From 32cb55c42474cce84931bf4f46e813a370bc140c Mon Sep 17 00:00:00 2001 From: Shruti Agarwal <46203852+agshruti12@users.noreply.github.com> Date: Mon, 2 Dec 2024 12:29:56 -0500 Subject: [PATCH] Shruti/time diff tests (#328) * time diff tests * time diff tests addition + bug fixes * fixing time_pairs numeric tests * clean up testing file * change the unit parameter to a featurebuilder default parameter, since it doens't need to be a column if we're only looking at the first entry in the series * remove extra raises in test feature metrics * update docs and restore unit test files * add missing tests lost due to merge conflict * update testing suite to account for NAs * resolve merge conflicts and clean up test file * add new helper files --------- Co-authored-by: Xinlan Emily Hu Co-authored-by: Xinlan Emily Hu --- docs/build/doctrees/environment.pickle | Bin 324236 -> 325656 bytes docs/build/doctrees/examples.doctree | Bin 137166 -> 138057 bytes docs/build/doctrees/feature_builder.doctree | Bin 90730 -> 92913 bytes .../features/temporal_features.doctree | Bin 20189 -> 22179 bytes docs/build/doctrees/index.doctree | Bin 29743 -> 29743 bytes .../calculate_chat_level_features.doctree | Bin 87407 -> 80462 bytes .../doctrees/utils/check_embeddings.doctree | Bin 44856 -> 49397 bytes docs/build/html/_sources/examples.rst.txt | 6 +- docs/build/html/_sources/index.rst.txt | 4 +- docs/build/html/examples.html | 22 +- docs/build/html/feature_builder.html | 19 +- docs/build/html/features/basic_features.html | 6 +- docs/build/html/features/burstiness.html | 6 +- docs/build/html/features/certainty.html | 6 +- .../html/features/discursive_diversity.html | 6 +- docs/build/html/features/fflow.html | 6 +- .../html/features/get_all_DD_features.html | 6 +- .../build/html/features/get_user_network.html | 6 +- docs/build/html/features/hedge.html | 6 +- docs/build/html/features/index.html | 10 +- .../html/features/info_exchange_zscore.html | 6 +- .../html/features/information_diversity.html | 6 +- .../html/features/lexical_features_v2.html | 6 +- .../named_entity_recognition_features.html | 6 +- .../html/features/other_lexical_features.html | 6 +- .../html/features/politeness_features.html | 6 +- docs/build/html/features/politeness_v2.html | 6 +- .../html/features/politeness_v2_helper.html | 6 +- docs/build/html/features/question_num.html | 6 +- docs/build/html/features/readability.html | 6 +- docs/build/html/features/reddit_tags.html | 6 +- .../html/features/temporal_features.html | 12 +- .../features/textblob_sentiment_analysis.html | 6 +- .../html/features/turn_taking_features.html | 6 +- docs/build/html/features/variance_in_DD.html | 6 +- .../within_person_discursive_range.html | 6 +- docs/build/html/features/word_mimicry.html | 6 +- .../html/features_conceptual/TEMPLATE.html | 6 +- .../content_word_accommodation.html | 6 +- .../function_word_accommodation.html | 6 +- .../build/html/features_conceptual/index.html | 6 +- .../features_conceptual/mimicry_bert.html | 6 +- .../features_conceptual/moving_mimicry.html | 6 +- .../named_entity_recognition.html | 6 +- .../features_conceptual/positivity_bert.html | 6 +- .../turn_taking_index.html | 6 +- .../html/features_conceptual/word_ttr.html | 6 +- docs/build/html/genindex.html | 20 +- docs/build/html/index.html | 22 +- docs/build/html/intro.html | 12 +- docs/build/html/objects.inv | Bin 4365 -> 4396 bytes docs/build/html/py-modindex.html | 6 +- docs/build/html/search.html | 6 +- docs/build/html/searchindex.js | 2 +- docs/build/html/utils/assign_chunk_nums.html | 6 +- .../utils/calculate_chat_level_features.html | 8 +- ...calculate_conversation_level_features.html | 6 +- .../utils/calculate_user_level_features.html | 6 +- docs/build/html/utils/check_embeddings.html | 23 +- docs/build/html/utils/gini_coefficient.html | 6 +- docs/build/html/utils/index.html | 10 +- docs/build/html/utils/preload_word_lists.html | 6 +- docs/build/html/utils/preprocess.html | 6 +- docs/build/html/utils/summarize_features.html | 6 +- .../utils/zscore_chats_and_conversation.html | 6 +- docs/source/basics.rst | 51 +- docs/source/examples.rst | 6 +- docs/source/index.rst | 4 +- src/team_comm_tools/feature_builder.py | 8 +- .../features/temporal_features.py | 51 +- .../utils/calculate_chat_level_features.py | 8 +- tests/data/cleaned_data/test_chat_level.csv | 1526 ++++----- tests/data/cleaned_data/test_conv_level.csv | 60 +- .../cleaned_data/test_time_pairs_datetime.csv | 10 + .../cleaned_data/test_time_pairs_numeric.csv | 10 + .../test_time_pairs_numeric_unit.csv | 10 + .../cleaned_data/test_timediff_datetime.csv | 12 + .../cleaned_data/test_timediff_numeric.csv | 10 + .../test_timediff_numeric_unit.csv | 10 + .../generate_liwc_tests.ipynb | 191 +- ...r.ipynb => helper_positivity_zscore.ipynb} | 0 tests/ipython_notebooks/helper_ts.ipynb | 2950 +++++++++++++++++ tests/run_tests.py | 199 +- tests/test_feature_metrics.py | 83 +- 84 files changed, 4507 insertions(+), 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zi=2s%d%Ozi+SSCuA(3geA1=oCisr!t^S=5URY5(xN0Bcq~E)ulg$JbiE;_qdF7kDKLyubx+3BP`BMhLwr{Md)zYaaZTPcPHZ_)7fV-OtrG vwKvo^_6Pd?e9+zKvj_UK=p3J#E)iuWoS6P1F~a0?Gx=*+T&IRdW_H5gDuFdJ diff --git a/docs/build/html/_sources/examples.rst.txt b/docs/build/html/_sources/examples.rst.txt index b7bc948d..8d39f537 100644 --- a/docs/build/html/_sources/examples.rst.txt +++ b/docs/build/html/_sources/examples.rst.txt @@ -8,7 +8,11 @@ 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. 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/examples.html b/docs/build/html/examples.html index f91818c9..f7ce3f08 100644 --- a/docs/build/html/examples.html +++ b/docs/build/html/examples.html @@ -21,8 +21,8 @@ - - + + @@ -47,10 +47,7 @@

Contents:

  • Introduction
    • -
  • The Basics
    • -
  • feature_builder module
    • -
  • Features: Technical Documentation
    • -
  • Features: Conceptual Documentation
    • +
  • The Basics (Get Started Here!)
  • Worked Example @@ -107,7 +107,11 @@

    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.

    @@ -459,8 +463,8 @@

    Feature Column Names

    Feature Documentation

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

    Our Team
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"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, null]], "Contents:": [[61, null]], "Conversation Parameters": [[1, "conversation-parameters"]], "Conversation-Level Features": [[11, "conversation-level-features"], [39, "conversation-level-features"]], "Conversational Repair": [[32, null]], "Customizable Parameters": [[0, "customizable-parameters"]], "Dale-Chall Score": [[33, null]], "Declaring a FeatureBuilder": [[61, "declaring-a-featurebuilder"]], "Demo / Sample Code": [[0, "demo-sample-code"], [1, "demo-sample-code"]], "Discursive Diversity": [[34, null]], "Example:": [[41, "example"]], "FEATURE NAME": [[29, null]], "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, null]], "Features: Technical Documentation": [[11, null]], "Forward Flow": [[35, null]], "Function Word Accommodation": [[36, null]], "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, null]], "Hedge": [[38, null]], "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, 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54], "yet": 48, "ylatau": 12, "you": [0, 1, 2, 11, 24, 29, 31, 36, 37, 43, 47, 50, 59, 61, 62, 69], "your": [0, 29, 31, 32, 36, 37, 50, 59, 61, 62], "yourself": [31, 36, 50], "yuluan": 62, "yup": [31, 36], "yuxuan": 62, "z": [12, 39, 49, 51, 64, 73], "zero": [13, 52], "zhang": 62, "zheng": 62, "zhong": 62, "zhou": 62, "zscore": 41, "zscore_chat": 41, "zscore_chats_and_convers": 69, "zscore_convers": 41, "\u00bc": 47, "\u03c4": 55}, "titles": ["The Basics (Get Started Here!)", "Worked Example", "feature_builder module", "basic_features module", "burstiness module", "certainty module", "discursive_diversity module", "fflow module", "get_all_DD_features module", "get_user_network module", "hedge module", "Features: Technical Documentation", "info_exchange_zscore module", "information_diversity module", "lexical_features_v2 module", "named_entity_recognition_features module", "other_lexical_features module", "politeness_features module", "politeness_v2 module", "politeness_v2_helper module", "question_num module", "readability module", "reddit_tags module", "temporal_features module", "textblob_sentiment_analysis module", "turn_taking_features module", "variance_in_DD module", "within_person_discursive_range module", "word_mimicry module", "FEATURE NAME", "Certainty", "Content Word Accommodation", "Conversational Repair", "Dale-Chall Score", "Discursive Diversity", "Forward Flow", "Function Word Accommodation", "Gini Coefficient", "Hedge", "Features: Conceptual Documentation", "Information Diversity", "Information Exchange", "Linguistic Inquiry and Word Count (LIWC) and Other Lexicons", "Message Length", "Message Quantity", "Mimicry (BERT)", "Moving Mimicry", "Named Entity Recognition", "Online Discussion Tags", "Politeness/Receptiveness Markers", "Politeness Strategies", "Sentiment (RoBERTa)", "Positivity Z-Score", "Proportion of First Person Pronouns", "Question (Naive)", "Team Burstiness", "Textblob Polarity", "Textblob Subjectivity", "Time Difference", "Turn 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"chall": 33, "chat": [11, 39], "check_embed": 67, "citat": [29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60], "class": 69, "code": [0, 1], "coeffici": 37, "column": [1, 61], "commun": 61, "conceptu": 39, "configur": 1, "consider": 1, "content": [31, 61], "convers": [1, 11, 32, 39, 62, 69], "count": [42, 59], "customiz": 0, "dale": 33, "data": 1, "declar": 61, "demo": [0, 1], "detail": 1, "differ": 58, "directori": 1, "discurs": 34, "discursive_divers": 6, "discuss": 48, "divers": [34, 40], "document": [11, 39, 62], "driver": 69, "entiti": 47, "environ": [1, 61], "exampl": [1, 41, 47], "exchang": 41, "featur": [1, 11, 29, 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, 69], "feature_build": 2, "featurebuild": [1, 61, 62], "fflow": 7, "file": [1, 30, 34, 35, 45, 46, 47, 51], "first": 53, "flow": 35, "forward": 35, "function": [0, 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44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 62, 69], "lexical_features_v2": 14, "lexicon": 42, "light": 0, "linguist": 42, "liwc": 42, "marker": 49, "messag": [43, 44], "mimicri": [45, 46], "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, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73], "motiv": 62, "move": 46, "naiv": 54, "name": [1, 29, 47, 61], "named_entity_recognition_featur": 15, "note": [29, 30, 31, 33, 34, 35, 36, 38, 40, 41, 43, 44, 45, 46, 47, 48, 49, 50, 51, 53, 55, 56, 57, 58, 59], "onlin": 48, "other": [42, 69], "other_lexical_featur": 16, "ouput": 34, "our": 62, "output": [1, 30, 35, 45, 46, 47, 51], "packag": [0, 1, 61], "paramet": [0, 1], "person": 53, "pip": [1, 61], "polar": 56, "polit": [49, 50], "politeness_featur": 17, "politeness_v2": 18, "politeness_v2_help": 19, "posit": 52, "preload_word_list": 70, "preprocess": 71, "pronoun": 53, "proport": 53, "quantiti": 44, "question": 54, "question_num": 20, "ratio": 60, "readabl": 21, "recept": 49, "recognit": 47, "recommend": [1, 61], "reddit_tag": 22, "relat": [29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60], "repair": 32, "roberta": 51, "run": 1, "sampl": [0, 1], "score": [33, 41, 52], "sentiment": 51, "speaker": [11, 59, 62, 69], "start": [0, 1, 61, 62], "strategi": 50, "subject": 57, "summarize_featur": 72, "tabl": 61, "tag": 48, "take": 59, "team": [55, 61, 62], "technic": 11, "temporal_featur": 23, "textblob": [56, 57], "textblob_sentiment_analysi": 24, "time": 58, "token": 60, "toolkit": 61, "touch": 0, "train": 47, "troubleshoot": [1, 61], "turn": [1, 59], "turn_taking_featur": 25, "type": 60, "us": 61, "user": 11, "util": 69, "utter": [11, 39, 62, 69], "variance_in_dd": 26, "vector": 1, "virtual": [1, 61], "walkthrough": 1, "within_person_discursive_rang": 27, "word": [31, 36, 42, 60], "word_mimicri": 28, "work": 1, "your": 1, "z": [41, 52], "zscore_chats_and_convers": 73}}) \ 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:

    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..ab982aaa 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
                            diff --git a/docs/build/html/utils/summarize_features.html b/docs/build/html/utils/summarize_features.html index d3334c35..e4d8f4dd 100644 --- a/docs/build/html/utils/summarize_features.html +++ b/docs/build/html/utils/summarize_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
                              • Other Utilities
                                  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..1a071480 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. **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)``. -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. +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. -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. +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 +75,21 @@ 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." +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. +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`). +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. +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. \ No newline at end of file +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 diff --git a/docs/source/examples.rst b/docs/source/examples.rst index b7bc948d..8d39f537 100644 --- a/docs/source/examples.rst +++ b/docs/source/examples.rst @@ -8,7 +8,11 @@ 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. 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/src/team_comm_tools/feature_builder.py b/src/team_comm_tools/feature_builder.py index bd600064..b80d4837 100644 --- a/src/team_comm_tools/feature_builder.py +++ b/src/team_comm_tools/feature_builder.py @@ -66,6 +66,9 @@ class FeatureBuilder: :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 timestamp_unit: A string representing the unit of the timestamp (if the timestamp is numeric). Default to the unit '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, 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. :type grouping_keys: list, optional @@ -111,6 +114,7 @@ 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, @@ -213,6 +217,7 @@ 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, @@ -564,7 +569,8 @@ 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 ) # Calling the driver inside this class to create the features. self.chat_data = chat_feature_builder.calculate_chat_level_features(self.feature_methods_chat) 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/utils/calculate_chat_level_features.py b/src/team_comm_tools/utils/calculate_chat_level_features.py index 3aa73645..77afcbe0 100644 --- a/src/team_comm_tools/utils/calculate_chat_level_features.py +++ b/src/team_comm_tools/utils/calculate_chat_level_features.py @@ -51,7 +51,8 @@ def __init__( ner_cutoff: int, conversation_id_col: str, message_col: str, - timestamp_col: str | tuple[str, str] + timestamp_col: str | tuple[str, str], + timestamp_unit = str ) -> None: self.chat_data = chat_data @@ -61,6 +62,7 @@ def __init__( 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 # load easy Dale-Chall words exactly once. self.easy_dale_chall_words = get_dale_chall_easy_words() @@ -341,12 +343,12 @@ def get_temporal_features(self) -> 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, 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, timestamp_start, timestamp_end, self.conversation_id_col, self.timestamp_unit) def calculate_politeness_sentiment(self) -> None: """ diff --git a/tests/data/cleaned_data/test_chat_level.csv b/tests/data/cleaned_data/test_chat_level.csv index 7eb5525e..f1efa901 100644 --- a/tests/data/cleaned_data/test_chat_level.csv +++ b/tests/data/cleaned_data/test_chat_level.csv @@ -1,764 +1,764 @@ -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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Why is this,num_question_naive,2 -0,0,Who what when where why is this,num_question_naive,1 -0,0,Who is this?,num_question_naive,1 -A,1,able am are,function_word_accommodation,0 -A,2,able am are hello,function_word_accommodation,3 -A,3,able am hello,function_word_accommodation,2 -A,2,able get got,function_word_accommodation,1 -A,5,get,function_word_accommodation,1 -B,1,able am are,content_word_accommodation,0 -B,2,able am are hello,content_word_accommodation,0 -B,3,able am hello yoyo,content_word_accommodation_per_conv,0.3333333 -B,2,hello yoyo,content_word_accommodation_per_conv,0.8333333 -C,1,i i i,first_pronouns_proportion,1 -C,2,i i taco taco,first_pronouns_proportion,0.5 -C,3,.,first_pronouns_proportion,0 -D,1,I went to the store,info_exchange_zscore_conversation,0 -D,2,Bought some groceries for dinner,info_exchange_zscore_conversation,1.2247 -D,3,It's raining today,info_exchange_zscore_conversation,-1.2247 -E,1,I sort of like this,hedge_naive,1 -E,2,I guess this is a little awesome,hedge_naive,1 -E,3,It's raining today,hedge_naive,0 -F,1,what??,NTRI,1 -F,3,sorry excuse me what's your name again?,NTRI,1 -F,1,huh?,NTRI,1 -F,3,pardon?,NTRI,1 -F,3,pardon,NTRI,0 -F,3,say what again?,NTRI,1 -F,3,say again?,NTRI,1 -F,3,say again,NTRI,1 -F,3,what's that?,NTRI,1 -F,3,what is that,NTRI,1 -F,2,this is not funny,NTRI,0 -G,1,what is going on,word_TTR,1 -G,3,what what,word_TTR,0.5 -G,2,what what is that,word_TTR,0.75 -H,1,fantastic difficulty,dale_chall_score,19.5257 -H,3,discover direction different,dale_chall_score,0.1488 -H,3,trying quote random,dale_chall_score,0.1488 -H,3,erase eraser errand every even dig dim dime dine computer,dale_chall_score,5.7115 -H,2,even this is magnificent!,dale_chall_score,7.7824 -H,4,even this is magnificent! even this is magnificent!,dale_chall_score,7.7824 -H,1,fantastic difficulty,dale_chall_classification,difficult -H,3,trying quote random,dale_chall_classification,easy -H,3,erase eraser errand every even dig dim dime dine computer,dale_chall_classification,medium -H,3,discover direction different,dale_chall_classification,easy -H,4,even this is magnificent! even this is magnificent!,dale_chall_classification,difficult -I,1,I am enjoying the weather today!,positivity_zscore_conversation,0.855868 -I,2,Likewise it's beautiful.,positivity_zscore_conversation,0.8156 -I,3,I'm not a fan of the rain.,positivity_zscore_conversation,-1.2577 -I,1,I think it's enchanting.,positivity_zscore_conversation,0.7766 -I,3,Agree to disagree.,positivity_zscore_conversation,-1.19044 -J,1,This conversation is more neutral.,positivity_zscore_conversation,-0.002217 -J,2,How are you doing?,positivity_zscore_conversation,-0.443621 -J,3,I am mainly studying today.,positivity_zscore_conversation,-0.704912 -J,1,Anything fun planned?,positivity_zscore_conversation,1.925224 -J,3,Mostly a trip to the library.,positivity_zscore_conversation,-0.774473 -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, -K,1,This is the same text.,positivity_zscore_conversation, +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_conv_level.csv b/tests/data/cleaned_data/test_conv_level.csv index d66dfa24..cf5ea0c5 100644 --- a/tests/data/cleaned_data/test_conv_level.csv +++ b/tests/data/cleaned_data/test_conv_level.csv @@ -52,33 +52,33 @@ A, Mary,2020-04-20T18:31:00.125Z, I agree it's also important to take breaks and 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 -B, B,, this is four words,gini_coefficient_sum_num_words,0 -B, B,, what about this also,gini_coefficient_sum_num_words,0 -B, B,, i think it is,gini_coefficient_sum_num_words,0 -B, A,, just some random words,gini_coefficient_sum_num_words,0 -B, A,, hello hello hello hello,gini_coefficient_sum_num_words,0 -B, A,, what is up ok,gini_coefficient_sum_num_words,0 -C, A,, this is same character count,gini_coefficient_sum_num_chars,0 -C, A,, this is same character count,gini_coefficient_sum_num_chars,0 -C, A,, this is same character count,gini_coefficient_sum_num_chars,0 -C, X,, this is same character count,gini_coefficient_sum_num_chars,0 -C, X,, this is same character count,gini_coefficient_sum_num_chars,0 -C, X,, this is same character count,gini_coefficient_sum_num_chars,0 -D, A,, this is same message count,gini_coefficient_sum_num_messages,0 -D, B,, this is same message count,gini_coefficient_sum_num_messages,0 -D, C,, this is same message count,gini_coefficient_sum_num_messages,0 -D, D,, this is same message count,gini_coefficient_sum_num_messages,0 -D, E,, this is same message count,gini_coefficient_sum_num_messages,0 -D, F,, this is same message count,gini_coefficient_sum_num_messages,0 -E, A,, i think im the only speaker in this conversation,gini_coefficient_sum_num_words,0.5 -E, A,, yeah i think we're trying to get the gini high,gini_coefficient_sum_num_words,0.5 -E, A,, ill just keep talking!,gini_coefficient_sum_num_words,0.5 -E, X,,,gini_coefficient_sum_num_words,0.5 -E, X,,,gini_coefficient_sum_num_words,0.5 -E, X,,,gini_coefficient_sum_num_words,0.5 -F, A,, i think im the only speaker in this conversation,gini_coefficient_sum_num_chars,0.75 -F, A,, yeah i think we're trying to get the gini high,gini_coefficient_sum_num_chars,0.75 -F, A,, ill just keep talking!,gini_coefficient_sum_num_ chars,0.75 -F, X,,,gini_coefficient_sum_num_chars,0.75 -F, Y,,,gini_coefficient_sum_num_chars,0.75 -F, Z,,,gini_coefficient_sum_num_chars,0.75 \ No newline at end of file +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_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 e140a992..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":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":16,"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"," \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","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","with open(function_words_path, encoding=\"mac_roman\") as lexicons:\n"," # if filename.startswith(\".\"):\n"," # continue\n"," wordlist = lexicons.read().splitlines()\n"," print(wordlist)\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], \"hello.txt\")\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} +{ + "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.ipynb b/tests/ipython_notebooks/helper_positivity_zscore.ipynb similarity index 100% rename from tests/ipython_notebooks/helper.ipynb rename to tests/ipython_notebooks/helper_positivity_zscore.ipynb 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 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'./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/run_tests.py b/tests/run_tests.py index c15eaaba..1391acd0 100644 --- a/tests/run_tests.py +++ b/tests/run_tests.py @@ -28,12 +28,17 @@ 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/", @@ -47,10 +52,125 @@ "Discursive Diversity" ], turns = False, - regenerate_vectors = True + 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/", @@ -58,11 +178,11 @@ 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" - ], + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], turns = False, regenerate_vectors = True ) @@ -75,11 +195,11 @@ 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" - ], + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], turns = False, regenerate_vectors = True ) @@ -92,13 +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" - ], + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], turns = False, - regenerate_vectors = True + regenerate_vectors = True, + timestamp_col="timestamp" ) testing_conv.featurize() @@ -110,11 +231,11 @@ 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" - ], + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], turns = False, regenerate_vectors = True ) @@ -128,11 +249,11 @@ 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" - ], + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], turns = False, regenerate_vectors = True ) @@ -146,11 +267,11 @@ 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" - ], + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], turns = False, regenerate_vectors = True ) @@ -163,11 +284,11 @@ 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" - ], + "(BERT) Mimicry", + "Moving Mimicry", + "Forward Flow", + "Discursive Diversity" + ], turns = False, regenerate_vectors = True ) diff --git a/tests/test_feature_metrics.py b/tests/test_feature_metrics.py index 4a233dc6..53a9e7c9 100644 --- a/tests/test_feature_metrics.py +++ b/tests/test_feature_metrics.py @@ -7,9 +7,16 @@ import itertools 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_chat_df = pd.concat([test_chat_df, test_info_exchange_zscore_df, test_pos], axis=0) + 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") @@ -18,6 +25,7 @@ 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 @@ -29,35 +37,32 @@ num_features_chat = len(list(itertools.chain(*chat_features))) num_features_conv = len(list(itertools.chain(*conversation_features))) - -num_tested_chat = test_chat_df['expected_column'].nunique( -) + test_chat_complex_df['feature'].nunique() + test_forward_flow_df['feature'].nunique() -test_chat = test_chat_df['expected_column'] + \ - test_chat_complex_df['feature'] + test_forward_flow_df['feature'] -tested_chat = set(test_chat.tolist()) - - +# 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() +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 +# ---- MAIN TESTS ------ +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'] -@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'] + # 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} - # 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: if (pd.isnull(actual) and pd.isnull(expected)): assert True @@ -67,7 +72,6 @@ def test_chat_unit_equality(row): 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") @@ -77,11 +81,9 @@ def test_chat_unit_equality(row): 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 -test_ner = pd.read_csv('./output/chat/test_named_entity_chat_level.csv') tested_features['Named Entity Recognition'] = {'passed': 0, 'failed': 0} - - @pytest.mark.parametrize("row", test_ner.iterrows()) def test_named_entity_recognition(row): @@ -131,7 +133,7 @@ def test_named_entity_recognition(row): 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')) @@ -165,14 +167,9 @@ def test_conv_unit_equality(conversation_num, conversation_rows): file.write(f"Expected value: {expected_out}\n") file.write(f"Actual value: {actual_out}\n") + 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()) @@ -180,7 +177,6 @@ def get_batches(dataframe, batch_size=3): batches.append(rows[i:i + batch_size]) return batches - def get_conversation_batches(dataframe, batch_size=3): # group by conversation_num and get the last row from the group last_rows = dataframe.groupby('conversation_num').tail(1) @@ -193,11 +189,7 @@ def get_conversation_batches(dataframe, batch_size=3): 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: @@ -236,14 +228,13 @@ def test_chat_complex(batch): 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( +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", batches) +@pytest.mark.parametrize("batch", conversation_complex_batches) def test_conv_complex(batch): feature = batch[0][1]['feature'] if feature not in tested_features: @@ -290,13 +281,9 @@ def test_conv_complex(batch): 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 - - -batches = get_conversation_batches(test_forward_flow_df, batch_size=3) - + # we don't raise an AssertionError here because it's not a perfect feature -@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