From e23f2e9e543eef5ac5e38c9d3a439fede536d193 Mon Sep 17 00:00:00 2001 From: Sahil Shrivastava <51322128+sahilalexshrivastava@users.noreply.github.com> Date: Wed, 29 Mar 2023 21:02:00 -0700 Subject: [PATCH] Add files via upload --- Machine Learning Project Python Code.ipynb | 1884 ++++++++++++++++++++ 1 file changed, 1884 insertions(+) create mode 100644 Machine Learning Project Python Code.ipynb diff --git a/Machine Learning Project Python Code.ipynb b/Machine Learning Project Python Code.ipynb new file mode 100644 index 0000000..4680a1b --- /dev/null +++ b/Machine Learning Project Python Code.ipynb @@ -0,0 +1,1884 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "35db9722", + "metadata": {}, + "source": [ + "# HAM/SPAM Message Classification\n", + "Kulpreet Singh - 011771817 Sahil Shrivastava - 011717650\n", + "\n", + "Date of Submission: 12/15/2021 @ 11:00PM PDT\n", + "\n", + "CPTS - 570 MACHINE LEARNING PROJECT \n", + "\n", + "PYTHON CODE" + ] + }, + { + "cell_type": "code", + "execution_count": 275, + "id": "548a9b0a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package stopwords to\n", + "[nltk_data] C:\\Users\\sahil\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package stopwords is already up-to-date!\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import re\n", + "import nltk\n", + "\n", + "from matplotlib import *\n", + "import plotly.graph_objects as go\n", + "from sklearn.model_selection import cross_val_score\n", + "from nltk.corpus import stopwords\n", + "from nltk.stem.porter import PorterStemmer\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn import metrics\n", + "from sklearn.metrics import plot_confusion_matrix\n", + "from sklearn.metrics import confusion_matrix\n", + "from sklearn.metrics import ConfusionMatrixDisplay\n", + "from wordcloud import WordCloud\n", + "\n", + "nltk.download('stopwords')\n", + "df = pd.read_csv('spam.csv')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 276, + "id": "3de7c01e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py:4441: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + } + ], + "source": [ + "texts = df.iloc[:,:2]\n", + "texts.rename(columns={'v1': 'label', 'v2': 'message'}, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 277, + "id": "9adeec27", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":1: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + } + ], + "source": [ + "texts['message_len'] = texts.message.apply(len)" + ] + }, + { + "cell_type": "code", + "execution_count": 278, + "id": "3c5d2fe7", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "marker": { + "color": "orange" + }, + "name": "ham", + "text": [ + "4825" + ], + "textposition": "auto", + "type": "bar", + "x": [ + "ham" + ], + "y": [ + 4825 + ] + }, + { + "marker": { + "color": "pink" + }, + "name": "spam", + "text": [ + "747" + ], + "textposition": "auto", + "type": "bar", + "x": [ + "spam" + ], + "y": [ + 747 + ] + } + ], + "layout": { + "template": { + "data": { + "bar": [ + { + "error_x": { + "color": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#This figure shows us the distribution of the ham and spam messages. We can see that the dataset contains more spam messages.\n", + "count = texts.groupby('label')['label'].agg('count').values\n", + "fig = go.Figure()\n", + "fig.add_trace(go.Bar(\n", + " x=['ham'],\n", + " y=[count[0]],\n", + " name='ham',\n", + " text=[balance_counts[0]],\n", + " textposition='auto',\n", + " marker_color='orange'\n", + "))\n", + "fig.add_trace(go.Bar(\n", + " x=['spam'],\n", + " y=[count[1]],\n", + " name='spam',\n", + " text=[balance_counts[1]],\n", + " textposition='auto',\n", + " marker_color='pink'\n", + "))\n", + "\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 279, + "id": "bfcd0852", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Count')" + ] + }, + "execution_count": 279, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#This graph shows us how the higher the lenght of the message the bigger the chance for it to be a spam message\n", + "plt.figure(figsize=(10, 8))\n", + "texts[texts.label=='ham'].message_len.plot(bins=35, kind='hist', color='black', \n", + " label='Ham messages', alpha=0.6)\n", + "texts[texts.label=='spam'].message_len.plot(kind='hist', color='blue', \n", + " label='Spam messages', alpha=0.6)\n", + "plt.legend()\n", + "plt.xlabel(\"Message Length\")\n", + "plt.ylabel(\"Count\")" + ] + }, + { + "cell_type": "code", + "execution_count": 280, + "id": "73b5713f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":19: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + } + ], + "source": [ + "#This module is going to be used for stemming and will convert words like revieving, reciever to just reciev. Which will help us classify better\n", + "ps = PorterStemmer()\n", + "corp = []\n", + "\n", + "#Removing all the useless features from the texts like punctuation words and stopwords\n", + "for i in range(0, len(texts)): \n", + " text = re.sub('[^a-zA-Z]', ' ', texts['message'][i])\n", + " text = re.sub('\\[.*?\\]', '', text)\n", + " text = re.sub('https?://\\S+|www\\.\\S+', '', text)\n", + " text = re.sub('<.*?>+', '', text)\n", + " text = re.sub('\\n', '', text)\n", + " text = re.sub('\\w*\\d\\w*', '', text)\n", + " text = text.lower()\n", + " text = text.split()\n", + " text = [ps.stem(word) for word in text if not word in stopwords.words('english')]\n", + " text = ' '.join(text)\n", + " corp.append(text)\n", + "\n", + "texts['clean_messages'] = corpus\n", + "\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "cv = CountVectorizer(max_features=2000)\n", + "X = cv.fit_transform(corp).toarray()\n", + "\n", + "y=pd.get_dummies(texts['label'])\n", + "y=y.iloc[:,1].values\n", + "\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0)\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 281, + "id": "94d42427", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wc = WordCloud()\n", + "wc.generate(' '.join(text for text in texts.loc[texts['label'] == 'ham', 'clean_messages']))\n", + "plt.figure(figsize=(12,8))\n", + "plt.title('Most Common Words in HAM messages', \n", + " fontdict={'size': 20})\n", + "plt.imshow(wc)\n", + "plt.axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 282, + "id": "29a82e79", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "wc = WordCloud()\n", + "wc.generate(' '.join(text for text in texts.loc[texts['label'] == 'spam', 'clean_messages']))\n", + "plt.figure(figsize=(12,8))\n", + "plt.title('Most Common Words in SPAM messages', \n", + " fontdict={'size': 20})\n", + "plt.imshow(wc)\n", + "plt.axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 283, + "id": "95ca2314", + "metadata": {}, + "outputs": [], + "source": [ + "#Accuracy to calculate accuracies of individual classifiers.\n", + "\n", + "def acc(y_test,y_pred):\n", + " count = 0\n", + " for i in range(len(y_test)):\n", + " if(y_test[i] == y_pred[i]):\n", + " count+=1\n", + " print(count) \n", + " acc = count/len(y_test)\n", + " return acc" + ] + }, + { + "cell_type": "code", + "execution_count": 284, + "id": "b4950dfb", + "metadata": {}, + "outputs": [], + "source": [ + "# Training using Naive Bayes Classifier\n", + "\n", + "from sklearn.naive_bayes import MultinomialNB\n", + "mnb = MultinomialNB().fit(X_train, y_train)\n", + "\n", + "prednb =mnb.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 285, + "id": "9dba10c1", + "metadata": {}, + "outputs": [], + "source": [ + "# Training using Decision Tree Classifier\n", + "\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "dtc = DecisionTreeClassifier(random_state=0).fit(X_train, y_train)\n", + "\n", + "preddtc = dtc.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 286, + "id": "68c47207", + "metadata": {}, + "outputs": [], + "source": [ + "# Training using Logistic Regression\n", + "\n", + "from sklearn.linear_model import LogisticRegression\n", + "lr = LogisticRegression(random_state=0).fit(X_train, y_train)\n", + " \n", + "predlr = lr.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 287, + "id": "7cd031f2", + "metadata": {}, + "outputs": [], + "source": [ + "# Training using KNN\n", + "\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "spamKNN = KNeighborsClassifier(n_neighbors = 3).fit(X_train, y_train)\n", + "\n", + "predKNN = spamKNN.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 288, + "id": "8b13bbeb", + "metadata": {}, + "outputs": [], + "source": [ + "# Training using Support Vector Machine\n", + "\n", + "from sklearn import svm\n", + "spamSVM = svm.SVC(probability = True).fit(X_train,y_train)\n", + "predSVM = spamSVM.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 289, + "id": "e2575cc6", + "metadata": {}, + "outputs": [], + "source": [ + "# Training using Random Forest Classifier\n", + "\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "spamRF = RandomForestClassifier(random_state = 0).fit(X_train, y_train)\n", + "predRF = spamRF.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 290, + "id": "519fba26", + "metadata": {}, + "outputs": [], + "source": [ + "# Training using Stochastic Gradient Descent\n", + "\n", + "from sklearn.linear_model import SGDClassifier\n", + "sgd = SGDClassifier().fit(X_train,y_train)\n", + "predsgd = sgd.predict(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 291, + "id": "ba9df5c7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9847533632286996\n" + ] + }, + { + "data": { + "text/plain": [ + "(-0.5, 1.5, 1.5, -0.5)" + ] + }, + "execution_count": 291, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Confusion Matrix for Naive Bayes\n", + "plt.rcParams[\"figure.figsize\"] = (8, 6)\n", + "\n", + "print(metrics.accuracy_score(y_test, prednb))\n", + "\n", + "cnf_matrix = confusion_matrix(y_test, prednb)\n", + "\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cnf_matrix)\n", + "\n", + "disp = disp.plot()\n", + "\n", + "plt.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 292, + "id": "9042c7fb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9766816143497757\n" + ] + }, + { + "data": { + "text/plain": [ + "(-0.5, 1.5, 1.5, -0.5)" + ] + }, + "execution_count": 292, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Confusion Matrix for Decision Tree\n", + "\n", + "print(metrics.accuracy_score(y_test, preddtc))\n", + "\n", + "cnf_matrix = confusion_matrix(y_test, preddtc)\n", + "\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cnf_matrix)\n", + "\n", + "disp = disp.plot()\n", + "\n", + "plt.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 293, + "id": "ed45598c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.97847533632287\n" + ] + }, + { + "data": { + "text/plain": [ + "(-0.5, 1.5, 1.5, -0.5)" + ] + }, + "execution_count": 293, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Confusion Matrix for Logistic Regression\n", + "\n", + "print(metrics.accuracy_score(y_test, predlr))\n", + "\n", + "cnf_matrix = confusion_matrix(y_test, predlr)\n", + "\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cnf_matrix)\n", + "\n", + "disp = disp.plot()\n", + "\n", + "plt.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 294, + "id": "80661623", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9766816143497757\n" + ] + }, + { + "data": { + "text/plain": [ + "(-0.5, 1.5, 1.5, -0.5)" + ] + }, + "execution_count": 294, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Confusion Matrix for SVM\n", + "\n", + "print(metrics.accuracy_score(y_test, predSVM))\n", + "\n", + "cnf_matrix = confusion_matrix(y_test, predSVM)\n", + "\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cnf_matrix)\n", + "\n", + "disp = disp.plot()\n", + "\n", + "plt.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 295, + "id": "583d9332", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9775784753363229\n" + ] + }, + { + "data": { + "text/plain": [ + "(-0.5, 1.5, 1.5, -0.5)" + ] + }, + "execution_count": 295, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Confusion Matrix for Random Forest\n", + "\n", + "print(metrics.accuracy_score(y_test, predRF))\n", + "\n", + "cnf_matrix = confusion_matrix(y_test, predRF)\n", + "\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cnf_matrix)\n", + "\n", + "disp = disp.plot()\n", + "\n", + "plt.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 296, + "id": "ee26abe7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9856502242152466\n" + ] + }, + { + "data": { + "text/plain": [ + "(-0.5, 1.5, 1.5, -0.5)" + ] + }, + "execution_count": 296, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Confusion Matrix for SGD Classifier\n", + "\n", + "print(metrics.accuracy_score(y_test, predsgd))\n", + "\n", + "cnf_matrix = confusion_matrix(y_test, predsgd)\n", + "\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cnf_matrix)\n", + "\n", + "disp = disp.plot()\n", + "\n", + "plt.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 297, + "id": "46a395bb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9336322869955157\n" + ] + }, + { + "data": { + "text/plain": [ + "(-0.5, 1.5, 1.5, -0.5)" + ] + }, + "execution_count": 297, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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labelmessagemessage_lenclean_messages
0hamGo until jurong point, crazy.. Available only ...111go jurong point crazi avail bugi n great world...
1hamOk lar... Joking wif u oni...29ok lar joke wif u oni
2spamFree entry in 2 a wkly comp to win FA Cup fina...155free entri wkli comp win fa cup final tkt st m...
3hamU dun say so early hor... U c already then say...49u dun say earli hor u c alreadi say
4hamNah I don't think he goes to usf, he lives aro...61nah think goe usf live around though
...............
5567spamThis is the 2nd time we have tried 2 contact u...160nd time tri contact u u pound prize claim easi...
5568hamWill �_ b going to esplanade fr home?37b go esplanad fr home
5569hamPity, * was in mood for that. So...any other s...57piti mood suggest
5570hamThe guy did some bitching but I acted like i'd...125guy bitch act like interest buy someth els nex...
5571hamRofl. Its true to its name26rofl true name
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5572 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " label message message_len \\\n", + "0 ham Go until jurong point, crazy.. Available only ... 111 \n", + "1 ham Ok lar... Joking wif u oni... 29 \n", + "2 spam Free entry in 2 a wkly comp to win FA Cup fina... 155 \n", + "3 ham U dun say so early hor... U c already then say... 49 \n", + "4 ham Nah I don't think he goes to usf, he lives aro... 61 \n", + "... ... ... ... \n", + "5567 spam This is the 2nd time we have tried 2 contact u... 160 \n", + "5568 ham Will �_ b going to esplanade fr home? 37 \n", + "5569 ham Pity, * was in mood for that. So...any other s... 57 \n", + "5570 ham The guy did some bitching but I acted like i'd... 125 \n", + "5571 ham Rofl. Its true to its name 26 \n", + "\n", + " clean_messages \n", + "0 go jurong point crazi avail bugi n great world... \n", + "1 ok lar joke wif u oni \n", + "2 free entri wkli comp win fa cup final tkt st m... \n", + "3 u dun say earli hor u c alreadi say \n", + "4 nah think goe usf live around though \n", + "... ... \n", + "5567 nd time tri contact u u pound prize claim easi... \n", + "5568 b go esplanad fr home \n", + "5569 piti mood suggest \n", + "5570 guy bitch act like interest buy someth els nex... \n", + "5571 rofl true name \n", + "\n", + "[5572 rows x 4 columns]" + ] + }, + "execution_count": 298, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "texts" + ] + }, + { + "cell_type": "code", + "execution_count": 299, + "id": "acc6db49", + "metadata": {}, + "outputs": [], + "source": [ + "dict = {'Multinomial Naive Bayes': metrics.accuracy_score(y_test, prednb), 'KNN': metrics.accuracy_score(y_test, predKNN)\n", + " ,'Support Vector Machine': metrics.accuracy_score(y_test, predSVM),'Decision Tree': metrics.accuracy_score(y_test, preddtc)\n", + " ,'Random Forest': metrics.accuracy_score(y_test, predRF),'SGD Classifier': metrics.accuracy_score(y_test, predsgd)\n", + " ,'Logistic Regression': metrics.accuracy_score(y_test, predlr)}\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 300, + "id": "e5a1c32d", + "metadata": {}, + "outputs": [], + "source": [ + "df_acc = pd.DataFrame.from_dict(dict,orient='index',columns = ['Accuracies'])" + ] + }, + { + "cell_type": "code", + "execution_count": 301, + "id": "79b18c62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-1.0, 10.0, 0.8, 1.0)" + ] + }, + "execution_count": 301, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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