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-{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.7.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":8076,"databundleVersionId":44219,"sourceType":"competition"},{"sourceId":11957,"sourceType":"datasetVersion","datasetId":8542},{"sourceId":1246668,"sourceType":"datasetVersion","datasetId":715814}],"dockerImageVersionId":30015,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport seaborn as sns\nimport matplotlib as plt\nimport warnings\nwarnings.filterwarnings('ignore')\n\nimport tensorflow as tf\nfrom tensorflow.keras.preprocessing import text, sequence\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Dense, Dropout, Activation\nfrom tensorflow.keras.layers import Embedding\nfrom tensorflow.keras.layers import Conv1D, GlobalMaxPooling1D, MaxPooling1D\nfrom sklearn.model_selection import train_test_split","metadata":{"id":"PvVbtuzBsHDO","outputId":"6cfea216-0353-4032-a69d-cb5a1f915fbd","execution":{"iopub.status.busy":"2024-09-24T00:34:49.081317Z","iopub.execute_input":"2024-09-24T00:34:49.081660Z","iopub.status.idle":"2024-09-24T00:34:49.089180Z","shell.execute_reply.started":"2024-09-24T00:34:49.081630Z","shell.execute_reply":"2024-09-24T00:34:49.088065Z"},"trusted":true},"execution_count":248,"outputs":[]},{"cell_type":"code","source":"# Load data\ntrain_df=pd.read_csv('/kaggle/input/jigsaw-toxic-comment-classification-challenge/train.csv.zip').fillna(' ')\ntest_df=pd.read_csv('/kaggle/input/jigsaw-toxic-comment-classification-challenge/test.csv.zip').fillna(' ')\ntrain_df.sample(10)","metadata":{"id":"UkOBp_TDsHDj","outputId":"3780a302-1f23-4115-bf02-f06f10da8067","execution":{"iopub.status.busy":"2024-09-24T00:34:49.094698Z","iopub.execute_input":"2024-09-24T00:34:49.095029Z","iopub.status.idle":"2024-09-24T00:34:51.362417Z","shell.execute_reply.started":"2024-09-24T00:34:49.094995Z","shell.execute_reply":"2024-09-24T00:34:51.361368Z"},"trusted":true},"execution_count":249,"outputs":[{"execution_count":249,"output_type":"execute_result","data":{"text/plain":"                      id                                       comment_text  \\\n126384  a3f2f7a7113d5a49  \"\\nPerhaps the same issue, much more minor of ...   \n64434   ac729b5488b1993c  fine well ambi2 started crashing me gain in ir...   \n106517  39c7a451acb48bd8  He's written a lot of Star Wars comics, none o...   \n42116   705f5feff519acb0  For all the points you have tried to make abou...   \n43935   7541956a4a51724b  911 \\n\\n   This message is sent to all editors...   \n158468  ee715f0538c81bef  \"\\n\\nFair use rationale for Image:LarryClarksC...   \n149146  57d4e229ed1dcb7a  hello is also in other languages but in englis...   \n146431  2bfd296a53d07805                REDIRECT User talk:Visium/Archive 1   \n41453   6e9168be54003a1d          Please sign your posts by typing 4 tiles.   \n98485   0ed7954d4ac92219  Ah...due process. Blocked without anyone actua...   \n\n        toxic  severe_toxic  obscene  threat  insult  identity_hate  \n126384      0             0        0       0       0              0  \n64434       1             0        0       0       0              0  \n106517      0             0        0       0       0              0  \n42116       0             0        0       0       0              0  \n43935       0             0        0       0       0              0  \n158468      0             0        0       0       0              0  \n149146      0             0        0       0       0              0  \n146431      0             0        0       0       0              0  \n41453       0             0        0       0       0              0  \n98485       0             0        0       0       0              0  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>comment_text</th>\n      <th>toxic</th>\n      <th>severe_toxic</th>\n      <th>obscene</th>\n      <th>threat</th>\n      <th>insult</th>\n      <th>identity_hate</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>126384</th>\n      <td>a3f2f7a7113d5a49</td>\n      <td>\"\\nPerhaps the same issue, much more minor of ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>64434</th>\n      <td>ac729b5488b1993c</td>\n      <td>fine well ambi2 started crashing me gain in ir...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>106517</th>\n      <td>39c7a451acb48bd8</td>\n      <td>He's written a lot of Star Wars comics, none o...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>42116</th>\n      <td>705f5feff519acb0</td>\n      <td>For all the points you have tried to make abou...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>43935</th>\n      <td>7541956a4a51724b</td>\n      <td>911 \\n\\n   This message is sent to all editors...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>158468</th>\n      <td>ee715f0538c81bef</td>\n      <td>\"\\n\\nFair use rationale for Image:LarryClarksC...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>149146</th>\n      <td>57d4e229ed1dcb7a</td>\n      <td>hello is also in other languages but in englis...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>146431</th>\n      <td>2bfd296a53d07805</td>\n      <td>REDIRECT User talk:Visium/Archive 1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>41453</th>\n      <td>6e9168be54003a1d</td>\n      <td>Please sign your posts by typing 4 tiles.</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>98485</th>\n      <td>0ed7954d4ac92219</td>\n      <td>Ah...due process. Blocked without anyone actua...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"x=train_df['comment_text'].values\nx","metadata":{"id":"KLqhFuE2sHDp","outputId":"673cb57d-e7b4-4c31-83e4-c29ecd071200","execution":{"iopub.status.busy":"2024-09-24T00:34:51.364558Z","iopub.execute_input":"2024-09-24T00:34:51.364955Z","iopub.status.idle":"2024-09-24T00:34:51.395104Z","shell.execute_reply.started":"2024-09-24T00:34:51.364916Z","shell.execute_reply":"2024-09-24T00:34:51.394184Z"},"trusted":true},"execution_count":250,"outputs":[{"execution_count":250,"output_type":"execute_result","data":{"text/plain":"array([\"Explanation\\nWhy the edits made under my username Hardcore Metallica Fan were reverted? They weren't vandalisms, just closure on some GAs after I voted at New York Dolls FAC. And please don't remove the template from the talk page since I'm retired now.89.205.38.27\",\n       \"D'aww! He matches this background colour I'm seemingly stuck with. Thanks.  (talk) 21:51, January 11, 2016 (UTC)\",\n       \"Hey man, I'm really not trying to edit war. It's just that this guy is constantly removing relevant information and talking to me through edits instead of my talk page. He seems to care more about the formatting than the actual info.\",\n       ...,\n       'Spitzer \\n\\nUmm, theres no actual article for prostitution ring.  - Crunch Captain.',\n       'And it looks like it was actually you who put on the speedy to have the first version deleted now that I look at it.',\n       '\"\\nAnd ... I really don\\'t think you understand.  I came here and my idea was bad right away.  What kind of community goes \"\"you have bad ideas\"\" go away, instead of helping rewrite them.   \"'],\n      dtype=object)"},"metadata":{}}]},{"cell_type":"code","source":"#Search toxic comments\ntrain_df.loc[train_df['toxic']==1]","metadata":{"id":"dLEAz9Mx7apX","outputId":"eadfbb06-40f3-4fbd-b300-ef5f7f0d94d4","execution":{"iopub.status.busy":"2024-09-24T00:34:51.396665Z","iopub.execute_input":"2024-09-24T00:34:51.396987Z","iopub.status.idle":"2024-09-24T00:34:51.417112Z","shell.execute_reply.started":"2024-09-24T00:34:51.396958Z","shell.execute_reply":"2024-09-24T00:34:51.416417Z"},"trusted":true},"execution_count":251,"outputs":[{"execution_count":251,"output_type":"execute_result","data":{"text/plain":"                      id                                       comment_text  \\\n6       0002bcb3da6cb337       COCKSUCKER BEFORE YOU PISS AROUND ON MY WORK   \n12      0005c987bdfc9d4b  Hey... what is it..\\n@ | talk .\\nWhat is it......   \n16      0007e25b2121310b  Bye! \\n\\nDon't look, come or think of comming ...   \n42      001810bf8c45bf5f  You are gay or antisemmitian? \\n\\nArchangel WH...   \n43      00190820581d90ce           FUCK YOUR FILTHY MOTHER IN THE ASS, DRY!   \n...                  ...                                                ...   \n159494  fef4cf7ba0012866  \"\\n\\n our previous conversation \\n\\nyou fuckin...   \n159514  ff39a2895fc3b40e                  YOU ARE A MISCHIEVIOUS PUBIC HAIR   \n159541  ffa33d3122b599d6  Your absurd edits \\n\\nYour absurd edits on gre...   \n159546  ffb47123b2d82762  \"\\n\\nHey listen don't you ever!!!! Delete my e...   \n159554  ffbdbb0483ed0841  and i'm going to keep posting the stuff u dele...   \n\n        toxic  severe_toxic  obscene  threat  insult  identity_hate  \n6           1             1        1       0       1              0  \n12          1             0        0       0       0              0  \n16          1             0        0       0       0              0  \n42          1             0        1       0       1              1  \n43          1             0        1       0       1              0  \n...       ...           ...      ...     ...     ...            ...  \n159494      1             0        1       0       1              1  \n159514      1             0        0       0       1              0  \n159541      1             0        1       0       1              0  \n159546      1             0        0       0       1              0  \n159554      1             0        1       0       1              0  \n\n[15294 rows x 8 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>comment_text</th>\n      <th>toxic</th>\n      <th>severe_toxic</th>\n      <th>obscene</th>\n      <th>threat</th>\n      <th>insult</th>\n      <th>identity_hate</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>6</th>\n      <td>0002bcb3da6cb337</td>\n      <td>COCKSUCKER BEFORE YOU PISS AROUND ON MY WORK</td>\n      <td>1</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>0005c987bdfc9d4b</td>\n      <td>Hey... what is it..\\n@ | talk .\\nWhat is it......</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>0007e25b2121310b</td>\n      <td>Bye! \\n\\nDon't look, come or think of comming ...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>42</th>\n      <td>001810bf8c45bf5f</td>\n      <td>You are gay or antisemmitian? \\n\\nArchangel WH...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>43</th>\n      <td>00190820581d90ce</td>\n      <td>FUCK YOUR FILTHY MOTHER IN THE ASS, DRY!</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>159494</th>\n      <td>fef4cf7ba0012866</td>\n      <td>\"\\n\\n our previous conversation \\n\\nyou fuckin...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>159514</th>\n      <td>ff39a2895fc3b40e</td>\n      <td>YOU ARE A MISCHIEVIOUS PUBIC HAIR</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159541</th>\n      <td>ffa33d3122b599d6</td>\n      <td>Your absurd edits \\n\\nYour absurd edits on gre...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159546</th>\n      <td>ffb47123b2d82762</td>\n      <td>\"\\n\\nHey listen don't you ever!!!! Delete my e...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>159554</th>\n      <td>ffbdbb0483ed0841</td>\n      <td>and i'm going to keep posting the stuff u dele...</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>15294 rows × 8 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"#Toxic diagram\nfrom wordcloud import WordCloud, STOPWORDS\nimport matplotlib.pyplot as plt\ncomments = train_df['comment_text'].loc[train_df['toxic']==1].values\nwordcloud = WordCloud(\n    width = 640,\n    height = 640,\n    background_color = 'black',\n    stopwords = STOPWORDS).generate(str(comments))\nfig = plt.figure(\n    figsize = (12, 8),\n    facecolor = 'k',\n    edgecolor = 'k')\nplt.imshow(wordcloud, interpolation = 'bilinear')\nplt.axis('off')\nplt.tight_layout(pad=0)\nplt.show()","metadata":{"id":"0hGVtLwo2VlV","outputId":"5ddfdee6-3668-403e-a601-a0de2b786ec9","execution":{"iopub.status.busy":"2024-09-24T00:34:51.418645Z","iopub.execute_input":"2024-09-24T00:34:51.419033Z","iopub.status.idle":"2024-09-24T00:34:52.186794Z","shell.execute_reply.started":"2024-09-24T00:34:51.418997Z","shell.execute_reply":"2024-09-24T00:34:52.186014Z"},"trusted":true},"execution_count":252,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x576 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"#Non toxic diagram\nfrom wordcloud import WordCloud, STOPWORDS\nimport matplotlib.pyplot as plt\ncomments = train_df['comment_text'].loc[train_df['toxic']==0].values\nwordcloud = WordCloud(\n    width = 640,\n    height = 640,\n    background_color = 'black',\n    stopwords = STOPWORDS).generate(str(comments))\nfig = plt.figure(\n    figsize = (12, 8),\n    facecolor = 'k',\n    edgecolor = 'k')\nplt.imshow(wordcloud, interpolation = 'bilinear')\nplt.axis('off')\nplt.tight_layout(pad=0)\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-24T00:34:52.189988Z","iopub.execute_input":"2024-09-24T00:34:52.190268Z","iopub.status.idle":"2024-09-24T00:34:52.904942Z","shell.execute_reply.started":"2024-09-24T00:34:52.190240Z","shell.execute_reply":"2024-09-24T00:34:52.904099Z"},"trusted":true},"execution_count":253,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 864x576 with 1 Axes>","image/png":"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\n"},"metadata":{}}]},{"cell_type":"code","source":"y=train_df['toxic'].values\ny","metadata":{"id":"qmfnwRYksHDu","outputId":"11b3e928-ae41-4530-eb22-63f5fd8f809d","execution":{"iopub.status.busy":"2024-09-24T00:34:52.908358Z","iopub.execute_input":"2024-09-24T00:34:52.908707Z","iopub.status.idle":"2024-09-24T00:34:52.914983Z","shell.execute_reply.started":"2024-09-24T00:34:52.908673Z","shell.execute_reply":"2024-09-24T00:34:52.914149Z"},"trusted":true},"execution_count":254,"outputs":[{"execution_count":254,"output_type":"execute_result","data":{"text/plain":"array([0, 0, 0, ..., 0, 0, 0])"},"metadata":{}}]},{"cell_type":"code","source":"# Plot frequency of toxic comments\n\nsns.countplot(x='toxic',data=train_df)\nplt.title('Distribution of Toxic Comments')","metadata":{"id":"3-pxZLFQw3VR","outputId":"ea865536-9643-455f-899d-a4ae290af3a1","execution":{"iopub.status.busy":"2024-09-24T00:34:52.916722Z","iopub.execute_input":"2024-09-24T00:34:52.917105Z","iopub.status.idle":"2024-09-24T00:34:53.039467Z","shell.execute_reply.started":"2024-09-24T00:34:52.917067Z","shell.execute_reply":"2024-09-24T00:34:53.038725Z"},"trusted":true},"execution_count":255,"outputs":[{"execution_count":255,"output_type":"execute_result","data":{"text/plain":"Text(0.5, 1.0, 'Distribution of Toxic Comments')"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"train_df['toxic'].value_counts()","metadata":{"id":"8v5D7BG5w_nV","outputId":"0213470a-f0d3-4077-e784-2e3a2ee09039","execution":{"iopub.status.busy":"2024-09-24T00:34:53.040434Z","iopub.execute_input":"2024-09-24T00:34:53.040681Z","iopub.status.idle":"2024-09-24T00:34:53.050005Z","shell.execute_reply.started":"2024-09-24T00:34:53.040656Z","shell.execute_reply":"2024-09-24T00:34:53.048881Z"},"trusted":true},"execution_count":256,"outputs":[{"execution_count":256,"output_type":"execute_result","data":{"text/plain":"0    144277\n1     15294\nName: toxic, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"#Data Prep — Tokenize and Pad Text Data¶\nmax_features=20000\nmax_text_length=400\n\nx_tokenizer=text.Tokenizer(max_features)\nx_tokenizer.fit_on_texts(list(x))\nx_tokenized=x_tokenizer.texts_to_sequences(x)\nx_train_val=sequence.pad_sequences(x_tokenized,maxlen=max_text_length)\nx_train_val","metadata":{"id":"51i_F9iRsHDV","execution":{"iopub.status.busy":"2024-09-24T00:34:53.051292Z","iopub.execute_input":"2024-09-24T00:34:53.051666Z","iopub.status.idle":"2024-09-24T00:35:19.860947Z","shell.execute_reply.started":"2024-09-24T00:34:53.051628Z","shell.execute_reply":"2024-09-24T00:35:19.860124Z"},"trusted":true},"execution_count":257,"outputs":[{"execution_count":257,"output_type":"execute_result","data":{"text/plain":"array([[    0,     0,     0, ...,  4583,  2273,   985],\n       [    0,     0,     0, ...,   589,  8377,   182],\n       [    0,     0,     0, ...,     1,   737,   468],\n       ...,\n       [    0,     0,     0, ...,  3509, 13675,  4528],\n       [    0,     0,     0, ...,   151,    34,    11],\n       [    0,     0,     0, ...,  1627,  2056,    88]], dtype=int32)"},"metadata":{}}]},{"cell_type":"code","source":"#Embedding Matrix with Pre-trained GloVe Embeddings\n#!wget http://nlp.stanford.edu/data/glove.6B.zip\n#!unzip -q ./glove.6B.zip.1\nembedding_dim=100\nembedding_index=dict()\nf=open('../input/glove6b100dtxt/glove.6B.100d.txt')\nfor line in f:\n    values=line.split()\n    word=values[0]\n    coefs=np.asarray(values[1:],dtype='float32') \n    embedding_index[word]=coefs\n    \nf.close()\nprint(f'Found {len(embedding_index)} word vectors')","metadata":{"id":"wp8GJRoesHD9","outputId":"f2b2fb77-5248-4d4a-8182-38abb01c0b10","execution":{"iopub.status.busy":"2024-09-24T00:35:19.861976Z","iopub.execute_input":"2024-09-24T00:35:19.862258Z","iopub.status.idle":"2024-09-24T00:35:38.287544Z","shell.execute_reply.started":"2024-09-24T00:35:19.862231Z","shell.execute_reply":"2024-09-24T00:35:38.286743Z"},"trusted":true},"execution_count":258,"outputs":[{"name":"stdout","text":"Found 400000 word vectors\n","output_type":"stream"}]},{"cell_type":"code","source":"#Create embedding layer\nembedding_matrix=np.zeros((max_features,embedding_dim))\nfor word,index in x_tokenizer.word_index.items():\n    if index>max_features-1:\n        break\n    else:\n        embedding_vector=embedding_index.get(word)\n        if embedding_vector is not None:\n            embedding_matrix[index]=embedding_vector\n            \nmodel=Sequential()\nmodel.add(Embedding(max_features,\n                   embedding_dim,\n                   embeddings_initializer=tf.keras.initializers.Constant(\n                   embedding_matrix),\n                   trainable=False))\nmodel.add(Dropout(0.2))","metadata":{"id":"TwESlTgLsLP2","execution":{"iopub.status.busy":"2024-09-24T00:35:38.288730Z","iopub.execute_input":"2024-09-24T00:35:38.289071Z","iopub.status.idle":"2024-09-24T00:35:38.364616Z","shell.execute_reply.started":"2024-09-24T00:35:38.289040Z","shell.execute_reply":"2024-09-24T00:35:38.363926Z"},"trusted":true},"execution_count":259,"outputs":[]},{"cell_type":"code","source":"#Classification model CNN\nfilters=250\nkernel_size=3\nhidden_dims=250\n\nmodel.add(Conv1D(filters,\n                kernel_size,\n                padding='valid'))\nmodel.add(MaxPooling1D())\nmodel.add(Conv1D(filters,\n                5,\n                padding='valid',\n                activation='relu'))\nmodel.add(GlobalMaxPooling1D())\nmodel.add(Dense(hidden_dims,activation='relu'))\nmodel.add(Dropout(0.2))\nmodel.add(Dense(1,activation='sigmoid'))\nmodel.summary()","metadata":{"execution":{"iopub.status.busy":"2024-09-24T00:35:38.365933Z","iopub.execute_input":"2024-09-24T00:35:38.366308Z","iopub.status.idle":"2024-09-24T00:35:38.434664Z","shell.execute_reply.started":"2024-09-24T00:35:38.366271Z","shell.execute_reply":"2024-09-24T00:35:38.433883Z"},"trusted":true},"execution_count":260,"outputs":[{"name":"stdout","text":"Model: \"sequential_16\"\n_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\nembedding_16 (Embedding)     (None, None, 100)         2000000   \n_________________________________________________________________\ndropout_14 (Dropout)         (None, None, 100)         0         \n_________________________________________________________________\nconv1d_16 (Conv1D)           (None, None, 250)         75250     \n_________________________________________________________________\nmax_pooling1d_7 (MaxPooling1 (None, None, 250)         0         \n_________________________________________________________________\nconv1d_17 (Conv1D)           (None, None, 250)         312750    \n_________________________________________________________________\nglobal_max_pooling1d_7 (Glob (None, 250)               0         \n_________________________________________________________________\ndense_23 (Dense)             (None, 250)               62750     \n_________________________________________________________________\ndropout_15 (Dropout)         (None, 250)               0         \n_________________________________________________________________\ndense_24 (Dense)             (None, 1)                 251       \n=================================================================\nTotal params: 2,451,001\nTrainable params: 451,001\nNon-trainable params: 2,000,000\n_________________________________________________________________\n","output_type":"stream"}]},{"cell_type":"code","source":"model.compile(loss='binary_crossentropy',\n             optimizer='adam',\n             metrics=['accuracy'])","metadata":{"execution":{"iopub.status.busy":"2024-09-24T00:35:38.436012Z","iopub.execute_input":"2024-09-24T00:35:38.436289Z","iopub.status.idle":"2024-09-24T00:35:38.449486Z","shell.execute_reply.started":"2024-09-24T00:35:38.436263Z","shell.execute_reply":"2024-09-24T00:35:38.448708Z"},"trusted":true},"execution_count":261,"outputs":[]},{"cell_type":"code","source":"x_train,x_val,y_train,y_val=train_test_split(x_train_val,y,test_size=0.2,random_state=1)\nbatch_size=32\nepochs=3\nmodel.fit(x_train,y_train,\n         batch_size=batch_size,\n         epochs=epochs,\n         validation_data=(x_val,y_val))","metadata":{"id":"ZDQkgmhOsHED","outputId":"bc527adf-9f6d-4c3f-f7a0-91f5f0790a2f","execution":{"iopub.status.busy":"2024-09-24T00:35:38.450565Z","iopub.execute_input":"2024-09-24T00:35:38.450859Z","iopub.status.idle":"2024-09-24T00:37:10.478522Z","shell.execute_reply.started":"2024-09-24T00:35:38.450831Z","shell.execute_reply":"2024-09-24T00:37:10.477655Z"},"trusted":true},"execution_count":262,"outputs":[{"name":"stdout","text":"Epoch 1/3\n3990/3990 [==============================] - 30s 8ms/step - loss: 0.1547 - accuracy: 0.9440 - val_loss: 0.1247 - val_accuracy: 0.9528\nEpoch 2/3\n3990/3990 [==============================] - 30s 8ms/step - loss: 0.1331 - accuracy: 0.9516 - val_loss: 0.1220 - val_accuracy: 0.9551\nEpoch 3/3\n3990/3990 [==============================] - 30s 8ms/step - loss: 0.1261 - accuracy: 0.9535 - val_loss: 0.1234 - val_accuracy: 0.9554\n","output_type":"stream"},{"execution_count":262,"output_type":"execute_result","data":{"text/plain":"<tensorflow.python.keras.callbacks.History at 0x784d7545b850>"},"metadata":{}}]},{"cell_type":"code","source":"test_df=pd.read_csv('/kaggle/input/jigsaw-toxic-comment-classification-challenge/test.csv.zip')\ntest_df","metadata":{"id":"9J54v6q0UEVM","outputId":"7e6fdd2a-6a7f-422a-e1bf-aac493c32b9e","execution":{"iopub.status.busy":"2024-09-24T00:37:10.479863Z","iopub.execute_input":"2024-09-24T00:37:10.480248Z","iopub.status.idle":"2024-09-24T00:37:11.562063Z","shell.execute_reply.started":"2024-09-24T00:37:10.480215Z","shell.execute_reply":"2024-09-24T00:37:11.561264Z"},"trusted":true},"execution_count":263,"outputs":[{"execution_count":263,"output_type":"execute_result","data":{"text/plain":"                      id                                       comment_text\n0       00001cee341fdb12  Yo bitch Ja Rule is more succesful then you'll...\n1       0000247867823ef7  == From RfC == \\n\\n The title is fine as it is...\n2       00013b17ad220c46  \" \\n\\n == Sources == \\n\\n * Zawe Ashton on Lap...\n3       00017563c3f7919a  :If you have a look back at the source, the in...\n4       00017695ad8997eb          I don't anonymously edit articles at all.\n...                  ...                                                ...\n153159  fffcd0960ee309b5  . \\n i totally agree, this stuff is nothing bu...\n153160  fffd7a9a6eb32c16  == Throw from out field to home plate. == \\n\\n...\n153161  fffda9e8d6fafa9e  \" \\n\\n == Okinotorishima categories == \\n\\n I ...\n153162  fffe8f1340a79fc2  \" \\n\\n == \"\"One of the founding nations of the...\n153163  ffffce3fb183ee80  \" \\n :::Stop already. Your bullshit is not wel...\n\n[153164 rows x 2 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>comment_text</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>00001cee341fdb12</td>\n      <td>Yo bitch Ja Rule is more succesful then you'll...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0000247867823ef7</td>\n      <td>== From RfC == \\n\\n The title is fine as it is...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>00013b17ad220c46</td>\n      <td>\" \\n\\n == Sources == \\n\\n * Zawe Ashton on Lap...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>00017563c3f7919a</td>\n      <td>:If you have a look back at the source, the in...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>00017695ad8997eb</td>\n      <td>I don't anonymously edit articles at all.</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>153159</th>\n      <td>fffcd0960ee309b5</td>\n      <td>. \\n i totally agree, this stuff is nothing bu...</td>\n    </tr>\n    <tr>\n      <th>153160</th>\n      <td>fffd7a9a6eb32c16</td>\n      <td>== Throw from out field to home plate. == \\n\\n...</td>\n    </tr>\n    <tr>\n      <th>153161</th>\n      <td>fffda9e8d6fafa9e</td>\n      <td>\" \\n\\n == Okinotorishima categories == \\n\\n I ...</td>\n    </tr>\n    <tr>\n      <th>153162</th>\n      <td>fffe8f1340a79fc2</td>\n      <td>\" \\n\\n == \"\"One of the founding nations of the...</td>\n    </tr>\n    <tr>\n      <th>153163</th>\n      <td>ffffce3fb183ee80</td>\n      <td>\" \\n :::Stop already. Your bullshit is not wel...</td>\n    </tr>\n  </tbody>\n</table>\n<p>153164 rows × 2 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"x_test=test_df['comment_text'].values\nx_test_tokenized=x_tokenizer.texts_to_sequences(x_test)\nx_testing=sequence.pad_sequences(x_test_tokenized,maxlen=max_text_length)","metadata":{"id":"iNisHnvRsHEK","execution":{"iopub.status.busy":"2024-09-24T00:37:11.563376Z","iopub.execute_input":"2024-09-24T00:37:11.563660Z","iopub.status.idle":"2024-09-24T00:37:24.559709Z","shell.execute_reply.started":"2024-09-24T00:37:11.563632Z","shell.execute_reply":"2024-09-24T00:37:24.558970Z"},"trusted":true},"execution_count":264,"outputs":[]},{"cell_type":"code","source":"y_testing=model.predict(x_testing,verbose=1,batch_size=32)","metadata":{"id":"4u5at1KRsHEU","execution":{"iopub.status.busy":"2024-09-24T00:37:24.561002Z","iopub.execute_input":"2024-09-24T00:37:24.561397Z","iopub.status.idle":"2024-09-24T00:37:39.138156Z","shell.execute_reply.started":"2024-09-24T00:37:24.561358Z","shell.execute_reply":"2024-09-24T00:37:39.137337Z"},"trusted":true},"execution_count":265,"outputs":[{"name":"stdout","text":"4787/4787 [==============================] - 14s 3ms/step\n","output_type":"stream"}]},{"cell_type":"code","source":"y_testing.shape\ny_testing[0]","metadata":{"id":"kvgZCuCZsHEZ","outputId":"79ad98e0-52ec-4cdd-dc83-67cf3ca7ee29","execution":{"iopub.status.busy":"2024-09-24T00:37:39.141238Z","iopub.execute_input":"2024-09-24T00:37:39.141621Z","iopub.status.idle":"2024-09-24T00:37:39.147305Z","shell.execute_reply.started":"2024-09-24T00:37:39.141589Z","shell.execute_reply":"2024-09-24T00:37:39.146420Z"},"trusted":true},"execution_count":266,"outputs":[{"execution_count":266,"output_type":"execute_result","data":{"text/plain":"array([0.99967647], dtype=float32)"},"metadata":{}}]},{"cell_type":"code","source":"test_df['Toxic']=['Not Toxic' if x<0.5 else 'Toxic' for x in y_testing]\ntest_df[['comment_text','Toxic']].head(20)","metadata":{"id":"rYejiiqUG64C","outputId":"60250ec7-365d-4e39-9600-a4bcf72e63e3","execution":{"iopub.status.busy":"2024-09-24T00:37:39.148516Z","iopub.execute_input":"2024-09-24T00:37:39.148788Z","iopub.status.idle":"2024-09-24T00:37:39.518235Z","shell.execute_reply.started":"2024-09-24T00:37:39.148745Z","shell.execute_reply":"2024-09-24T00:37:39.517434Z"},"trusted":true},"execution_count":267,"outputs":[{"execution_count":267,"output_type":"execute_result","data":{"text/plain":"                                         comment_text      Toxic\n0   Yo bitch Ja Rule is more succesful then you'll...      Toxic\n1   == From RfC == \\n\\n The title is fine as it is...  Not Toxic\n2   \" \\n\\n == Sources == \\n\\n * Zawe Ashton on Lap...  Not Toxic\n3   :If you have a look back at the source, the in...  Not Toxic\n4           I don't anonymously edit articles at all.  Not Toxic\n5   Thank you for understanding. I think very high...  Not Toxic\n6   Please do not add nonsense to Wikipedia. Such ...  Not Toxic\n7                    :Dear god this site is horrible.      Toxic\n8   \" \\n Only a fool can believe in such numbers. ...      Toxic\n9   == Double Redirects == \\n\\n When fixing double...  Not Toxic\n10  I think its crap that the link to roggenbier i...      Toxic\n11  \"::: Somebody will invariably try to add Relig...  Not Toxic\n12  , 25 February 2010 (UTC) \\n\\n :::Looking it ov...  Not Toxic\n13  \" \\n\\n It says it right there that it IS a typ...  Not Toxic\n14  \" \\n\\n == Before adding a new product to the l...  Not Toxic\n15  ==Current Position== \\n Anyone have confirmati...  Not Toxic\n16                           this other one from 1897  Not Toxic\n17  == Reason for banning throwing == \\n\\n This ar...  Not Toxic\n18  :: Wallamoose was changing the cited material ...  Not Toxic\n19             |blocked]] from editing Wikipedia.   |  Not Toxic","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>comment_text</th>\n      <th>Toxic</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Yo bitch Ja Rule is more succesful then you'll...</td>\n      <td>Toxic</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>== From RfC == \\n\\n The title is fine as it is...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>\" \\n\\n == Sources == \\n\\n * Zawe Ashton on Lap...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>:If you have a look back at the source, the in...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>I don't anonymously edit articles at all.</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Thank you for understanding. I think very high...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Please do not add nonsense to Wikipedia. Such ...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>:Dear god this site is horrible.</td>\n      <td>Toxic</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>\" \\n Only a fool can believe in such numbers. ...</td>\n      <td>Toxic</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>== Double Redirects == \\n\\n When fixing double...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>I think its crap that the link to roggenbier i...</td>\n      <td>Toxic</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>\"::: Somebody will invariably try to add Relig...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>, 25 February 2010 (UTC) \\n\\n :::Looking it ov...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>\" \\n\\n It says it right there that it IS a typ...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>\" \\n\\n == Before adding a new product to the l...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>==Current Position== \\n Anyone have confirmati...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>this other one from 1897</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>== Reason for banning throwing == \\n\\n This ar...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>:: Wallamoose was changing the cited material ...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>|blocked]] from editing Wikipedia.   |</td>\n      <td>Not Toxic</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"y_truth=pd.read_csv('../input/jigsaw-toxic-comment-classification-challenge/test_labels.csv.zip')\ny_truth.head(20)","metadata":{"execution":{"iopub.status.busy":"2024-09-24T00:37:39.519467Z","iopub.execute_input":"2024-09-24T00:37:39.519781Z","iopub.status.idle":"2024-09-24T00:37:39.714056Z","shell.execute_reply.started":"2024-09-24T00:37:39.519733Z","shell.execute_reply":"2024-09-24T00:37:39.713239Z"},"trusted":true},"execution_count":268,"outputs":[{"execution_count":268,"output_type":"execute_result","data":{"text/plain":"                  id  toxic  severe_toxic  obscene  threat  insult  \\\n0   00001cee341fdb12     -1            -1       -1      -1      -1   \n1   0000247867823ef7     -1            -1       -1      -1      -1   \n2   00013b17ad220c46     -1            -1       -1      -1      -1   \n3   00017563c3f7919a     -1            -1       -1      -1      -1   \n4   00017695ad8997eb     -1            -1       -1      -1      -1   \n5   0001ea8717f6de06      0             0        0       0       0   \n6   00024115d4cbde0f     -1            -1       -1      -1      -1   \n7   000247e83dcc1211      0             0        0       0       0   \n8   00025358d4737918     -1            -1       -1      -1      -1   \n9   00026d1092fe71cc     -1            -1       -1      -1      -1   \n10  0002eadc3b301559     -1            -1       -1      -1      -1   \n11  0002f87b16116a7f      0             0        0       0       0   \n12  0003806b11932181     -1            -1       -1      -1      -1   \n13  0003e1cccfd5a40a      0             0        0       0       0   \n14  00059ace3e3e9a53      0             0        0       0       0   \n15  000634272d0d44eb     -1            -1       -1      -1      -1   \n16  000663aff0fffc80      0             0        0       0       0   \n17  000689dd34e20979      0             0        0       0       0   \n18  000834769115370c     -1            -1       -1      -1      -1   \n19  000844b52dee5f3f      0             0        0       0       0   \n\n    identity_hate  \n0              -1  \n1              -1  \n2              -1  \n3              -1  \n4              -1  \n5               0  \n6              -1  \n7               0  \n8              -1  \n9              -1  \n10             -1  \n11              0  \n12             -1  \n13              0  \n14              0  \n15             -1  \n16              0  \n17              0  \n18             -1  \n19              0  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>toxic</th>\n      <th>severe_toxic</th>\n      <th>obscene</th>\n      <th>threat</th>\n      <th>insult</th>\n      <th>identity_hate</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>00001cee341fdb12</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0000247867823ef7</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>00013b17ad220c46</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>00017563c3f7919a</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>00017695ad8997eb</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>0001ea8717f6de06</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>00024115d4cbde0f</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>000247e83dcc1211</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>00025358d4737918</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>00026d1092fe71cc</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>0002eadc3b301559</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>0002f87b16116a7f</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>0003806b11932181</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>0003e1cccfd5a40a</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>00059ace3e3e9a53</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>000634272d0d44eb</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>000663aff0fffc80</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>000689dd34e20979</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>000834769115370c</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>000844b52dee5f3f</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"y_test=y_truth.loc[y_truth['toxic']!=-1]\ntest_df=test_df.loc[y_truth['toxic']!=-1]\nprint(y_test.shape,test_df.shape)","metadata":{"execution":{"iopub.status.busy":"2024-09-24T00:37:39.715195Z","iopub.execute_input":"2024-09-24T00:37:39.715481Z","iopub.status.idle":"2024-09-24T00:37:39.732798Z","shell.execute_reply.started":"2024-09-24T00:37:39.715452Z","shell.execute_reply":"2024-09-24T00:37:39.732019Z"},"trusted":true},"execution_count":269,"outputs":[{"name":"stdout","text":"(63978, 7) (63978, 3)\n","output_type":"stream"}]},{"cell_type":"code","source":"y_test.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-24T00:37:39.734007Z","iopub.execute_input":"2024-09-24T00:37:39.734294Z","iopub.status.idle":"2024-09-24T00:37:39.745305Z","shell.execute_reply.started":"2024-09-24T00:37:39.734266Z","shell.execute_reply":"2024-09-24T00:37:39.744571Z"},"trusted":true},"execution_count":270,"outputs":[{"execution_count":270,"output_type":"execute_result","data":{"text/plain":"                  id  toxic  severe_toxic  obscene  threat  insult  \\\n5   0001ea8717f6de06      0             0        0       0       0   \n7   000247e83dcc1211      0             0        0       0       0   \n11  0002f87b16116a7f      0             0        0       0       0   \n13  0003e1cccfd5a40a      0             0        0       0       0   \n14  00059ace3e3e9a53      0             0        0       0       0   \n\n    identity_hate  \n5               0  \n7               0  \n11              0  \n13              0  \n14              0  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>toxic</th>\n      <th>severe_toxic</th>\n      <th>obscene</th>\n      <th>threat</th>\n      <th>insult</th>\n      <th>identity_hate</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>5</th>\n      <td>0001ea8717f6de06</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>000247e83dcc1211</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>0002f87b16116a7f</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>0003e1cccfd5a40a</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>00059ace3e3e9a53</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"test_df.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-24T00:37:39.746613Z","iopub.execute_input":"2024-09-24T00:37:39.746954Z","iopub.status.idle":"2024-09-24T00:37:39.759588Z","shell.execute_reply.started":"2024-09-24T00:37:39.746924Z","shell.execute_reply":"2024-09-24T00:37:39.758601Z"},"trusted":true},"execution_count":271,"outputs":[{"execution_count":271,"output_type":"execute_result","data":{"text/plain":"                  id                                       comment_text  \\\n5   0001ea8717f6de06  Thank you for understanding. I think very high...   \n7   000247e83dcc1211                   :Dear god this site is horrible.   \n11  0002f87b16116a7f  \"::: Somebody will invariably try to add Relig...   \n13  0003e1cccfd5a40a  \" \\n\\n It says it right there that it IS a typ...   \n14  00059ace3e3e9a53  \" \\n\\n == Before adding a new product to the l...   \n\n        Toxic  \n5   Not Toxic  \n7       Toxic  \n11  Not Toxic  \n13  Not Toxic  \n14  Not Toxic  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>comment_text</th>\n      <th>Toxic</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>5</th>\n      <td>0001ea8717f6de06</td>\n      <td>Thank you for understanding. I think very high...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>000247e83dcc1211</td>\n      <td>:Dear god this site is horrible.</td>\n      <td>Toxic</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>0002f87b16116a7f</td>\n      <td>\"::: Somebody will invariably try to add Relig...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>0003e1cccfd5a40a</td>\n      <td>\" \\n\\n It says it right there that it IS a typ...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>00059ace3e3e9a53</td>\n      <td>\" \\n\\n == Before adding a new product to the l...</td>\n      <td>Not Toxic</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"y_test=y_test['toxic']\ny_test.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-24T00:37:39.760789Z","iopub.execute_input":"2024-09-24T00:37:39.761109Z","iopub.status.idle":"2024-09-24T00:37:39.770683Z","shell.execute_reply.started":"2024-09-24T00:37:39.761080Z","shell.execute_reply":"2024-09-24T00:37:39.769714Z"},"trusted":true},"execution_count":272,"outputs":[{"execution_count":272,"output_type":"execute_result","data":{"text/plain":"5     0\n7     0\n11    0\n13    0\n14    0\nName: toxic, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"test_df['Toxic']=[1 if x==\"Toxic\" else 0 for x in test_df['Toxic']]\ntest_df=test_df['Toxic']\ntest_df.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-24T00:37:39.772043Z","iopub.execute_input":"2024-09-24T00:37:39.772417Z","iopub.status.idle":"2024-09-24T00:37:39.828993Z","shell.execute_reply.started":"2024-09-24T00:37:39.772377Z","shell.execute_reply":"2024-09-24T00:37:39.828135Z"},"trusted":true},"execution_count":273,"outputs":[{"execution_count":273,"output_type":"execute_result","data":{"text/plain":"5     0\n7     1\n11    0\n13    0\n14    0\nName: Toxic, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"from sklearn.metrics import accuracy_score,confusion_matrix,f1_score\nprint('Test Data Accuracy Score',accuracy_score(y_test,test_df)*100)\n#confusion_matrix(y_test,test_df)\nprint('Test Data F1 Score ',f1_score(y_test,test_df))","metadata":{"execution":{"iopub.status.busy":"2024-09-24T00:37:39.830350Z","iopub.execute_input":"2024-09-24T00:37:39.830719Z","iopub.status.idle":"2024-09-24T00:37:39.859950Z","shell.execute_reply.started":"2024-09-24T00:37:39.830687Z","shell.execute_reply":"2024-09-24T00:37:39.859172Z"},"trusted":true},"execution_count":274,"outputs":[{"name":"stdout","text":"Test Data Accuracy Score 91.79249116883929\nTest Data F1 Score  0.6336426428521594\n","output_type":"stream"}]},{"cell_type":"code","source":"#Classification model LSTM\nimport tensorflow as tf\nfrom tensorflow.keras.preprocessing import text, sequence\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import Dense, LSTM, Embedding, SpatialDropout1D\nfrom tensorflow.keras.callbacks import EarlyStopping\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import accuracy_score, confusion_matrix, f1_score, classification_report\n\n# Load data\ntrain_df = pd.read_csv('/kaggle/input/jigsaw-toxic-comment-classification-challenge/train.csv.zip').fillna(' ')\ntest_df = pd.read_csv('/kaggle/input/jigsaw-toxic-comment-classification-challenge/test.csv.zip').fillna(' ')\ny_truth = pd.read_csv('/kaggle/input/jigsaw-toxic-comment-classification-challenge/test_labels.csv.zip')\nx = train_df['comment_text'].values\ny = train_df['toxic'].values\n\n# Split the data into training and validation sets\nx_train, x_val, y_train, y_val = train_test_split(x, y, test_size=0.2, random_state=1)\n\n# Tokenization and Padding\nmax_features = 20000\nmax_text_length = 400\n\ntokenizer = text.Tokenizer(num_words=max_features)\ntokenizer.fit_on_texts(x_train)\nx_train_seq = tokenizer.texts_to_sequences(x_train)\nx_val_seq = tokenizer.texts_to_sequences(x_val)\n\nx_train_pad = sequence.pad_sequences(x_train_seq, maxlen=max_text_length)\nx_val_pad = sequence.pad_sequences(x_val_seq, maxlen=max_text_length)\n\n# LSTM model\nmodel = Sequential()\nmodel.add(Embedding(max_features, 128, input_length=max_text_length))\nmodel.add(SpatialDropout1D(0.2))\nmodel.add(LSTM(3, dropout=0.2, recurrent_dropout=0.2))\nmodel.add(Dense(1, activation='sigmoid'))\n\nmodel.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\nmodel.summary()\n","metadata":{"execution":{"iopub.status.busy":"2024-09-24T00:37:39.861311Z","iopub.execute_input":"2024-09-24T00:37:39.861610Z","iopub.status.idle":"2024-09-24T00:38:06.256066Z","shell.execute_reply.started":"2024-09-24T00:37:39.861581Z","shell.execute_reply":"2024-09-24T00:38:06.255216Z"},"trusted":true},"execution_count":275,"outputs":[{"name":"stdout","text":"Model: \"sequential_17\"\n_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\nembedding_17 (Embedding)     (None, 400, 128)          2560000   \n_________________________________________________________________\nspatial_dropout1d_9 (Spatial (None, 400, 128)          0         \n_________________________________________________________________\nlstm_9 (LSTM)                (None, 3)                 1584      \n_________________________________________________________________\ndense_25 (Dense)             (None, 1)                 4         \n=================================================================\nTotal params: 2,561,588\nTrainable params: 2,561,588\nNon-trainable params: 0\n_________________________________________________________________\n","output_type":"stream"}]},{"cell_type":"code","source":"x_train,x_val,y_train,y_val=train_test_split(x_train_val,y,test_size=0.2,random_state=1)\nbatch_size=1024\nepochs=1\nmodel.fit(x_train,y_train,\n         batch_size=batch_size,\n         epochs=epochs,\n         validation_data=(x_val,y_val))","metadata":{"execution":{"iopub.status.busy":"2024-09-24T00:56:22.644322Z","iopub.execute_input":"2024-09-24T00:56:22.644646Z","iopub.status.idle":"2024-09-24T00:58:59.908286Z","shell.execute_reply.started":"2024-09-24T00:56:22.644618Z","shell.execute_reply":"2024-09-24T00:58:59.907260Z"},"trusted":true},"execution_count":285,"outputs":[{"name":"stdout","text":"125/125 [==============================] - 156s 1s/step - loss: 0.1583 - accuracy: 0.9432 - val_loss: 0.1538 - val_accuracy: 0.9445\n","output_type":"stream"},{"execution_count":285,"output_type":"execute_result","data":{"text/plain":"<tensorflow.python.keras.callbacks.History at 0x784830035310>"},"metadata":{}}]},{"cell_type":"code","source":"# Tokenize and pad the test data\nx_test = test_df['comment_text'].values\nx_test_tokenized = tokenizer.texts_to_sequences(x_test)\nx_testing = sequence.pad_sequences(x_test_seq, maxlen=max_text_length)","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:09:02.590870Z","iopub.execute_input":"2024-09-24T01:09:02.591205Z","iopub.status.idle":"2024-09-24T01:09:14.405336Z","shell.execute_reply.started":"2024-09-24T01:09:02.591175Z","shell.execute_reply":"2024-09-24T01:09:14.404600Z"},"trusted":true},"execution_count":290,"outputs":[]},{"cell_type":"code","source":"y_testing=model.predict(x_testing,verbose=1,batch_size=1024)","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:09:26.800538Z","iopub.execute_input":"2024-09-24T01:09:26.800887Z","iopub.status.idle":"2024-09-24T01:09:42.184704Z","shell.execute_reply.started":"2024-09-24T01:09:26.800858Z","shell.execute_reply":"2024-09-24T01:09:42.184042Z"},"trusted":true},"execution_count":292,"outputs":[{"name":"stdout","text":"150/150 [==============================] - 15s 100ms/step\n","output_type":"stream"}]},{"cell_type":"code","source":"y_testing.shape\ny_testing[0]","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:09:47.949342Z","iopub.execute_input":"2024-09-24T01:09:47.949681Z","iopub.status.idle":"2024-09-24T01:09:47.955626Z","shell.execute_reply.started":"2024-09-24T01:09:47.949652Z","shell.execute_reply":"2024-09-24T01:09:47.954707Z"},"trusted":true},"execution_count":293,"outputs":[{"execution_count":293,"output_type":"execute_result","data":{"text/plain":"array([0.02563862], dtype=float32)"},"metadata":{}}]},{"cell_type":"code","source":"test_df['Toxic']=['Not Toxic' if x<0.5 else 'Toxic' for x in y_testing]\ntest_df[['comment_text','Toxic']].head(20)","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:10:07.371179Z","iopub.execute_input":"2024-09-24T01:10:07.371518Z","iopub.status.idle":"2024-09-24T01:10:07.733166Z","shell.execute_reply.started":"2024-09-24T01:10:07.371488Z","shell.execute_reply":"2024-09-24T01:10:07.732279Z"},"trusted":true},"execution_count":294,"outputs":[{"execution_count":294,"output_type":"execute_result","data":{"text/plain":"                                         comment_text      Toxic\n0   Yo bitch Ja Rule is more succesful then you'll...  Not Toxic\n1   == From RfC == \\n\\n The title is fine as it is...  Not Toxic\n2   \" \\n\\n == Sources == \\n\\n * Zawe Ashton on Lap...  Not Toxic\n3   :If you have a look back at the source, the in...  Not Toxic\n4           I don't anonymously edit articles at all.  Not Toxic\n5   Thank you for understanding. I think very high...  Not Toxic\n6   Please do not add nonsense to Wikipedia. Such ...  Not Toxic\n7                    :Dear god this site is horrible.  Not Toxic\n8   \" \\n Only a fool can believe in such numbers. ...  Not Toxic\n9   == Double Redirects == \\n\\n When fixing double...  Not Toxic\n10  I think its crap that the link to roggenbier i...  Not Toxic\n11  \"::: Somebody will invariably try to add Relig...  Not Toxic\n12  , 25 February 2010 (UTC) \\n\\n :::Looking it ov...  Not Toxic\n13  \" \\n\\n It says it right there that it IS a typ...  Not Toxic\n14  \" \\n\\n == Before adding a new product to the l...  Not Toxic\n15  ==Current Position== \\n Anyone have confirmati...  Not Toxic\n16                           this other one from 1897  Not Toxic\n17  == Reason for banning throwing == \\n\\n This ar...  Not Toxic\n18  :: Wallamoose was changing the cited material ...  Not Toxic\n19             |blocked]] from editing Wikipedia.   |  Not Toxic","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>comment_text</th>\n      <th>Toxic</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Yo bitch Ja Rule is more succesful then you'll...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>== From RfC == \\n\\n The title is fine as it is...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>\" \\n\\n == Sources == \\n\\n * Zawe Ashton on Lap...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>:If you have a look back at the source, the in...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>I don't anonymously edit articles at all.</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>Thank you for understanding. I think very high...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>Please do not add nonsense to Wikipedia. Such ...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>:Dear god this site is horrible.</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>\" \\n Only a fool can believe in such numbers. ...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>== Double Redirects == \\n\\n When fixing double...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>I think its crap that the link to roggenbier i...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>\"::: Somebody will invariably try to add Relig...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>, 25 February 2010 (UTC) \\n\\n :::Looking it ov...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>\" \\n\\n It says it right there that it IS a typ...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>\" \\n\\n == Before adding a new product to the l...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>==Current Position== \\n Anyone have confirmati...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>this other one from 1897</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>== Reason for banning throwing == \\n\\n This ar...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>:: Wallamoose was changing the cited material ...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>|blocked]] from editing Wikipedia.   |</td>\n      <td>Not Toxic</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"y_truth=pd.read_csv('../input/jigsaw-toxic-comment-classification-challenge/test_labels.csv.zip')\ny_truth.head(20)","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:10:33.429860Z","iopub.execute_input":"2024-09-24T01:10:33.430220Z","iopub.status.idle":"2024-09-24T01:10:33.630611Z","shell.execute_reply.started":"2024-09-24T01:10:33.430192Z","shell.execute_reply":"2024-09-24T01:10:33.629659Z"},"trusted":true},"execution_count":295,"outputs":[{"execution_count":295,"output_type":"execute_result","data":{"text/plain":"                  id  toxic  severe_toxic  obscene  threat  insult  \\\n0   00001cee341fdb12     -1            -1       -1      -1      -1   \n1   0000247867823ef7     -1            -1       -1      -1      -1   \n2   00013b17ad220c46     -1            -1       -1      -1      -1   \n3   00017563c3f7919a     -1            -1       -1      -1      -1   \n4   00017695ad8997eb     -1            -1       -1      -1      -1   \n5   0001ea8717f6de06      0             0        0       0       0   \n6   00024115d4cbde0f     -1            -1       -1      -1      -1   \n7   000247e83dcc1211      0             0        0       0       0   \n8   00025358d4737918     -1            -1       -1      -1      -1   \n9   00026d1092fe71cc     -1            -1       -1      -1      -1   \n10  0002eadc3b301559     -1            -1       -1      -1      -1   \n11  0002f87b16116a7f      0             0        0       0       0   \n12  0003806b11932181     -1            -1       -1      -1      -1   \n13  0003e1cccfd5a40a      0             0        0       0       0   \n14  00059ace3e3e9a53      0             0        0       0       0   \n15  000634272d0d44eb     -1            -1       -1      -1      -1   \n16  000663aff0fffc80      0             0        0       0       0   \n17  000689dd34e20979      0             0        0       0       0   \n18  000834769115370c     -1            -1       -1      -1      -1   \n19  000844b52dee5f3f      0             0        0       0       0   \n\n    identity_hate  \n0              -1  \n1              -1  \n2              -1  \n3              -1  \n4              -1  \n5               0  \n6              -1  \n7               0  \n8              -1  \n9              -1  \n10             -1  \n11              0  \n12             -1  \n13              0  \n14              0  \n15             -1  \n16              0  \n17              0  \n18             -1  \n19              0  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>toxic</th>\n      <th>severe_toxic</th>\n      <th>obscene</th>\n      <th>threat</th>\n      <th>insult</th>\n      <th>identity_hate</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>00001cee341fdb12</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0000247867823ef7</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>00013b17ad220c46</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>00017563c3f7919a</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>00017695ad8997eb</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>0001ea8717f6de06</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>00024115d4cbde0f</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>000247e83dcc1211</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>00025358d4737918</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>00026d1092fe71cc</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>0002eadc3b301559</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>0002f87b16116a7f</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>0003806b11932181</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>0003e1cccfd5a40a</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>00059ace3e3e9a53</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>000634272d0d44eb</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>000663aff0fffc80</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>000689dd34e20979</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>000834769115370c</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n      <td>-1</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>000844b52dee5f3f</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"y_test=y_truth.loc[y_truth['toxic']!=-1]\ntest_df=test_df.loc[y_truth['toxic']!=-1]\nprint(y_test.shape,test_df.shape)","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:10:55.650049Z","iopub.execute_input":"2024-09-24T01:10:55.650384Z","iopub.status.idle":"2024-09-24T01:10:55.672622Z","shell.execute_reply.started":"2024-09-24T01:10:55.650357Z","shell.execute_reply":"2024-09-24T01:10:55.671510Z"},"trusted":true},"execution_count":296,"outputs":[{"name":"stdout","text":"(63978, 7) (63978, 3)\n","output_type":"stream"}]},{"cell_type":"code","source":"y_test.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:11:09.454738Z","iopub.execute_input":"2024-09-24T01:11:09.455101Z","iopub.status.idle":"2024-09-24T01:11:09.467638Z","shell.execute_reply.started":"2024-09-24T01:11:09.455070Z","shell.execute_reply":"2024-09-24T01:11:09.466714Z"},"trusted":true},"execution_count":297,"outputs":[{"execution_count":297,"output_type":"execute_result","data":{"text/plain":"                  id  toxic  severe_toxic  obscene  threat  insult  \\\n5   0001ea8717f6de06      0             0        0       0       0   \n7   000247e83dcc1211      0             0        0       0       0   \n11  0002f87b16116a7f      0             0        0       0       0   \n13  0003e1cccfd5a40a      0             0        0       0       0   \n14  00059ace3e3e9a53      0             0        0       0       0   \n\n    identity_hate  \n5               0  \n7               0  \n11              0  \n13              0  \n14              0  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>toxic</th>\n      <th>severe_toxic</th>\n      <th>obscene</th>\n      <th>threat</th>\n      <th>insult</th>\n      <th>identity_hate</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>5</th>\n      <td>0001ea8717f6de06</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>000247e83dcc1211</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>0002f87b16116a7f</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>0003e1cccfd5a40a</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>00059ace3e3e9a53</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"test_df.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:11:19.501109Z","iopub.execute_input":"2024-09-24T01:11:19.501489Z","iopub.status.idle":"2024-09-24T01:11:19.512533Z","shell.execute_reply.started":"2024-09-24T01:11:19.501453Z","shell.execute_reply":"2024-09-24T01:11:19.511587Z"},"trusted":true},"execution_count":298,"outputs":[{"execution_count":298,"output_type":"execute_result","data":{"text/plain":"                  id                                       comment_text  \\\n5   0001ea8717f6de06  Thank you for understanding. I think very high...   \n7   000247e83dcc1211                   :Dear god this site is horrible.   \n11  0002f87b16116a7f  \"::: Somebody will invariably try to add Relig...   \n13  0003e1cccfd5a40a  \" \\n\\n It says it right there that it IS a typ...   \n14  00059ace3e3e9a53  \" \\n\\n == Before adding a new product to the l...   \n\n        Toxic  \n5   Not Toxic  \n7   Not Toxic  \n11  Not Toxic  \n13  Not Toxic  \n14  Not Toxic  ","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>comment_text</th>\n      <th>Toxic</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>5</th>\n      <td>0001ea8717f6de06</td>\n      <td>Thank you for understanding. I think very high...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>000247e83dcc1211</td>\n      <td>:Dear god this site is horrible.</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>0002f87b16116a7f</td>\n      <td>\"::: Somebody will invariably try to add Relig...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>0003e1cccfd5a40a</td>\n      <td>\" \\n\\n It says it right there that it IS a typ...</td>\n      <td>Not Toxic</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>00059ace3e3e9a53</td>\n      <td>\" \\n\\n == Before adding a new product to the l...</td>\n      <td>Not Toxic</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"y_test=y_test['toxic']\ny_test.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:11:34.335585Z","iopub.execute_input":"2024-09-24T01:11:34.335949Z","iopub.status.idle":"2024-09-24T01:11:34.342740Z","shell.execute_reply.started":"2024-09-24T01:11:34.335916Z","shell.execute_reply":"2024-09-24T01:11:34.341927Z"},"trusted":true},"execution_count":299,"outputs":[{"execution_count":299,"output_type":"execute_result","data":{"text/plain":"5     0\n7     0\n11    0\n13    0\n14    0\nName: toxic, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"test_df['Toxic']=[1 if x==\"Toxic\" else 0 for x in test_df['Toxic']]\ntest_df=test_df['Toxic']\ntest_df.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:11:46.062121Z","iopub.execute_input":"2024-09-24T01:11:46.062484Z","iopub.status.idle":"2024-09-24T01:11:46.119185Z","shell.execute_reply.started":"2024-09-24T01:11:46.062449Z","shell.execute_reply":"2024-09-24T01:11:46.118231Z"},"trusted":true},"execution_count":300,"outputs":[{"execution_count":300,"output_type":"execute_result","data":{"text/plain":"5     0\n7     0\n11    0\n13    0\n14    0\nName: Toxic, dtype: int64"},"metadata":{}}]},{"cell_type":"code","source":"print('Test Data Accuracy Score',accuracy_score(y_test,test_df)*100)\n#confusion_matrix(y_test,test_df)\nprint('Test Data F1 Score ',f1_score(y_test,test_df))","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:12:06.072915Z","iopub.execute_input":"2024-09-24T01:12:06.073292Z","iopub.status.idle":"2024-09-24T01:12:06.100939Z","shell.execute_reply.started":"2024-09-24T01:12:06.073252Z","shell.execute_reply":"2024-09-24T01:12:06.100189Z"},"trusted":true},"execution_count":301,"outputs":[{"name":"stdout","text":"Test Data Accuracy Score 87.08774891368908\nTest Data F1 Score  0.07043996849330483\n","output_type":"stream"}]},{"cell_type":"code","source":"#Classification model LogisticRegression\nfrom sklearn.feature_extraction.text import TfidfVectorizer\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import accuracy_score, confusion_matrix, f1_score, classification_report\n\n# Load train and test data\ntrain_df = pd.read_csv('/kaggle/input/jigsaw-toxic-comment-classification-challenge/train.csv.zip').fillna(' ')\ntest_df = pd.read_csv('/kaggle/input/jigsaw-toxic-comment-classification-challenge/test.csv.zip').fillna(' ')\ny_truth = pd.read_csv('/kaggle/input/jigsaw-toxic-comment-classification-challenge/test_labels.csv.zip')\nx = train_df['comment_text'].values\ny = train_df['toxic'].values\n\n# Split Data\nx_train, x_val, y_train, y_val = train_test_split(x, y, test_size=0.2, random_state=1)\n\n# TF-IDF Vectorizer\ntfidf = TfidfVectorizer(max_features=20000)\nx_train_tfidf = tfidf.fit_transform(x_train)\nx_val_tfidf = tfidf.transform(x_val)\n\n#  Logistic Regression model\nlog_reg = LogisticRegression(max_iter=1000)\nlog_reg.fit(x_train_tfidf, y_train)\nprint(\"Coefficients:\", log_reg.coef_)\nprint(\"Intercept:\", log_reg.intercept_)\n","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:43:09.823638Z","iopub.execute_input":"2024-09-24T01:43:09.824009Z","iopub.status.idle":"2024-09-24T01:43:31.117633Z","shell.execute_reply.started":"2024-09-24T01:43:09.823975Z","shell.execute_reply":"2024-09-24T01:43:31.116849Z"},"trusted":true},"execution_count":329,"outputs":[{"name":"stdout","text":"Coefficients: [[ 0.28400237 -0.61346009 -0.08262082 ...  0.07066194  0.07066194\n   0.07066194]]\nIntercept: [-2.67989396]\n","output_type":"stream"}]},{"cell_type":"code","source":"#Test data with true labels\ntest_with_labels = test_df.merge(y_truth, on='id')\ntest_with_labels = test_with_labels[test_with_labels['toxic'] != -1]\nx_test = test_with_labels['comment_text'].values\ny_test = test_with_labels['toxic'].values\n\n# Transform test data using the trained TF-IDF vectorizer\nx_test_tfidf = tfidf.transform(x_test)\n\n# Predict on test data\ny_testing = log_reg.predict(x_test_tfidf)\n\ntest_with_labels['Predicted Toxic'] = y_testing\ntest_with_labels['Predicted Toxic'] = test_with_labels['Predicted Toxic'].map({1: 'Toxic', 0: 'Not Toxic'})\nprint(test_with_labels[['comment_text', 'toxic']].head(20))\n","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:43:33.590829Z","iopub.execute_input":"2024-09-24T01:43:33.591199Z","iopub.status.idle":"2024-09-24T01:43:39.433060Z","shell.execute_reply.started":"2024-09-24T01:43:33.591165Z","shell.execute_reply":"2024-09-24T01:43:39.432152Z"},"trusted":true},"execution_count":330,"outputs":[{"name":"stdout","text":"                                         comment_text  toxic\n5   Thank you for understanding. I think very high...      0\n7                    :Dear god this site is horrible.      0\n11  \"::: Somebody will invariably try to add Relig...      0\n13  \" \\n\\n It says it right there that it IS a typ...      0\n14  \" \\n\\n == Before adding a new product to the l...      0\n16                           this other one from 1897      0\n17  == Reason for banning throwing == \\n\\n This ar...      0\n19             |blocked]] from editing Wikipedia.   |      0\n21  == Arabs are committing genocide in Iraq, but ...      1\n22  Please stop. If you continue to vandalize Wiki...      0\n23  == Energy  == \\n\\n I have edited the introduct...      0\n26  @RedSlash, cut it short. If you have sources s...      0\n28  . \\n\\n           Jews are not a race because y...      0\n29  :::If Ollie or others think that one list of t...      0\n31               Professors to the Manhatten Project.      0\n33  \" \\n\\n :Not sure whether this is notable enoug...      0\n34                       일이삼사오육칠팔구하고십이요 에헤헤 으헤 으헤 으허허      0\n38  \" \\n\\n ==balance== \\n This page has one senten...      0\n40                      REDIRECT Talk:Mi Vida Eres Tú      0\n41  \" \\n I'm not convinced that he was blind. Wher...      0\n","output_type":"stream"}]},{"cell_type":"code","source":"# Evaluate\ntest_accuracy = accuracy_score(y_test, y_testing)\ntest_f1 = f1_score(y_test, y_testing)\n\nprint(f\"Test Data Accuracy Score: {test_accuracy * 100:.2f}%\")\nprint(f\"Test Data F1 Score: {test_f1:.2f}\")\n\nconf_matrix_test = confusion_matrix(y_test, y_testing)\nsns.heatmap(conf_matrix_test, annot=True, fmt=\"d\", cmap=\"Blues\")\nplt.title('Confusion Matrix for Logistic Regression (Test Data)')\nplt.ylabel('Actual Label')\nplt.xlabel('Predicted Label')\nplt.show()\n\nprint('Test Data Classification Report:')\nprint(classification_report(y_test, y_testing))","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:45:13.500605Z","iopub.execute_input":"2024-09-24T01:45:13.500962Z","iopub.status.idle":"2024-09-24T01:45:13.849560Z","shell.execute_reply.started":"2024-09-24T01:45:13.500930Z","shell.execute_reply":"2024-09-24T01:45:13.848756Z"},"trusted":true},"execution_count":331,"outputs":[{"name":"stdout","text":"Test Data Accuracy Score: 93.82%\nTest Data F1 Score: 0.67\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}},{"name":"stdout","text":"Test Data Classification Report:\n              precision    recall  f1-score   support\n\n           0       0.97      0.97      0.97     57888\n           1       0.68      0.67      0.67      6090\n\n    accuracy                           0.94     63978\n   macro avg       0.82      0.82      0.82     63978\nweighted avg       0.94      0.94      0.94     63978\n\n","output_type":"stream"}]},{"cell_type":"code","source":"# Classification model Random Forest\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.feature_extraction.text import TfidfVectorizer\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import accuracy_score, confusion_matrix, f1_score, classification_report\n\n# Load train and test data\ntrain_df = pd.read_csv('/kaggle/input/jigsaw-toxic-comment-classification-challenge/train.csv.zip').fillna(' ')\ntest_df = pd.read_csv('/kaggle/input/jigsaw-toxic-comment-classification-challenge/test.csv.zip').fillna(' ')\ny_truth = pd.read_csv('/kaggle/input/jigsaw-toxic-comment-classification-challenge/test_labels.csv.zip')\nx = train_df['comment_text'].values\ny = train_df['toxic'].values\n\n# Split Data\nx_train, x_val, y_train, y_val = train_test_split(x, y, test_size=0.2, random_state=1)\n\n# TF-IDF Vectorizer\ntfidf = TfidfVectorizer(max_features=20000)\nx_train_tfidf = tfidf.fit_transform(x_train)\nx_val_tfidf = tfidf.transform(x_val)\n\n# Random Forest model\nrf_model = RandomForestClassifier(n_estimators=20, random_state=1)\nrf_model.fit(x_train_tfidf, y_train)","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:55:05.436871Z","iopub.execute_input":"2024-09-24T01:55:05.437253Z","iopub.status.idle":"2024-09-24T01:56:33.641093Z","shell.execute_reply.started":"2024-09-24T01:55:05.437217Z","shell.execute_reply":"2024-09-24T01:56:33.640311Z"},"trusted":true},"execution_count":340,"outputs":[{"execution_count":340,"output_type":"execute_result","data":{"text/plain":"RandomForestClassifier(n_estimators=20, random_state=1)"},"metadata":{}}]},{"cell_type":"code","source":"# Test data with true labels\ntest_with_labels = test_df.merge(y_truth, on='id')\ntest_with_labels = test_with_labels[test_with_labels['toxic'] != -1]\nx_test = test_with_labels['comment_text'].values\ny_test = test_with_labels['toxic'].values\n\n# Transform test data using the trained TF-IDF vectorizer\nx_test_tfidf = tfidf.transform(x_test)\n\n# Predict on test data\ny_testing = rf_model.predict(x_test_tfidf)\n\n# Display predicted results\ntest_with_labels['Predicted Toxic'] = y_testing\ntest_with_labels['Predicted Toxic'] = test_with_labels['Predicted Toxic'].map({1: 'Toxic', 0: 'Not Toxic'})\nprint(test_with_labels[['comment_text', 'toxic', 'Predicted Toxic']].head(20))","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:57:14.958561Z","iopub.execute_input":"2024-09-24T01:57:14.958911Z","iopub.status.idle":"2024-09-24T01:57:21.935698Z","shell.execute_reply.started":"2024-09-24T01:57:14.958880Z","shell.execute_reply":"2024-09-24T01:57:21.934807Z"},"trusted":true},"execution_count":341,"outputs":[{"name":"stdout","text":"                                         comment_text  toxic Predicted Toxic\n5   Thank you for understanding. I think very high...      0       Not Toxic\n7                    :Dear god this site is horrible.      0       Not Toxic\n11  \"::: Somebody will invariably try to add Relig...      0       Not Toxic\n13  \" \\n\\n It says it right there that it IS a typ...      0       Not Toxic\n14  \" \\n\\n == Before adding a new product to the l...      0       Not Toxic\n16                           this other one from 1897      0       Not Toxic\n17  == Reason for banning throwing == \\n\\n This ar...      0       Not Toxic\n19             |blocked]] from editing Wikipedia.   |      0       Not Toxic\n21  == Arabs are committing genocide in Iraq, but ...      1       Not Toxic\n22  Please stop. If you continue to vandalize Wiki...      0       Not Toxic\n23  == Energy  == \\n\\n I have edited the introduct...      0       Not Toxic\n26  @RedSlash, cut it short. If you have sources s...      0       Not Toxic\n28  . \\n\\n           Jews are not a race because y...      0       Not Toxic\n29  :::If Ollie or others think that one list of t...      0       Not Toxic\n31               Professors to the Manhatten Project.      0       Not Toxic\n33  \" \\n\\n :Not sure whether this is notable enoug...      0       Not Toxic\n34                       일이삼사오육칠팔구하고십이요 에헤헤 으헤 으헤 으허허      0       Not Toxic\n38  \" \\n\\n ==balance== \\n This page has one senten...      0       Not Toxic\n40                      REDIRECT Talk:Mi Vida Eres Tú      0       Not Toxic\n41  \" \\n I'm not convinced that he was blind. Wher...      0       Not Toxic\n","output_type":"stream"}]},{"cell_type":"code","source":"# Evaluate\ntest_accuracy = accuracy_score(y_test, y_testing)\ntest_f1 = f1_score(y_test, y_testing)\n\nprint(f\"Test Data Accuracy Score: {test_accuracy * 100:.2f}%\")\nprint(f\"Test Data F1 Score: {test_f1:.2f}\")\n\nconf_matrix_test = confusion_matrix(y_test, y_testing)\nsns.heatmap(conf_matrix_test, annot=True, fmt=\"d\", cmap=\"Blues\")\nplt.title('Confusion Matrix for Logistic Regression (Test Data)')\nplt.ylabel('Actual Label')\nplt.xlabel('Predicted Label')\nplt.show()\n\nprint('Test Data Classification Report:')\nprint(classification_report(y_test, y_testing))","metadata":{"execution":{"iopub.status.busy":"2024-09-24T01:57:41.622975Z","iopub.execute_input":"2024-09-24T01:57:41.623306Z","iopub.status.idle":"2024-09-24T01:57:41.984089Z","shell.execute_reply.started":"2024-09-24T01:57:41.623277Z","shell.execute_reply":"2024-09-24T01:57:41.983168Z"},"trusted":true},"execution_count":343,"outputs":[{"name":"stdout","text":"Test Data Accuracy Score: 93.64%\nTest Data F1 Score: 0.63\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 2 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAXsAAAEWCAYAAACHVDePAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO3debwd8/3H8df73pAFiezNYkmb2PujP6SWWooSRQUJsZe0KaW6aBFdVFuKahWtJai9JNS++4UUFSTUlthiKZGQRSxJI3JzP78/5nuSk+vec8+9ues57+d9zOOe852Z73znnDmf+c53Zr6jiMDMzEpbRWsXwMzMmp+DvZlZGXCwNzMrAw72ZmZlwMHezKwMONibmZWBdhHsJXWWdKekjyTdtAr5HCrpgaYsW2uQdK+kIxs57+8kzZP0XlOXq6k0dv0k7SDpleYoU1smaZqknZsp7+9J+nNz5N0WSfqWpBtbuxzNIiKabAAOAaYCC4HZwL3A15og38OBp4AOTVneJlzvnYEAbqmRvnlKn1RkPr8GrmvGcq4DLAb6NGGeAQxupc+9SZadPvelabv9EHgc2LY1t6m2MACrA+8AA4Ad0uezEFiUPvuFecO6Tf39Ad8GluUt403gSmCDBizjKuB3DSzXi8D/tPbn39RDk9XsJf0E+DNwJtAXWBe4CNi3CbJfD3g1IqqaIK/mMhfYTlLPvLQjgVebagHKrMp3th4wPyLmNGLZHVZhue3B+IhYE+gFPAw0+giyLk3w/bW0fYGXI+LdiHg0ItZMn9GmafzaubSIeLuZyjA5LbMbsBtZZeVpSZs10/IAbgDGNGP+raOJagDdyPa8IwtM05FsZzArDX8GOqZxOwMzgROBOWRHBUelcacDn7Gi5jWaGjVgYH2yWkKHvBrBG8AnZLWBQ/PSH8ubbztgCvBR+r9d3rhJwG+Bf6V8HgB61bFuufJfAhyX0ipT2q/Iq9kD55PVlj4GngZ2SOnDaqznc3nlOCOVYzEwOKV9J42/GLg5L/+zgYmAapQx90OpTvlfldK/BUwjq9FOAjbOm+ct4GTgeWAJtRxZUUftLG0T15DtBP8D/AKoyPts/gjMS9/P8TW+v/z1Gwz8M31H88iCMsAjaZ5FaX0Oyn0PeWVYB7gllWE+8Jc6vr9fs/L2tEnKu3feulxBtl2+C/wOqGzAutT8/jYCHgQ+AF4BDsxb9jeB6WTb3LvAT1N6L+Cu9D19ADya93m+Bey2Kr+zOj6XvwG/qCV9/RrrWOjzKfr7q2U53ybv95qXfhcrb/M3Ae+lZTwCbJrSx5D9nj5Ly7gzpZ8CvJ4+4+nAfjXy3x54syliY1samirYDwOqKNDMAvwGeALoA/QmO1T+bd5GWJWmWS1t8P8FutfxY6z5fvnGB6xBFkg3TOP65X35yzceoAewgKyJqANwcHrfM+9H+jqwAdA5vT+rjnXL/Yi2A57M+9HeD3yHlYP9YUDPtMwT00baqbb1yivH22S1qQ7p85nEimDYhezo4dtkh9rzgIGFypn3fgOyH9s3Ur4nATOA1dP4t4BnyYJm5zryrCvYXwPcDqyVvp9XgdFp3DFkP7KBQHfg/6g72N8A/Jzs/FIn8poFay47f/3IgvBzwHlpm1hp3hplXf65kzVdnJU+x1x5bgMuTfn0IWtS/F4D1iX/++tGtrM/Kr3/37Ss3DY6mxUVgO7A/6bXvyerTKyWhh1IO3RWDvaN/p3V8rlMoZYKHJ8P9oU+n6K/v1qW821qD/ZHA+/XeL8WK3Z0z+aNu4oazTjASKB/KtNBZL+Bfnnje6SydW2K+NhWhqY6pOwJzIvCzSyHAr+JiDkRMZesxn543vilafzSiLiHbE+8YSPLUw1sJqlzRMyOiGm1TLMX8FpEXBsRVRFxA/AysE/eNFdGxKsRsRiYAGxRaKER8TjQQ9KGwBFkAa/mNNdFxPy0zD+SbaD1redVETEtzbO0Rn7/JduB/Am4DvhBRMysJ7+cg4C7I+LBlO+5ZDu27fKmuSAi3kmfQVEkVaa8x0bEJxHxFlntN/d9HwicHxEzI2IBWXCty1Ky5qf+EfFpRDxWZDGGkv2gfxYRi4qY90BJH5LVvr8LjIiIKkl9gT2BH6V85pDtQEY1YF2Wf39kFaO3IuLK9H0+A/wDGJG3vptI6hoRC9L4XHo/YL30G3k0UmSqoSl/Z2uT1X7rVMTn09jvr5BZZAEZgIj4W9rOlpDtuDeX1K2umSPipoiYFRHVETEeeI1se8nJrfPaTVDWNqOpgv18oFc97br9yQ7nc/6T0pbnUWNn8V9gzYYWJCIWkQWaY4DZku6WtFER5cmVaUDe+/wrVootz7Vkh/JfB26tOVLSiZJeSlcWfUhW0+tVT57vFBoZEU+RNVuJbKdUrJU+g4ioZsUJuaKWXYdeZDXkmt93Lt/+NfIttIyTyNbrqXTVydFFlmEd4D/1VEDyTYiItcnON70IbJnS1yOrBc+W9GH6zi4lq8FCceuSn7Ye8NVcXim/Q4EvpPEHkNW4/yPpn5K2Tel/IDvqekDSG5JOqWM9mvJ3toCsxlxIfZ9PY7+/QgaQNWUhqVLSWZJel/Qx2VEOFPhNSTpC0rN55d2sxvS5df6wCcraZjRVsJ8MfAoMLzDNLLINI2fdlNYYi8iaL3K+kD8yIu6PiG+Q1YReBi4rojy5Mr3byDLlXAt8H7gn1bqXk7QDWRv4gWSHzmuTtTMqV/Q68qwrPZfvcWRHCLPIflzFWukzkCSyIJn/GRRcdh3msaJGl5P/2c4ma/bIWaeujCLivYj4bkT0B74HXCRpcBFleAdYt6EnliNiXlrOryX1S/ksITtfs3YaukZE7iRlMeuS/xm+A/wzL6/cSc5j0/KnRMS+ZMHyNtLOO9VcT4yIL5Idff5E0q61LKspf2fPkzX1FVLw81mF76+Q/cjOWUB2BeC+ZOekupE1MUEdvylJ65HFg+PJmmzXJtu5K2+yjcmOvj5exXK2KU0S7CPiI7ITkX+VNFxSF0mrSdpT0jlpshuAX0jqLalXmv66Ri7yWWBHSeumw7WxuRGS+qZrZdcg2wgXkl2+VdM9wAaSDpHUQdJBZCfm7mpkmQCIiDeBncjaKWtai6zNdC7QQdKvgK55498H1m/IFRuSNiA7IXYY2eH6SZIKNjflmQDsJWlXSauRnUNYQtbO2xCrS+qUG/LyPkPSWukH9hNWfN8TgB9KGiBpbbIdYF3rN1JSLpguIPvx5r7P94Ev1jHrU2SB+CxJa6SybV/MykTEy2TnW06KiNlkJ+f/KKmrpApJX5K0U0PXJbmLbLs7PP1GVpO0taSNJa2e7gXplprVPs6tq6S9JQ1OO+Rcem3bdVP+zu4h25brVN/nswrf30pSDX6QpAvJzj2cnkatRbbNzierAJ5ZY9aay1gjlWFuyvcospp9vp3ILhsvKU12GVhE/InsB/0Lsg/yHbK9521pkt+RXYP/PPAC8ExKa8yyHgTGp7yeZuUAXUEWtGaRHertRFbTrpnHfGDvNO18shrx3qlmt0oi4rGIqK02dT/ZRvQq2eH1p6x8iJ+73G++pGeoR6q1XgecHRHPRcRrwKnAtZI6FlHOV8h2EheS1cb3AfaJiM/qm7eGaWRt3bnhKOAHZEdgbwCPAX8nu7oDsprVA2Tf37/JgkoVtQevrYEnJS0E7gB+mHaokLXPXp0Oxw+ssW7L0voMJjtBOpOsea9YfwDGSOpDdv5ldbITsQuAm8mOGhu6LkTEJ8DuZG3as8iaCs8mOzKDbIf9VmqSOIbs+wEYQnbydyHZkfRFETGplkU02e8MuBPYSFL/eqYr9Pk06vvLs22a92Oyk91dga0j4oU0/hqy39K7aflP1Jj/CrJzIB9Kui0ippOdP5pMtiP4MtmVUvkOJmuKKim5s/lmrUbSnsAlEVGzWa3dKaV1AZA0BtgkIn7U2mVpCZL2AQ6PiLp2Pu2Wg721OEmdyU5gP0B2QvQfwBPtMaCU0rpYaXOwtxYnqQvZjTYbkTX73E12eN/uToiV0rpYaXOwNzMrA+2pnw4zM2ukNtu5VeevHO9DDvucBVP+0tpFsDaoU4eVrpNvlIbEnMX//ssqL6+luWZvZlYG2mzN3sysRbWr3qcbzsHezAygorK1S9CsHOzNzADU7prhG8TB3swM3IxjZlYWXLM3MysDrtmbmZUB1+zNzMqAr8YxMysDbsYxMysDbsYxMysDrtmbmZUBB3szszJQ6RO0Zmalz232ZmZlwM04ZmZlwDV7M7My4Jq9mVkZcM3ezKwMuLsEM7My4GYcM7MyUOLNOKW9KzMzK5Yqih/qy0p6S9ILkp6VNDWl9ZD0oKTX0v/uedOPlTRD0iuS9shL3zLlM0PSBVK2R5LUUdL4lP6kpPXrK5ODvZkZNGmwT74eEVtExFbp/SnAxIgYAkxM75G0CTAK2BQYBlwkKXcC4WJgDDAkDcNS+mhgQUQMBs4Dzq6vMA72ZmaQnaAtdmicfYGr0+urgeF56TdGxJKIeBOYAQyV1A/oGhGTIyKAa2rMk8vrZmDXXK2/ztVrbKnNzEqKVPQgaYykqXnDmBq5BfCApKfzxvWNiNkA6X+flD4AeCdv3pkpbUB6XTN9pXkiogr4COhZaPV8gtbMDBp0NU5EjAPGFZhk+4iYJakP8KCklwstubZFFEgvNE+dXLM3M4MG1ezrExGz0v85wK3AUOD91DRD+j8nTT4TWCdv9oHArJQ+sJb0leaR1AHoBnxQqEwO9mZmgLLmmaKGevJZQ9JaudfA7sCLwB3AkWmyI4Hb0+s7gFHpCptBZCdin0pNPZ9I2ia1xx9RY55cXiOAh1K7fp3cjGNmBvUG8QboC9ya8usA/D0i7pM0BZggaTTwNjASICKmSZoATAeqgOMiYlnK61jgKqAzcG8aAK4ArpU0g6xGP6q+QjnYm5kBqmiaYB8RbwCb15I+H9i1jnnOAM6oJX0qsFkt6Z+SdhbFcrA3M6NJa/ZtkoO9mRkO9mZmZcHB3sysHJR2rHewNzMD1+zNzMpCRUVp33bkYG9mhmv2ZmblobRjvYO9mRm4Zm9mVhYc7M3MykBTdZfQVjnYm5nhmr2ZWVlwsDczKwMO9mZmZcDB3sysHJR2rHewNzMDd5dgZlYW3IxjZlYOSjvWO9i3pJfvPp1PFi1hWXU1Vcuq+dqh5wBw7KidOOagHalaVs19j77Iz8+/na02XY+//PJgACQ445J7uOPh5wEYsfv/ctLoPaisrFg+PcA5J+7PjltvAECXTqvTu8ea9NvxpFZYU2uMX/1iLI/8cxI9evTkltvvWmnc1VdewZ/OPYdJj02me/ceLP3sM35z+mlMn/YiFRInjf05Ww/9KgAXnn8ed95xGx9/9DFPTP13a6xKu+SavTWpYWPOZ/6Hi5a/33GrIey985fZ+sDf89nSKnp3XxOAaa/PYvtDz2HZsmq+0KsrT44fy92PvEi3NTtz5o+Gs92h5zBvwUIu+83h7Dx0AyY99Son/fGW5fkeO2onNt9wYIuvnzXevsP35+BDDuPnY09eKf292bOZ/Pjj9OvXf3naP26+Kft/253Mnz+f4475Ln8ffzMVFRXstPPXGXXIoeyz5x4tWv72rtSDfbOdkZC0kaSTJV0g6fz0euPmWl57NWbkDpx75YN8trQKgLkLFgKw+NOlLFtWDUDH1VcjIgAYNKAnr709h3lpuoeefJnhu27xuXwPHLYlE+57uiVWwZrIllttTddu3T6X/oezf8+PT/zZSsHojddn8NVttgGgZ8+erLXWWkx78UUA/mfzLejdu0/LFLqESCp6aI+aJdhLOhm4kawV7ClgSnp9g6RTmmOZ7UFEcOdFx/Ov60/i6P23B2Dwen3Y/itf4pFrfsoDl/+QLTdZd/n0W2+2Hk/f/HOm3nQqJ5xxI8uWVfP6O3PZcP2+rNuvB5WVFXzr65szsG/3lZazbr/urNe/J5OmvNKi62dNb9JDE+nTtw8bbrTRSukbbLgRkx6aSFVVFTNnvsNL06fx/nuzW6mUpUEVKnpoj5qrGWc0sGlELM1PlPQnYBpwVm0zSRoDjAHoMHBnOvTatJmK1zp2Oeo8Zs/9iN7d1+SuS47nlbfeo0NlBd27dmHHI85lq03X47pzjmbjvX8NwJQX/8OWI85gw0F9ufw3h3P/v6bz4SeLOeHM8Vx39tFUR/DEc28waECvlZYzco8tuW3is1RXRyuspTWVxYsXc9m4S7jksr99btzw/Q/gzTde55ADD6Bf//5svsVXqOxQ2QqlLB3ttcZerOYK9tVAf+A/NdL7pXG1iohxwDiAzl85vuQi1ey5HwFZU80dDz3P1puuz7vvf8htE58DYOq0/1BdHfTqvubyZhqAV958n0WLP2PTwf15Zvrb3PPIi9zzSHbIfvT+2y9v7skZsceW/PisCS20VtZcZr7zNu++O5MD998XgPfff49RI/bn+htvolfv3vzslFOXT3vEoaNYd931W6mkpcHBvnF+BEyU9BrwTkpbFxgMHN9My2zTunRanYoKsfC/S+jSaXV223Yjzhx3LwsXL2HnoRvw6NOvMXjdPqy+WgfmLVjIev17MvP9BSxbVs26/bqzwfp9+c+s+QD07r4mcxcsZO21OjPmwB047KQVNb8h6/Whe9cuPPHcm621qtZEhmywIZMenbz8/Z7f2IW/T7iZ7t17sHjxYiKCLl26MPnxf1FZWcmXBg9uxdK2fyUe65sn2EfEfZI2AIYCA8ja62cCUyJiWXMss63r03Mtxv/puwB0qKxk/L1TefDxl1itQyWX/vpQpt50Kp8tXcZ3fnUtANt95Yv89KjdWVq1jOrq4Idnjl9+Fc+5J43gyxsMAOD34+5jxttzli/nwGFbcdP9PjHbHp38058wdcpTfPjhAr6xy44ce9wP2P+AkbVO+8EH8zl2zGgqKiro06cvZ5x1zvJx5517DvfccxeffrqYb+yyI/sfMJJjj/tBS61Gu1XqNXvlrvJoa0qxGcdW3YIpf2ntIlgb1KnDqt8SteHJ9xcdc145e492t2fwdfZmZrgZx8ysLFS000sqi1Xa3byZmRVJKn4oLj9VSvq3pLvS+x6SHpT0WvrfPW/asZJmSHpF0h556VtKeiGNu0DpxIKkjpLGp/QnJa1fX3kc7M3MaJY7aH8IvJT3/hRgYkQMASam90jaBBgFbAoMAy6SlLtp4mKye4+GpGFYSh8NLIiIwcB5wNn1FcbB3syMpq3ZSxoI7AVcnpe8L3B1en01MDwv/caIWBIRbwIzgKGS+gFdI2JyZFfSXFNjnlxeNwO7qp69kIO9mRnZw0uKHSSNkTQ1bxhTI7s/Ayex8k2kfSNiNkD6n+vAaAAr7keC7DL1AWmYWUv6SvNERBXwEdCz0Pr5BK2ZGQ27Gif/bv/P56O9gTkR8bSknYtZdG2LKJBeaJ46OdibmdGkN1VtD3xL0jeBTkBXSdcB70vqFxGzUxNN7m7ImcA6efMPBGal9IG1pOfPM1NSB6Ab8EGhQrkZx8yMpmuzj4ixETEwItYnO/H6UEQcBtwBHJkmOxK4Pb2+AxiVrrAZRHYi9qnU1POJpG1Se/wRNebJ5TUiLcM1ezOz+rRAdwlnARMkjQbeBkYCRMQ0SROA6UAVcFxetzLHAlcBnYF70wBwBXCtpBlkNfpR9S3cwd7MjOa5gzYiJgGT0uv5wK51THcGcEYt6VOBzWpJ/5S0syiWg72ZGaV/B62DvZkZpd/rpYO9mRnuCM3MrCy4Zm9mVgZKPNY72JuZgU/QmpmVBTfjmJmVAQd7M7MyUOKx3sHezAzKuGYv6UIKdJkZESc0S4nMzFpBicf6gjX7qS1WCjOzVla2V+NExNX57yWtERGLmr9IZmYtr6LEq/b19mcvaVtJ00kPzpW0uaSLmr1kZmYtqCmfQdsWFfPwkj8DewDzASLiOWDH5iyUmVlLk1T00B4VdTVORLxTYwWX1TWtmVl7VOJN9kUF+3ckbQeEpNWBE0hNOmZmpaLUT9AW04xzDHAcMAB4F9givTczKxlqwF97VG/NPiLmAYe2QFnMzFpNiVfsi7oa54uS7pQ0V9IcSbdL+mJLFM7MrKWU+gnaYppx/g5MAPoB/YGbgBuas1BmZi3Nl16CIuLaiKhKw3UU6EbBzKw9qpCKHtqjQn3j9EgvH5Z0CnAjWZA/CLi7BcpmZtZiSv1qnEInaJ8mC+65T+B7eeMC+G1zFcrMrKW10wp70Qr1jTOoJQtiZtaa2mvzTLGKuoNW0mbAJkCnXFpEXNNchTIza2mlHeqLCPaSTgN2Jgv29wB7Ao8BDvZmVjLa6yWVxSrmapwRwK7AexFxFLA50LFZS2Vm1sIqVPzQHhXTjLM4IqolVUnqCswBfFOVmZWUcr4aJ2eqpLWBy8iu0FkIPNWspTIza2Gl3oxTTN84308vL5F0H9AVmNespTIza2ElXrEvqs1+uYh4KyKeB55opvKYmbWKpuobR1InSU9Jek7SNEmnp/Qekh6U9Fr63z1vnrGSZkh6RdIeeelbSnohjbtAaeGSOkoan9KflLR+fevXoGCfvz6NnM/MrE1SA4Z6LAF2iYjNybqEHyZpG+AUYGJEDAEmpvdI2gQYBWwKDAMuklSZ8roYGAMMScOwlD4aWBARg4HzgLPrK1Rjg737xjGzklJZoaKHQiKzML1dLQ0B7AtcndKvBoan1/sCN0bEkoh4E5gBDJXUD+gaEZMjIsgud8+fJ5fXzcCuqueQo1DfOBdSe1AXsHahTM3M2puGnKCVNIasxp0zLiLG5Y2vJLugZTDw14h4UlLfiJgNEBGzJfVJkw9g5abxmSltaXpdMz03zzsprypJHwE9KXA+tdAJ2qmNHGdm1u405GKcFNjHFRi/DNgiXcl4a+qFoM5F15ZFgfRC89SpUN84V9c1zsys1DRH3zgR8aGkSWRt7e9L6pdq9f3I7lmCrMa+Tt5sA4FZKX1gLen588yU1AHoBnxQqCyNbbM3MyspTfXwEkm9U40eSZ2B3YCXgTuAI9NkRwK3p9d3AKPSFTaDyE7EPpWafD6RtE1qjz+ixjy5vEYAD6V2/ToV1RFaa5j7xIWtXQRrg5YsrW7tIlgb1KnDqtdbm/Cmqn7A1andvgKYEBF3SZoMTJA0GngbGAkQEdMkTQCmA1XAcakZCOBY4CqgM3BvGgCuAK6VNIOsRj+qvkKpnp1Bq1m4pI0WzFrVsmpvFvZ53Tqv+i1RJ9z2ctEb1wXDN2p3l5835mocACLihGYpkZlZKyj1O2gbezWOmVlJKdtg76txzKyclH1HaJJ6Ayfz+SdV7dKM5TIza1GlXrMv5hT29cBLwCDgdOAtYEozlsnMrMU11aWXbVUxwb5nRFwBLI2If0bE0cA2zVwuM7MW1UEqemiPirnOfmn6P1vSXmR3cA0sML2ZWbvTTmN40YoJ9r+T1A04EbiQ7OElP27WUpmZtbDm6C6hLSnmSVV3pZcfAV9v3uKYmbWOEo/1RV2NcyW13FyV2u7NzEpCqV+NU0wzzl15rzsB+7Gi5zUzs5JQ30NJ2rtimnH+kf9e0g3A/zVbiczMWkGJx/pG9Xo5BFi3qQtiZtaaVOKP1i6mzf4TVm6zf4/sjlozs5JR9jX7iFirJQpiZtaaSj3Y13sHraSJxaSZmbVnkooe2qNC/dl3AroAvSR1Z8UDbrsC/VugbGZmLaayxB/SWqgZ53vAj8gC+9OsCPYfA39t5nKZmbWosr2DNiLOB86X9IOI8ANhzayklX2bPVCde1I6gKTukr7fjGUyM2tx7uIYvhsRH+beRMQC4LvNVyQzs5ZXgYoe2qNibqqqkKSICABJlcDqzVssM7OW1V5r7MUqJtjfD0yQdAnZzVXHAPc1a6nMzFpYhxJvtC8m2J8MjAGOJbsi5wHgsuYslJlZSyv1mn29bfYRUR0Rl0TEiIg4AJhG9hATM7OSUSEVPbRHRXWEJmkL4GDgIOBN4JbmLJSZWUtrpzG8aIXuoN0AGEUW5OcD4wFFhJ9WZWYlp8RvoC1Ys38ZeBTYJyJmAEjys2fNrCS11+aZYhXamR1A1p3xw5Iuk7QrtNMLTM3M6lHqbfZ1BvuIuDUiDgI2AiYBPwb6SrpY0u4tVD4zsxahBgztUTFX4yyKiOsjYm9gIPAscEqzl8zMrAU1VXcJktaR9LCklyRNk/TDlN5D0oOSXkv/u+fNM1bSDEmvSNojL31LSS+kcRco9a8sqaOk8Sn9SUnr17d+DTonEREfRMSlEbFLQ+YzM2vrmrA/+yrgxIjYGNgGOE7SJmSV5IkRMQSYmN6Txo0CNgWGARelngoALia7z2lIGoal9NHAgogYDJwHnF1foUr9BLSZWVEqGjAUEhGzI+KZ9PoT4CVgALAvcHWa7GpgeHq9L3BjRCyJiDeBGcBQSf2ArhExOXVXc02NeXJ53Qzsqnr2Qo154LiZWclpjhOvqXnlK8CTQN+ImA3ZDkFSnzTZAOCJvNlmprSl6XXN9Nw876S8qiR9BPQE5tVVFtfszcxoWDOOpDGSpuYNY2rJb03gH8CPIuLjQouuJS0KpBeap06u2ZuZ0bCab0SMA8bVNV7SamSB/vqIyPU48L6kfqlW3w+Yk9JnAuvkzT4QmJXSB9aSnj/PTEkdgG7AB4XK7Jq9mRlNd4I2tZ1fAbwUEX/KG3UHcGR6fSRwe176qHSFzSCyE7FPpSafTyRtk/I8osY8ubxGAA/luqGvi2v2ZmY06fXz2wOHAy9IejalnQqcRdZd/GjgbWAkQERMkzQBmE52Jc9xEbEszXcscBXQGbg3DZDtTK6VNIOsRj+qvkKpnp1Bq1m4pI0WzFrVsmpvFvZ53Tqvemf0d77wftEb1z5f7tvu7q1yzd7MjDLu9dLMrJyo3XaEUBwHezMzXLM3MysLFa7Zm5mVPtfszczKQHvtp75YDvZmZsCqX7zZtjnYm5nhq3HMzMpCibfiONi3hvfem82vfn4y8+fNo6Kigv0OOJBDDjuCSy+6kFtvuYnu3XsAcNwJP+ZrO+zEPXffybVXXbF8/tdefYXrx9/ChhttzJijD2fe3Ll07NQJgL9ecgU9evZslfWyVbNkyRK+d/ThfH+30rwAAAt1SURBVLb0M5ZVVbHrbnsw5vs/YNzFf+H2W25i7bRdfP8HP2L7HXbiww8XMPanP2L6tBfZ+1vD+dnYXy7P65jRRzBv3lw6dsy2iwsvuZwePbxdFOKavTW5yspKfnziyWy8yaYsWrSQw0YdwDbbbgfAIYcdyRHfHr3S9N/cax++udc+QBboT/zhcWy40cbLx//urD+wyaZfbrkVsGax+uqrc9FlV9KlyxpULV3Kd486jG2/tgMABx92JIcdefRK03fs2JHvHXcCr894jTdmvPa5/H5z5h/YZNPNWqTspcBt9tbkevfuQ+/e2XML1lhjTQYN+hJz5rxf1Lz333s3e+y5V3MWz1qJJLp0WQOAqqoqqqqWFuxhsXPnLmzxlS2Z+fbbLVXEklbqV+O4i+NWNuvdmbz88kts9uXNAZhw4/UcdMC3OP1Xp/Lxxx99bvoH7r/3c8H+1788lYNHDueySy+irXZsZ8VZtmwZhx64H3vs8jWGbrPd8u3iphuv55CR+/Lb035e63ZRm9+ediqHHrgfV4zzdlEMNWBoj1o82Es6qsC45U9/+dvldT4XoGT897+L+NlPTuCnJ41lzTXXZMRBB3P73Q9yw0230atXb847d+VnCL/w/HN06tSJwUM2WJ72u9+fy4Rb7uTyq67j389M5e47b6+5GGtHKisruX7Crdx1/8NMf/EFXp/xKgccOIpb7nqA68bfSs9evTn/j+fUm89vzvwDN9x8B+OuvI5nn3mae+7ydlGfCqnooT1qjZr96XWNiIhxEbFVRGx19Hc+95SvkrJ06VJ+9pMT2HOvfdhlt90B6NmzF5WVlemk7UimvfDCSvM8cN89DKtRq+/Tty+QNQcN++beTHvx+ZZZAWtWa3Xtyv9uNZTJ/3pspe1i+P4ji/qOV2wXa7DHnnsz/cUX6pnDXLNvBEnP1zG8APRtjmW2JxHBb0/7BYMGfYnDjlhxoDN37pzlrx9+6P/40pAhy99XV1fzfw/cx+55wb6qqooFCxYA2c7jsX9O4kuDV9T6rX1Z8MEHfPJx9qjSTz/9lKeenMx6gwYxL2+7mPTQg3xp8JC6sgCy7eLDtF1ULV3KY49O4ov1zGOUfLRvrhO0fYE9gAU10gU83kzLbDee/fcz3H3X7QwesgEHjxwOZJdZ3n/v3bzy8ktIon//AZz6qxUHQc88PYU+fb/AwIErHlW59LPPOP6Y0VRVVVFdXc3Qr27LfgeMbPH1saYxb95cTv/lWKqrl1FdXc1uuw9jhx2/zmk/P4lXX3kZSfTrP4Cxv/j18nn23XNXFi1axNKlS/nnwxO54OLL6de/Pyd8/ztUVVWxbNkyhn51O4bv7+2iPu21eaZYzfKkKklXAFdGxGO1jPt7RBxSXx5+UpXVxk+qsto0xZOqprzxUdEb19Zf7Nbu9gzNUrOPiNEFxtUb6M3MWly7C98N4+vszczwHbRmZmWhxJvsHezNzKDkW3Ec7M3MgIJdU5QCB3szM9yMY2ZWFko81jvYm5kBJR/tHezNzPCll2ZmZcFt9mZmZcDB3sysDLgZx8ysDJR6zd6PJTQzo2m7s5f0N0lzJL2Yl9ZD0oOSXkv/u+eNGytphqRXJO2Rl76lpBfSuAuU7vyS1FHS+JT+pKT16yuTg72ZGTT1w0uuAobVSDsFmBgRQ4CJ6T2SNgFGAZumeS6SVJnmuRgYAwxJQy7P0cCCiBgMnAes/AzTWjjYm5nRtM+gjYhHgA9qJO8LXJ1eXw0Mz0u/MSKWRMSbwAxgqKR+QNeImBzZg0euqTFPLq+bgV1VT38PDvZmZjSsYi9pjKSpeUMxD83uGxGzAdL/Pil9APBO3nQzU9qA9Lpm+krzREQV8BHQs9DCfYLWzAwadAdtRIwDxjXjkqNAeqF56uSavZkZ2aWXxf410vupaYb0P/ck+ZnAOnnTDQRmpfSBtaSvNI+kDkA3Pt9stBIHezMzsksvix0a6Q7gyPT6SOD2vPRR6QqbQWQnYp9KTT2fSNomtccfUWOeXF4jgIeingeKuxnHzIym7QdN0g3AzkAvSTOB04CzgAmSRgNvAyMBImKapAnAdKAKOC4ilqWsjiW7sqczcG8aAK4ArpU0g6xGP6reMtWzM2g1C5e00YJZq1pW7c3CPq9b54pVjtVvzP206I3ri707tbtbsFyzNzOj9O+gdbA3M6Pku7N3sDczA0o+2jvYm5nhXi/NzMqC2+zNzMrAql/P07Y52JuZAaXeaO9gb2aGm3HMzMpCicd6B3szM3DN3sysLNTz7I92z8HezAw345iZlYUSr9g72JuZge+gNTMrD6Ud6x3szcyg5GO9g72ZGUBFiTfaO9ibmVH6J2j9wHEzszLgmr2ZGaVfs3ewNzPDl16amZUF1+zNzMqAg72ZWRlwM46ZWRlwzd7MrAyUeKx3sDczA0o+2jvYm5lR+t0lKCJauwxWD0ljImJca5fD2hZvF9YQ7i6hfRjT2gWwNsnbhRXNwd7MrAw42JuZlQEH+/bB7bJWG28XVjSfoDUzKwOu2ZuZlQEHezOzMuBg38ZJGibpFUkzJJ3S2uWx1ifpb5LmSHqxtcti7YeDfRsmqRL4K7AnsAlwsKRNWrdU1gZcBQxr7UJY++Jg37YNBWZExBsR8RlwI7BvK5fJWllEPAJ80NrlsPbFwb5tGwC8k/d+ZkozM2sQB/u2rbaemXytrJk1mIN92zYTWCfv/UBgViuVxczaMQf7tm0KMETSIEmrA6OAO1q5TGbWDjnYt2ERUQUcD9wPvARMiIhprVsqa22SbgAmAxtKmilpdGuXydo+d5dgZlYGXLM3MysDDvZmZmXAwd7MrAw42JuZlQEHezOzMuBgb3WStEzSs5JelHSTpC6rkNdVkkak15cX6tBN0s6StmvEMt6S1KvY9Dry+LakvzTFcs3aEgd7K2RxRGwREZsBnwHH5I9MvXI2WER8JyKmF5hkZ6DBwd7M6uZgb8V6FBicat0PS/o78IKkSkl/kDRF0vOSvgegzF8kTZd0N9Anl5GkSZK2Sq+HSXpG0nOSJkpan2yn8uN0VLGDpN6S/pGWMUXS9mnenpIekPRvSZdSe19CtZI0VNLjad7HJW2YN3odSfel5wicljfPYZKeSuW6tLE7O7PW0KG1C2Btn6QOZH3q35eShgKbRcSbksYAH0XE1pI6Av+S9ADwFWBD4MtAX2A68Lca+fYGLgN2THn1iIgPJF0CLIyIc9N0fwfOi4jHJK1LdkfxxsBpwGMR8RtJewFjGrBaL6flVknaDTgTOCB//YD/AlPSzmoRcBCwfUQslXQRcChwTQOWadZqHOytkM6Snk2vHwWuIGteeSoi3kzpuwP/k2uPB7oBQ4AdgRsiYhkwS9JDteS/DfBILq+IqKuP9t2ATaTlFfeuktZKy9g/zXu3pAUNWLduwNWShpD1JLpa3rgHI2I+gKRbgK8BVcCWZMEfoDMwpwHLM2tVDvZWyOKI2CI/IQW6RflJwA8i4v4a032T+rtjVhHTQNbcuG1ELK6lLI3t7+O3wMMRsV9qOpqUN65mnpHKenVEjG3k8sxaldvsbVXdDxwraTUASRtIWgN4BBiV2vT7AV+vZd7JwE6SBqV5e6T0T4C18qZ7gKxDONJ0uR3QI2RNKUjaE+jegHJ3A95Nr79dY9w3JPWQ1BkYDvwLmAiMkNQnV1ZJ6zVgeWatysHeVtXlZO3xz6QHYF9KdsR4K/Aa8AJwMfDPmjNGxFyydvZbJD0HjE+j7gT2y52gBU4AtkongKez4qqg04EdJT1D1pz0doFyPp96iJwp6U/AOcDvJf0LqHmi9THgWuBZ4B8RMTVdPfQL4AFJzwMPAv2K/IzMWp17vTQzKwOu2ZuZlQEHezOzMuBgb2ZWBhzszczKgIO9mVkZcLA3MysDDvZmZmXg/wE08EREdgXhlgAAAABJRU5ErkJggg==\n"},"metadata":{"needs_background":"light"}},{"name":"stdout","text":"Test Data Classification Report:\n              precision    recall  f1-score   support\n\n           0       0.96      0.97      0.97     57888\n           1       0.70      0.58      0.63      6090\n\n    accuracy                           0.94     63978\n   macro avg       0.83      0.78      0.80     63978\nweighted avg       0.93      0.94      0.93     63978\n\n","output_type":"stream"}]}]}
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