 1, 'put': 1, 'went': 1, 'overboard': 1, 'text': 1, 'parentheses).': 1, '\"Sure,\"': 1, 'said': 1, 'confidently': 1, '(thiking': 1, 'myself:': 1, 'way!)': 1, 'definitely': 1, '(not)': 1, 'best': 1, 'moments.': 1, '(((((these': 1, 'properly': 1, 'closed.)': 1, '((there': 1, 'here))': 1, 'some': 1, '(with': 1, 'sentence': 1, 'again': 1, 'carat': 1, '>>': 1, 'Gretzky': 1, \"gt's\": 1, 'Hello!': 1, 'Goodbye!': 1, 'making': 1, 'Well...': 1, 'periods............': 1, \"I'm\": 1, 'sure...': 1, 'Maybe...': 1, 'hm..what': 1, 'only': 1, 'two': 1, 'periods.............or': 1, '\"I': 1, '\"This': 1, 'Wayne': 1, 'terms': 1, 'http://example.org': 1, 'google.com': 1, 'wikipedia.org': 1, 'amazon.com': 1, 'Hello': 1, 'u/user1': 1, 'u/user2,': 1, 'hi?': 1, 'u/user_1_test': 1, 'u/user2Test': 1, '**bold**,': 1, '*italics*,': 1, 'not.': 1, '***bolded': 1, 'italicized***': 1, '[link](https://example.com)': 1, 'Check': 1, 'nInE.': 1, 'HI\"': 1, 'THIS': 1, 'IS': 1, 'A': 1, 'TEST.': 1, 'HI.': 1, 'HI': 1, 'ONE': 1, 'EiGhT': 1, 'TWO': 1, 'THREE.': 1, 'four': 1, 'five': 1, 'six.': 1, 'sEvEn': 1, '**uneven*': 1, '*the': 1, '--': 1, 'emphasis**': 1, 'value\\\\rUsing': 1, 'carriage': 1, 'instead': 1, 'newline': 1, 'WORLD,': 1, 'quote.\"': 1, 'She': 1, 'said,': 1, '\"Here\\'s': 1, 'another.\"': 1, '\"You': 1, 'miss': 1, '100%': 1, 'shots': 1, 'take\"': 1, 'kind': 1, 'different': 1, 'with\\\\rA': 1, '2': 1, '*': 1, '1\\\\n*': 1, '2\\\\n-': 1, 'Here': 1, 'arguments:': 1, '1': 1, '1.': 1, 'new': 1, 'First\\\\n2.': 1, 'Second\\\\n3.': 1, 'Third': 1, 'first': 1, 'second': 1, 'line.': 1, '((1+(1+3+4)^2)+7+(9+8))': 1}\n", + "0 0.000\n", + "1 0.000\n", + "2 0.000\n", + "3 0.000\n", + "4 0.000\n", + "5 3.250\n", + "6 0.000\n", + "7 0.000\n", + "8 0.000\n", + "9 0.125\n", + "10 0.000\n", + "11 0.500\n", + "12 0.000\n", + "13 0.000\n", + "14 0.500\n", + "15 0.250\n", + "16 0.000\n", + "17 0.000\n", + "18 0.000\n", + "19 0.000\n", + "20 1.500\n", + "21 0.000\n", + "22 0.125\n", + "23 0.000\n", + "24 0.500\n", + "25 0.000\n", + "26 0.000\n", + "27 0.000\n", + "28 0.125\n", + "29 0.000\n", + "30 0.500\n", + "31 0.000\n", + "Name: content_word_accommodation, dtype: float64\n", + " conversation_num message\n", + "37 5 I think that I think that I think\n", + "38 5 I am a little confused\n", + "39 5 I don't really know the answer\n", + "40 5 I am sure that this is correct\n", + "41 5 I am fairly certain in my response\n", + "42 5 This is without a doubt the best movie I have ...\n", + "43 5 I am not sure about how to how to approximatel...\n", + "44 5 I believe that he is guilty but I am not very ...\n", + "45 5 I an open to you changing my mind on this issue\n", + "46 5 I don't think the guy is the a$$hole. Thoughts?\n", + "47 5 So who thinks the guy is an ass for asking his...\n", + "48 5 I think that this person is not an asshole bec...\n", + "49 5 I can see how the family is upset because they...\n", + "50 5 Yes, I think his feeling makes sense to me to....\n", + "51 5 I was conflicted because I could understand hi...\n", + "52 5 His MIL has been here for 8 years. You would t...\n", + "53 5 I think he had every right to want to help his...\n", + "54 5 I also agree with culturedCow\n", + "55 5 I don't think he's an asshole. 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Where is the rest of our team?\n", + "74 8 Well please help me figure this out, I really ...\n", + "{'please': 2, 'sure.': 1, 'Where': 1, 'rest': 1, 'team?': 1, 'Well': 1, 'help': 1, 'figure': 1, 'out,': 1, 'want': 1}\n", + "0 0\n", + "1 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "75 9 Seems possible\n", + "76 9 I see what youre thinking but I disagree\n", + "77 9 We get only one chance so we should understand...\n", + "78 9 I just don't agree, I'm making the 60/40 split\n", + "{'split': 2, 'Seems': 1, 'possible': 1, 'see': 1, 'thinking': 1, 'disagree': 1, 'We': 1, 'only': 1, 'chance': 1, 'understand': 1, 'how': 1, \"don't\": 1, 'agree,': 1, \"I'm\": 1, 'making': 1, '60/40': 1}\n", + "0 0.0\n", + "1 0.0\n", + "2 0.0\n", + "3 0.5\n", + "Name: content_word_accommodation, dtype: float64\n", + " conversation_num message\n", + "79 10 hey\n", + "80 10 I think we should try something else\n", + "81 10 Ok whatever. You should leave the team then\n", + "112 10 I understand your perspective and agree that I...\n", + "{'think': 4, 'STEM': 2, 'something': 2, 'address': 2, 'women': 2, 'their': 2, 'hiring': 2, \"don\\\\'t\": 1, 'discrepancy,': 1, 'even': 1, 'implementing': 1, 'priority': 1, 'decisions.': 1, 'While': 1, 'explicitly': 1, 'companies': 1, 'believer': 1, 'hire': 1, 'simply': 1, 'gender,': 1, 'mindful': 1, 'gender': 1, 'gap': 1, 'look': 1, 'issues': 1, 'through': 1, 'done': 1, 'hey': 1, 'careers': 1, 'agree': 1, 'try': 1, 'else': 1, 'Ok': 1, 'whatever.': 1, 'You': 1, 'leave': 1, 'team': 1, 'understand': 1, 'perspective': 1, 'want': 1, 'underrepresented': 1, 'resentment': 1, 'workplace': 1, 'women,': 1, 'further': 1, 'compound': 1, 'issue': 1, 'looking': 1, 'at.': 1, 'true': 1, 'practices.': 1}\n", + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "82 11 Honestly thank you so so much\n", + "83 11 What's the plan?\n", + "84 11 That is the dumbest idea I've heard; youre act...\n", + "85 11 What's ur problem here?\n", + "113 11 I understand your perspective and agree that I...\n", + "{'think': 3, 'women': 2, 'STEM': 2, \"What's\": 2, 'address': 2, 'their': 2, 'hiring': 2, 'decisions.': 1, 'careers': 1, 'believer': 1, 'something': 1, 'done': 1, 'discrepancy,': 1, 'even': 1, 'implementing': 1, 'priority': 1, 'Honestly': 1, 'While': 1, 'underrepresented': 1, 'companies': 1, 'explicitly': 1, 'hire': 1, 'simply': 1, 'gender,': 1, 'mindful': 1, 'gender': 1, 'gap': 1, 'look': 1, 'issues': 1, 'through': 1, \"don\\\\'t\": 1, 'true': 1, 'thank': 1, 'problem': 1, 'much': 1, 'plan?': 1, 'That': 1, 'dumbest': 1, 'idea': 1, \"I've\": 1, 'heard;': 1, 'actually': 1, 'dumb': 1, 'af': 1, 'ur': 1, 'here?': 1, 'at.': 1, 'understand': 1, 'perspective': 1, 'agree': 1, 'want': 1, 'resentment': 1, 'workplace': 1, 'women,': 1, 'further': 1, 'compound': 1, 'issue': 1, 'looking': 1, 'practices.': 1}\n", + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "4 0\n", + "Name: content_word_accommodation, dtype: int64\n", + " conversation_num message\n", + "86 12 Pleasure and an honor to meet you all\n", + "87 12 We should try that next\n", + "88 12 Could you please explain why? I don't really u...\n", + "89 12 Sorry sorry I didn't mean to\n", + "114 12 I understand your perspective and agree that I...\n", + "{'think': 3, 'women': 2, 'STEM': 2, 'address': 2, 'their': 2, 'understand': 2, 'hiring': 2, 'decisions.': 1, 'careers': 1, 'believer': 1, 'something': 1, 'done': 1, 'discrepancy,': 1, 'even': 1, 'implementing': 1, 'priority': 1, 'Pleasure': 1, 'While': 1, 'underrepresented': 1, 'companies': 1, 'explicitly': 1, 'hire': 1, 'simply': 1, 'gender,': 1, 'mindful': 1, 'gender': 1, 'gap': 1, 'look': 1, 'issues': 1, 'through': 1, \"don\\\\'t\": 1, 'true': 1, 'honor': 1, 'sorry': 1, 'meet': 1, 'We': 1, 'try': 1, 'next': 1, 'Could': 1, 'please': 1, 'explain': 1, 'why?': 1, \"don't\": 1, 'thinking': 1, 'Sorry': 1, \"didn't\": 1, 'at.': 1, 'mean': 1, 'perspective': 1, 'agree': 1, 'want': 1, 'resentment': 1, 'workplace': 1, 'women,': 1, 'further': 1, 'compound': 1, 'issue': 1, 'looking': 1, 'practices.': 1}\n", + "0 0\n", + "1 0\n", + "2 0\n", + "3 0\n", + "4 0\n", + 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'cuntn': 1, 'strengthe': 1, 'overwhelmfvlxi': 1, 'successqfhs': 1, 'herovqw': 1, 'overconfidence': 1, 'truly': 1, 'pushty': 1, 'phobii': 1, 'apprehensnmeyt': 1, 'obsesstusbg': 1, 'anguishuiy': 1, 'terrorkm': 1, 'restlesst': 1, 'tenseod': 1, 'timidfzbh': 1, 'cuntq': 1, 'stressetd': 1, 'apprehensrm': 1, 'dreadn': 1, 'oneself': 1, \"he'd\": 1, \"haven't\": 1, 'nobodashm': 1, 'never': 1, 'fuckerusz': 1, 'bitchnsl': 1, 'goddamomde': 1, 'fuckinoawys': 1, 'gianthy': 1, 'initiatoxtwa': 1, 'doghouseeastb': 1, 'follow': 1, 'meant': 1, 'hoped': 1, 'carry': 1, 'showed': 1, 'used': 1, 'theres': 1, 'care': 1, 'made': 1, 'misses': 1, 'kept': 1, 'gfjgevb': 1, 'exgirll': 1, 'mate': 1, 'loveru': 1, 'buddyv': 1, 'neighbord': 1, 'partnerzcvdj': 1, 'roomatel': 1, 'girlfriendt': 1, 'gft': 1, 'mean': 1, 'actually': 1, 'whod': 1, 'let': 1, 'ought': 1, \"wasn't\": 1, \"shan't\": 1, 'thank': 1, 'wished': 1, 'exclusxklz': 1, 'most': 1, 'driegnk': 1, 'touchlzf': 1, 'leatherjcf': 1, 'pressed': 1, 'squeezul': 1, 'silkjn': 1, 'brushtasj': 1, 'colde': 1, 'caressi': 1, 'hottjmuo': 1, 'mysterp': 1, 'ambigun': 1, 'vary': 1, 'versus': 1, 'fairly': 1, 'unresolvn': 1, 'hesitaq': 1, 'fuzznaxg': 1, 'hypotheticoqwzy': 1, 'barely': 1, 'indetermingifjl': 1, 'randomitf': 1, 'hypotheticvzkg': 1, 'supposed': 1, 'exclujvy': 1, 'somethingfxdq': 1, 'oughtve': 1, 'becomes': 1, 'done': 1, 'hushmqplh': 1, \"would've\": 1, 'problemo': 1, 'lacksuexg': 1, 'expectt': 1, 'hopeful': 1, 'desirva': 1, 'wishes': 1, 'wishing': 1, 'thundero': 1, 'thunderq': 1, 'inaudibln': 1, 'loudvh': 1, 'speak': 1, 'mistakwzl': 1, 'heard': 1, 'speakertphv': 1, 'shoutiaem': 1, 'audiblbohi': 1, 'whispervhxqk': 1, 'lawnxdi': 1, 'doghousemilk': 1, 'residenlwfxa': 1, 'vacuumk': 1, 'lawnjr': 1, 'residencpbs': 1, 'neighboregax': 1, 'hoping': 1, 'hope': 1, 'meaningi': 1, 'requirj': 1, 'wanted': 1, 'determining': 1, 'suppresshvw': 1, 'proof': 1, 'changes': 1, 'rearrangbqlg': 1, 'randomuer': 1, 'containn': 1, 'shoulds': 1, 'practically': 1, 'occasionalszxg': 1, 'hazy': 1, 'repressydvml': 1, 'tang': 1, 'ahead': 1, 'below': 1, 'under': 1, 'thru': 1, 'towardkhyrs': 1, 'between': 1, 'beside': 1, 'grabwktxr': 1, 'savourzw': 1, 'redness': 1, 'speaking': 1, 'souriau': 1, 'hardevtqef': 1, 'warmlvye': 1, 'hard': 1, 'somebodp': 1, 'missed': 1, 'unhappj': 1, \"son's\": 1, 'listenerqe': 1, 'girlfriendwsnya': 1, \"he'll\": 1, 'sisterqjtfk': 1, 'coworkertbpf': 1, 'mailing': 1, 'interrupm': 1, 'somethingjmcpi': 1, 'noboda': 1, 'somewhere': 1, 'pitiulpnv': 1, \"that'd\": 1, 'somethingosdqx': 1, 'somethingp': 1, 'someonecrhbd': 1, 'sinnzkc': 1, 'kosher': 1, \"qur'anpy\": 1, 'mercy': 1, 'templefydxz': 1, 'hinduejs': 1, 'muhammsla': 1, 'lutheranwv': 1, 'regretzkbrc': 1, 'tragickh': 1, 'catholickd': 1, 'boundlby': 1, 'hall': 1, 'bending': 1, 'widthxikw': 1, 'loverkfxo': 1, 'pornoiu': 1, 'virgindtrl': 1, 'humpysbwe': 1, 'prudishybiq': 1, 'virginc': 1, 'pubic': 1, 'prostatijvda': 1, 'curbijh': 1, 'deniaxi': 1, 'yearnlkw': 1, 'prudishxc': 1, 'deniabxp': 1, 'constrictimhr': 1, 'withholdyzaqb': 1, 'stops': 1, 'remorset': 1, 'ruinc': 1, 'grimwftle': 1, 'discouragnepqi': 1, 'tragict': 1, 'devastatu': 1, 'unimportant': 1, 'ministerlnfts': 1, 'sikhc': 1, \"I'm\": 1, 'threatxre': 1, 'wagerfv': 1, 'effectcaxgn': 1, 'leadmbhfe': 1, 'creatend': 1, 'deducgulp': 1, 'outcomecli': 1, 'hows': 1, 'producnbu': 1, 'solutionva': 1, 'launchvoap': 1, 'leadhbi': 1, 'provoku': 1, 'offencefhcog': 1, 'overtime': 1, 'ludicrouslf': 1, 'enragoqusn': 1, 'sucks': 1, 'brutals': 1, 'threatd': 1, 'destroyj': 1, 'sinister': 1, 'raping': 1, 'battliz': 1, 'warfareid': 1, 'defensjazn': 1, 'molestgv': 1, 'bucks': 1, 'mortgpzvi': 1, 'judaprfd': 1, 'classes': 1, 'muhammehcml': 1, 'sin': 1, 'laidoff': 1, 'tradejnx': 1, 'taxes': 1, 'freshmknd': 1, 'incorprhq': 1, 'negotiatjf': 1, 'presentationomwfa': 1, 'politics': 1, 'mda': 1, 'revieww': 1, 'owes': 1, 'spending': 1, 'cashk': 1, 'bankpsiar': 1, 'checks': 1, 'kronlwik': 1, 'dinarcsg': 1, 'businesszosw': 1, 'revenueocp': 1, 'costbjwta': 1, 'owe': 1, 'euro': 1, 'auditors': 1, 'store': 1, 'this?': 1}\n", + "0 0.00\n", + "1 0.20\n", + "2 0.00\n", + "3 0.00\n", + "4 0.00\n", + " ... \n", + "537 0.00\n", + "538 0.00\n", + "539 0.25\n", + "540 0.25\n", + "541 0.25\n", + "Name: content_word_accommodation, Length: 542, dtype: float64\n", + " conversation_num message\n", + "671 A able am are\n", + "672 A able am are hello\n", + "673 A able am hello\n", + "674 A able get got\n", + "675 A get\n", + "{'hello': 2}\n", + "0 0.0\n", + "1 0.0\n", + "2 0.5\n", + "3 0.0\n", + "4 0.0\n", + "Name: content_word_accommodation, dtype: float64\n", + " conversation_num message\n", + "676 B able am are\n", + "677 B able am are hello\n", + "678 B able am hello yoyo\n", + "679 B hello yoyo\n", + "{'hello': 3, 'yoyo': 2}\n", + "0 0.000000\n", + "1 0.000000\n", + "2 0.333333\n", + "3 0.833333\n", + "Name: content_word_accommodation, dtype: float64\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_46302/3956377500.py:27: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n" + ] + }, + { + "data": { + "text/html": [ + "
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                                            conversation_nummessagefunction_wordscontent_wordsfunction_word_mimicrycontent_word_mimicryfunction_word_accommodationcontent_word_accommodation
                                            0Bable am are[able, am, are][][][]00.000000
                                            1Bable am are hello[able, am, are][hello][able, am, are][]30.000000
                                            2Bable am hello yoyo[able, am][hello, yoyo][able, am][hello]20.000000
                                            3Bhello yoyo[][hello, yoyo][][hello, yoyo]00.000000
                                            4Aget[get][][get][]10.000000
                                            ...........................
                                            675Aget[get][][get][]10.000000
                                            676Bable am are[able, am, are][][][]00.000000
                                            677Bable am are hello[able, am, are][hello][able, am, are][]30.000000
                                            678Bable am hello yoyo[able, am][hello, yoyo][able, am][hello]20.333333
                                            679Bhello yoyo[][hello, yoyo][][hello, yoyo]00.833333
                                            \n", + "

                                            680 rows × 8 columns

                                            \n", + "
                                            " + ], + "text/plain": [ + " conversation_num message function_words content_words \\\n", + "0 B able am are [able, am, are] [] \n", + "1 B able am are hello [able, am, are] [hello] \n", + "2 B able am hello yoyo [able, am] [hello, yoyo] \n", + "3 B hello yoyo [] [hello, yoyo] \n", + "4 A get [get] [] \n", + ".. ... ... ... ... \n", + "675 A get [get] [] \n", + "676 B able am are [able, am, are] [] \n", + "677 B able am are hello [able, am, are] [hello] \n", + "678 B able am hello yoyo [able, am] [hello, yoyo] \n", + "679 B hello yoyo [] [hello, yoyo] \n", + "\n", + " function_word_mimicry content_word_mimicry function_word_accommodation \\\n", + "0 [] [] 0 \n", + "1 [able, am, are] [] 3 \n", + "2 [able, am] [hello] 2 \n", + "3 [] [hello, yoyo] 0 \n", + "4 [get] [] 1 \n", + ".. ... ... ... \n", + "675 [get] [] 1 \n", + "676 [] [] 0 \n", + "677 [able, am, are] [] 3 \n", + "678 [able, am] [hello] 2 \n", + "679 [] [hello, yoyo] 0 \n", + "\n", + " content_word_accommodation \n", + "0 0.000000 \n", + "1 0.000000 \n", + "2 0.000000 \n", + "3 0.000000 \n", + "4 0.000000 \n", + ".. ... \n", + "675 0.000000 \n", + "676 0.000000 \n", + "677 0.000000 \n", + "678 0.333333 \n", + "679 0.833333 \n", + "\n", + "[680 rows x 8 columns]" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "test_chat_df = pd.read_csv(\"./data/cleaned_data/test_chat_level.csv\")\n", + "df = test_chat_df[['conversation_num', \"message\"]].reset_index(drop=True)\n", + "df\n", + "\n", + "df[\"function_words\"] = df[\"message\"].apply(\n", + " lambda x: get_function_words_in_message(x, function_word_reference=func))\n", + "df[\"content_words\"] = df[\"message\"].apply(\n", + " lambda x: get_content_words_in_message(x, function_word_reference=func))\n", + "\n", + "# Extract the function words / content words that also appears in the immediate previous turn\n", + "df[\"function_word_mimicry\"] = mimic_words(\n", + " df, \"function_words\", \"conversation_num\")\n", + "df[\"content_word_mimicry\"] = mimic_words(\n", + " df, \"content_words\", \"conversation_num\")\n", + "\n", + "# Compute the number of function words that also appears in the immediate previous turn\n", + "df[\"function_word_accommodation\"] = df[\"function_word_mimicry\"].apply(\n", + " function_mimicry_score)\n", + "\n", + "l = []\n", + "\n", + "for conv in df[\"conversation_num\"].unique():\n", + " # print(conv)\n", + " df_conv = df[df[\"conversation_num\"] == conv]\n", + " # Compute the sum of inverse frequency of each content word that also occurred in the other’s immediately prior turn.\n", + " df_conv[\"content_word_accommodation\"] = Content_mimicry_score(\n", + " df_conv, \"content_words\", \"content_word_mimicry\")\n", + " l.append(df_conv['content_word_accommodation'].tolist())\n", + " \n", + "# flatten the list\n", + "l = [item for sublist in l for item in sublist]\n", + "l\n", + "df['content_word_accommodation'] = l\n", + "df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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                                            conversation_numspeaker_nicknamemessageexpected_columnexpected_valuemessage_originalmessage_lower_with_puncpositive_bertnegative_bertneutral_bert...num_numbered_pointsnum_line_breaksnum_quotesnum_block_quote_responsesnum_ellipsesnum_parenthesesnum_emojimimicry_bertmoving_mimicryforward_flow
                                            01Ahello i like fishnum_words4.00000Hello I like fish.hello i like fish.0.8970700.0044840.098446...01000000.0000000.0000000.000000e+00
                                            11Bthis sentence has five wordsnum_words5.00000This sentence has five words.this sentence has five words.0.0419380.1313700.826692...01000000.1134660.1134668.865345e-01
                                            22Ahellonum_words1.00000Hello??hello??0.1380020.0538700.808129...01000000.0000000.0000000.000000e+00
                                            32Bis 4 a wordnum_words4.00000Is 4 a word?is 4 a word?0.0424290.1166170.840954...01000000.1242320.1242328.757685e-01
                                            43ANaNnum_words0.00000..0.3023180.1205070.577175...01000000.0000000.0000000.000000e+00
                                            ..................................................................
                                            1D2bought some groceries for dinnerinfo_exchange_zscore_conversation1.73205Bought some groceries for dinnerbought some groceries for dinner0.5283250.0102190.461456...01000000.3787250.3787256.212753e-01
                                            2D3its raining todayinfo_exchange_zscore_chats-1.73205It's raining todayit's raining today0.2852140.1111690.603617...01000000.1792770.2790018.309010e-01
                                            3E1i went to the storeinfo_exchange_zscore_chats0.00000I went to the storei went to the store0.2660870.0291110.704801...01000000.0000000.0000000.000000e+00
                                            4E1i went to the storeinfo_exchange_zscore_chats0.00000I went to the storei went to the store0.2660870.0291110.704802...01000001.0000001.000000-2.220446e-16
                                            5E1i went to the storeinfo_exchange_zscore_chats0.00000I went to the storei went to the store0.2660870.0291110.704802...01000001.0000001.000000-2.220446e-16
                                            \n", + "

                                            695 rows × 160 columns

                                            \n", + "
                                            " + ], + "text/plain": [ + " conversation_num speaker_nickname message \\\n", + "0 1 A hello i like fish \n", + "1 1 B this sentence has five words \n", + "2 2 A hello \n", + "3 2 B is 4 a word \n", + "4 3 A NaN \n", + ".. ... ... ... \n", + "1 D 2 bought some groceries for dinner \n", + "2 D 3 its raining today \n", + "3 E 1 i went to the store \n", + "4 E 1 i went to the store \n", + "5 E 1 i went to the store \n", + "\n", + " expected_column expected_value \\\n", + "0 num_words 4.00000 \n", + "1 num_words 5.00000 \n", + "2 num_words 1.00000 \n", + "3 num_words 4.00000 \n", + "4 num_words 0.00000 \n", + ".. ... ... \n", + "1 info_exchange_zscore_conversation 1.73205 \n", + "2 info_exchange_zscore_chats -1.73205 \n", + "3 info_exchange_zscore_chats 0.00000 \n", + "4 info_exchange_zscore_chats 0.00000 \n", + "5 info_exchange_zscore_chats 0.00000 \n", + "\n", + " message_original message_lower_with_punc \\\n", + "0 Hello I like fish. hello i like fish. \n", + "1 This sentence has five words. this sentence has five words. \n", + "2 Hello?? hello?? \n", + "3 Is 4 a word? is 4 a word? \n", + "4 . . \n", + ".. ... ... \n", + "1 Bought some groceries for dinner bought some groceries for dinner \n", + "2 It's raining today it's raining today \n", + "3 I went to the store i went to the store \n", + "4 I went to the store i went to the store \n", + "5 I went to the store i went to the store \n", + "\n", + " positive_bert negative_bert neutral_bert ... num_numbered_points \\\n", + "0 0.897070 0.004484 0.098446 ... 0 \n", + "1 0.041938 0.131370 0.826692 ... 0 \n", + "2 0.138002 0.053870 0.808129 ... 0 \n", + "3 0.042429 0.116617 0.840954 ... 0 \n", + "4 0.302318 0.120507 0.577175 ... 0 \n", + ".. ... ... ... ... ... \n", + "1 0.528325 0.010219 0.461456 ... 0 \n", + "2 0.285214 0.111169 0.603617 ... 0 \n", + "3 0.266087 0.029111 0.704801 ... 0 \n", + "4 0.266087 0.029111 0.704802 ... 0 \n", + "5 0.266087 0.029111 0.704802 ... 0 \n", + "\n", + " num_line_breaks num_quotes num_block_quote_responses num_ellipses \\\n", + "0 1 0 0 0 \n", + "1 1 0 0 0 \n", + "2 1 0 0 0 \n", + "3 1 0 0 0 \n", + "4 1 0 0 0 \n", + ".. ... ... ... ... \n", + "1 1 0 0 0 \n", + "2 1 0 0 0 \n", + "3 1 0 0 0 \n", + "4 1 0 0 0 \n", + "5 1 0 0 0 \n", + "\n", + " num_parentheses num_emoji mimicry_bert moving_mimicry forward_flow \n", + "0 0 0 0.000000 0.000000 0.000000e+00 \n", + "1 0 0 0.113466 0.113466 8.865345e-01 \n", + "2 0 0 0.000000 0.000000 0.000000e+00 \n", + "3 0 0 0.124232 0.124232 8.757685e-01 \n", + "4 0 0 0.000000 0.000000 0.000000e+00 \n", + ".. ... ... ... ... ... \n", + "1 0 0 0.378725 0.378725 6.212753e-01 \n", + "2 0 0 0.179277 0.279001 8.309010e-01 \n", + "3 0 0 0.000000 0.000000 0.000000e+00 \n", + "4 0 0 1.000000 1.000000 -2.220446e-16 \n", + "5 0 0 1.000000 1.000000 -2.220446e-16 \n", + "\n", + "[695 rows x 160 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "test_chat_df = pd.read_csv(\"./output/chat/test_chat_level_chat.csv\")\n", + "test_info_exchange_zscore_df = pd.read_csv(\"./output/chat/info_exchange_zscore_chats.csv\")\n", + "pd.concat([test_chat_df, test_info_exchange_zscore_df], axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['-', '-']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import re\n", + "import nltk\n", + "import pyphen\n", + "\n", + "# Define the function to calculate the Dale-Chall score\n", + "def count_syllables(word):\n", + " \"\"\"\n", + " Count the number of syllables in a word.\n", + " \n", + " Args:\n", + " word(str): The input word.\n", + "\n", + " Returns:\n", + " int: The number of syllables in the word.\n", + " \"\"\"\n", + " dic = pyphen.Pyphen(lang='en')\n", + " pyphen_result = dic.inserted(word)\n", + " return re.findall(r\"-\", pyphen_result)\n", + "\n", + "count_syllables(\"difficulty\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import re\n", + "\n", + "VOWEL_RUNS = re.compile(\"[aeiouy]+\", flags=re.I)\n", + "EXCEPTIONS = re.compile(\n", + " # fixes trailing e issues:\n", + " # smite, scared\n", + " \"[^aeiou]e[sd]?$|\"\n", + " # fixes adverbs:\n", + " # nicely\n", + " + \"[^e]ely$\",\n", + " flags=re.I\n", + ")\n", + "ADDITIONAL = re.compile(\n", + " # fixes incorrect subtractions from exceptions:\n", + " # smile, scarred, raises, fated\n", + " \"[^aeioulr][lr]e[sd]?$|[csgz]es$|[td]ed$|\"\n", + " # fixes miscellaneous issues:\n", + " # flying, piano, video, prism, fire, evaluate\n", + " + \".y[aeiou]|ia(?!n$)|eo|ism$|[^aeiou]ire$|[^gq]ua\",\n", + " flags=re.I\n", + ")\n", + "\n", + "def count_syllables(word):\n", + " vowel_runs = len(VOWEL_RUNS.findall(word))\n", + " exceptions = len(EXCEPTIONS.findall(word))\n", + " additional = len(ADDITIONAL.findall(word))\n", + " return max(1, vowel_runs - exceptions + additional)\n", + "\n", + "count_syllables(\"difficulty\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import re\n", + "text = \"even this is magnificent! even this is magnificent!\"\n", + "num_words = len(text.split())\n", + "num_sentences = re.split(r'[.?!]\\s*', text)\n", + "\n", + "# remove empty strings\n", + "num_sentences = [x for x in num_sentences if x]\n", + "len(num_sentences)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\\bi\\b|\\bme\\b|\\bmy\\b|\\bmine\\b|\\bwe\\b|\\bus\\b|\\bour\\b|\\bours\\b\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import re\n", + "first_person = [\"i\", \"me\", \"my\", \"mine\", \"we\", \"us\", \"our\", \"ours\"]\n", + "first_person_regex = \"\\\\b|\\\\b\".join(first_person)\n", + "first_person_regex = \"\\\\b\" + first_person_regex + \"\\\\b\"\n", + "print(first_person_regex)\n", + "re.findall(first_person_regex, \"hiii\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Timestamp('2023-01-15 00:00:00')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "text = \"2023-Jan-15\"\n", + "pd.to_datetime(text)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 0.0\n", + "1 1.0\n", + "2 0.0\n", + "3 5.0\n", + "4 1.0\n", + "Name: time_diff, dtype: float64" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.read_csv(\"./output/chat/test_temporal_level_chat.csv\")['time_diff']" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_6204/2972292266.py:1: FutureWarning: The behavior of 'to_datetime' with 'unit' when parsing strings is deprecated. In a future version, strings will be parsed as datetime strings, matching the behavior without a 'unit'. To retain the old behavior, explicitly cast ints or floats to numeric type before calling to_datetime.\n", + " pd.to_datetime(\"5\", unit=\"ms\")\n" + ] + }, + { + "data": { + "text/plain": [ + "Timestamp('1970-01-01 00:00:00.005000')" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.to_datetime(\"5\", unit=\"ms\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 2023-01-15\n", + "1 NaT\n", + "2 NaT\n", + "3 NaT\n", + "4 NaT\n", + "Name: timestamp, dtype: datetime64[ns]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.to_datetime(pd.read_csv(\"./data/cleaned_data/temporal.csv\")['timestamp'], errors=\"coerce\")\n", + "\n", + "\n", + "# A,A,2023-01-15,hello,time_diff,0\n", + "# A,A,2023-01-16,hello,time_diff,86400\n", + "# A,A,2023-01-17,hello,time_diff,86400\n", + "# A,A,2023-01-18,hello,time_diff,86400\n", + "# A,A,2023-01-19,hello,time_diff,86400\n", + "# B,A,2023-01-15,hello,time_diff,0\n", + "# B,A,2023-01-15,hello,time_diff,0\n", + "# B,A,2023-01-16,hello,time_diff,86400\n", + "# B,A,2023-01-18,hello,time_diff,172800\n", + "# B,A,2023-01-19,hello,time_diff,86400" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "chat_df = pd.read_csv(\"./data/cleaned_data/test_chat_level.csv\")\n", + "chat_df[\"timestamp\"] = \"2024-11-04\"\n", + "chat_df[['conversation_num', 'speaker_nickname', 'timestamp', 'message', 'expected_column', 'expected_value']].to_csv(\"./data/cleaned_data/test_chat_level.csv\", index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: './data/cleaned_data/test_chat_level.csv'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[2], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mpd\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m chat_df \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m./data/cleaned_data/test_chat_level.csv\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m chat_df[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124munit\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124ms\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 4\u001b[0m chat_df\u001b[38;5;241m.\u001b[39mto_csv(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m./data/cleaned_data/test_chat_level.csv\u001b[39m\u001b[38;5;124m\"\u001b[39m, index\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n", + "File \u001b[0;32m~/Downloads/team-process-map/venv/lib/python3.12/site-packages/pandas/io/parsers/readers.py:1026\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[1;32m 1013\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m 1014\u001b[0m dialect,\n\u001b[1;32m 1015\u001b[0m delimiter,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1022\u001b[0m dtype_backend\u001b[38;5;241m=\u001b[39mdtype_backend,\n\u001b[1;32m 1023\u001b[0m )\n\u001b[1;32m 1024\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m-> 1026\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Downloads/team-process-map/venv/lib/python3.12/site-packages/pandas/io/parsers/readers.py:620\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 617\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[1;32m 619\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[0;32m--> 620\u001b[0m parser \u001b[38;5;241m=\u001b[39m \u001b[43mTextFileReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 622\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[1;32m 623\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parser\n", + "File \u001b[0;32m~/Downloads/team-process-map/venv/lib/python3.12/site-packages/pandas/io/parsers/readers.py:1620\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 1617\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m 1619\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles: IOHandles \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 1620\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_engine\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mengine\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Downloads/team-process-map/venv/lib/python3.12/site-packages/pandas/io/parsers/readers.py:1880\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[0;34m(self, f, engine)\u001b[0m\n\u001b[1;32m 1878\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[1;32m 1879\u001b[0m mode \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m-> 1880\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;241m=\u001b[39m \u001b[43mget_handle\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1881\u001b[0m \u001b[43m \u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1882\u001b[0m \u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1883\u001b[0m \u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mencoding\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1884\u001b[0m \u001b[43m \u001b[49m\u001b[43mcompression\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcompression\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m 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\u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1889\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1890\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1891\u001b[0m f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles\u001b[38;5;241m.\u001b[39mhandle\n", + "File \u001b[0;32m~/Downloads/team-process-map/venv/lib/python3.12/site-packages/pandas/io/common.py:873\u001b[0m, in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m 868\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(handle, \u001b[38;5;28mstr\u001b[39m):\n\u001b[1;32m 869\u001b[0m \u001b[38;5;66;03m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[1;32m 870\u001b[0m \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[1;32m 871\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mencoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mmode:\n\u001b[1;32m 872\u001b[0m \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[0;32m--> 873\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 874\u001b[0m \u001b[43m \u001b[49m\u001b[43mhandle\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 875\u001b[0m \u001b[43m \u001b[49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 876\u001b[0m \u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 877\u001b[0m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 878\u001b[0m \u001b[43m \u001b[49m\u001b[43mnewline\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 879\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 880\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 881\u001b[0m \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[1;32m 882\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(handle, ioargs\u001b[38;5;241m.\u001b[39mmode)\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: './data/cleaned_data/test_chat_level.csv'" + ] + } + ], + "source": [ + "import pandas as pd\n", + "chat_df = pd.read_csv(\"./data/cleaned_data/test_chat_level.csv\")\n", + "chat_df[\"unit\"] = \"s\"\n", + "chat_df.to_csv(\"./data/cleaned_data/test_chat_level.csv\", index=False)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tests/ipython_notebooks/hi.csv b/tests/ipython_notebooks/hi.csv new file mode 100644 index 00000000..b9e52d04 --- /dev/null +++ b/tests/ipython_notebooks/hi.csv @@ -0,0 +1,30 @@ +,0 +5,num_all_caps +7,num_links +11,num_reddit_users +13,num_emphasis +15,num_bullet_points +17,num_numbered_points +18,num_line_breaks +21,num_quotes +24,num_block_quote_responses +30,num_ellipses +32,num_parentheses +37,certainty_rocklage +64,Hello +65,Token_count +66,YesNo_Questions +67,WH_Questions +70,Impersonal_Pronoun +71,Hedges +73,First_Person_Single +74,factuality +76,Acknowledgement +78,Adverb_Limiter +79,indirect_greeting +83,direct_question +84,hasnegative +86,haspositive +88,subjunctive +89,apologizing + diff --git a/tests/ipython_notebooks/info_divvy.csv b/tests/ipython_notebooks/info_divvy.csv new file mode 100644 index 00000000..92823f50 --- /dev/null +++ b/tests/ipython_notebooks/info_divvy.csv @@ -0,0 +1,11 @@ +conversation_num,speaker_nickname,timestamp,message,feature +conversation_5, speaker_1,, Did you catch the latest episode of that show everyone’s talking about?,info_diversity +conversation_5, speaker_2,, Yeah it was intense! But I had to pause halfway to finish my assignment.,info_diversity +conversation_5, speaker_3,, I haven’t started watching it yet. Is it really that good?,info_diversity +conversation_5, speaker_1,, Definitely worth it. But speaking of assignments how’s your machine learning course going?,info_diversity +conversation_5, speaker_2,, It’s going well! I’m almost done with the neural networks module.,info_diversity +conversation_5, speaker_3,, Neural networks? That’s tough. I’m still stuck on the earlier parts.,info_diversity +conversation_5, speaker_1,, You’ll get there. Just take it one step at a time. Also are you guys thinking about internships yet?,info_diversity +conversation_5, speaker_2,, I am! I’m applying to a few tech companies next week.,info_diversity +conversation_5, speaker_3,, I should probably start looking too. I’m just so caught up with other things.,info_diversity +conversation_5, speaker_1,, Same here. Between school shows and job applications it’s hard to find balance.,info_diversity \ No newline at end of file diff --git a/tests/ipython_notebooks/info_divvy_LDA.csv b/tests/ipython_notebooks/info_divvy_LDA.csv new file mode 100644 index 00000000..ee33004c --- /dev/null +++ b/tests/ipython_notebooks/info_divvy_LDA.csv @@ -0,0 +1,89 @@ +conversation_num,speaker_nickname,timestamp,message,feature +conversation_1, speaker_1,, Have you noticed the weather?, low +conversation_1, speaker_1,, Have you noticed the weather?, low +conversation_1, speaker_1,, Have you noticed the weather?, low +conversation_1, speaker_1,, Have you noticed the weather?, low +conversation_1, speaker_1,, Have you noticed the weather?, low +conversation_1, speaker_1,, Have you noticed the weather?, low +conversation_1, speaker_1,, Have you noticed the weather?, low +conversation_1, speaker_1,, Have you noticed the weather?, low +conversation_1, speaker_1,, Have you noticed the weather?, low +conversation_1, speaker_1,, Have you noticed the weather?, low +conversation_1, speaker_1,, Have you noticed the weather?, low +conversation_2, speaker_1,, Did you finish the book we were reading for class?, high +conversation_2, speaker_1,, Did you finish the book we were reading for class?, high +conversation_2, speaker_1,, Did you finish the book we were reading for class?, high +conversation_2, speaker_1,, Did you finish the book we were reading for class?, high +conversation_2, speaker_1,, Did you finish the book we were reading for class?, high +conversation_2, speaker_1,, Did you finish the book we were reading for class?, high +conversation_2, speaker_1,, Did you finish the book we were reading for class?, high +conversation_2, speaker_1,, Did you finish the book we were reading for class?, high +conversation_2, speaker_1,, Did you finish the book we were reading for class?, high +conversation_2, speaker_1,, Did you finish the book we were reading for class?, high +conversation_2, speaker_1,, Did you finish the book we were reading for class?, high +conversation_3, speaker_2,, Not yet but I did bake cookies yesterday!, high +conversation_3, speaker_1,, Oh that sounds fun! What kind of cookies?, high +conversation_3, speaker_2,, Chocolate chip! But I still need to find time for that book., high +conversation_3, speaker_1,, Yeah reading is tough with everything going on. Have you seen the new movie that came out last week?, high +conversation_3, speaker_2,, No I haven’t! I’ve been too busy reorganizing my room., high +conversation_3, speaker_1,, Reorganizing? I just bought some new plants for my room. Makes it feel fresh!, high +conversation_3, speaker_2,, That’s great! I’ve been thinking about getting a pet fish actually., high +conversation_3, speaker_1,, Fish are fun! Do you know what kind you want?, high +conversation_3, speaker_2,, Not sure yet but maybe something colorful. Oh speaking of colorful I’m painting my room too!, high +conversation_4, speaker_1,, Have you seen the new park they built nearby, low +conversation_4, speaker_2,, Yes I walked through it yesterday it’s so scenic, low +conversation_4, speaker_1,, I love how there’s so much space for picnics, low +conversation_4, speaker_2,, And the playground is perfect kids it was packed, low +conversation_4, speaker_1,, I noticed that too lots of families seem to love it, low +conversation_4, speaker_2,, It’s great to have such a community space close to home, low +conversation_4, speaker_2,, That’s a good idea there are plenty of shady spots under the trees, low +conversation_4, speaker_1,, I might even bring a picnic lunch next time, low +conversation_4, speaker_2,, Sounds perfect it’s such a peaceful place to relax, low +conversation_5, speaker_1,, Have you seen the new park they opened nearby, low +conversation_5, speaker_2,, Yes I went for a walk there the other day, low +conversation_5, speaker_1,, It’s so well designed with lots of walking paths, low +conversation_5, speaker_2,, I agree the flowers they planted are beautiful too, low +conversation_5, speaker_1,, I love how quiet it is despite being in the city, low +conversation_5, speaker_1,, I’m planning to take my bike there this weekend, low +conversation_5, speaker_2,, Good idea the paths are great for cycling too, low +conversation_5, speaker_1,, I might bring a bike and just hang out for a while, low +conversation_5, speaker_2,, Sounds like a perfect weekend plan, low +conversation_6, speaker_1,, Did you hear about the new sandwich shop downtown, high +conversation_6, speaker_2,, No but I just adopted a cat, high +conversation_6, speaker_2,, Her name is Luna she’s so playful, high +conversation_6, speaker_1,, I love that name I bet she’s cute, high +conversation_6, speaker_2,, She is and she’s already exploring every corner of the house, high +conversation_6, speaker_1,, I’ve been thinking about trying that new shop this weekend, high +conversation_6, speaker_2,, You should do it and let me know if it’s good I’ve been craving some clothes, high +conversation_6, speaker_1,, For sure I’ll grab one after my yoga class, high +conversation_6, speaker_2,, Oh you’re into yoga I’ve been thinking of starting it too, high +conversation_7, speaker_1,, Did you catch the game last night, low +conversation_7, speaker_2,, Yeah it was so close the whole time, low +conversation_7, speaker_1,, I know right the last quarter was so intense, low +conversation_7, speaker_2,, I thought our team had it for a second, low +conversation_7, speaker_1,, Same here that final play was crazy, low +conversation_7, speaker_2,, It’s been a while since a game kept me on the edge like that, low +conversation_7, speaker_1,, It makes you appreciate how skilled the players are, low +conversation_7, speaker_2,, Definitely they train so hard for moments like that, low +conversation_7, speaker_1,, I’m excited for the next game it’s going to be another tough one, low +conversation_7, speaker_2,, Me too can’t wait to see how it turns out, low +conversation_8, speaker_1,, Did you catch the game last night, low +conversation_8, speaker_2,, Yes it was so intense especially toward the end, low +conversation_8, speaker_1,, I know right I was on the edge of my seat, low +conversation_8, speaker_2,, The way our team came back in the second half was amazing, low +conversation_8, speaker_1,, That defense was on point they really stepped up, low +conversation_8, speaker_2,, For sure it was a great team effort, low +conversation_8, speaker_1,, I can’t wait for the next match it’s going to be exciting, low +conversation_8, speaker_2,, Me neither hopefully we’ll win this time, low +conversation_8, speaker_1,, Fingers crossed I’m already looking forward to it, low +conversation_8, speaker_2,, Same here I’m definitely going to watch, low +conversation_9, speaker_1,, Do you want to go to the concert this weekend, high +conversation_9, speaker_2,, I’m not sure but I did just finish a 500 piece puzzle, high +conversation_9, speaker_1,, That’s impressive puzzles are so relaxing, high +conversation_9, speaker_2,, They really are it took me a few hours but it was worth it, high +conversation_9, speaker_1,, Speaking of relaxing I’ve been getting into meditation, high +conversation_9, speaker_2,, Oh that sounds great I’ve always wanted to try that, high +conversation_9, speaker_1,, You should it really helps clear your mind, high +conversation_9, speaker_2,, Maybe I’ll give it a shot after finishing this new book I started, high +conversation_9, speaker_1,, What book are you reading, high +conversation_9, speaker_2,, It’s a mystery novel so good I can’t put it down, high \ No newline at end of file diff --git a/tests/ipython_notebooks/infodiv.ipynb b/tests/ipython_notebooks/infodiv.ipynb new file mode 100644 index 00000000..6b5c8814 --- /dev/null +++ b/tests/ipython_notebooks/infodiv.ipynb @@ -0,0 +1,860 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Previous LDA Model Results" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Attempt Number: 0\n", + "[FAILED] Test Case # conversation_7 : 0.7512651685958739\n", + "Attempt Number: 1\n", + "[FAILED] Test Case # conversation_4 : 0.5894661985718989\n", + "[FAILED] Test Case # conversation_7 : 0.34210148136901297\n", + "Attempt Number: 2\n", + "[FAILED] Test Case # conversation_7 : 0.23791709508394202\n", + "Attempt Number: 3\n", + "Attempt Number: 4\n", + "Attempt Number: 5\n", + "[FAILED] Test Case # conversation_4 : 0.004348320675631441\n", + "[FAILED] Test Case # conversation_7 : 0.8276635597113645\n", + "Attempt Number: 6\n", + "[FAILED] Test Case # conversation_4 : 0.09795153483568632\n", + "Attempt Number: 7\n", + "[FAILED] Test Case # conversation_7 : 0.2380256154675347\n", + "Attempt Number: 8\n", + "[FAILED] Test Case # conversation_7 : 0.5724496119873153\n", + "Attempt Number: 9\n", + "[FAILED] Test Case # conversation_4 : 0.6125460013915317\n", + "[FAILED] Test Case # conversation_7 : 0.7434659153438612\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from information_diversity import *\n", + "\n", + "df = pd.read_csv('info_divvy_LDA.csv')\n", + "\n", + "def get_batches(dataframe, batch_size=3):\n", + " batches = []\n", + " rows = list(dataframe.iterrows())\n", + " for i in range(0, len(rows), batch_size):\n", + " batches.append(rows[i:i + batch_size])\n", + " return batches\n", + "\n", + "for i in range(0, 10):\n", + " print(\"Attempt Number: \", i)\n", + " output_df = get_info_diversity(df, \"conversation_num\", \"message\")\n", + "\n", + " batches = get_batches(output_df)\n", + "\n", + " count = 0\n", + "\n", + " # print(\"ALL RESULTS SHOULD BE OVER \")\n", + "\n", + " for batch in batches:\n", + " feature = \"info_diversity\"\n", + "\n", + " og_result = batch[0][1][feature]\n", + " inv_result = batch[1][1][feature]\n", + " dir_result = batch[2][1][feature]\n", + "\n", + " inv_distance = abs(og_result - inv_result)\n", + " dir_distance = abs(og_result - dir_result)\n", + " count += 1\n", + "\n", + " if dir_distance < inv_distance:\n", + " print(\"[FAILED] Test Case #\", batch[0][1][\"conversation_num\"], \":\", dir_distance / inv_distance)\n", + " # print(\"Test Case #\", count, \":\", dir_distance / inv_distance)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Preliminary BERT Model avec Distributions\n", + "\n", + "As we notice, the LDA model trends to be extremely stochastic in its implementation. We are going to pivot to BERTopic to create these topic representations and determine if that's giving us a more fruitful result. We are going to set a parameter to equal the minimum number of chats in a topics to indirectly affect the number of topic generates. With less chats permitted to be assigned a topic, we inherently generate more topics. " + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "from bertopic import BERTopic\n", + "from bertopic.representation import KeyBERTInspired\n", + "\n", + "\n", + "docs = pd.read_csv('info_divvy.csv')['message'].to_list()\n", + "representation_model = KeyBERTInspired()\n", + "topic_model = BERTopic(representation_model=KeyBERTInspired(), min_topic_size=2)\n", + "# topics, probs = topic_model.fit_transform(docs)\n", + "topics = topic_model.fit(docs)" + ] + }, + { + "cell_type": "code", + "execution_count": 202, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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                                            DocumentTopicNameRepresentationRepresentative_DocsTop_n_wordsProbabilityRepresentative_document
                                            0Did you catch the latest episode of that show...-1-1_internships_assignments_learning_intense[internships, assignments, learning, intense, ...[ Yeah it was intense! But I had to pause half...internships - assignments - learning - intense...0.0False
                                            1Yeah it was intense! But I had to pause halfw...-1-1_internships_assignments_learning_intense[internships, assignments, learning, intense, ...[ Yeah it was intense! But I had to pause half...internships - assignments - learning - intense...0.0True
                                            2I haven’t started watching it yet. Is it real...-1-1_internships_assignments_learning_intense[internships, assignments, learning, intense, ...[ Yeah it was intense! But I had to pause half...internships - assignments - learning - intense...0.0False
                                            3Definitely worth it. But speaking of assignme...-1-1_internships_assignments_learning_intense[internships, assignments, learning, intense, ...[ Yeah it was intense! But I had to pause half...internships - assignments - learning - intense...0.0False
                                            4It’s going well! I’m almost done with the neu...-1-1_internships_assignments_learning_intense[internships, assignments, learning, intense, ...[ Yeah it was intense! But I had to pause half...internships - assignments - learning - intense...0.0True
                                            5Neural networks? That’s tough. I’m still stuc...-1-1_internships_assignments_learning_intense[internships, assignments, learning, intense, ...[ Yeah it was intense! But I had to pause half...internships - assignments - learning - intense...0.0False
                                            6You’ll get there. Just take it one step at a ...-1-1_internships_assignments_learning_intense[internships, assignments, learning, intense, ...[ Yeah it was intense! But I had to pause half...internships - assignments - learning - intense...0.0True
                                            7I am! I’m applying to a few tech companies ne...-1-1_internships_assignments_learning_intense[internships, assignments, learning, intense, ...[ Yeah it was intense! But I had to pause half...internships - assignments - learning - intense...0.0False
                                            8I should probably start looking too. I’m just...-1-1_internships_assignments_learning_intense[internships, assignments, learning, intense, ...[ Yeah it was intense! But I had to pause half...internships - assignments - learning - intense...0.0False
                                            9Same here. Between school shows and job appli...-1-1_internships_assignments_learning_intense[internships, assignments, learning, intense, ...[ Yeah it was intense! But I had to pause half...internships - assignments - learning - intense...0.0False
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                                            " + ], + "text/plain": [ + " Document Topic \\\n", + "0 Did you catch the latest episode of that show... -1 \n", + "1 Yeah it was intense! But I had to pause halfw... -1 \n", + "2 I haven’t started watching it yet. Is it real... -1 \n", + "3 Definitely worth it. But speaking of assignme... -1 \n", + "4 It’s going well! I’m almost done with the neu... -1 \n", + "5 Neural networks? That’s tough. I’m still stuc... -1 \n", + "6 You’ll get there. Just take it one step at a ... -1 \n", + "7 I am! I’m applying to a few tech companies ne... -1 \n", + "8 I should probably start looking too. I’m just... -1 \n", + "9 Same here. Between school shows and job appli... -1 \n", + "\n", + " Name \\\n", + "0 -1_internships_assignments_learning_intense \n", + "1 -1_internships_assignments_learning_intense \n", + "2 -1_internships_assignments_learning_intense \n", + "3 -1_internships_assignments_learning_intense \n", + "4 -1_internships_assignments_learning_intense \n", + "5 -1_internships_assignments_learning_intense \n", + "6 -1_internships_assignments_learning_intense \n", + "7 -1_internships_assignments_learning_intense \n", + "8 -1_internships_assignments_learning_intense \n", + "9 -1_internships_assignments_learning_intense \n", + "\n", + " Representation \\\n", + "0 [internships, assignments, learning, intense, ... \n", + "1 [internships, assignments, learning, intense, ... \n", + "2 [internships, assignments, learning, intense, ... \n", + "3 [internships, assignments, learning, intense, ... \n", + "4 [internships, assignments, learning, intense, ... \n", + "5 [internships, assignments, learning, intense, ... \n", + "6 [internships, assignments, learning, intense, ... \n", + "7 [internships, assignments, learning, intense, ... \n", + "8 [internships, assignments, learning, intense, ... \n", + "9 [internships, assignments, learning, intense, ... \n", + "\n", + " Representative_Docs \\\n", + "0 [ Yeah it was intense! But I had to pause half... \n", + "1 [ Yeah it was intense! But I had to pause half... \n", + "2 [ Yeah it was intense! But I had to pause half... \n", + "3 [ Yeah it was intense! But I had to pause half... \n", + "4 [ Yeah it was intense! But I had to pause half... \n", + "5 [ Yeah it was intense! But I had to pause half... \n", + "6 [ Yeah it was intense! But I had to pause half... \n", + "7 [ Yeah it was intense! But I had to pause half... \n", + "8 [ Yeah it was intense! But I had to pause half... \n", + "9 [ Yeah it was intense! But I had to pause half... \n", + "\n", + " Top_n_words Probability \\\n", + "0 internships - assignments - learning - intense... 0.0 \n", + "1 internships - assignments - learning - intense... 0.0 \n", + "2 internships - assignments - learning - intense... 0.0 \n", + "3 internships - assignments - learning - intense... 0.0 \n", + "4 internships - assignments - learning - intense... 0.0 \n", + "5 internships - assignments - learning - intense... 0.0 \n", + "6 internships - assignments - learning - intense... 0.0 \n", + "7 internships - assignments - learning - intense... 0.0 \n", + "8 internships - assignments - learning - intense... 0.0 \n", + "9 internships - assignments - learning - intense... 0.0 \n", + "\n", + " Representative_document \n", + "0 False \n", + "1 True \n", + "2 False \n", + "3 False \n", + "4 True \n", + "5 False \n", + "6 True \n", + "7 False \n", + "8 False \n", + "9 False " + ] + }, + "execution_count": 191, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topic_model.get_document_info(docs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Topic Distribution per Chat" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics.pairwise import cosine_distances\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "def new_ID(docs_df):\n", + " docs = docs_df['message'].to_list()\n", + " representation_model = KeyBERTInspired()\n", + " topic_model = BERTopic(representation_model=KeyBERTInspired(), min_topic_size=2)\n", + " topic_model = topic_model.fit(docs)\n", + " # print(\"Conversation:\", docs_df[\"conversation_num\"].iloc[0], len(topic_model.get_topic_info()))\n", + " counter = 0\n", + " while (len(topic_model.get_topic_info()) == 1 and counter <= 5):\n", + " counter += 1\n", + " topic_model = topic_model.fit(docs)\n", + " # print(\"Retrying:\", len(topic_model.get_topic_info()))\n", + "\n", + " if len(topic_model.get_topic_info()) == 1:\n", + " return 0\n", + " \n", + " # TODO: This line FAILS when the number of topics is 1\n", + " topic_distr, _ = topic_model.approximate_distribution(docs)\n", + "\n", + " mean_vector = np.mean(topic_distr, axis=0)\n", + "\n", + " info_diversity = np.sum(cosine_distances(topic_distr, mean_vector.reshape(1, -1)))\n", + " info_diversity /= len(topic_distr)\n", + " return info_diversity\n", + "\n", + "def overhead_function(docs):\n", + " # print(\"Conversation number\", docs[\"conversation_num\"])\n", + " docs = docs['message'].to_list()\n", + " return new_ID(docs)\n", + "\n", + "# iterate through conversations, uniquely identified by \"conversation_num\" parameter\n", + "# group by conversation_num\n" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Attempt Number: 0\n", + "Attempt Number: 1\n", + "Attempt Number: 2\n", + "[FAILED] Test Case # conversation_4 : 0.9255120808110898\n", + "Attempt Number: 3\n", + "[FAILED] Test Case # conversation_4 : 0.1524170510975725\n", + "Attempt Number: 4\n", + "Attempt Number: 5\n", + "Attempt Number: 6\n", + "[FAILED] Test Case # conversation_4 : 0.8195466395333789\n", + "Attempt Number: 7\n", + "[FAILED] Test Case # conversation_4 : 0.7609662129271485\n", + "Attempt Number: 8\n", + "[FAILED] Test Case # conversation_4 : 0.9477367878580975\n", + "Attempt Number: 9\n" + ] + } + ], + "source": [ + "warnings.filterwarnings('ignore')\n", + "for i in range(0, 10):\n", + " print(\"Attempt Number:\", i)\n", + " output_df = df.groupby(\"conversation_num\").apply(lambda x: new_ID(x)).to_frame().reset_index()\n", + " output_df.columns = [\"conversation_num\", \"info_diversity\"]\n", + "\n", + " batches = get_batches(output_df)\n", + "\n", + " for batch in batches:\n", + " feature = \"info_diversity\"\n", + " \n", + " og_result = batch[0][1][feature]\n", + " inv_result = batch[1][1][feature]\n", + " dir_result = batch[2][1][feature]\n", + "\n", + " inv_distance = abs(og_result - inv_result)\n", + " dir_distance = abs(og_result - dir_result)\n", + "\n", + " if dir_distance < inv_distance:\n", + " print(\"[FAILED] Test Case #\", batch[0][1][\"conversation_num\"], \":\", dir_distance / inv_distance)" + ] + }, + { + "cell_type": "code", + "execution_count": 219, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "conversation_1\n", + "conversation_2\n", + "conversation_3\n", + "conversation_4\n", + "conversation_5\n", + "conversation_6\n", + "conversation_7\n", + "conversation_8\n", + "conversation_9\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/q6/rj1_hcnn4l1czvx3phrf8kbw0000gn/T/ipykernel_42521/3743902667.py:1: DeprecationWarning:\n", + "\n", + "DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "
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                                            DocumentTopicNameRepresentationRepresentative_DocsTop_n_wordsProbabilityRepresentative_document
                                            0I’ve been thinking about starting a garden bu...00_gardening_garden_vegetables_plants[gardening, garden, vegetables, plants, grow, ...[ I hear you I’m also limited on space but I’m...gardening - garden - vegetables - plants - gro...1.000000False
                                            1Gardening is super relaxing You should start ...00_gardening_garden_vegetables_plants[gardening, garden, vegetables, plants, grow, ...[ I hear you I’m also limited on space but I’m...gardening - garden - vegetables - plants - gro...0.937373False
                                            2That sounds fun I’ve always wanted to grow my...00_gardening_garden_vegetables_plants[gardening, garden, vegetables, plants, grow, ...[ I hear you I’m also limited on space but I’m...gardening - garden - vegetables - plants - gro...0.985573True
                                            3I hear you I’m also limited on space but I’m ...00_gardening_garden_vegetables_plants[gardening, garden, vegetables, plants, grow, ...[ I hear you I’m also limited on space but I’m...gardening - garden - vegetables - plants - gro...1.000000True
                                            4That’s a great idea You can grow a lot in con...00_gardening_garden_vegetables_plants[gardening, garden, vegetables, plants, grow, ...[ I hear you I’m also limited on space but I’m...gardening - garden - vegetables - plants - gro...0.817586True
                                            5Speaking of strategy has anyone been followin...11_chess_strategy_play_tournaments[chess, strategy, play, tournaments, intense, ...[ I’m not a chess expert but I enjoy watching ...chess - strategy - play - tournaments - intens...1.000000True
                                            6I have The level of play this year has been i...11_chess_strategy_play_tournaments[chess, strategy, play, tournaments, intense, ...[ I’m not a chess expert but I enjoy watching ...chess - strategy - play - tournaments - intens...0.848621True
                                            7I’m not a chess expert but I enjoy watching t...11_chess_strategy_play_tournaments[chess, strategy, play, tournaments, intense, ...[ I’m not a chess expert but I enjoy watching ...chess - strategy - play - tournaments - intens...1.000000True
                                            8It’s amazing how much thought goes into each ...11_chess_strategy_play_tournaments[chess, strategy, play, tournaments, intense, ...[ I’m not a chess expert but I enjoy watching ...chess - strategy - play - tournaments - intens...0.848621False
                                            9Definitely I find that playing chess really s...11_chess_strategy_play_tournaments[chess, strategy, play, tournaments, intense, ...[ I’m not a chess expert but I enjoy watching ...chess - strategy - play - tournaments - intens...1.000000False
                                            \n", + "
                                            " + ], + "text/plain": [ + " Document Topic \\\n", + "0 I’ve been thinking about starting a garden bu... 0 \n", + "1 Gardening is super relaxing You should start ... 0 \n", + "2 That sounds fun I’ve always wanted to grow my... 0 \n", + "3 I hear you I’m also limited on space but I’m ... 0 \n", + "4 That’s a great idea You can grow a lot in con... 0 \n", + "5 Speaking of strategy has anyone been followin... 1 \n", + "6 I have The level of play this year has been i... 1 \n", + "7 I’m not a chess expert but I enjoy watching t... 1 \n", + "8 It’s amazing how much thought goes into each ... 1 \n", + "9 Definitely I find that playing chess really s... 1 \n", + "\n", + " Name \\\n", + "0 0_gardening_garden_vegetables_plants \n", + "1 0_gardening_garden_vegetables_plants \n", + "2 0_gardening_garden_vegetables_plants \n", + "3 0_gardening_garden_vegetables_plants \n", + "4 0_gardening_garden_vegetables_plants \n", + "5 1_chess_strategy_play_tournaments \n", + "6 1_chess_strategy_play_tournaments \n", + "7 1_chess_strategy_play_tournaments \n", + "8 1_chess_strategy_play_tournaments \n", + "9 1_chess_strategy_play_tournaments \n", + "\n", + " Representation \\\n", + "0 [gardening, garden, vegetables, plants, grow, ... \n", + "1 [gardening, garden, vegetables, plants, grow, ... \n", + "2 [gardening, garden, vegetables, plants, grow, ... \n", + "3 [gardening, garden, vegetables, plants, grow, ... \n", + "4 [gardening, garden, vegetables, plants, grow, ... \n", + "5 [chess, strategy, play, tournaments, intense, ... \n", + "6 [chess, strategy, play, tournaments, intense, ... \n", + "7 [chess, strategy, play, tournaments, intense, ... \n", + "8 [chess, strategy, play, tournaments, intense, ... \n", + "9 [chess, strategy, play, tournaments, intense, ... \n", + "\n", + " Representative_Docs \\\n", + "0 [ I hear you I’m also limited on space but I’m... \n", + "1 [ I hear you I’m also limited on space but I’m... \n", + "2 [ I hear you I’m also limited on space but I’m... \n", + "3 [ I hear you I’m also limited on space but I’m... \n", + "4 [ I hear you I’m also limited on space but I’m... \n", + "5 [ I’m not a chess expert but I enjoy watching ... \n", + "6 [ I’m not a chess expert but I enjoy watching ... \n", + "7 [ I’m not a chess expert but I enjoy watching ... \n", + "8 [ I’m not a chess expert but I enjoy watching ... \n", + "9 [ I’m not a chess expert but I enjoy watching ... \n", + "\n", + " Top_n_words Probability \\\n", + "0 gardening - garden - vegetables - plants - gro... 1.000000 \n", + "1 gardening - garden - vegetables - plants - gro... 0.937373 \n", + "2 gardening - garden - vegetables - plants - gro... 0.985573 \n", + "3 gardening - garden - vegetables - plants - gro... 1.000000 \n", + "4 gardening - garden - vegetables - plants - gro... 0.817586 \n", + "5 chess - strategy - play - tournaments - intens... 1.000000 \n", + "6 chess - strategy - play - tournaments - intens... 0.848621 \n", + "7 chess - strategy - play - tournaments - intens... 1.000000 \n", + "8 chess - strategy - play - tournaments - intens... 0.848621 \n", + "9 chess - strategy - play - tournaments - intens... 1.000000 \n", + "\n", + " Representative_document \n", + "0 False \n", + "1 False \n", + "2 True \n", + "3 True \n", + "4 True \n", + "5 True \n", + "6 True \n", + "7 True \n", + "8 False \n", + "9 False " + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topic_model.get_document_info(docs)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/tests/ipython_notebooks/output.csv b/tests/ipython_notebooks/output.csv new file mode 100644 index 00000000..0d3e2885 --- /dev/null +++ b/tests/ipython_notebooks/output.csv @@ -0,0 +1,15 @@ +0,0,herself,hello.txt_lexical_per_100,0.01 +0,0,right Ive itself its,hello.txt_lexical_per_100,0.04 +0,0,over or when havent,hello.txt_lexical_per_100,0.04 +0,0,each his whereas yup yours,hello.txt_lexical_per_100,0.05 +0,0,ah where out,hello.txt_lexical_per_100,0.03 +0,0,whatd near about,hello.txt_lexical_per_100,0.03 +0,0,shouldnt wouldnt somebody oh,hello.txt_lexical_per_100,0.04 +0,0,us youll,hello.txt_lexical_per_100,0.02 +0,0,yourself,hello.txt_lexical_per_100,0.01 +0,0,youd,hello.txt_lexical_per_100,0.01 +0,0,and huh be was itd,hello.txt_lexical_per_100,0.05 +0,0,all anything anybody,hello.txt_lexical_per_100,0.03 +0,0,get for which Id,hello.txt_lexical_per_100,0.04 +0,0,from this then her to,hello.txt_lexical_per_100,0.05 +0,0,herself before himself shes Ive,hello.txt_lexical_per_100,0.05 diff --git a/tests/run_package_grouping_tests.py b/tests/run_package_grouping_tests.py index 6df66cc1..35d766fc 100644 --- a/tests/run_package_grouping_tests.py +++ b/tests/run_package_grouping_tests.py @@ -13,6 +13,7 @@ if __name__ == "__main__": tiny_multi_task_renamed_df = pd.read_csv("data/cleaned_data/multi_task_TINY_cols_renamed.csv", encoding='utf-8') + package_agg_df = pd.read_csv("data/cleaned_data/test_package_aggregation.csv", encoding='utf-8') """ Testing Package Task 1 @@ -190,3 +191,43 @@ ) test_vectors.featurize() + """ + Test correctness of the custom aggregation pipeline: + + - Aggregate with all the functions for conversation level: [mean, max, min, stdev, median, sum] + - Specify 'mean' as 'average' instead and ensure it shows up correctly + - Aggregate with "mean" for the user level + a fake method (e.g., "foo") + - Aggregate only "second_person_lexical_wordcount" at the conversation level + - Aggregate "positive_bert" at the user level + a fake column (e.g., "bar") + a non-numeric column (e.g., "dale_chall_classification") + """ + + print("Testing custom aggregation...") + custom_agg_fb = FeatureBuilder( + input_df = package_agg_df, + grouping_keys = ["batch_num", "round_num"], + vector_directory = "./vector_data/", + output_file_base = "custom_agg_test" , + convo_methods = ['average', 'max', 'min', 'stdev', 'median', 'sum'], + convo_columns = ['second_person_lexical_wordcount'], # testing functionality in case of typo + user_methods = ['mean', 'foo'], + user_columns = ['positive_bert', 'bar', 'dale_chall_classification'], # testing functionality in case of typo + ) + custom_agg_fb.featurize() + + + """ + Test aggregation piepline when we switch aggregation to false + + (We should only get the default num words, num chars, and num messages aggregated). + """ + + print("Testing aggregation turned off...") + custom_agg_fb_no_agg = FeatureBuilder( + input_df = package_agg_df, + grouping_keys = ["batch_num", "round_num"], + vector_directory = "./vector_data/", + output_file_base = "custom_agg_test_no_agg" , + convo_aggregation = False, + user_aggregation = False, + ) + custom_agg_fb_no_agg.featurize() diff --git a/tests/run_tests.py b/tests/run_tests.py index aadd767c..1391acd0 100644 --- a/tests/run_tests.py +++ b/tests/run_tests.py @@ -20,6 +20,7 @@ conv_encoding = chardet.detect(file.read()) chat_df = pd.read_csv("data/cleaned_data/test_chat_level.csv", encoding=chat_encoding['encoding']) + info_exchange_df = pd.read_csv("data/cleaned_data/info_exchange_zscore_chats.csv", encoding=chat_encoding['encoding']) conv_df = pd.read_csv("data/cleaned_data/test_conv_level.csv", encoding=conv_encoding['encoding']) test_ner_df = pd.read_csv("data/cleaned_data/test_named_entity.csv", encoding='utf-8') test_ner_training_df = pd.read_csv("data/cleaned_data/train_named_entity.csv") @@ -27,10 +28,149 @@ conv_complex_df = pd.read_csv("data/cleaned_data/test_conv_level_complex.csv", encoding=chat_encoding['encoding']) test_forward_flow_df = pd.read_csv("data/cleaned_data/fflow.csv", encoding=chat_encoding['encoding']) conv_complex_timestamps_df = pd.read_csv("data/cleaned_data/test_conv_level_complex_timestamps.csv", encoding=chat_encoding['encoding']) + timediff_datetime = pd.read_csv("data/cleaned_data/test_timediff_datetime.csv", encoding=chat_encoding['encoding']) + timediff_numeric = pd.read_csv("data/cleaned_data/test_timediff_numeric.csv", encoding=chat_encoding['encoding']) + timediff_numeric_unit = pd.read_csv("data/cleaned_data/test_timediff_numeric_unit.csv", encoding=chat_encoding['encoding']) + time_pairs_datetime = pd.read_csv("data/cleaned_data/test_time_pairs_datetime.csv", encoding=chat_encoding['encoding']) + time_pairs_numeric = pd.read_csv("data/cleaned_data/test_time_pairs_numeric.csv", encoding=chat_encoding['encoding']) + time_pairs_numeric_unit = pd.read_csv("data/cleaned_data/test_time_pairs_numeric_unit.csv", encoding=chat_encoding['encoding']) + positivity_zscore = pd.read_csv("data/cleaned_data/positivity_zscore_chats.csv", encoding=chat_encoding['encoding']) - # TESTING DATASETS ------------------------------- + # testing positivity zscore + test_positivity = FeatureBuilder( + input_df = positivity_zscore, + vector_directory = "./vector_data/", + output_file_path_chat_level = "./output/chat/test_positivity_chat_level.csv", + output_file_path_user_level = "./output/user/test_positivity_user_level.csv", + output_file_path_conv_level = "./output/conv/test_positivity_conv_level.csv", + custom_features = [ # these require vect_data, so they now need to be explicitly included in order to calculate them + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True, + ) + test_positivity.featurize() + + # testing timediff datetime + testing_timediff_datetime = FeatureBuilder( + input_df = timediff_datetime, + vector_directory = "./vector_data/", + output_file_path_chat_level = "./output/chat/test_timediff_dt_level_chat.csv", + output_file_path_user_level = "./output/user/test_timediff_dt_user.csv", + output_file_path_conv_level = "./output/conv/test_timediff_dt_conv.csv", + custom_features = [ # these require vect_data, so they now need to be explicitly included in order to calculate them + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True, + ) + testing_timediff_datetime.featurize() + + # testing timediff numeric + testing_timediff_numeric = FeatureBuilder( + input_df = timediff_numeric, + vector_directory = "./vector_data/", + output_file_path_chat_level = "./output/chat/test_timediff_num_level_chat.csv", + output_file_path_user_level = "./output/user/test_timediff_num_user.csv", + output_file_path_conv_level = "./output/conv/test_timediff_num_conv.csv", + custom_features = [ # these require vect_data, so they now need to be explicitly included in order to calculate them + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True, + ) + testing_timediff_numeric.featurize() + + + # testing timediff numeric with unit parameter + testing_timediff_numeric_unit = FeatureBuilder( + input_df = timediff_numeric_unit, + vector_directory = "./vector_data/", + output_file_path_chat_level = "./output/chat/test_timediff_num_unit_level_chat.csv", + output_file_path_user_level = "./output/user/test_timediff_num_unit_user.csv", + output_file_path_conv_level = "./output/conv/test_timediff_num_unit_conv.csv", + custom_features = [ # these require vect_data, so they now need to be explicitly included in order to calculate them + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True, + timestamp_unit = 'h' + ) + testing_timediff_numeric_unit.featurize() + + # testing time pairs datetime + testing_time_pairs_datetime = FeatureBuilder( + input_df = time_pairs_datetime, + vector_directory = "./vector_data/", + output_file_path_chat_level = "./output/chat/test_time_pairs_dt_level_chat.csv", + output_file_path_user_level = "./output/user/test_time_pairs_dt_user.csv", + output_file_path_conv_level = "./output/conv/test_time_pairs_dt_conv.csv", + custom_features = [ # these require vect_data, so they now need to be explicitly included in order to calculate them + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True, + timestamp_col=("timestamp_start", "timestamp_end") + ) + testing_time_pairs_datetime.featurize() + + # testing time pairs numeric + testing_time_pairs_numeric = FeatureBuilder( + input_df = time_pairs_numeric, + vector_directory = "./vector_data/", + output_file_path_chat_level = "./output/chat/test_time_pairs_num_level_chat.csv", + output_file_path_user_level = "./output/user/test_time_pairs_num_user.csv", + output_file_path_conv_level = "./output/conv/test_time_pairs_num_conv.csv", + custom_features = [ # these require vect_data, so they now need to be explicitly included in order to calculate them + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True, + timestamp_col=("timestamp_start", "timestamp_end") + ) + testing_time_pairs_numeric.featurize() + + # testing time pairs numeric unit + testing_time_pairs_numeric_unit = FeatureBuilder( + input_df = time_pairs_numeric_unit, + vector_directory = "./vector_data/", + output_file_path_chat_level = "./output/chat/test_time_pairs_num_unit_level_chat.csv", + output_file_path_user_level = "./output/user/test_time_pairs_num_unit_user.csv", + output_file_path_conv_level = "./output/conv/test_time_pairs_num_unit_conv.csv", + custom_features = [ # these require vect_data, so they now need to be explicitly included in order to calculate them + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True, + timestamp_col=("timestamp_start", "timestamp_end"), + timestamp_unit = 's' + ) + testing_time_pairs_numeric_unit.featurize() + + # general chat level features testing_chat = FeatureBuilder( input_df = chat_df, vector_directory = "./vector_data/", @@ -38,15 +178,33 @@ output_file_path_user_level = "./output/user/test_chat_level_user.csv", output_file_path_conv_level = "./output/conv/test_chat_level_conv.csv", custom_features = [ # these require vect_data, so they now need to be explicitly included in order to calculate them - "(BERT) Mimicry", - "Moving Mimicry", - "Forward Flow", - "Discursive Diversity" - ], - turns = False + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True ) testing_chat.featurize() + testing_info_exchange = FeatureBuilder( + input_df = info_exchange_df, + vector_directory = "./vector_data/", + output_file_path_chat_level = "./output/chat/info_exchange_zscore_chats.csv", + output_file_path_user_level = "./output/user/info_exchange_zscore_chats.csv", + output_file_path_conv_level = "./output/conv/info_exchange_zscore_chats.csv", + custom_features = [ # these require vect_data, so they now need to be explicitly included in order to calculate them + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True + ) + testing_info_exchange.featurize() + testing_conv = FeatureBuilder( input_df = conv_df, vector_directory = "./vector_data/", @@ -54,12 +212,14 @@ output_file_path_user_level = "./output/user/test_conv_level_user.csv", output_file_path_conv_level = "./output/conv/test_conv_level_conv.csv", custom_features = [ - "(BERT) Mimicry", - "Moving Mimicry", - "Forward Flow", - "Discursive Diversity" - ], - turns = False + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True, + timestamp_col="timestamp" ) testing_conv.featurize() @@ -71,12 +231,13 @@ output_file_path_user_level = "./output/user/test_named_entity_user_level.csv", output_file_path_conv_level = "./output/conv/test_named_entity_conversation_level.csv", custom_features = [ - "(BERT) Mimicry", - "Moving Mimicry", - "Forward Flow", - "Discursive Diversity" - ], - turns = False + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True ) test_ner_feature_builder.featurize() @@ -88,12 +249,13 @@ output_file_path_user_level = "./output/user/test_chat_level_user_complex.csv", output_file_path_conv_level = "./output/conv/test_chat_level_conv_complex.csv", custom_features = [ - "(BERT) Mimicry", - "Moving Mimicry", - "Forward Flow", - "Discursive Diversity" - ], - turns = False + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True ) testing_chat_complex.featurize() @@ -105,12 +267,13 @@ output_file_path_user_level = "./output/user/test_conv_level_user_complex.csv", output_file_path_conv_level = "./output/conv/test_conv_level_conv_complex.csv", custom_features = [ - "(BERT) Mimicry", - "Moving Mimicry", - "Forward Flow", - "Discursive Diversity" - ], - turns = False + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True ) testing_conv_complex.featurize() @@ -121,12 +284,13 @@ output_file_path_user_level = "./output/user/test_conv_level_user_complex_ts.csv", output_file_path_conv_level = "./output/conv/test_conv_level_conv_complex_ts.csv", custom_features = [ - "(BERT) Mimicry", - "Moving Mimicry", - "Forward Flow", - "Discursive Diversity" - ], - turns = False + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], + turns = False, + regenerate_vectors = True ) testing_conv_complex_ts.featurize() @@ -143,7 +307,8 @@ "Forward Flow", "Discursive Diversity" ], - turns = False + turns = False, + regenerate_vectors = True ) testing_forward_flow.featurize() \ No newline at end of file diff --git a/tests/test_feature_metrics.py b/tests/test_feature_metrics.py index 4c1844c4..53a9e7c9 100644 --- a/tests/test_feature_metrics.py +++ b/tests/test_feature_metrics.py @@ -1,3 +1,4 @@ +from team_comm_tools.feature_dict import feature_dict import pytest import pandas as pd import numpy as np @@ -5,60 +6,84 @@ import logging import itertools -test_chat_df = pd.read_csv("./output/chat/test_chat_level_chat.csv") -test_conv_df = pd.read_csv("./output/conv/test_conv_level_conv.csv") -test_chat_complex_df = pd.read_csv("./output/chat/test_chat_level_chat_complex.csv") -test_conv_complex_df = pd.read_csv("./output/conv/test_conv_level_conv_complex.csv") -test_conv_complex_df_ts = pd.read_csv("./output/conv/test_conv_level_conv_complex_ts.csv") +test_chat_df = pd.read_csv("./output/chat/test_chat_level_chat.csv") + +test_timediff_dt = pd.read_csv("./output/chat/test_timediff_dt_level_chat.csv") +test_timediff_numeric = pd.read_csv("./output/chat/test_timediff_num_level_chat.csv") +test_timediff_numeric_unit = pd.read_csv("./output/chat/test_timediff_num_unit_level_chat.csv") +test_time_pairs_dt = pd.read_csv("./output/chat/test_time_pairs_dt_level_chat.csv") +test_time_pairs_numeric = pd.read_csv("./output/chat/test_time_pairs_num_level_chat.csv") +test_time_pairs_numeric_unit = pd.read_csv("./output/chat/test_time_pairs_num_unit_level_chat.csv") +test_info_exchange_zscore_df = pd.read_csv("./output/chat/info_exchange_zscore_chats.csv") +test_pos = pd.read_csv("./output/chat/test_positivity_chat_level.csv") + +test_conv_df = pd.read_csv("./output/conv/test_conv_level_conv.csv") +test_chat_complex_df = pd.read_csv( + "./output/chat/test_chat_level_chat_complex.csv") +test_conv_complex_df = pd.read_csv( + "./output/conv/test_conv_level_conv_complex.csv") +test_conv_complex_df_ts = pd.read_csv( + "./output/conv/test_conv_level_conv_complex_ts.csv") test_forward_flow_df = pd.read_csv("./output/chat/test_forward_flow_chat.csv") +test_ner = pd.read_csv('./output/chat/test_named_entity_chat_level.csv') # Import the Feature Dictionary -from team_comm_tools.feature_dict import feature_dict -chat_features = [feature_dict[feature]["columns"] for feature in feature_dict.keys() if feature_dict[feature]["level"] == "Chat"] -conversation_features = [feature_dict[feature]["columns"] for feature in feature_dict.keys() if feature_dict[feature]["level"] == "Conversation"] +chat_features = [feature_dict[feature]["columns"] + for feature in feature_dict.keys() if feature_dict[feature]["level"] == "Chat"] +conversation_features = [feature_dict[feature]["columns"] for feature in feature_dict.keys( +) if feature_dict[feature]["level"] == "Conversation"] num_features_chat = len(list(itertools.chain(*chat_features))) num_features_conv = len(list(itertools.chain(*conversation_features))) +# Print the test coverage num_tested_chat = test_chat_df['expected_column'].nunique() + test_chat_complex_df['feature'].nunique() + test_forward_flow_df['feature'].nunique() -num_tested_conv = test_conv_df['expected_column'].nunique() + test_conv_complex_df['feature'].nunique() - +test_chat = test_chat_df['expected_column'].unique().tolist() + test_chat_complex_df['feature'].unique().tolist() + \ + test_forward_flow_df['feature'].unique().tolist() + ["named_entities"] + ["time_diff"] +tested_chat = len(set(test_chat)) +num_tested_conv = len(set(test_conv_df['expected_column'].unique().tolist() + test_conv_complex_df['feature'].unique().tolist())) tested_features = {} - with open('test.log', 'w') as f: - f.write(f'Tested {num_tested_chat} features out of {num_features_chat} chat level features: {num_tested_chat/num_features_chat * 100:.2f}% Coverage!\n') + f.write(f'Tested {tested_chat} features out of {num_features_chat} chat level features: {tested_chat/num_features_chat * 100:.2f}% Coverage!\n') f.write(f'Tested {num_tested_conv} features out of {num_features_conv} conv level features: {num_tested_conv/num_features_conv * 100:.2f}% Coverage!\n') pass -# generate coverage for tests -@pytest.mark.parametrize("row", test_chat_df.iterrows()) -def test_chat_unit_equality(row): - actual = row[1][row[1]['expected_column']] - expected = row[1]['expected_value'] +# ---- MAIN TESTS ------ - # if expected_column doesn't exist in tested_features, add an entry for it - if row[1]['expected_column'] not in tested_features: - tested_features[row[1]['expected_column']] = {'passed': 0, 'failed': 0} - - try: - assert round(float(actual), 3) == round(float(expected), 3) - tested_features[row[1]['expected_column']]['passed'] += 1 - except AssertionError: - tested_features[row[1]['expected_column']]['failed'] += 1 - with open('test.log', 'a') as file: - file.write("\n") - file.write("------TEST FAILED------\n") - file.write(f"Testing {row[1]['expected_column']} for message: {row[1]['message_original']}\n") - file.write(f"Expected value: {expected}\n") - file.write(f"Actual value: {actual}\n") +main_tests = [test_chat_df, test_timediff_dt, test_timediff_numeric, test_timediff_numeric_unit, test_time_pairs_dt, test_time_pairs_numeric, test_time_pairs_numeric_unit, test_info_exchange_zscore_df, test_pos] +@pytest.mark.parametrize("df", main_tests) +def test_chat_unit_equality(df): + for row in df.iterrows(): + actual = row[1][row[1]['expected_column']] + expected = row[1]['expected_value'] - raise # Re-raise the AssertionError to mark the test as failed + # if expected_column doesn't exist in tested_features, add an entry for it + if row[1]['expected_column'] not in tested_features: + tested_features[row[1]['expected_column']] = {'passed': 0, 'failed': 0} -test_ner = pd.read_csv('./output/chat/test_named_entity_chat_level.csv') -tested_features['Named Entity Recognition'] = {'passed': 0, 'failed': 0} + try: + if (pd.isnull(actual) and pd.isnull(expected)): + assert True + elif (type(actual) == str): + assert actual == expected + else: + assert round(float(actual), 3) == round(float(expected), 3) + tested_features[row[1]['expected_column']]['passed'] += 1 + except AssertionError: + tested_features[row[1]['expected_column']]['failed'] += 1 + with open('test.log', 'a') as file: + file.write("\n") + file.write("------TEST FAILED------\n") + file.write( + f"Testing {row[1]['expected_column']} for message: {row[1]['message_original']}\n") + file.write(f"Expected value: {expected}\n") + file.write(f"Actual value: {actual}\n") + raise AssertionError # Re-raise the AssertionError to mark the test as failed + +tested_features['Named Entity Recognition'] = {'passed': 0, 'failed': 0} @pytest.mark.parametrize("row", test_ner.iterrows()) def test_named_entity_recognition(row): @@ -68,7 +93,8 @@ def test_named_entity_recognition(row): assert row[1]['named_entities'] == "()" tested_features['Named Entity Recognition']['passed'] += 1 except AssertionError: - parsed_actual = row[1]['named_entities'].replace(" ","").replace("(","").replace(")", "").split(',') + parsed_actual = row[1]['named_entities'].replace( + " ", "").replace("(", "").replace(")", "").split(',') actual = parsed_actual[0::2] if actual and actual[-1] == '': @@ -78,19 +104,21 @@ def test_named_entity_recognition(row): with open('test.log', 'a') as file: file.write("\n") file.write("------TEST FAILED------\n") - file.write(f"Testing NER for message: {row[1]['message_original']}\n") + file.write( + f"Testing NER for message: {row[1]['message_original']}\n") file.write(f"Expected value: {[]}\n") file.write(f"Actual value: {actual}\n") else: - expected = row[1]['expected_value'].split(',') - parsed_actual = row[1]['named_entities'].replace(" ","").replace("(","").replace(")", "").split(',') + expected = row[1]['expected_value'].split(',') + parsed_actual = row[1]['named_entities'].replace( + " ", "").replace("(", "").replace(")", "").split(',') actual = parsed_actual[0::2] if actual and actual[-1] == '': # Remove the last element - actual.pop() + actual.pop() - try: + try: assert len(expected) == len(actual) for named_entity in expected: assert named_entity.lower().strip() in actual @@ -100,12 +128,12 @@ def test_named_entity_recognition(row): with open('test.log', 'a') as file: file.write("\n") file.write("------TEST FAILED------\n") - file.write(f"Testing NER for message: {row[1]['message_original']}\n") + file.write( + f"Testing NER for message: {row[1]['message_original']}\n") file.write(f"Expected value: {expected}\n") file.write(f"Actual value: {actual}\n") - # raise # Re-raise the AssertionError to mark the test as failed - + # we don't raise an AssertionError here because NER isn't a perfect feature @pytest.mark.parametrize("conversation_num, conversation_rows", test_conv_df.groupby('conversation_num')) @@ -116,10 +144,11 @@ def test_conv_unit_equality(conversation_num, conversation_rows): for _, row in conversation_rows.iterrows(): if row['expected_column'] not in tested_features: - tested_features[row['expected_column']] = {'passed': 0, 'failed': 0} + tested_features[row['expected_column']] = { + 'passed': 0, 'failed': 0} actual = row[row['expected_column']] expected = row['expected_value'] - + try: assert round(actual, 3) == round(expected, 3) tested_features[row['expected_column']]['passed'] += 1 @@ -133,17 +162,14 @@ def test_conv_unit_equality(conversation_num, conversation_rows): with open('test.log', 'a') as file: file.write("\n") file.write("------TEST FAILED------\n") - file.write(f"Testing {row['expected_column']} for conversation_num: {conversation_num}\n") + file.write( + f"Testing {row['expected_column']} for conversation_num: {conversation_num}\n") file.write(f"Expected value: {expected_out}\n") file.write(f"Actual value: {actual_out}\n") - raise + raise AssertionError # Re-raise the AssertionError to mark the test as failed - -# testing complex features -test_chat_complex_df = pd.read_csv("./output/chat/test_chat_level_chat_complex.csv") - -# Helper function to generate batches of three rows +# Helper function for batches of 3 rows (INV/DIR) def get_batches(dataframe, batch_size=3): batches = [] rows = list(dataframe.iterrows()) @@ -162,15 +188,13 @@ def get_conversation_batches(dataframe, batch_size=3): batches.append(rows[i:i + batch_size]) return batches -# Assuming test_chat_complex_df is your DataFrame -batches = get_batches(test_chat_complex_df, batch_size=3) -@pytest.mark.parametrize("batch", batches) +@pytest.mark.parametrize("batch", get_batches(test_chat_complex_df, batch_size=3)) def test_chat_complex(batch): feature = batch[0][1]['feature'] if feature not in tested_features: tested_features[feature] = {'passed': 0, 'failed': 0} - + og_result = batch[0][1][feature] inv_result = batch[1][1][feature] dir_result = batch[2][1][feature] @@ -180,15 +204,16 @@ def test_chat_complex(batch): # calculate ratio between inv and dir ratio = dir_distance / inv_distance - + try: - + assert ratio > 1 tested_features[feature]['passed'] += 1 with open('test.log', 'a') as file: file.write("\n") file.write("------TEST PASSED------\n") - file.write(f"Testing {feature} for message: {batch[0][1]['message']}\n") + file.write( + f"Testing {feature} for message: {batch[0][1]['message']}\n") file.write(f"Inv message: {batch[1][1]['message']}\n") file.write(f"Dir message: {batch[2][1]['message']}\n") file.write(f"Ratio (DIR / INV): {ratio}\n") @@ -197,16 +222,19 @@ def test_chat_complex(batch): with open('test.log', 'a') as file: file.write("\n") file.write("------TEST FAILED------\n") - file.write(f"Testing {feature} for message: {batch[0][1]['message']}\n") + file.write( + f"Testing {feature} for message: {batch[0][1]['message']}\n") file.write(f"Inv message: {batch[1][1]['message']}\n") file.write(f"Dir message: {batch[2][1]['message']}\n") file.write(f"Ratio (DIR / INV): {ratio}\n") - raise # Re-raise the AssertionError to mark the test as failed + raise AssertionError # Re-raise the AssertionError to mark the test as failed -batches = get_batches(test_conv_complex_df, batch_size=3) + get_conversation_batches(test_forward_flow_df, batch_size=3) + get_batches(test_conv_complex_df_ts, batch_size=3) -@pytest.mark.parametrize("batch", batches) +conversation_complex_batches = get_batches(test_conv_complex_df, batch_size=3) + get_conversation_batches( + test_forward_flow_df, batch_size=3) + get_batches(test_conv_complex_df_ts, batch_size=3) + +@pytest.mark.parametrize("batch", conversation_complex_batches) def test_conv_complex(batch): feature = batch[0][1]['feature'] if feature not in tested_features: @@ -225,44 +253,48 @@ def test_conv_complex(batch): ratio = 2 else: ratio = dir_distance / inv_distance - + try: - + assert ratio > 1 tested_features[feature]['passed'] += 1 with open('test.log', 'a') as file: file.write("\n") file.write("------TEST PASSED------\n") - file.write(f"Testing {feature} for conversation: {batch[0][1]['conversation_num']}\n") - file.write(f"Inv conversation: {batch[1][1]['conversation_num']}\n") - file.write(f"Dir conversation: {batch[2][1]['conversation_num']}\n") + file.write( + f"Testing {feature} for conversation: {batch[0][1]['conversation_num']}\n") + file.write( + f"Inv conversation: {batch[1][1]['conversation_num']}\n") + file.write( + f"Dir conversation: {batch[2][1]['conversation_num']}\n") file.write(f"Ratio (DIR / INV): {ratio}\n") except AssertionError: tested_features[feature]['failed'] += 1 with open('test.log', 'a') as file: file.write("\n") file.write("------TEST FAILED------\n") - file.write(f"Testing {feature} for conversation: {batch[0][1]['conversation_num']}\n") - file.write(f"Inv conversation: {batch[1][1]['conversation_num']}\n") - file.write(f"Dir conversation: {batch[2][1]['conversation_num']}\n") + file.write( + f"Testing {feature} for conversation: {batch[0][1]['conversation_num']}\n") + file.write( + f"Inv conversation: {batch[1][1]['conversation_num']}\n") + file.write( + f"Dir conversation: {batch[2][1]['conversation_num']}\n") file.write(f"Ratio (DIR / INV): {ratio}\n") - # raise # Re-raise the AssertionError to mark the test as failed + # we don't raise an AssertionError here because it's not a perfect feature -batches = get_conversation_batches(test_forward_flow_df, batch_size=3) - -@pytest.mark.parametrize("batch", batches) +@pytest.mark.parametrize("batch", get_conversation_batches(test_forward_flow_df, batch_size=3)) def test_forward_flow_unit(batch): if (batch[0][1]['test_type'] != 'unit_eq'): return feature = batch[0][1]['feature'] - + if feature not in tested_features: tested_features[feature] = {'passed': 0, 'failed': 0} - og_result = batch[0][1][feature] - inv_result = batch[1][1][feature] - dir_result = batch[2][1][feature] + og_result = round(batch[0][1][feature], 3) + inv_result = round(batch[1][1][feature], 3) + dir_result = round(batch[2][1][feature], 3) inv_distance = abs(og_result - inv_result) dir_distance = abs(og_result - dir_result) @@ -273,13 +305,15 @@ def test_forward_flow_unit(batch): with open('test.log', 'a') as file: file.write("\n") file.write("------TEST PASSED------\n") - file.write(f"Testing {feature} for unit equality and perturbation across conversations: {batch[0][1]['conversation_num']}, {batch[1][1]['conversation_num']}, {batch[2][1]['conversation_num']}\n") + file.write( + f"Testing {feature} for unit equality and perturbation across conversations: {batch[0][1]['conversation_num']}, {batch[1][1]['conversation_num']}, {batch[2][1]['conversation_num']}\n") else: tested_features[feature]['failed'] += 1 with open('test.log', 'a') as file: file.write("\n") file.write("------TEST FAILED------\n") - file.write(f"Testing {feature} for conversation: {batch[0][1]['conversation_num']}\n") + file.write( + f"Testing {feature} for conversation: {batch[0][1]['conversation_num']}\n") file.write(f"OG Result: {batch[0][1][feature]}\n") file.write(f"UNIT TEST Result: {batch[1][1][feature]}\n") file.write(f"DIR Result: {batch[2][1][feature]}\n") @@ -290,10 +324,13 @@ def test_final_results(): with open('test.log', 'a') as file: for feature, results in tested_features.items(): - accuracy = results['passed'] / (results['passed'] + results['failed']) * 100 + accuracy = results['passed'] / \ + (results['passed'] + results['failed']) * 100 + # file.write(f"Feature: {feature}\n") if accuracy != 100: file.write("\n") file.write("------RESULTS------\n") file.write(f"Feature: {feature}\n") - file.write(f"Accuracy: {results['passed'] / (results['passed'] + results['failed']) * 100:.2f}%") - file.write("\n") \ No newline at end of file + file.write( + f"Accuracy: {results['passed'] / (results['passed'] + results['failed']) * 100:.2f}%") + file.write("\n") diff --git a/tests/test_package.py b/tests/test_package.py index ac145b66..8e73f215 100644 --- a/tests/test_package.py +++ b/tests/test_package.py @@ -17,11 +17,20 @@ impropercase_chatdf = pd.read_csv("./output/chat/tiny_multi_task_improper_level_chat.csv") sentiment_output = pd.read_csv('./vector_data/sentiment/chats/test_vectors_chat.csv') sbert_output = pd.read_csv('./vector_data/sentence/chats/test_vectors_chat.csv') - +custom_agg_conv = pd.read_csv('./output/conv/custom_agg_test_conv_level.csv') +custom_agg_user = pd.read_csv('./output/user/custom_agg_test_user_level.csv') +custom_no_agg_conv = pd.read_csv('./output/conv/custom_agg_test_no_agg_conv_level.csv') +custom_no_agg_user = pd.read_csv('./output/user/custom_agg_test_no_agg_user_level.csv') # Import the Feature Dictionary from team_comm_tools.feature_dict import feature_dict +# get the base conversational features +conv_features_base = list(itertools.chain(*[feature_dict[feature]["columns"] for feature in feature_dict.keys() if feature_dict[feature]["level"] == "Conversation"])) + +# this is the dataframe used to get the package aggregations; required for comparison +package_agg_df = pd.read_csv("data/cleaned_data/test_package_aggregation.csv", encoding='utf-8') + def test_path_robustness(): # case 1 was specified without the necessary 'output/', 'chat/', and '.csv' in its path. Ensure it works! try: @@ -234,3 +243,69 @@ def test_empty_vectors_equal(): file.write(f"Empty message vectors / sentence scores are not equal.\n") raise + +def test_custom_aggregation(): + + conv_columns = custom_agg_conv.columns + user_columns = custom_agg_user.columns + + # aggregated columns: cols that are not in the OG data or in conv_features_base + conv_columns_agg = [col for col in conv_columns if col not in ["conversation_num", "message_original", "message_lower_with_punc"] + list(package_agg_df.columns) + conv_features_base] + user_columns_agg = [col for col in user_columns if col not in ["conversation_num", "user_list"] + list(package_agg_df.columns) + conv_features_base] + + # default aggregations (sum_num_words, sum_num_chars, and sum_num_messages) + default_aggs = ["sum_num_words", "sum_num_chars", "sum_num_messages"] + + # conv: for each of [mean, max, min, stdev, median, sum], we should get an aggregation for second_person_lexical_wordcount + agg_funcs = ["mean", "max", "min", "stdev", "median", "sum"] + agg_func_cols = [f"{agg}_second_person_lexical_wordcount" for agg in agg_funcs] + + # user: we should get mean_positive_bert + user_agg_col = ["mean_positive_bert"] + + # conv: for each of [mean, max, min, stdev, median, sum], we should get an aggregation of mean_user_positive_bert + conv_user_agg_func_cols = [f"{agg}_user_mean_positive_bert" for agg in agg_funcs] + + try: + # assert that we have all the aggregations we expect at the conv level + assert(len(set(conv_columns_agg).difference(set(default_aggs+agg_func_cols+conv_user_agg_func_cols)))==0) + + # assert that we have all the aggregations we expect at the user level + assert(len(set(user_columns_agg).difference(set(default_aggs+user_agg_col)))==0) + + except AssertionError: + with open('test.log', 'a') as file: + file.write("\n") + file.write("------TEST FAILED------\n") + file.write(f"Custom aggregated columns are not what we expect.\n") + + raise + +def test_custom_aggregation_turned_off(): + + # we should get only sum_num_words, sum_num_chars, and sum_num_messages in both user and conv + conv_columns = custom_no_agg_conv.columns + user_columns = custom_no_agg_user.columns + + # aggregated columns: cols that are not in the OG data or in conv_features_base + conv_columns_agg = [col for col in conv_columns if col not in ["conversation_num", "message_original", "message_lower_with_punc"] + list(package_agg_df.columns) + conv_features_base] + user_columns_agg = [col for col in user_columns if col not in ["conversation_num", "user_list"] + list(package_agg_df.columns) + conv_features_base] + + # default aggregations (sum_num_words, sum_num_chars, and sum_num_messages) + default_aggs = ["sum_num_words", "sum_num_chars", "sum_num_messages"] + + try: + # assert that we have ONLY the default_aggs at the conv level + assert(len(set(conv_columns_agg).difference(set(default_aggs)))==0) + + # assert that we have ONLY the default_aggs at the user level + assert(len(set(user_columns_agg).difference(set(default_aggs)))==0) + + except AssertionError: + with open('test.log', 'a') as file: + file.write("\n") + file.write("------TEST FAILED------\n") + file.write(f"Default aggregated columns are NOT the only aggregated columns present in the dataframe when aggregations are off.\n") + + raise + \ No newline at end of file diff --git a/website/public/pradnaya.png b/website/public/pradnaya.png new file mode 100644 index 00000000..7da20d68 Binary files /dev/null and b/website/public/pradnaya.png differ diff --git a/website/src/components/pages/Team.js b/website/src/components/pages/Team.js index 91621009..b93fc77f 100644 --- a/website/src/components/pages/Team.js +++ b/website/src/components/pages/Team.js @@ -10,6 +10,10 @@ const current = [ name: 'Priya DCosta', image: `${process.env.PUBLIC_URL}/priya.png` }, + { + name: 'Pradnaya Pathak', + image: `${process.env.PUBLIC_URL}/pradnaya.png` + }, { name: 'Yashveer Singh Sohi', image: `${process.env.PUBLIC_URL}/yashveer.png` @@ -76,17 +80,14 @@ function Team() {
                                            {current.map((member, index) => { let title = 'Undergraduate Student, UPenn'; - if (member.name === 'Evan Rowbotham') { - title = 'Undergraduate Student, FSU'; - } - else if (member.name === 'Gina Chen') { - title = 'Graduate Student, UPenn'; - } - else if (member.name === 'Yuxuan Zhang') { + if (member.name === 'Yuxuan Zhang') { title = 'Data Scientist'; } else if (member.name === 'Priya DCosta') { - title = 'Graduate Student, UPenn'; + title = 'Graduate Alumna, UPenn'; + } + else if (member.name === 'Yashveer Singh Sohi') { + title = 'Graduate Alumnus, UPenn'; } return (
                                            @@ -105,13 +106,15 @@ function Team() { if (member.name === 'Yuluan Cao') { title = 'Graduate Student, UPenn'; } - else if (member.name === 'Yashveer Singh Sohi') { - title = 'Data Scientist'; - } else if (member.name === 'Eric Zhong') { title = 'Undergraduate Student, Cornell'; } - + else if (member.name === 'Evan Rowbotham') { + title = 'Undergraduate Student, NYU'; + } + else if (member.name === 'Gina Chen') { + title = 'Data Scientist'; + } return (
                                            {member.name}

                                            {member.name}

                                            @@ -124,4 +127,4 @@ function Team() { ); } -export default Team; \ No newline at end of file +export default Team;