{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"Experiments for paper “Not all models explain the same”: Measuring Interpretive Multiplicity between Black Box Predictors by Adigun-Hameed & Binns\n# Imports ","metadata":{"id":"jkubsRABvMCA"}},{"cell_type":"code","source":"# Import libraries\nimport scipy.stats\nimport numpy as np\nimport pandas as pd\nimport random\nrandom.seed(777)\n\nimport seaborn as sns\n\n\nimport shap\n\nimport string\nimport re\n\nfrom wordcloud import STOPWORDS\nimport category_encoders as ce\nfrom sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.pipeline import Pipeline\nfrom sklearn.preprocessing import MinMaxScaler\n\nfrom sklearn.metrics import f1_score, roc_auc_score\nfrom sklearn.model_selection import cross_val_score, ShuffleSplit\nfrom sklearn.feature_selection import RFECV\n","metadata":{"id":"AGFEAgsCvMCD","outputId":"d163c610-0244-4257-d12f-e9fac28117f9","execution":{"iopub.status.busy":"2022-08-13T08:47:51.137150Z","iopub.execute_input":"2022-08-13T08:47:51.137712Z","iopub.status.idle":"2022-08-13T08:47:54.118436Z","shell.execute_reply.started":"2022-08-13T08:47:51.137594Z","shell.execute_reply":"2022-08-13T08:47:54.117364Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#find out versions\nimport pkg_resources\nimport types\ndef get_imports():\n    for name, val in globals().items():\n        if isinstance(val, types.ModuleType):\n            # Split ensures you get root package, \n            # not just imported function\n            name = val.__name__.split(\".\")[0]\n\n        elif isinstance(val, type):\n            name = val.__module__.split(\".\")[0]\n\n        # Some packages are weird and have different\n        # imported names vs. system names\n        if name == \"PIL\":\n            name = \"Pillow\"\n        elif name == \"sklearn\":\n            name = \"scikit-learn\"\n\n        yield name\nimports = list(set(get_imports()))\n\nrequirements = []\nfor m in pkg_resources.working_set:\n    if m.project_name in imports and m.project_name!=\"pip\":\n        requirements.append((m.project_name, m.version))\n\nfor r in requirements:\n    print(\"{}=={}\".format(*r))","metadata":{"id":"JuJIVusjvMCE","outputId":"8bd1e5a0-4b1c-42a3-dd4f-5820e9892493","execution":{"iopub.status.busy":"2022-08-13T08:47:54.120265Z","iopub.execute_input":"2022-08-13T08:47:54.120780Z","iopub.status.idle":"2022-08-13T08:47:54.133536Z","shell.execute_reply.started":"2022-08-13T08:47:54.120742Z","shell.execute_reply":"2022-08-13T08:47:54.132670Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"raw_train = pd.read_csv(\"/kaggle/input/nlp-getting-started/train.csv\")\nraw_test = pd.read_csv(\"/kaggle/input/nlp-getting-started/test.csv\")","metadata":{"execution":{"iopub.status.busy":"2022-08-11T17:09:40.933589Z","iopub.execute_input":"2022-08-11T17:09:40.934260Z","iopub.status.idle":"2022-08-11T17:09:41.022136Z","shell.execute_reply.started":"2022-08-11T17:09:40.934205Z","shell.execute_reply":"2022-08-11T17:09:41.021276Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"raw_test.shape\n# raw_test.head()","metadata":{"id":"333Mbun7vMCG","outputId":"918f6d3b-f46b-48fe-ec7e-4726e2902888","execution":{"iopub.status.busy":"2022-08-11T17:09:41.023789Z","iopub.execute_input":"2022-08-11T17:09:41.024345Z","iopub.status.idle":"2022-08-11T17:09:41.033068Z","shell.execute_reply.started":"2022-08-11T17:09:41.024309Z","shell.execute_reply":"2022-08-11T17:09:41.032243Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Data Pre-processing","metadata":{"id":"BNlENquXEOMK"}},{"cell_type":"code","source":"def clean_loc(x,top_loc):\n    if x == 'None':\n        return 'None'\n    elif x == 'Earth' or x =='Worldwide' or x == 'Everywhere':\n        return 'World'\n    elif 'New York' in x or 'NYC' in x:\n        return 'New York'    \n    elif 'London' in x:\n        return 'London'\n    elif 'Mumbai' in x:\n        return 'Mumbai'\n    elif 'Washington' in x and 'D' in x and 'C' in x:\n        return 'Washington DC'\n    elif 'San Francisco' in x:\n        return 'San Francisco'\n    elif 'Los Angeles' in x:\n        return 'Los Angeles'\n    elif 'Seattle' in x:\n        return 'Seattle'\n    elif 'Chicago' in x:\n        return 'Chicago'\n    elif 'Toronto' in x:\n        return 'Toronto'\n    elif 'Sacramento' in x:\n        return 'Sacramento'\n    elif 'Atlanta' in x:\n        return 'Atlanta'\n    elif 'California' in x:\n        return 'California'\n    elif 'Florida' in x:\n        return 'Florida'\n    elif 'Texas' in x:\n        return 'Texas'\n    elif 'United States' in x or 'USA' in x:\n        return 'USA'\n    elif 'United Kingdom' in x or 'UK' in x or 'Britain' in x:\n        return 'UK'\n    elif 'Canada' in x:\n        return 'Canada'\n    elif 'India' in x:\n        return 'India'\n    elif 'Kenya' in x:\n        return 'Kenya'\n    elif 'Nigeria' in x:\n        return 'Nigeria'\n    elif 'Australia' in x:\n        return 'Australia'\n    elif 'Indonesia' in x:\n        return 'Indonesia'\n    elif x in top_loc:\n        return x\n    else: return 'Others'","metadata":{"id":"35wk1GCYvMCH","execution":{"iopub.status.busy":"2022-08-11T17:09:41.034608Z","iopub.execute_input":"2022-08-11T17:09:41.035443Z","iopub.status.idle":"2022-08-11T17:09:41.046020Z","shell.execute_reply.started":"2022-08-11T17:09:41.035406Z","shell.execute_reply":"2022-08-11T17:09:41.045347Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def find_hashtags(tweet):\n    return \" \".join([match.group(0)[1:] for match in re.finditer(r\"#\\w+\", tweet)]) or 'no'\n\ndef find_mentions(tweet):\n    return \" \".join([match.group(0)[1:] for match in re.finditer(r\"@\\w+\", tweet)]) or 'no'\n\ndef find_links(tweet):\n    return \" \".join([match.group(0)[:] for match in re.finditer(r\"https?://\\S+\", tweet)]) or 'no'\n\ndef clean_text(text):\n    text = re.sub(r'https?://\\S+', '', text) # Remove link\n    text = re.sub(r'\\n',' ', text) # Remove line breaks\n    text = re.sub('\\s+', ' ', text).strip() # Remove leading, trailing, and extra spaces\n    return text\n\ndef process_text(df):\n    df['text_clean'] = df['text'].apply(lambda x: clean_text(x))\n    df['hashtags'] = df['text'].apply(lambda x: find_hashtags(x))\n    df['mentions'] = df['text'].apply(lambda x: find_mentions(x))\n    df['links'] = df['text'].apply(lambda x: find_links(x))\n    # df['hashtags'].fillna(value='no', inplace=True)\n    # df['mentions'].fillna(value='no', inplace=True)\n    return df\n\ndef create_stat(df):\n    # Tweet length\n    df['text_len'] = df['text_clean'].apply(len)\n    # Word count\n    df['word_count'] = df[\"text_clean\"].apply(lambda x: len(str(x).split()))\n    # Stopword count\n    df['stop_word_count'] = df['text_clean'].apply(lambda x: len([w for w in str(x).lower().split() if w in STOPWORDS]))\n    # Punctuation count\n    df['punctuation_count'] = df['text_clean'].apply(lambda x: len([c for c in str(x) if c in string.punctuation]))\n    # Count of hashtags (#)\n    df['hashtag_count'] = df['hashtags'].apply(lambda x: len(str(x).split()))\n    # Count of mentions (@)\n    df['mention_count'] = df['mentions'].apply(lambda x: len(str(x).split()))\n    # Count of links\n    df['link_count'] = df['links'].apply(lambda x: len(str(x).split()))\n    # Count of uppercase letters\n    df['caps_count'] = df['text_clean'].apply(lambda x: sum(1 for c in str(x) if c.isupper()))\n    # Ratio of uppercase letters\n    df['caps_ratio'] = df['caps_count'] / df['text_len']\n    return df\n\ndef count_vectorize(vectorizer,feature, data, fit_trans = True):\n    feat_vec = vectorizer.fit_transform(data[feature]) if fit_trans else vectorizer.transform(data[feature])\n    X_train_feat = pd.DataFrame(feat_vec.toarray(), columns=vectorizer.get_feature_names())\n    return X_train_feat\n","metadata":{"id":"kgdu3ru0vMCI","execution":{"iopub.status.busy":"2022-08-11T17:09:41.047502Z","iopub.execute_input":"2022-08-11T17:09:41.047995Z","iopub.status.idle":"2022-08-11T17:09:41.066363Z","shell.execute_reply.started":"2022-08-11T17:09:41.047962Z","shell.execute_reply":"2022-08-11T17:09:41.065370Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def prep_data(data,test):\n    data = data.drop_duplicates().reset_index(drop=True)\n    for col in ['keyword','location']:\n        data[col] = data[col].fillna('None')\n        test[col] = test[col].fillna('None')\n    raw_loc = data.location.value_counts()\n    top_loc = list(raw_loc[raw_loc>=10].index)\n    data['location_clean'] = data['location'].apply(lambda x: clean_loc(str(x),top_loc))\n    test['location_clean'] = test['location'].apply(lambda x: clean_loc(str(x),top_loc))\n    \n    data = process_text(data)\n    test = process_text(test)\n    data = create_stat(data)\n    test = create_stat(test)\n    \n    features = ['keyword', 'location_clean']\n    encoder = ce.TargetEncoder(cols=features)\n    encoder.fit(data[features],data['target'])\n    data = data.join(encoder.transform(data[features]).add_suffix('_target'))\n    test = test.join(encoder.transform(test[features]).add_suffix('_target'))    \n    vec_links = CountVectorizer(min_df = 5, analyzer = 'word', token_pattern = r'https?://\\S+') # Only include those >=5 occurrences\n    X_data_link = count_vectorize(vec_links,'links',data)\n    X_test_link = count_vectorize(vec_links,'links',test, fit_trans =False)\n    \n    vec_men = CountVectorizer(min_df = 5)\n    X_data_men = count_vectorize(vec_men,'mentions',data)\n    X_test_men = count_vectorize(vec_men,'mentions',test, fit_trans =False)\n\n    vec_hash = CountVectorizer(min_df = 5)\n    X_data_hash= count_vectorize(vec_hash,'hashtags',data)\n    X_test_hash= count_vectorize(vec_hash,'hashtags',test, fit_trans =False)\n    vec_text = TfidfVectorizer(min_df = 10, ngram_range = (1,2), stop_words='english') \n    # Only include >=10 occurrences\n    # Have unigrams and bigrams\n    X_data_text =count_vectorize(vec_text,'text_clean',data)\n    X_test_text =count_vectorize(vec_text,'text_clean',test, fit_trans =False)\n\n    # Joining the dataframes together\n    data = data.join(X_data_link, rsuffix='_link')\n    data = data.join(X_data_men, rsuffix='_mention')\n    data = data.join(X_data_hash, rsuffix='_hashtag')\n    data = data.join(X_data_text, rsuffix='_text')\n    \n    test = test.join(X_test_link, rsuffix='_link')\n    test = test.join(X_test_men, rsuffix='_mention')\n    test = test.join(X_test_hash, rsuffix='_hashtag')\n    test = test.join(X_test_text, rsuffix='_text')\n    \n    features_to_drop = ['id', 'keyword','location','text','location_clean','text_clean', 'hashtags', 'mentions','links']\n    data = data.dropna()\n    X = data.drop(columns = features_to_drop + ['target'])\n    X_test = test.drop(columns = features_to_drop)\n    y = data.target\n    return X, y, X_test","metadata":{"id":"fooFNRnkvMCL","execution":{"iopub.status.busy":"2022-08-11T17:09:41.067839Z","iopub.execute_input":"2022-08-11T17:09:41.068406Z","iopub.status.idle":"2022-08-11T17:09:41.088440Z","shell.execute_reply.started":"2022-08-11T17:09:41.068360Z","shell.execute_reply":"2022-08-11T17:09:41.087456Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Models and performance\n\nThe models were submitted to the competition and had the following scores\n![test scores image compressed.png](attachment:3a3da440-5cfe-479b-8ce2-fa572c2c5c57.png)","metadata":{"id":"MRZ10XXavMCM"},"attachments":{"3a3da440-5cfe-479b-8ce2-fa572c2c5c57.png":{"image/png":"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"}}},{"cell_type":"code","source":"def lr_model(X_train, y_train, penalty='l2',C=1.0):\n    scaler = MinMaxScaler()\n    lr = LogisticRegression(solver='liblinear', random_state=777, penalty=penalty, C=C) \n    pipeline = Pipeline([('scale',scaler), ('lr', lr),])\n    pipeline.fit(X_train, y_train)\n    return pipeline","metadata":{"id":"5ElTe7wuvMCN","execution":{"iopub.status.busy":"2022-08-11T17:09:41.090106Z","iopub.execute_input":"2022-08-11T17:09:41.090503Z","iopub.status.idle":"2022-08-11T17:09:41.107655Z","shell.execute_reply.started":"2022-08-11T17:09:41.090467Z","shell.execute_reply":"2022-08-11T17:09:41.106652Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_train,y_train,X_test = prep_data(raw_train,raw_test)","metadata":{"id":"BQJQT8jwvMCO","outputId":"c4551a70-3b76-4ce5-ad3b-09db082c503a","execution":{"iopub.status.busy":"2022-08-11T17:09:41.109054Z","iopub.execute_input":"2022-08-11T17:09:41.109495Z","iopub.status.idle":"2022-08-11T17:09:43.162065Z","shell.execute_reply.started":"2022-08-11T17:09:41.109459Z","shell.execute_reply":"2022-08-11T17:09:43.161279Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_train.shape, X_test.shape, y_train.shape","metadata":{"id":"KK6I8MWevMCO","outputId":"629c4640-3dd5-44d5-d5e7-db23b39fcde4","execution":{"iopub.status.busy":"2022-08-11T17:09:43.164665Z","iopub.execute_input":"2022-08-11T17:09:43.165112Z","iopub.status.idle":"2022-08-11T17:09:43.170840Z","shell.execute_reply.started":"2022-08-11T17:09:43.165054Z","shell.execute_reply":"2022-08-11T17:09:43.170249Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"all(X_train.columns == X_test.columns)","metadata":{"id":"vhWTMhIhvMCP","outputId":"03398fd6-e636-4d36-b152-394af77005e2","execution":{"iopub.status.busy":"2022-08-11T17:09:43.171790Z","iopub.execute_input":"2022-08-11T17:09:43.172449Z","iopub.status.idle":"2022-08-11T17:09:43.188459Z","shell.execute_reply.started":"2022-08-11T17:09:43.172416Z","shell.execute_reply":"2022-08-11T17:09:43.187413Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!git clone https://github.com/mitramir55/Kaggle_NLP_competition.git\nperfection = pd.read_csv('Kaggle_NLP_competition/perfect_submission.csv')","metadata":{"id":"TEahqFHcHalT","outputId":"785594d6-f945-4241-a590-f4cf259da46f","execution":{"iopub.status.busy":"2022-08-11T17:09:43.189910Z","iopub.execute_input":"2022-08-11T17:09:43.190833Z","iopub.status.idle":"2022-08-11T17:09:48.880815Z","shell.execute_reply.started":"2022-08-11T17:09:43.190796Z","shell.execute_reply":"2022-08-11T17:09:48.879640Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"lr_l2_c100 = lr_model(X_train,y_train, C=100)\nlr_l2_c10 = lr_model(X_train,y_train, C=10)\nlr_l1_c100 = lr_model(X_train,y_train, penalty='l1', C=100)\nlr_l1_c10 = lr_model(X_train,y_train, penalty='l1', C=10)\n\nlr_models = [lr_l2_c100,lr_l2_c10,lr_l1_c100,lr_l1_c10]","metadata":{"id":"4cc0AG-avMCP","execution":{"iopub.status.busy":"2022-08-11T17:09:48.882508Z","iopub.execute_input":"2022-08-11T17:09:48.882803Z","iopub.status.idle":"2022-08-11T17:09:53.344439Z","shell.execute_reply.started":"2022-08-11T17:09:48.882769Z","shell.execute_reply":"2022-08-11T17:09:53.343491Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for model in lr_models:\n    print(model)\n    print('Train f-1 score: %.4f' % f1_score(y_train, model.predict(X_train)))\n    print('Test f-1 score: %.4f' % f1_score(perfection.target, model.predict(X_test)))\n    print(\"\")","metadata":{"id":"zSMo7MfdvMCP","outputId":"9ca21830-3b02-43a2-cd43-11f895824548","execution":{"iopub.status.busy":"2022-08-11T17:09:53.345735Z","iopub.execute_input":"2022-08-11T17:09:53.345963Z","iopub.status.idle":"2022-08-11T17:09:54.680542Z","shell.execute_reply.started":"2022-08-11T17:09:53.345935Z","shell.execute_reply":"2022-08-11T17:09:54.679214Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# The generalisation hypothesis","metadata":{"id":"9mwc8FpHvMCY"}},{"cell_type":"code","source":"raw_add_on = pd.read_csv(\"/kaggle/input/disaster-tweets/tweets.csv\")","metadata":{"id":"yqvOTelCvMCY","execution":{"iopub.status.busy":"2022-08-11T17:09:54.687562Z","iopub.execute_input":"2022-08-11T17:09:54.688472Z","iopub.status.idle":"2022-08-11T17:09:54.796071Z","shell.execute_reply.started":"2022-08-11T17:09:54.688404Z","shell.execute_reply":"2022-08-11T17:09:54.795361Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_add_on = raw_add_on.pop(\"target\")\n_,_,X_add_on = prep_data(raw_train,raw_add_on)","metadata":{"id":"TimdPplTvMCY","outputId":"b40acd93-dbdb-405c-d868-bac437acb109","execution":{"iopub.status.busy":"2022-08-11T17:09:54.798369Z","iopub.execute_input":"2022-08-11T17:09:54.798718Z","iopub.status.idle":"2022-08-11T17:09:57.711988Z","shell.execute_reply.started":"2022-08-11T17:09:54.798674Z","shell.execute_reply":"2022-08-11T17:09:57.711220Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X_add_on[\"target\"] = y_add_on\nX_add_on.dropna(inplace=True)\ny_add_on = X_add_on.target\nX_add_on.drop(columns=[\"target\"], inplace=True)\nX_add_on.shape, y_add_on.shape","metadata":{"id":"8wtKEJ6jSUyR","outputId":"5de226b5-3ee0-44aa-ad66-2ca8ef94e88c","execution":{"iopub.status.busy":"2022-08-11T17:09:57.713686Z","iopub.execute_input":"2022-08-11T17:09:57.714020Z","iopub.status.idle":"2022-08-11T17:09:57.941507Z","shell.execute_reply.started":"2022-08-11T17:09:57.713970Z","shell.execute_reply":"2022-08-11T17:09:57.940609Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(lr_l2_c100, 'Test f-1 score: %.4f' % f1_score(y_add_on, lr_l2_c100.predict(X_add_on)))\nprint(lr_l1_c10, 'Test f-1 score: %.4f' % f1_score(y_add_on, lr_l1_c10.predict(X_add_on)))\nprint(lr_l1_c100, 'Test f-1 score: %.4f' % f1_score(y_add_on, lr_l1_c100.predict(X_add_on)))","metadata":{"id":"BGYza50POa91","outputId":"1200b7b4-fb24-4066-cecb-cd499c291d04","execution":{"iopub.status.busy":"2022-08-11T17:09:57.942735Z","iopub.execute_input":"2022-08-11T17:09:57.942983Z","iopub.status.idle":"2022-08-11T17:09:58.670596Z","shell.execute_reply.started":"2022-08-11T17:09:57.942952Z","shell.execute_reply":"2022-08-11T17:09:58.669438Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Explanations","metadata":{"id":"o_gzrJv9vMCQ"}},{"cell_type":"code","source":"def lr_shap(X, pipeline,return_exp=False):\n    X_scaled = pipeline['scale'].transform(X)\n    explainer = shap.Explainer(pipeline['lr'],X_scaled)\n    shap_values = explainer.shap_values(X_scaled)\n    if not return_exp:\n        return shap_values\n    else:\n        return explainer,shap_values\n    ","metadata":{"id":"CVrLKH39vMCa","execution":{"iopub.status.busy":"2022-08-11T17:09:58.672682Z","iopub.execute_input":"2022-08-11T17:09:58.673218Z","iopub.status.idle":"2022-08-11T17:09:58.682564Z","shell.execute_reply.started":"2022-08-11T17:09:58.673134Z","shell.execute_reply":"2022-08-11T17:09:58.681358Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"X = pd.concat([X_train,X_test])\nX.shape","metadata":{"id":"VBZVDQMsvMCa","outputId":"7ef3c852-10b1-4c0d-d5a9-ba7c3eb56053","execution":{"iopub.status.busy":"2022-08-11T17:09:58.684557Z","iopub.execute_input":"2022-08-11T17:09:58.685115Z","iopub.status.idle":"2022-08-11T17:09:58.834026Z","shell.execute_reply.started":"2022-08-11T17:09:58.685053Z","shell.execute_reply":"2022-08-11T17:09:58.833177Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"all_shap_vals = np.empty((len(lr_models), *X.shape))\nfor i,model in enumerate(lr_models):\n    print(i, model)\n    all_shap_vals[i] = lr_shap(X, model)","metadata":{"id":"ELIzpty60Pyr","outputId":"f7a736ce-c746-4758-9dd8-2a71dd35e985","execution":{"iopub.status.busy":"2022-08-11T17:09:58.835409Z","iopub.execute_input":"2022-08-11T17:09:58.835734Z","iopub.status.idle":"2022-08-11T17:10:00.625689Z","shell.execute_reply.started":"2022-08-11T17:09:58.835691Z","shell.execute_reply":"2022-08-11T17:10:00.624424Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Signed Rank Argeement","metadata":{"id":"SkznIXLv2WrF"}},{"cell_type":"code","source":"def top_features(datapoint_shap_vals, nfeatures=7):\n    \"\"\"gives the indexes of the n features with the biggest absolute shap vals\"\"\"\n    return np.argpartition(abs(datapoint_shap_vals), -nfeatures)[-nfeatures:]\n    ","metadata":{"id":"Wm58X7YL2qVj","execution":{"iopub.status.busy":"2022-08-11T17:10:00.627072Z","iopub.execute_input":"2022-08-11T17:10:00.627364Z","iopub.status.idle":"2022-08-11T17:10:00.632729Z","shell.execute_reply.started":"2022-08-11T17:10:00.627329Z","shell.execute_reply":"2022-08-11T17:10:00.631879Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def equal_ranking(feat, top_feats1, top_feats2):\n    return list(np.where(top_feats1==feat)[0]) == list(np.where(top_feats2==feat)[0])","metadata":{"id":"SK4he6QI_k8j","execution":{"iopub.status.busy":"2022-08-11T17:10:00.634133Z","iopub.execute_input":"2022-08-11T17:10:00.634604Z","iopub.status.idle":"2022-08-11T17:10:00.645898Z","shell.execute_reply.started":"2022-08-11T17:10:00.634570Z","shell.execute_reply":"2022-08-11T17:10:00.645121Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def aggregated_sra(k=45, agg=np.mean):\n    sra_matrix = np.zeros([len(lr_models),len(lr_models)])\n    for i in range(len(lr_models)-1):\n        for j in range(i+1,len(lr_models)):\n            shap_vals1 = all_shap_vals[i]\n            shap_vals2 = all_shap_vals[j]\n            ndatapoints = len(shap_vals1)\n            model_sras = np.empty([ndatapoints])\n            for l in range(ndatapoints):\n                # This for loop implements equation 5\n                sra = 0\n                top_feats1 = top_features(shap_vals1[l], nfeatures=k)\n                top_feats2 = top_features(shap_vals2[l], nfeatures=k)\n                for feat in top_feats1:\n                    if equal_ranking(feat, top_feats1, top_feats2) and shap_vals1[l][feat]*shap_vals2[l][feat]>=0:\n                        sra += 1\n                sra /= k\n                model_sras[l] = sra\n            sra_matrix[i, j] = sra_matrix[j,i] =agg(model_sras)\n    print(sra_matrix)\n    return np.sum(sra_matrix,axis=0) / (len(lr_models)-1)\n\n","metadata":{"id":"Q3kx_HiR7cSL","execution":{"iopub.status.busy":"2022-08-11T17:10:00.647122Z","iopub.execute_input":"2022-08-11T17:10:00.647380Z","iopub.status.idle":"2022-08-11T17:10:00.662676Z","shell.execute_reply.started":"2022-08-11T17:10:00.647350Z","shell.execute_reply":"2022-08-11T17:10:00.661381Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"aggregated_sra()","metadata":{"id":"DdMZ5kFYilqP","outputId":"72a92f3a-aed8-4ce6-f755-e75a8545ed57","execution":{"iopub.status.busy":"2022-08-11T17:10:00.665708Z","iopub.execute_input":"2022-08-11T17:10:00.666183Z","iopub.status.idle":"2022-08-11T17:10:29.867108Z","shell.execute_reply.started":"2022-08-11T17:10:00.666111Z","shell.execute_reply":"2022-08-11T17:10:29.866229Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sra_res = {\n    \"10\": [0.16727351, 0.15010727, 0.13995648, 0.16347309],\n    \"20\": [0.10623084, 0.09238537, 0.08256865, 0.0991541 ],\n    \"27\": [0.09270611, 0.08350701, 0.06242991, 0.09639074],\n    \"35\": [0.0862178 , 0.07985341, 0.05366819, 0.09219426],\n}\nsra_df = pd.DataFrame(data=sra_res)\nsra_df.mean(axis=1)","metadata":{"id":"NrWsCFtyje_U","outputId":"5d1b1923-3d0c-4eaa-fba6-825f3d45f4b9","execution":{"iopub.status.busy":"2022-08-11T17:10:29.868555Z","iopub.execute_input":"2022-08-11T17:10:29.868890Z","iopub.status.idle":"2022-08-11T17:10:29.879525Z","shell.execute_reply.started":"2022-08-11T17:10:29.868847Z","shell.execute_reply":"2022-08-11T17:10:29.878721Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sra_df.std(axis=1)","metadata":{"id":"wsfltKp-l-aC","outputId":"f27336da-fe4c-487f-deca-bb82db9ad88a","execution":{"iopub.status.busy":"2022-08-11T17:10:29.880953Z","iopub.execute_input":"2022-08-11T17:10:29.881226Z","iopub.status.idle":"2022-08-11T17:10:29.891735Z","shell.execute_reply.started":"2022-08-11T17:10:29.881192Z","shell.execute_reply":"2022-08-11T17:10:29.891058Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Similarity and Conflict","metadata":{"id":"VbkMaSvf2M0v"}},{"cell_type":"code","source":"def shap_similarity(epsilon=0.01, normalize=True, measure=\"S\"):\n    sim_matrix = np.zeros([len(lr_models),len(lr_models)])\n    for i in range(len(lr_models)-1):\n        for j in range(i+1,len(lr_models)):\n            shap_vals1 = all_shap_vals[i]\n            shap_vals2 = all_shap_vals[j]\n            if measure == \"T\":\n                # Implementation of equation 2\n                similarity = np.count_nonzero(np.abs(shap_vals1-shap_vals2) < epsilon) \n                if normalize:\n                    similarity /= np.prod(shap_vals1.shape) \n            elif measure == \"S_delta\":\n                # Implementation of equation 1 with ε=δ*D\n                similarity = np.count_nonzero(np.sum(np.abs(shap_vals1-shap_vals2),axis=1)<epsilon*shap_vals1.shape[1])\n                if normalize:\n                    similarity /= shap_vals1.shape[0]\n            elif \"S\":\n                # Implementation of equation 1\n                similarity = np.count_nonzero(np.max(np.abs(shap_vals1-shap_vals2),axis=1)<epsilon)\n                if normalize:\n                    similarity /= shap_vals1.shape[0]\n            print(str(lr_models[i])[:120],\"vs\",str(lr_models[j])[:120],similarity, sep=\"\\n\", end=\"\\n\\n\")\n            sim_matrix[i,j] = sim_matrix[j, i] = similarity    \n    return np.sum(sim_matrix,axis=0) / (len(lr_models)-1)\n","metadata":{"id":"WKsX_oNIz4Yd","execution":{"iopub.status.busy":"2022-08-11T17:10:29.896505Z","iopub.execute_input":"2022-08-11T17:10:29.897119Z","iopub.status.idle":"2022-08-11T17:10:29.908625Z","shell.execute_reply.started":"2022-08-11T17:10:29.897074Z","shell.execute_reply":"2022-08-11T17:10:29.907636Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"shap_similarity()","metadata":{"id":"PXehQCr5vMCb","outputId":"dca08c72-8b28-434d-dbd6-b540e51912a7","execution":{"iopub.status.busy":"2022-08-11T17:10:29.909945Z","iopub.execute_input":"2022-08-11T17:10:29.910215Z","iopub.status.idle":"2022-08-11T17:10:30.752712Z","shell.execute_reply.started":"2022-08-11T17:10:29.910151Z","shell.execute_reply":"2022-08-11T17:10:30.751840Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### plots for similarity","metadata":{"id":"N20x53VNvMCd"}},{"cell_type":"code","source":"delta = [0.001,0.0025,0.005,0.0075,0.01]","metadata":{"id":"zX2C-tvHvMCe","execution":{"iopub.status.busy":"2022-08-11T17:10:30.754072Z","iopub.execute_input":"2022-08-11T17:10:30.754640Z","iopub.status.idle":"2022-08-11T17:10:30.759842Z","shell.execute_reply.started":"2022-08-11T17:10:30.754591Z","shell.execute_reply":"2022-08-11T17:10:30.758959Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"l1c100_S_sims = [0.0,0.2493870295451759,0.771024886600466,0.905142822115974,0.9580421723672918]\nl2c100_S_sims = [0.0,0.5483633688856197,0.9214784847370358,0.9802317028319235,0.9928895427240407]\nl2c10_S_sims  = [0.016488905234767686,0.33014588696824815,0.8304523721956603,0.9351477258796126,0.9720178987372808]\nl1c10_S_sims  = [0.016488905234767686,0.5397511339953414,0.913540517347064,0.9721711413509869,0.988414858403825]\n\nS_sims_df = pd.DataFrame({\n    \"delta\": delta,\n    \"LR_l1_C10\": l1c10_S_sims,\n    \"LR_l1_C100\": l1c100_S_sims,\n    \"LR_l2_C100\": l2c100_S_sims,\n    \"LR_l2_C10\": l2c10_S_sims,\n\n})","metadata":{"id":"2Ko1HWVUvMCf","execution":{"iopub.status.busy":"2022-08-11T17:10:30.761063Z","iopub.execute_input":"2022-08-11T17:10:30.761950Z","iopub.status.idle":"2022-08-11T17:10:30.773132Z","shell.execute_reply.started":"2022-08-11T17:10:30.761903Z","shell.execute_reply":"2022-08-11T17:10:30.772525Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sim_fig = sns.lineplot(x=\"delta\", y=\"value\", hue=\"variable\", style =\"variable\", markers=True, data=pd.melt(S_sims_df,[\"delta\"]))\nsim_fig.set_ylabel(\"average similarity coefficient\")\nsim_fig.set_yticks(np.linspace(0,1,11))","metadata":{"id":"G5--ny2fvMCf","execution":{"iopub.status.busy":"2022-08-11T17:10:30.774623Z","iopub.execute_input":"2022-08-11T17:10:30.775641Z","iopub.status.idle":"2022-08-11T17:10:31.179347Z","shell.execute_reply.started":"2022-08-11T17:10:30.775604Z","shell.execute_reply":"2022-08-11T17:10:31.178395Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"l1c100_T_sims = [0.813661379202919,0.8666690944710869,0.9095306605948816,0.9375167245962204,0.9533091576180791]\nl2c100_T_sims = [0.8152805675792069,0.8773737723954089,0.9286962034823811,0.9539388819298517,0.966498690022279]\nl2c10_T_sims  = [0.814009983158528,0.8667609062759815,0.9102741338974937,0.9400599834895923,0.9560445006517951]\nl1c10_T_sims  = [0.8212256954539395,0.8776369684654958,0.9275050243178388,0.9524716152543968,0.967796779527469]\n\ntest_T_sims_df = pd.DataFrame({\n    \"delta\": delta,\n    \"LR_l1_C10\": l1c10_T_sims ,\n    \"LR_l1_C100\":l1c100_T_sims,\n    \"LR_l2_C100\":l2c100_T_sims,\n    \"LR_l2_C10\": l2c10_T_sims ,\n})","metadata":{"id":"arH4DZWHvMCg","execution":{"iopub.status.busy":"2022-08-11T17:10:31.181039Z","iopub.execute_input":"2022-08-11T17:10:31.181584Z","iopub.status.idle":"2022-08-11T17:10:31.189998Z","shell.execute_reply.started":"2022-08-11T17:10:31.181535Z","shell.execute_reply":"2022-08-11T17:10:31.189242Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sns.set(rc = {'figure.figsize':(15,8)})\nsns.set_theme(style=\"whitegrid\")","metadata":{"id":"Wv_mkY2CvMCg","execution":{"iopub.status.busy":"2022-08-11T17:10:31.191369Z","iopub.execute_input":"2022-08-11T17:10:31.191623Z","iopub.status.idle":"2022-08-11T17:10:31.203481Z","shell.execute_reply.started":"2022-08-11T17:10:31.191591Z","shell.execute_reply":"2022-08-11T17:10:31.202550Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sim_fig = sns.lineplot(x=\"delta\", y=\"value\", hue=\"variable\", style =\"variable\", markers=True, data=pd.melt(test_T_sims_df,[\"delta\"]))\nsim_fig.set_ylabel(\"average similarity coefficient\")","metadata":{"id":"NAUZDwsfvMCh","execution":{"iopub.status.busy":"2022-08-11T17:10:31.204992Z","iopub.execute_input":"2022-08-11T17:10:31.205483Z","iopub.status.idle":"2022-08-11T17:10:31.674781Z","shell.execute_reply.started":"2022-08-11T17:10:31.205437Z","shell.execute_reply":"2022-08-11T17:10:31.673887Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"def shap_conflict(X,pipeline1,pipeline2, alpha=2, normalize=True, measure=\"C\"):\n    shap_vals1 = lr_shap(X,pipeline1)\n    shap_vals2 = lr_shap(X,pipeline2)\n    conf_cond = shap_vals1*shap_vals2<0\n    dist_cond = np.abs(shap_vals1-shap_vals2) > alpha\n    if measure == \"C\":\n        # Implementation on equation 3\n        conflict = np.count_nonzero(np.max(np.logical_and(dist_cond, conf_cond), axis=1))\n        if normalize:\n            conflict /= shap_vals1.shape[0]\n    elif measure == \"F\":\n        # Implementation on equation 4\n        conflict = np.sum(dist_cond & conf_cond)\n        if normalize:\n            conflict /= np.prod(shap_vals1.shape) \n    return conflict\n    ","metadata":{"id":"BxG9eVqHvMCl","execution":{"iopub.status.busy":"2022-08-11T17:11:10.000718Z","iopub.execute_input":"2022-08-11T17:11:10.001211Z","iopub.status.idle":"2022-08-11T17:11:10.009430Z","shell.execute_reply.started":"2022-08-11T17:11:10.001122Z","shell.execute_reply":"2022-08-11T17:11:10.008375Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"shap_l1c100_v_l2c10 = shap_conflict(X,lr_l1_c100,lr_l2_c10)","metadata":{"id":"h9cyYBUlvMCm","execution":{"iopub.status.busy":"2022-08-11T17:11:10.100073Z","iopub.execute_input":"2022-08-11T17:11:10.100403Z","iopub.status.idle":"2022-08-11T17:11:11.123337Z","shell.execute_reply.started":"2022-08-11T17:11:10.100366Z","shell.execute_reply":"2022-08-11T17:11:11.122662Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"shap_l2c100_v_l1c10 = shap_conflict(X,lr_l2_c100,lr_l1_c10)\n\nshap_l1c100_v_l2c100 = shap_conflict(X,lr_l1_c100,lr_l2_c100)\n\nshap_l1c100_v_l2c10 = shap_conflict(X,lr_l1_c100,lr_l2_c10)\n\nshap_l1c100_v_l1c10 = shap_conflict(X,lr_l1_c100,lr_l1_c10)\n\nshap_l2c100_v_l2c10 = shap_conflict(X,lr_l2_c100,lr_l2_c10)\n\nshap_l2c100_v_l1c10 = shap_conflict(X,lr_l2_c100,lr_l1_c10)\n\nshap_l2c10_v_l1c10 = shap_conflict(X,lr_l2_c10,lr_l1_c10)","metadata":{"scrolled":true,"id":"WBWMNsLsvMCn","execution":{"iopub.status.busy":"2022-08-11T17:11:11.124642Z","iopub.execute_input":"2022-08-11T17:11:11.125243Z","iopub.status.idle":"2022-08-11T17:11:17.874455Z","shell.execute_reply.started":"2022-08-11T17:11:11.125209Z","shell.execute_reply":"2022-08-11T17:11:17.873417Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(shap_l1c100_v_l2c100,shap_l1c100_v_l2c10,shap_l1c100_v_l1c10,shap_l2c100_v_l2c10,shap_l2c100_v_l1c10,shap_l2c10_v_l1c10)","metadata":{"id":"hk9ccVZzvMCn","execution":{"iopub.status.busy":"2022-08-11T17:11:17.875584Z","iopub.execute_input":"2022-08-11T17:11:17.875830Z","iopub.status.idle":"2022-08-11T17:11:17.881187Z","shell.execute_reply.started":"2022-08-11T17:11:17.875799Z","shell.execute_reply":"2022-08-11T17:11:17.880518Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(\"lr_l1_c100 conf score\", np.mean([shap_l1c100_v_l2c100,shap_l1c100_v_l2c10,shap_l1c100_v_l1c10]))\nprint(\"lr_l2_c100 conf score\", np.mean([shap_l1c100_v_l2c100,shap_l2c100_v_l2c10,shap_l2c100_v_l1c10,]))\nprint(\"lr_l2_c10 conf score\", np.mean([shap_l1c100_v_l2c10,shap_l2c100_v_l2c10,shap_l2c10_v_l1c10 ]))\nprint(\"lr_l1_c10 conf score\", np.mean([shap_l1c100_v_l1c10,shap_l2c10_v_l1c10, shap_l2c100_v_l1c10]))","metadata":{"id":"xqNoqgN8vMCn","execution":{"iopub.status.busy":"2022-08-11T17:11:17.883417Z","iopub.execute_input":"2022-08-11T17:11:17.883697Z","iopub.status.idle":"2022-08-11T17:11:17.894604Z","shell.execute_reply.started":"2022-08-11T17:11:17.883665Z","shell.execute_reply":"2022-08-11T17:11:17.893781Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"alpha = [0.33,0.5,0.67,0.83,1]","metadata":{"id":"_I9pE2rivMCn","execution":{"iopub.status.busy":"2022-08-11T17:11:17.895703Z","iopub.execute_input":"2022-08-11T17:11:17.895934Z","iopub.status.idle":"2022-08-11T17:11:17.905395Z","shell.execute_reply.started":"2022-08-11T17:11:17.895907Z","shell.execute_reply":"2022-08-11T17:11:17.904475Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"l1c100_conf = [0.0973090597033223,0.052929998774059094,0.0292693392178497,0.02041191614564178,0.01376118671080054]\nl2c100_conf = [0.056975603775898,0.023354174328797352,0.013270810346941277,0.008918720117690326,0.005363491479710678]\nl2c10_conf  = [0.12814147358097341,0.06914306730415594,0.04094642638224837,0.02890155694495525,0.01906338114502881]\nl1c10_conf  = [0.025407625352458014,0.008183155571901435,0.002942258183155572,0.0018389113644722325,0.0015324261370601936]\n\nC_conf_df = pd.DataFrame({\n    \"alpha\": alpha,\n    \"LR_l1_C10\" : l1c10_conf,\n    \"LR_l1_C100\": l1c100_conf,\n    \"LR_l2_C100\": l2c100_conf,\n    \"LR_l2_C10\" : l2c10_conf ,\n\n})","metadata":{"id":"zkwN0OKjvMCo","execution":{"iopub.status.busy":"2022-08-11T17:11:17.906846Z","iopub.execute_input":"2022-08-11T17:11:17.907072Z","iopub.status.idle":"2022-08-11T17:11:17.919895Z","shell.execute_reply.started":"2022-08-11T17:11:17.907043Z","shell.execute_reply":"2022-08-11T17:11:17.919235Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"C_conf_fig = sns.lineplot(x=\"alpha\", y=\"value\", hue=\"variable\", style =\"variable\", markers=True, data=pd.melt(C_conf_df,[\"alpha\"]))\nC_conf_fig.set_ylabel(\"average conflict coefficient\")","metadata":{"id":"Mp42ValcvMCo","execution":{"iopub.status.busy":"2022-08-11T17:11:17.921698Z","iopub.execute_input":"2022-08-11T17:11:17.922438Z","iopub.status.idle":"2022-08-11T17:11:18.383007Z","shell.execute_reply.started":"2022-08-11T17:11:17.922391Z","shell.execute_reply":"2022-08-11T17:11:18.382049Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"l1c100_F_conf = [6.042758384435941e-05,3.0514759412273357e-05,1.6804018196895742e-05,1.158724836860572e-05,7.791713910202404e-06]\nl2c100_F_conf = [3.394244471611776e-05,1.3292730812469766e-05,7.507466836225063e-06,5.016124834894251e-06,3.0431157331691787e-06]\nl2c10_F_conf  = [7.958918071365545e-05,3.9911633269641923e-05,2.3442023395072467e-05,1.6369287377871573e-05,1.0801388811138954e-05]\nl1c10_F_conf  = [1.3944827041006015e-05,4.464351103055883e-06,1.60515994716616e-06,1.0032249669788502e-06,8.360208058157085e-07]\n\nF_conf_df = pd.DataFrame({\n    \"alpha\": alpha,\n    \"LR_l1_C10\" : l1c10_F_conf , \n    \"LR_l1_C100\": l1c100_F_conf, \n    \"LR_l2_C100\": l2c100_F_conf, \n    \"LR_l2_C10\" : l2c10_F_conf ,\n\n})","metadata":{"id":"QtOoGjT_vMCo","execution":{"iopub.status.busy":"2022-08-11T17:11:18.384196Z","iopub.execute_input":"2022-08-11T17:11:18.384421Z","iopub.status.idle":"2022-08-11T17:11:18.391539Z","shell.execute_reply.started":"2022-08-11T17:11:18.384392Z","shell.execute_reply":"2022-08-11T17:11:18.390520Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"F_conf_fig = sns.lineplot(x=\"alpha\", y=\"value\", hue=\"variable\", style =\"variable\", markers=True, data=pd.melt(F_conf_df,[\"alpha\"]))\nF_conf_fig.set_ylabel(\"average conflict coefficient\")","metadata":{"id":"uQOiFPYTvMCp","execution":{"iopub.status.busy":"2022-08-11T17:11:18.392772Z","iopub.execute_input":"2022-08-11T17:11:18.393025Z","iopub.status.idle":"2022-08-11T17:11:19.042926Z","shell.execute_reply.started":"2022-08-11T17:11:18.392991Z","shell.execute_reply":"2022-08-11T17:11:19.042071Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"exp1, shap_vals1 = lr_shap(X,lr_l2_c10,return_exp=True)\nexp2, shap_vals2 = lr_shap(X,lr_l1_c100,return_exp=True)\nexp3, shap_vals3 = lr_shap(X,lr_l2_c100,return_exp=True)\nexp4, shap_vals4 = lr_shap(X,lr_l1_c10,return_exp=True)","metadata":{"id":"7_Xit9t2vMCp","execution":{"iopub.status.busy":"2022-08-11T17:11:19.045301Z","iopub.execute_input":"2022-08-11T17:11:19.045621Z","iopub.status.idle":"2022-08-11T17:11:20.390888Z","shell.execute_reply.started":"2022-08-11T17:11:19.045584Z","shell.execute_reply":"2022-08-11T17:11:20.389738Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Conflict Examples","metadata":{}},{"cell_type":"code","source":"shap.initjs()","metadata":{"id":"f4IWJhqTvMCp","execution":{"iopub.status.busy":"2022-08-11T17:11:20.392056Z","iopub.execute_input":"2022-08-11T17:11:20.392363Z","iopub.status.idle":"2022-08-11T17:11:20.411293Z","shell.execute_reply.started":"2022-08-11T17:11:20.392329Z","shell.execute_reply":"2022-08-11T17:11:20.410332Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#One example of Multiplicity\nshap_vals1[8591,1185]","metadata":{"id":"lzD7QnYyvMCp","execution":{"iopub.status.busy":"2022-08-11T17:11:20.412822Z","iopub.execute_input":"2022-08-11T17:11:20.413337Z","iopub.status.idle":"2022-08-11T17:11:20.421426Z","shell.execute_reply.started":"2022-08-11T17:11:20.413289Z","shell.execute_reply":"2022-08-11T17:11:20.420502Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"shap_vals2[8591,1185]","metadata":{"id":"zKP2PMfgvMCq","execution":{"iopub.status.busy":"2022-08-11T17:11:20.423059Z","iopub.execute_input":"2022-08-11T17:11:20.423564Z","iopub.status.idle":"2022-08-11T17:11:20.443823Z","shell.execute_reply.started":"2022-08-11T17:11:20.423521Z","shell.execute_reply":"2022-08-11T17:11:20.442995Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"data_indexes = [583,8591,1018,1209]","metadata":{"id":"bnDVls7SvMCq","execution":{"iopub.status.busy":"2022-08-11T17:11:20.444872Z","iopub.execute_input":"2022-08-11T17:11:20.445844Z","iopub.status.idle":"2022-08-11T17:11:20.457588Z","shell.execute_reply.started":"2022-08-11T17:11:20.445801Z","shell.execute_reply":"2022-08-11T17:11:20.456125Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# change the data index to see the different coflicting datapoints\ndata_index = data_indexes[0]","metadata":{"id":"QlKwOxFivMCq","execution":{"iopub.status.busy":"2022-08-11T17:11:20.459351Z","iopub.execute_input":"2022-08-11T17:11:20.459620Z","iopub.status.idle":"2022-08-11T17:11:20.473978Z","shell.execute_reply.started":"2022-08-11T17:11:20.459586Z","shell.execute_reply":"2022-08-11T17:11:20.472286Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"shap.bar_plot(shap_vals4[data_index],X.iloc[[data_index]])","metadata":{"id":"ES9iPfYPvMCq","execution":{"iopub.status.busy":"2022-08-11T17:11:20.475642Z","iopub.execute_input":"2022-08-11T17:11:20.476023Z","iopub.status.idle":"2022-08-11T17:11:20.774219Z","shell.execute_reply.started":"2022-08-11T17:11:20.475976Z","shell.execute_reply":"2022-08-11T17:11:20.773201Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"shap.bar_plot(shap_vals2[data_index],X.iloc[[data_index]])","metadata":{"id":"isuDLzzRvMCr","execution":{"iopub.status.busy":"2022-08-11T17:11:20.775606Z","iopub.execute_input":"2022-08-11T17:11:20.775941Z","iopub.status.idle":"2022-08-11T17:11:21.055607Z","shell.execute_reply.started":"2022-08-11T17:11:20.775895Z","shell.execute_reply":"2022-08-11T17:11:21.054510Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"shap.force_plot(exp1.expected_value, shap_vals1[8591],X.iloc[[8591]],link=\"logit\")","metadata":{"id":"-WlhvlZuvMCr","execution":{"iopub.status.busy":"2022-08-11T17:11:21.057053Z","iopub.execute_input":"2022-08-11T17:11:21.057577Z","iopub.status.idle":"2022-08-11T17:11:21.073933Z","shell.execute_reply.started":"2022-08-11T17:11:21.057539Z","shell.execute_reply":"2022-08-11T17:11:21.073260Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"shap.force_plot(exp2.expected_value, shap_vals2[8591],X.iloc[[8591]], link=\"logit\")","metadata":{"id":"FhfxMJ7BvMCr","execution":{"iopub.status.busy":"2022-08-11T17:11:21.074885Z","iopub.execute_input":"2022-08-11T17:11:21.075498Z","iopub.status.idle":"2022-08-11T17:11:21.096136Z","shell.execute_reply.started":"2022-08-11T17:11:21.075458Z","shell.execute_reply":"2022-08-11T17:11:21.095033Z"},"trusted":true},"execution_count":null,"outputs":[]}]}