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Untitled-2.py

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+# %%
+import numpy as np
+import pandas as pd
+
+
+import tensorflow as tf
+import tensorflow_hub as hub
+
+import nltk
+from nltk.corpus import stopwords
+
+nltk.download('stopwords')
+nltk.download('wordnet')
+
+import emoji
+import re
+from sklearn.pipeline import Pipeline
+
+from sklearn.model_selection import train_test_split
+
+import datetime
+
+# %%
+MAX_LENGTH =  50
+MAX_CURRENCY_FLAG = 2
+MAX_SPAM_WORDS = 1
+MAX_EMOJI = 2
+MAX_CONATANS = 1
+MAX_EMAIL= 1
+MAX_PHONE = 1
+
+# %%
+df1 = pd.read_csv("./datasets/sms.csv",delimiter=',')
+df2 = pd.read_csv("datasets/yt.csv",delimiter=',')
+df3 = pd.read_csv("datasets/my-collection.csv",delimiter=',')
+df4 = pd.read_csv("datasets/spam-word.csv",delimiter=',')
+df5 = pd.read_csv("datasets/emoji.csv",delimiter=',')
+
+
+df = pd.concat([df1,df2,df3,df4,df5],ignore_index=True)
+
+# %%
+class ConvertData:
+    def fit(self, x, y=None):
+        return self
+
+    def transform(self, df):
+        df = df.drop_duplicates()
+        df = df.dropna()
+        df["Spam"] = df["Spam"].astype(bool)
+        df["Comment"] = df["Comment"].astype(str)
+        return df
+
+
+class RemoveStopWordsPunctuation:
+    def fit(self, x, y=None):
+        return self
+
+    def __remove_punctuation_stopwords(self, text):
+        pattern = re.compile("[{}]".format(re.escape("!\"#&'()*,-/:;<=>?[\\]^_`{|}~")))
+        text = " ".join(
+            [
+                word.strip()
+                for word in pattern.sub(" ", text.lower()).split()
+                if word not in set(stopwords.words("english"))
+            ]
+        )
+        return text
+
+    def transform(self, df):
+        df["Comment"] = df["Comment"].apply(self.__remove_punctuation_stopwords)
+        return df
+
+
+class AddLengthFlag:
+    def fit(self, x, y=None):
+        return self
+
+    def transform(self, X):
+        X["length"] = X["Comment"].str.len().astype(np.float32) / MAX_LENGTH
+        return X
+
+
+class AddCurrencyFlag:
+    def __init__(self) -> None:
+        self.currency_symbols = ["₤", "₨", "€", "₹", "₿", "$"]
+        self.pattern = "([\$₤₨€₹₿]+ *[0-9]* *[\.,]?[0-9]*)|([0-9]* *[\.,]?[0-9]* *[\$₤₨€₹₿]+)"
+
+    def fit(self, x, y=None):
+        return self
+
+    def __add_currency_count(self, text):
+        return len(re.findall(self.pattern, text)) / MAX_CURRENCY_FLAG
+
+    # def __add_currency_count(self,text):
+    #     return sum(text.count(symbol) for symbol in self.currency_symbols )
+
+    def transform(self, df):
+        df["currency"] = df["Comment"].apply(self.__add_currency_count).astype(np.float32)
+        return df
+
+
+class AddSpamWordsFlag:
+    def __init__(self) -> None:
+        self.spam_words = [
+            "urgent",
+            "exclusive",
+            "limited time",
+            "free",
+            "guaranteed",
+            "act now",
+            "discount",
+            "special offer",
+            "prize",
+            "instant",
+            "cash",
+            "save",
+            "win",
+            "best",
+            "secret",
+            "incredible",
+            "congratulations",
+            "approved",
+            "risk free",
+            "hidden",
+            "bonus",
+            "sale",
+            "amazing",
+            "extra cash",
+            "opportunity",
+            "easy",
+            "double your",
+            "best price",
+            "cash back",
+            "deal",
+            "earn",
+            "money",
+            "no obligation",
+            "profit",
+            "results",
+            "exciting",
+            "unbelievable",
+            "jackpot",
+            "fantastic",
+            "instant access",
+            "million dollars",
+            "discounted",
+            "last chance",
+            "exclusive offer",
+            "big savings",
+            "limited offer",
+            "free trial",
+            "special promotion",
+            "secret revealed",
+            "valuable",
+            "money-back guarantee",
+            "lowest price",
+            "save money",
+            "make money",
+            "no risk",
+            "exclusive deal",
+            "limited supply",
+            "huge",
+            "incredible offer",
+            "prize winner",
+            "earn extra income",
+            "limited spots",
+            "new offer",
+            "best deal",
+            "don't miss out",
+            "great savings",
+            "top offer",
+            "double your income",
+            "discount code",
+            "fast cash",
+            "top-rated",
+            "best value",
+            "no cost",
+            "elite",
+            "act fast",
+            "unbeatable",
+            "cash prize",
+            "limited availability",
+            "special discount",
+            "quick cash",
+            "no catch",
+            "instant approval",
+            "big discount",
+            "easy money",
+            "insider",
+            "invitation",
+            "free shipping",
+            "huge discount",
+            "extra income",
+            "secret formula",
+            "no strings attached",
+            "money-making",
+            "dream come true",
+            "massive",
+            "free gift",
+            "incredible opportunity",
+            "risk-free trial",
+            "instant money",
+            "special price",
+            "no purchase necessary",
+            "now",
+        ]
+
+    def fit(self, x, y=None):
+        return self
+
+    def __add_currency_count(self, text):
+        return float(sum(text.count(symbol) for symbol in self.spam_words) / MAX_SPAM_WORDS)
+
+    def transform(self, df):
+        df["spam_word"] = df["Comment"].apply(self.__add_currency_count).astype(np.float32)
+        return df
+
+
+class AddEmojiFlag:
+    def __init__(self) -> None:
+        self.emoji_symbols = "[💭|🔝|🆗|🎉|🎊|📯|🙌|😂|💸|👉|📢|🚀|💲|💣|🔱|💼|🆙|⏳|✨|💌|💎|🆕|🔞|💡|💰|👑|⭐|🌟|🎤|⚡|📈|💵|🏆|💪|🔓|🆓|🎰|⌚|🚨|💢|📮|🔥|🎈|🎥|🔔|💯|🎶|🔗|🎁|📚|🔊|👍|👏|📱|📝|🤑|🏅|🔒|📣|💥]"
+
+    def fit(self, x, y=None):
+        return self
+
+    def __add_currency_count(self, text):
+        return float(len(re.findall(self.emoji_symbols, text)) / MAX_EMOJI)
+
+    def transform(self, df):
+        df["emoji"] = df["Comment"].apply(self.__add_currency_count).astype(np.float32)
+        return df
+
+
+class AddContainFlag:
+    def fit(self, x, y=None):
+        return self
+
+    def __add_first_count(self, text):
+        pattern = "[0-9]*%|T&C"
+        return len(re.findall(pattern, text))
+
+    def __add_second_count(self, text):
+        pattern = "(https:\/\/www\.|http:\/\/www\.|https:\/\/|http:\/\/)?[a-zA-Z0-9]{2,}(\.[a-zA-Z0-9]{2,})(\.[a-zA-Z0-9]{2,})?"
+        return len(re.findall(pattern, text))
+
+    def transform(self, df):
+        df["contain"] = df["Comment"].apply(self.__add_first_count)
+        df["contain"] = df["contain"] + df["Comment"].apply(self.__add_second_count)
+        df['contain'] = df['contain'].astype(np.float32) / MAX_CONATANS
+        return df
+
+
+class AddEmailFlag:
+    def fit(self, x, y=None):
+        return self
+
+    def __add_email_count(self, text):
+        pattern = "[\w]+@[\w]+\.\w+"
+        return float(len(re.findall(pattern, text))  /MAX_EMAIL)
+
+    def transform(self, df):
+        df["email"] = df["Comment"].apply(self.__add_email_count).astype(np.float32)
+        return df
+
+
+class AddPhoneFlag:
+    def fit(self, x, y=None):
+        return self
+
+    def __add_phone_no_count(self, text):
+        pattern = "\+?[0-9]?[0-9]? ?0?[0-9]{10}"
+        return len(re.findall(pattern, text))
+
+    def __add_phone_no_count_1(self, text):
+        pattern = "\+?[0-9]?\d{3}[ -]?\d{3}[ -]?\d{4}"
+        return len(re.findall(pattern, text))
+
+    def transform(self, df):
+        df["phone"] = df["Comment"].apply(self.__add_phone_no_count)
+        df["phone"] = df["phone"] + df["Comment"].apply(self.__add_phone_no_count_1)
+        df["phone"] = df["phone"].astype(np.float32) / MAX_PHONE
+
+
+        return df
+
+
+class RemovePhoneLinkEmail:
+    def fit(self, x, y=None):
+        return self
+
+    def __remove(self, text):
+        text = re.sub("\$[0-9]*([\.,][0-9]{2})*\$?", "", text)
+        text = re.sub("\+?[0-9]?[0-9]? ?0?[0-9]{10}", "", text)
+        text = re.sub("\+?[0-9]?\d{3}[ -]?\d{3}[ -]?\d{4}", "", text)
+        text = re.sub(
+            r"(https:\/\/www\.|http:\/\/www\.|https:\/\/|http:\/\/)?[a-zA-Z0-9]{2,}(\.[a-zA-Z0-9]{2,})(\.[a-zA-Z0-9]{2,})?",
+            "",
+            text,
+        )
+        text = re.sub(r"[\w]+@[\w]+\.\w+", "", text)
+        text = emoji.replace_emoji(text)
+        return text
+
+    def transform(self, df):
+        df["Comment"] = df["Comment"].apply(self.__remove)
+        return df
+
+
+class LemmatizeText:
+    def __init__(self):
+        self.lemmatizer = nltk.WordNetLemmatizer()
+
+    def fit(self, X, y=None):
+        return self
+
+    def __lemmatize_text(self, text):
+        return " ".join(
+            [self.lemmatizer.lemmatize(word) for word in re.split("\W+", text)]
+        ).strip()
+
+    def transform(self, df):
+        df["Comment"] = df["Comment"].map(lambda text: self.__lemmatize_text(text))
+        return df
+
+# %%
+
+
+pipe =  Pipeline([
+    ("ConvertData",ConvertData()),
+
+    ("AddCurrencyFlag",AddCurrencyFlag()),
+    ("AddSpamWordsFlag",AddSpamWordsFlag()),
+    ("AddEmojiFlag",AddEmojiFlag()),
+    ("AddContainFlag",AddContainFlag()),
+    ("AddEmailFlag",AddEmailFlag()),
+    ("AddPhoneFlag",AddPhoneFlag()),
+
+    ("RemovePhoneLinkEmail",RemovePhoneLinkEmail()),
+    ("RemoveStopWordsPunctuation",RemoveStopWordsPunctuation()),
+    
+    ("LemmatizeText",LemmatizeText()),
+
+    ("AddLengthFlag",AddLengthFlag()),
+
+
+])
+
+
+# %%
+df = pipe.transform(df)
+df.info()
+
+# %%
+# import seaborn as sns
+# sns.countplot(x="currency",data=df)
+# sns.countplot(x="spam_word",data=df)
+# sns.countplot(x="emoji",data=df)
+# sns.countplot(x="contain",data=df)
+# sns.countplot(x="email",data=df)
+# sns.countplot(x="phone",data=df)
+# sns.countplot(x="length",data=df)
+
+
+# %%
+y = pd.DataFrame(df.Spam)
+x = df.drop(["Spam"],axis=1)
+
+# %%
+x_train,x_test,y_train,y_test=train_test_split(x,y,train_size=0.8,test_size=0.2,random_state=0)
+
+# X_train=[tf.convert_to_tensor( x_train["Comment"], dtype=tf.string ) ,tf.convert_to_tensor(x_train["length"],dtype=tf.float32),tf.convert_to_tensor(x_train["currency"],dtype=tf.float32) , tf.convert_to_tensor(x_train["spam_word"],dtype=tf.float32) ,tf.convert_to_tensor( x_train["emoji"],dtype=tf.float32 ),tf.convert_to_tensor( x_train["contain"],dtype=tf.float32),tf.convert_to_tensor( x_train["email"],dtype=tf.float32), tf.convert_to_tensor(x_train["phone"],dtype=tf.float32)]
+# X_test=[tf.convert_to_tensor( x_test["Comment"],dtype=tf.string ) ,tf.convert_to_tensor(x_test["length"],dtype=tf.float32),tf.convert_to_tensor(x_test["currency"],dtype=tf.float32) , tf.convert_to_tensor(x_test["spam_word"],dtype=tf.float32) ,tf.convert_to_tensor( x_test["emoji"] ,dtype=tf.float32),tf.convert_to_tensor( x_test["contain"],dtype=tf.float32),tf.convert_to_tensor( x_test["email"],dtype=tf.float32), tf.convert_to_tensor(x_test["phone"],dtype=tf.float32)]
+# X_train=[x_train["Comment"].to_list(),x_train["length"].to_list(),x_train["currency"].to_list() , x_train["spam_word"].to_list() , x_train["emoji"].to_list() , x_train["contain"].to_list(), x_train["email"].to_list(), x_train["phone"].to_list()]
+# X_test= [x_test["Comment"].to_list(), x_test["length"].to_list(),x_test["currency"].to_list() , x_test["spam_word"].to_list() , x_test["emoji"].to_list() , x_test["contain"].to_list(), x_test["email"].to_list(), x_test["phone"].to_list()]
+
+# X_train=[x_train["Comment"],x_train["length"],x_train["currency"] , x_train["spam_word"] , x_train["emoji"] , x_train["contain"], x_train["email"], x_train["phone"]]
+# X_test=[ x_test["Comment"], x_test["length"],x_test["currency"] , x_test["spam_word"] , x_test["emoji"] , x_test["contain"], x_test["email"], x_test["phone"]]
+
+# %%
+X_train = {
+    "Comment": tf.convert_to_tensor(x_train["Comment"]),
+    "Length": tf.convert_to_tensor(x_train["length"], dtype=tf.float32),
+    "Currency": tf.convert_to_tensor(x_train["currency"], dtype=tf.float32),
+    "Spam Words": tf.convert_to_tensor(x_train["spam_word"], dtype=tf.float32),
+    "Emoji": tf.convert_to_tensor(x_train["emoji"], dtype=tf.float32),
+    "Contain": tf.convert_to_tensor(x_train["contain"], dtype=tf.float32),
+    "Email": tf.convert_to_tensor(x_train["email"], dtype=tf.float32),
+    "Phone": tf.convert_to_tensor(x_train["phone"], dtype=tf.float32)
+}
+
+X_test={
+    "Comment": tf.convert_to_tensor(x_test["Comment"]),
+    "Length": tf.convert_to_tensor(x_test["length"], dtype=tf.float32),
+    "Currency": tf.convert_to_tensor(x_test["currency"], dtype=tf.float32),
+    "Spam Words": tf.convert_to_tensor(x_test["spam_word"], dtype=tf.float32),
+    "Emoji": tf.convert_to_tensor(x_test["emoji"], dtype=tf.float32),
+    "Contain": tf.convert_to_tensor(x_test["contain"], dtype=tf.float32),
+    "Email": tf.convert_to_tensor(x_test["email"], dtype=tf.float32),
+    "Phone": tf.convert_to_tensor(x_test["phone"], dtype=tf.float32)
+}
+
+y_train = { "Spam" : tf.convert_to_tensor(y_train,dtype=tf.bool) }
+y_test = { "Spam" : tf.convert_to_tensor(y_test,dtype=tf.bool) }
+
+
+# %%
+
+
+
+
+# %%
+
+string_input = tf.keras.layers.Input(shape=[], dtype=tf.string , name="Comment")
+length_input   = tf.keras.layers.Input(shape=(1,),name="Length",dtype=tf.float32)
+currency_input = tf.keras.layers.Input(shape=(1,),name="Currency",dtype=tf.float32)
+spam_word_input = tf.keras.layers.Input(shape=(1,),name="Spam Words",dtype=tf.float32)
+emoji_input = tf.keras.layers.Input(shape=(1,),name="Emoji",dtype=tf.float32)
+contain_input = tf.keras.layers.Input(shape=(1,),name="Contain",dtype=tf.float32)
+email_input = tf.keras.layers.Input(shape=(1,),name="Email",dtype=tf.float32)
+phone_input = tf.keras.layers.Input(shape=(1,),name="Phone",dtype=tf.float32)
+
+#Comment
+
+string_input = tf.keras.layers.Input(shape=[], dtype=tf.string , name="Comment")
+length_input   = tf.keras.layers.Input(shape=(1,),name="Length",dtype=tf.float32)
+currency_input = tf.keras.layers.Input(shape=(1,),name="Currency",dtype=tf.float32)
+spam_word_input = tf.keras.layers.Input(shape=(1,),name="Spam Words",dtype=tf.float32)
+emoji_input = tf.keras.layers.Input(shape=(1,),name="Emoji",dtype=tf.float32)
+contain_input = tf.keras.layers.Input(shape=(1,),name="Contain",dtype=tf.float32)
+email_input = tf.keras.layers.Input(shape=(1,),name="Email",dtype=tf.float32)
+phone_input = tf.keras.layers.Input(shape=(1,),name="Phone",dtype=tf.float32)
+
+#Comment
+hub_layer = hub.KerasLayer("https://tfhub.dev/google/nnlm-en-dim50/2", dtype=tf.string, trainable=True,name="NNLM_Hub")
+embedding_layer = hub_layer(string_input)
+
+s1= tf.keras.layers.Dense(2500)(embedding_layer)
+s1= tf.keras.layers.LeakyReLU()(s1)
+
+s1 = tf.keras.layers.Dense(2000)(s1)
+s1= tf.keras.layers.LeakyReLU()(s1)
+
+s1 = tf.keras.layers.Dense(1500)(s1)
+s1= tf.keras.layers.LeakyReLU()(s1)
+
+s1 = tf.keras.layers.Dense(1000)(s1)
+s1= tf.keras.layers.LeakyReLU()(s1)
+
+s1 = tf.keras.layers.Dense(500)(s1)
+s1= tf.keras.layers.LeakyReLU()(s1)
+
+
+
+length_layer = tf.keras.layers.Dense(256,name="length_layer")(length_input)
+length_layer = tf.keras.layers.LeakyReLU()(length_layer)
+
+length_layer = tf.keras.layers.Dense(120,name="length_layer1")(length_layer)
+length_layer = tf.keras.layers.LeakyReLU()(length_layer)
+
+
+
+currency_layer = tf.keras.layers.Dense(256, name="currency_layer")(currency_input)
+currency_layer = tf.keras.layers.LeakyReLU()(currency_layer)
+
+# currency_layer = tf.keras.layers.Dropout(0.5)(currency_layer)
+currency_layer = tf.keras.layers.Dense(66, name="currency_layer1")(currency_layer)
+currency_layer = tf.keras.layers.LeakyReLU()(currency_layer)
+
+
+# currency_layer = tf.keras.layers.Average(name="currency_avg")(currency_layer)
+
+spam_word_layer = tf.keras.layers.Dense(256, name="spam_word_layer")(spam_word_input)
+spam_word_layer = tf.keras.layers.LeakyReLU()(spam_word_layer)
+
+# spam_word_layer = tf.keras.layers.Dropout(0.5)(spam_word_layer)
+spam_word_layer = tf.keras.layers.Dense(101, name="spam_word_layer1")(spam_word_layer)
+spam_word_layer = tf.keras.layers.LeakyReLU()(spam_word_layer)
+
+
+emoji_layer = tf.keras.layers.Dense(256, name="emoji_layer")(emoji_input)
+emoji_layer = tf.keras.layers.LeakyReLU()(emoji_layer)
+
+# emoji_layer = tf.keras.layers.Dropout(0.5)(emoji_layer)
+emoji_layer = tf.keras.layers.Dense(62, name="emoji_layer1")(emoji_layer)
+emoji_layer = tf.keras.layers.LeakyReLU()(emoji_layer)
+
+# emoji_layer = tf.keras.layers.Average(name="emoji_avg")(emoji_layer)
+
+contain_layer = tf.keras.layers.Dense(256, name="conatian_layer")(contain_input)
+contain_layer = tf.keras.layers.LeakyReLU()(contain_layer)
+
+# contain_layer = tf.keras.layers.Dropout(0.5)(contain_layer)
+contain_layer = tf.keras.layers.Dense(256, name="conatian_layer1")(contain_layer)
+contain_layer = tf.keras.layers.LeakyReLU()(contain_layer)
+
+# contain_layer = tf.keras.layers.Average(name="conatain_avg")(contain_layer)
+
+email_layer = tf.keras.layers.Dense(256, name="email_layer")(email_input)
+email_layer = tf.keras.layers.LeakyReLU()(email_layer)
+
+# email_layer = tf.keras.layers.Dropout(0.5)(email_layer)
+email_layer = tf.keras.layers.Dense(54, name="email_layer1")(email_layer)
+email_layer = tf.keras.layers.LeakyReLU()(email_layer)
+
+# email_layer = tf.keras.layers.Average(name="email_avg")(email_layer)
+
+phone_layer = tf.keras.layers.Dense(256, name="phone_layer")(phone_input)
+phone_layer = tf.keras.layers.LeakyReLU()(phone_layer)
+
+# phone_layer = tf.keras.layers.Dropout(0.5)(phone_layer)
+phone_layer = tf.keras.layers.Dense(112, name="phone_layer1")(phone_layer)
+phone_layer = tf.keras.layers.LeakyReLU()(phone_layer)
+
+# phone_layer = tf.keras.layers.Average(name="phone_avg")(phone_layer)
+
+
+concat_layer_level1_1 = tf.keras.layers.concatenate([length_layer,currency_layer,spam_word_layer])
+concat_layer_level1_1 = tf.keras.layers.Dense(300)(concat_layer_level1_1)
+concat_layer_level1_1 = tf.keras.layers.LeakyReLU()(concat_layer_level1_1)
+
+
+
+concat_layer_level1_2 = tf.keras.layers.concatenate([contain_layer,emoji_layer,email_layer,phone_layer])
+concat_layer_level1_2 = tf.keras.layers.Dense(300)(concat_layer_level1_2)
+concat_layer_level1_2 = tf.keras.layers.LeakyReLU()(concat_layer_level1_2)
+
+
+
+
+
+concat_layer_level = tf.keras.layers.concatenate([concat_layer_level1_1,concat_layer_level1_2])
+sub_layer = tf.keras.layers.Dense(300,name="sub_layer")(concat_layer_level)
+sub_layer = tf.keras.layers.LeakyReLU()(sub_layer)
+
+# con  = tf.keras.layers.Dropout(rate=0.2)(sub_layer)
+
+
+# Concatenate all input branches
+concat_layer = tf.keras.layers.concatenate([s1,sub_layer ])
+
+# Add dense and output layers
+f1= tf.keras.layers.Dense(1000)(concat_layer)
+f1 = tf.keras.layers.LeakyReLU()(f1)
+
+f1 = tf.keras.layers.Dense(500)(f1)
+f1 = tf.keras.layers.LeakyReLU()(f1)
+
+f1 = tf.keras.layers.Dense(250)(f1)
+f1 = tf.keras.layers.LeakyReLU()(f1)
+
+f1 = tf.keras.layers.Dense(150)(f1)
+f1 = tf.keras.layers.LeakyReLU()(f1)
+
+
+output_layer = tf.keras.layers.Dense(1,activation='sigmoid',name="Spam")(f1)
+
+
+# Create the model
+model = tf.keras.Model(inputs=[string_input, length_input,currency_input,spam_word_input,emoji_input,contain_input,email_input,phone_input], outputs=output_layer)
+
+model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])
+model.summary()
+
+#67248
+
+
+
+
+# %%
+# model.save("base.model")
+
+# %%
+# import matplotlib.pyplot as plt
+# from tensorflow.keras.utils import plot_model
+
+# # Plot model
+# plot_model(model, to_file='team_strength_model.png',show_shapes=1,expand_nested=1,show_layer_activations=1)
+
+# # Display the image
+# data = plt.imread('team_strength_model.png')
+# plt.imshow(data)
+
+# %%
+
+log_dir = f"logs/fit_{datetime.datetime.now()}/" + datetime.datetime.now().strftime("%Y%m%d-%H%M%S")
+tensorboard_callback = tf.keras.callbacks.TensorBoard(log_dir=log_dir, histogram_freq=1)
+
+
+# %%
+
+k = model.fit(X_train,
+          y_train,
+          epochs=10,
+          batch_size=32,
+          validation_data=(X_test, y_test),
+          callbacks=[tf.keras.callbacks.EarlyStopping(monitor='val_loss', mode='min', verbose=1, patience=10),tensorboard_callback],
+          verbose=1
+)
+
+
+model.save("spam-model.h5",include_optimizer=True)
+
+
+
+
+# %%
+
+
+# %%
+
+
+

datasets/csv.ipynb

@@ -0,0 +1,144 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# csv1 = pd.read_csv(\n",
+    "#     \"yt.csv\",\n",
+    "#     delimiter=\";\"\n",
+    "# )\n",
+    "# df1 = csv1[[\"Comment\", \"Spam\"]].copy()\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "# df1['Comment'] = df1['Comment'].replace('\\n', ' ', regex=True)\n",
+    "\n",
+    "# df1= df1.fillna(0)\n",
+    "# df1['Spam'] = df1['Spam'].astype(int)\n",
+    "# df1 = df1.dropna()\n",
+    "\n",
+    "# df1 =df1.drop_duplicates()\n",
+    "\n",
+    "\n",
+    "\n",
+    "csv2 = pd.read_csv(\n",
+    "    \"../spam_or_not_spam.csv\",\n",
+    "    delimiter=\",\"\n",
+    ")\n",
+    "df2 = csv2[[\"text\", \"label_num\"]].copy()\n",
+    "\n",
+    "# df2[\"v1\"] = df2['v1'].map( {'spam': 1, 'ham': 0} )\n",
+    "\n",
+    "\n",
+    "# df2['label_num'] = df2['label_num'].fillna(0).astype(int)\n",
+    "\n",
+    "df2 = df2.dropna()\n",
+    "df2 =df2.drop_duplicates()\n",
+    "\n",
+    "# df2 = df2.reindex(columns=['v2', 'v1'])\n",
+    "\n",
+    "df2['text'] = df2['text'].replace('\\n', ' ', regex=True).replace('^ ', '', regex=True).replace('$ ', '', regex=True).replace('Subject: ', '', regex=True)\n",
+    "\n",
+    "\n",
+    "df2\n",
+    "\n",
+    "\n",
+    "\n",
+    "df2.to_csv(\"./spam-dataset2.csv\",index=0)\n"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "23bd4cdf",
+   "metadata": {},
+   "source": [
+    "# 1->spam\n",
+    "# 0-> not spam"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "ad83ce85",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ParserError",
+     "evalue": "Error tokenizing data. C error: Expected 3 fields in line 6048, saw 4\n",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mParserError\u001b[0m                               Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[15], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[39mimport\u001b[39;00m \u001b[39mpandas\u001b[39;00m \u001b[39mas\u001b[39;00m \u001b[39mpd\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m csv2 \u001b[39m=\u001b[39m pd\u001b[39m.\u001b[39;49mread_csv(\n\u001b[1;32m      3\u001b[0m     \u001b[39m\"\u001b[39;49m\u001b[39mspam.csv\u001b[39;49m\u001b[39m\"\u001b[39;49m,\n\u001b[1;32m      4\u001b[0m     delimiter\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39m,\u001b[39;49m\u001b[39m\"\u001b[39;49m\n\u001b[1;32m      5\u001b[0m )\n\u001b[1;32m      8\u001b[0m df2 \u001b[39m=\u001b[39m csv2[[\u001b[39m\"\u001b[39m\u001b[39mBody\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39m\"\u001b[39m\u001b[39mLabel\u001b[39m\u001b[39m\"\u001b[39m]]\n\u001b[1;32m      9\u001b[0m df2\u001b[39m=\u001b[39m df2\u001b[39m.\u001b[39mcopy()\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/io/parsers/readers.py:912\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[1;32m    899\u001b[0m kwds_defaults \u001b[39m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m    900\u001b[0m     dialect,\n\u001b[1;32m    901\u001b[0m     delimiter,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    908\u001b[0m     dtype_backend\u001b[39m=\u001b[39mdtype_backend,\n\u001b[1;32m    909\u001b[0m )\n\u001b[1;32m    910\u001b[0m kwds\u001b[39m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m--> 912\u001b[0m \u001b[39mreturn\u001b[39;00m _read(filepath_or_buffer, kwds)\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/io/parsers/readers.py:583\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m    580\u001b[0m     \u001b[39mreturn\u001b[39;00m parser\n\u001b[1;32m    582\u001b[0m \u001b[39mwith\u001b[39;00m parser:\n\u001b[0;32m--> 583\u001b[0m     \u001b[39mreturn\u001b[39;00m parser\u001b[39m.\u001b[39;49mread(nrows)\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/io/parsers/readers.py:1704\u001b[0m, in \u001b[0;36mTextFileReader.read\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m   1697\u001b[0m nrows \u001b[39m=\u001b[39m validate_integer(\u001b[39m\"\u001b[39m\u001b[39mnrows\u001b[39m\u001b[39m\"\u001b[39m, nrows)\n\u001b[1;32m   1698\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m   1699\u001b[0m     \u001b[39m# error: \"ParserBase\" has no attribute \"read\"\u001b[39;00m\n\u001b[1;32m   1700\u001b[0m     (\n\u001b[1;32m   1701\u001b[0m         index,\n\u001b[1;32m   1702\u001b[0m         columns,\n\u001b[1;32m   1703\u001b[0m         col_dict,\n\u001b[0;32m-> 1704\u001b[0m     ) \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_engine\u001b[39m.\u001b[39;49mread(  \u001b[39m# type: ignore[attr-defined]\u001b[39;49;00m\n\u001b[1;32m   1705\u001b[0m         nrows\n\u001b[1;32m   1706\u001b[0m     )\n\u001b[1;32m   1707\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mException\u001b[39;00m:\n\u001b[1;32m   1708\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mclose()\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/io/parsers/c_parser_wrapper.py:234\u001b[0m, in \u001b[0;36mCParserWrapper.read\u001b[0;34m(self, nrows)\u001b[0m\n\u001b[1;32m    232\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m    233\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mlow_memory:\n\u001b[0;32m--> 234\u001b[0m         chunks \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_reader\u001b[39m.\u001b[39;49mread_low_memory(nrows)\n\u001b[1;32m    235\u001b[0m         \u001b[39m# destructive to chunks\u001b[39;00m\n\u001b[1;32m    236\u001b[0m         data \u001b[39m=\u001b[39m _concatenate_chunks(chunks)\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/_libs/parsers.pyx:812\u001b[0m, in \u001b[0;36mpandas._libs.parsers.TextReader.read_low_memory\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/_libs/parsers.pyx:873\u001b[0m, in \u001b[0;36mpandas._libs.parsers.TextReader._read_rows\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/_libs/parsers.pyx:848\u001b[0m, in \u001b[0;36mpandas._libs.parsers.TextReader._tokenize_rows\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/_libs/parsers.pyx:859\u001b[0m, in \u001b[0;36mpandas._libs.parsers.TextReader._check_tokenize_status\u001b[0;34m()\u001b[0m\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/pandas/_libs/parsers.pyx:2025\u001b[0m, in \u001b[0;36mpandas._libs.parsers.raise_parser_error\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mParserError\u001b[0m: Error tokenizing data. C error: Expected 3 fields in line 6048, saw 4\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "csv2 = pd.read_csv(\n",
+    "    \"spam.csv\",\n",
+    "    delimiter=\",\"\n",
+    ")\n",
+    "\n",
+    "\n",
+    "df2 = csv2[[\"Body\", \"Label\"]]\n",
+    "df2= df2.copy()\n",
+    "\n",
+    "df2['Label'] = df2['Label'].astype(int)\n",
+    "df2 = df2.dropna()\n",
+    "df2 =df2.drop_duplicates()\n",
+    "\n",
+    "df2['Body'] = df2['Body'].replace('\\n', ' ', regex=True)\n",
+    "df2['Body'] = df2['Body'].replace('empty', '', regex=True)\n",
+    "\n",
+    "df2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "423c6595",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

datasets/demo.csv

@@ -0,0 +1,1125 @@
+"Be your own boss",1
+"Brand new pager",1
+"Casino",1
+"Compete for your business",1
+"Congratulations",1
+"Credit card offers",1
+"Home employment",1
+"Home-based business",1
+"Legal",1
+"Legal notice",1
+"Marketing solutions",1
+"Meet singles",1
+"Meet women",1
+"Miracle",1
+"Month trial offer",1
+"Mortgage",1
+"New domain extensions",1
+"Obligation",1
+"Order shipped by",1
+"Order status",1
+"Orders shipped by the shopper",1
+"Passwords",1
+"Purchase",1
+"Removal",1
+"Removes wrinkles",1
+"Reverses aging",1
+"Rolex",1
+"Round the world",1
+"Score with babes",1
+"Section 301",1
+"Shopping spree",1
+"Social security number",1
+"Terms and conditions",1
+"University diplomas",1
+"Valium",1
+"Viagra",1
+"VIP",1
+"What's keeping you?",1
+"Accept credit cards",1
+"Additional income",1
+"Avoid bankruptcy",1
+"Beneficiary",1
+"Billing",1
+"Billing address",1
+"BONUS",1
+"Bonus credited",1
+"Buying judgments",1
+"Cash bonus",1
+"Cashcashcash",1
+"Cashless",1
+"Check credited",1
+"Consolidate debt",1
+"Consolidate debt and credit",1
+"Cost",1
+"Credit",1
+"Eliminate bad credit",1
+"Eliminate debt",1
+"Income from home",1
+"Investment decision",1
+"Low insurance premium",1
+"Low mortgage rates",1
+"Lower interest rate",1
+"Lower monthly payment",1
+"Lower rates",1
+"Lower your mortgage rate",1
+"Lowest insurance rates",1
+"Million dollars",1
+"Outstanding amount",1
+"Outstanding values",1
+"Pennies a day",1
+"Stock alert",1
+"Stock disclaimer statement",1
+"Stock pick",1
+"Unsecured credit",1
+"Unsecured debt",1
+"Unsolicited",1
+"XXX amount credited",1
+"XXX$ credited",1
+"Affordable",1
+"Auto email removal",1
+"Bargain",1
+"Cheap",1
+"Claims",1
+"Claims not to be selling anything",1
+"Claims to be in accordance with some spam law",1
+"Claims to be legal",1
+"Clearance",1
+"Compare rates",1
+"Confidential",1
+"Confidentially on all orders",1
+"Deal breaker",1
+"Dig up dirt on friends",1
+"Don't delete",1
+"Don't hesitate",1
+"Easy terms",1
+"Explode your business",1
+"Fast cash",1
+"Free access",1
+"Hidden assets",1
+"Hidden charges",1
+"Info you requested",1
+"Information you requested",1
+"Join millions",1
+"Junk",1
+"Loan approved",1
+"Loans",1
+"Mass email",1
+"Never before",1
+"New customers only",1
+"No extra cost",1
+"No hidden costs",1
+"No interests",1
+"No medical exams",1
+"No middleman",1
+"No risk",1
+"No strings attached",1
+"Not intended",1
+"Not junk",1
+"Not spam",1
+"Open this email!",1
+"Please read",1
+"Priority mail",1
+"Prize",1
+"Profits",1
+"Promise",1
+"Pure profits",1
+"Requires initial investment",1
+"Risk-free",1
+"Save big money",1
+"Sent in compliance",1
+"Special discount",1
+"Special promotion",1
+"Strong buy",1
+"This isn't a scam",1
+"This isn't junk",1
+"This isn't spam",1
+"This won't last",1
+"Undisclosed",1
+"Undisclosed recipient",1
+"We hate spam",1
+"We honor all",1
+"100% money back",1
+"Best bargain",1
+"Best offer",1
+"Best price",1
+"Big bucks",1
+"Double your leads",1
+"Double your cash",1
+"Double your income",1
+"Double your wealth",1
+"Earn extra profit",1
+"Earn $",1
+"Earn extra cash",1
+"Earn money",1
+"Earn per week",1
+"Extra cash",1
+"Extra income",1
+"Extract email",1
+"F r e e",1
+"For just X$",1
+"For only XXX amount",1
+"Free bonus",1
+"Free cell phone",1
+"Free consultation",1
+"Free DVD",1
+"Free gift",1
+"Free grant money",1
+"Free hosting",1
+"Free info",1
+"Free information",1
+"Free installation",1
+"Free instant",1
+"Free investment",1
+"Free iPhone",1
+"Free leads",1
+"Free membership",1
+"Free money",1
+"Free preview",1
+"Free quote",1
+"Free sample",1
+"Free trial",1
+"Full REFUND",1
+"Guaranteed deposit",1
+"Guaranteed income",1
+"Guaranteed payment",1
+"Huge discount",1
+"Incredible deal",1
+"Instant earnings",1
+"Instant income",1
+"Instant offers",1
+"JACKPOT",1
+"Lose weight",1
+"Lose weight instantly",1
+"Lowest price",1
+"Lowest price ever",1
+"Money back",1
+"Money making",1
+"Money-back guarantee",1
+"Potential earnings",1
+"Recover your debt",1
+"Recover your debt instantly",1
+"Satisfaction guaranteed",1
+"Save $",1
+"Save Big Money",1
+"Serious cash",1
+"Subject to cash",1
+"They keep your Money — no refund!",1
+"Unlimited",1
+"Work at home",1
+"Work from home",1
+"You are a winner!",1
+"You have been chosen",1
+"You have been selected",1
+"You will not believe your eyes",1
+"Zero chance",1
+"Zero percent",1
+"Zero risk",1
+"Access for free",1
+"Access now",1
+"Access right away",1
+"Act immediately",1
+"Act now",1
+"Action required",1
+"Apply NOW",1
+"Apply Online",1
+"At no cost",1
+"Buy Now",1
+"Buy direct",1
+"Cancel at any time",1
+"Cancel now",1
+"Cancellation required",1
+"Claim your discount NOW!",1
+"Claim your prize",1
+"Click below",1
+"Click here",1
+"Exclusive deal",1
+"Exclusive discount",1
+"Exclusive offer",1
+"Expiring soon",1
+"For instant access",1
+"Get it now",1
+"Get out of debt",1
+"Get out of debt NOW",1
+"Get started now",1
+"Hurry up",1
+"Important information regarding",1
+"Instant weight loss",1
+"Limited time",1
+"Limited time deal",1
+"Make $",1
+"Make Money",1
+"Now only",1
+"Offer expires in X days",1
+"Once in a lifetime deal",1
+"Once in a lifetime opportunity",1
+"Once in lifetime",1
+"Online biz opportunity",1
+"Only for today",1
+"Save up to",1
+"Sign up free today",1
+"Stuff on sale",1
+"Supplies are limited",1
+"Take action now",1
+"Time-limited",1
+"Urgent",1
+"Vacation offers",1
+"Weight loss",1
+"While in stock",1
+"While you sleep",1
+"#1",1
+"$$$",1
+"0%",1
+"0% risk",1
+"777",1
+"99%",1
+"99.9%",1
+"100%",1
+"100% more",1
+"100% free",1
+"100% satisfied",1
+"50% off",1
+"#1",1
+"100% more",1
+"100% free",1
+"100% satisfie",1
+"Additional income",1
+"Be your own boss",1
+"Best price",1
+"Big bucks",1
+"Billion",1
+"Cash bonus",1
+"Cents on the dollar",1
+"Consolidate debt",1
+"Double your cash",1
+"Double your income",1
+"Earn extra cash",1
+"Earn money",1
+"Eliminate bad credit",1
+"Extra cash",1
+"Extra income",1
+"Expect to earn",1
+"Fast cash",1
+"Financial freedom",1
+"Free access",1
+"Free consultation",1
+"Free gift",1
+"Free hosting",1
+"Free info",1
+"Free investment",1
+"Free membership",1
+"Free money",1
+"Free preview",1
+"Free quote",1
+"Free trial",1
+"Full refund",1
+"Get out of debt",1
+"Get paid",1
+"Giveaway",1
+"Guaranteed",1
+"Increase sales",1
+"Increase traffic",1
+"Incredible deal",1
+"Lower rates",1
+"Lowest price",1
+"Make money",1
+"Million dollars",1
+"Miracle",1
+"Money back",1
+"Once in a lifetime",1
+"One time",1
+"Pennies a day",1
+"Potential earnings",1
+"Prize",1
+"Promise",1
+"Pure profit",1
+"Risk-free",1
+"Satisfaction guaranteed",1
+"Save big money",1
+"Save up to",1
+"Special promotion",1
+"Act now",1
+"Apply now",1
+"Become a member",1
+"Call now",1
+"Click below",1
+"Click here",1
+"Get it now",1
+"Do it today",1
+"Don’t delete",1
+"Exclusive deal",1
+"Get started now",1
+"Important information regarding",1
+"Information you requested",1
+"Instant",1
+"Limited time",1
+"New customers only",1
+"Order now",1
+"Please read",1
+"See for yourself",1
+"Sign up free",1
+"Take action",1
+"This won’t last",1
+"Urgent",1
+"What are you waiting for?",1
+"While supplies last",1
+"Will not believe your eyes",1
+"Winner",1
+"Winning",1
+"You are a winner",1
+"You have been selected",1
+"Bulk email",1
+"Buy direct",1
+"Cancel at any time",1
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+"Viagra and other drugs",1
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+"Warranty expired",1
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+"Website",1
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+"We hate spam",1
+"We honor all",1
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+"Weight loss",1
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+"What's keeping you?",1
+"What’s keeping you?",1
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+"Will not believe your eyes",1
+"Win",1
+"Win a cash prize",1
+"Win a fortune",1
+"Win a luxury car",1
+"Win a luxury vacation",1
+"Win a trip",1
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+"XXX amount credited",1
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+"Your chance",1
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datasets/topwords.csv

@@ -0,0 +1,777 @@
+Keyword,Category
+Access,Urgency 🚨
+Access now,Urgency 🚨
+Act,Urgency 🚨
+Act immediately,Urgency 🚨
+Act now,Urgency 🚨
+Act now!,Urgency 🚨
+Action,Urgency 🚨
+Action required,Urgency 🚨
+Apply here,Urgency 🚨
+Apply now,Urgency 🚨
+Apply now!,Urgency 🚨
+Apply online,Urgency 🚨
+Become a member,Urgency 🚨
+Before it's too late,Urgency 🚨
+Being a member,Urgency 🚨
+Buy,Urgency 🚨
+Buy direct,Urgency 🚨
+Buy now,Urgency 🚨
+Buy today,Urgency 🚨
+Call,Urgency 🚨
+Call free,Urgency 🚨
+Call free/now,Urgency 🚨
+Call me,Urgency 🚨
+Call now,Urgency 🚨
+Call now!,Urgency 🚨
+Can we have a minute of your time?,Urgency 🚨
+Cancel now,Urgency 🚨
+Cancellation required,Urgency 🚨
+Claim now,Urgency 🚨
+Click,Urgency 🚨
+Click below,Urgency 🚨
+Click here,Urgency 🚨
+Click me to download,Urgency 🚨
+Click now,Urgency 🚨
+Click this link,Urgency 🚨
+Click to get,Urgency 🚨
+Click to remove,Urgency 🚨
+Contact us immediately,Urgency 🚨
+Deal ending soon,Urgency 🚨
+Do it now,Urgency 🚨
+Do it today,Urgency 🚨
+Don't delete,Urgency 🚨
+Don't hesitate,Urgency 🚨
+Don't waste time,Urgency 🚨
+Don’t delete,Urgency 🚨
+Exclusive deal,Urgency 🚨
+Expire,Urgency 🚨
+Expires today,Urgency 🚨
+Final call,Urgency 🚨
+For instant access,Urgency 🚨
+For Only,Urgency 🚨
+For you,Urgency 🚨
+Friday before [holiday],Urgency 🚨
+Get it away,Urgency 🚨
+Get it now,Urgency 🚨
+Get now,Urgency 🚨
+Get paid,Urgency 🚨
+Get started,Urgency 🚨
+Get started now,Urgency 🚨
+Great offer,Urgency 🚨
+Hurry up,Urgency 🚨
+Immediately,Urgency 🚨
+Info you requested,Urgency 🚨
+Information you requested,Urgency 🚨
+Instant,Urgency 🚨
+Limited time,Urgency 🚨
+New customers only,Urgency 🚨
+Now,Urgency 🚨
+Now only,Urgency 🚨
+Offer expires,Urgency 🚨
+Once in lifetime,Urgency 🚨
+Only,Urgency 🚨
+Order now,Urgency 🚨
+Order today,Urgency 🚨
+Please read,Urgency 🚨
+Purchase now,Urgency 🚨
+Sign up free,Urgency 🚨
+Sign up free today,Urgency 🚨
+Supplies are limited,Urgency 🚨
+Take action,Urgency 🚨
+Take action now,Urgency 🚨
+This won’t last,Urgency 🚨
+Time limited,Urgency 🚨
+Today,Urgency 🚨
+Top urgent,Urgency 🚨
+Trial,Urgency 🚨
+Urgent,Urgency 🚨
+What are you waiting for?,Urgency 🚨
+While supplies last,Urgency 🚨
+You are a winner,Urgency 🚨
+
+
+
+0 down,Shady 🔞
+All,Shady 🔞
+All natural,Shady 🔞
+All natural/new,Shady 🔞
+All new,Shady 🔞
+All-natural,Shady 🔞
+All-new,Shady 🔞
+Allowance,Shady 🔞
+As seen on,Shady 🔞
+As seen on Oprah,Shady 🔞
+At no cost,Shady 🔞
+Auto email removal,Shady 🔞
+Avoice bankruptcy,Shady 🔞
+Avoid,Shady 🔞
+Beneficial offer,Shady 🔞
+Beneficiary,Shady 🔞
+Bill Shady 🔞
+Brand new pager,Shady 🔞
+Bulk email,Shady 🔞
+Buying judgements,Shady 🔞
+Buying judgments,Shady 🔞
+Cable converter,Shady 🔞
+Calling creditors,Shady 🔞
+Can you help us?,Shady 🔞
+Cancel at any time,Shady 🔞
+Cannot be combined,Shady 🔞
+Celebrity,Shady 🔞
+Cell phone cancer scam,Shady 🔞
+Certified,Shady 🔞
+Chance,Shady 🔞
+Cheap,Shady 🔞
+Cheap meds,Shady 🔞
+Cialis,Shady 🔞
+Claims,Shady 🔞
+Claims not to be selling anything,Shady 🔞
+Claims to be in accordance with some spam law,Shady 🔞
+Claims to be legal,Shady 🔞
+Clearance,Shady 🔞
+Collect,Shady 🔞
+Collect child support,Shady 🔞
+Compare,Shady 🔞
+Compare now,Shady 🔞
+Compare online,Shady 🔞
+Compare rates,Shady 🔞
+Compete for your business,Shady 🔞
+Confidentiality,Shady 🔞
+Congratulations,Shady 🔞
+Consolidate debt and credit,Shady 🔞
+Consolidate your debt,Shady 🔞
+Copy accurately,Shady 🔞
+Copy DVDs,Shady 🔞
+COVID,Shady 🔞
+Cures,Shady 🔞
+Cures baldness,Shady 🔞
+Diagnostic,Shady 🔞
+DIAGNOSTICS,Shady 🔞
+Diet,Shady 🔞
+Dig up dirt on friends,Shady 🔞
+Direct email,Shady 🔞
+Direct marketing,Shady 🔞
+Eliminate debt,Shady 🔞
+Explode your business,Shady 🔞
+Fast viagra delivery,Shady 🔞
+Finance,Shady 🔞
+Financial,Shady 🔞
+Financial advice,Shady 🔞
+Financial independence,Shady 🔞
+Financially independent,Shady 🔞
+For new customers only,Shady 🔞
+Foreclosure,Shady 🔞
+Free,Shady 🔞
+Free access/money/gift,Shady 🔞
+Free bonus,Shady 🔞
+Free cell phone,Shady 🔞
+Free DVD,Shady 🔞
+Free grant money,Shady 🔞
+Free information,Shady 🔞
+Free installation,Shady 🔞
+Free Instant,Shady 🔞
+Free iPhone,Shady 🔞
+Free laptop,Shady 🔞
+Free leads,Shady 🔞
+Free Macbook,Shady 🔞
+Free offer,Shady 🔞
+Free priority mail,Shady 🔞
+Free sample,Shady 🔞
+Free website,Shady 🔞
+Free!,Shady 🔞
+Get,Shady 🔞
+Gift card,Shady 🔞
+Gift certificate,Shady 🔞
+Gift included,Shady 🔞
+Give it away,Shady 🔞
+Giving away,Shady 🔞
+Giving it away,Shady 🔞
+Gold,Shady 🔞
+Great,Shady 🔞
+Great deal,Shady 🔞
+Greetings of the day,Shady 🔞
+Growth hormone,Shady 🔞
+Guarantee,Shady 🔞
+Guaranteed deposit,Shady 🔞
+Guaranteed income,Shady 🔞
+Guaranteed payment,Shady 🔞
+Have you been turned down?,Shady 🔞
+Hello (with no name included),Shady 🔞
+Hidden charges,Shady 🔞
+Hidden costs,Shady 🔞
+Hidden fees,Shady 🔞
+High score,Shady 🔞
+Home based business,Shady 🔞
+Home mortgage,Shady 🔞
+Human,Shady 🔞
+Human growth hormone,Shady 🔞
+If only it were that easy,Shady 🔞
+Important information,Shady 🔞
+Important notification,Shady 🔞
+Instant weight loss,Shady 🔞
+Insurance Lose weight,Shady 🔞
+Internet marketing,Shady 🔞
+Investment decision,Shady 🔞
+Invoice,Shady 🔞
+It’s effective,Shady 🔞
+Job alert,Shady 🔞
+Junk,Shady 🔞
+Lambo,Shady 🔞
+Laser printer,Shady 🔞
+Last Day,Shady 🔞
+Legal,Shady 🔞
+Legal notice,Shady 🔞
+Life,Shady 🔞
+Life insurance,Shady 🔞
+Lifetime access,Shady 🔞
+Lifetime deal,Shady 🔞
+Limited,Shady 🔞
+Limited amount,Shady 🔞
+Limited number,Shady 🔞
+Limited offer,Shady 🔞
+Limited supply,Shady 🔞
+Limited time offer,Shady 🔞
+Limited time only,Shady 🔞
+Loan,Shady 🔞
+Long distance phone number,Shady 🔞
+Long distance phone offer,Shady 🔞
+Lose weight,Shady 🔞
+Lose weight fast,Shady 🔞
+Lose weight spam,Shady 🔞
+Lottery,Shady 🔞
+Lower interest rate,Shady 🔞
+Lower interest rates,Shady 🔞
+Lower monthly payment,Shady 🔞
+Lower your mortgage rate,Shady 🔞
+Lowest insurance rates,Shady 🔞
+Lowest interest rate,Shady 🔞
+Lowest rate,Shady 🔞
+Lowest rates,Shady 🔞
+Luxury,Shady 🔞
+Luxury car,Shady 🔞
+Mail in order form,Shady 🔞
+Main in order form,Shady 🔞
+Mark this as not junk,Shady 🔞
+Mass email,Shady 🔞
+Medical,Shady 🔞
+Medicine,Shady 🔞
+Meet girls,Shady 🔞
+Meet me,Shady 🔞
+Meet singles,Shady 🔞
+Meet women,Shady 🔞
+Member,Shady 🔞
+Member stuff,Shady 🔞
+Message contains disclaimer,Shady 🔞
+Message from,Shady 🔞
+Millionaire,Shady 🔞
+Millions,Shady 🔞
+MLM,Shady 🔞
+Multi-level marketing,Shady 🔞
+Name,Shady 🔞
+Near you,Shady 🔞
+Never before,Shady 🔞
+New,Shady 🔞
+New domain extensions,Shady 🔞
+Nigerian,Shady 🔞
+No age restrictions,Shady 🔞
+No catch,Shady 🔞
+No claim forms,Shady 🔞
+No cost,Shady 🔞
+No credit check,Shady 🔞
+No credit experience,Shady 🔞
+No deposit required,Shady 🔞
+No disappointment,Shady 🔞
+No experience,Shady 🔞
+No fees,Shady 🔞
+No gimmick,Shady 🔞
+No hidden,Shady 🔞
+No hidden costs,Shady 🔞
+No hidden fees,Shady 🔞
+No hidden сosts,Shady 🔞
+No interest,Shady 🔞
+No interests,Shady 🔞
+No inventory,Shady 🔞
+No investment,Shady 🔞
+No investment required,Shady 🔞
+No medical exams,Shady 🔞
+No middleman,Shady 🔞
+No obligation,Shady 🔞
+No payment required,Shady 🔞
+No purchase necessary,Shady 🔞
+No questions asked,Shady 🔞
+No selling,Shady 🔞
+No strings attached,Shady 🔞
+No-obligation,Shady 🔞
+Nominated bank account,Shady 🔞
+Not intended,Shady 🔞
+Not junk,Shady 🔞
+Not scam,Shady 🔞
+Not spam,Shady 🔞
+Notspam,Shady 🔞
+Number ,Shady 🔞
+Obligation,Shady 🔞
+Off,Shady 🔞
+Off everything,Shady 🔞
+Off shore,Shady 🔞
+Offer extended,Shady 🔞
+Offers,Shady 🔞
+Offshore,Shady 🔞
+One hundred percent,Shady 🔞
+One-time,Shady 🔞
+Online biz opportunity,Shady 🔞
+Online degree,Shady 🔞
+Online income,Shady 🔞
+Online job,Shady 🔞
+Open,Shady 🔞
+Opportunity,Shady 🔞
+Opt-in,Shady 🔞
+Order,Shady 🔞
+Order shipped by,Shady 🔞
+Order status,Shady 🔞
+Orders shipped by,Shady 🔞
+Orders shipped by shopper,Shady 🔞
+Outstanding value,Shady 🔞
+Outstanding values,Shady 🔞
+Password,Shady 🔞
+Passwords,Shady 🔞
+Pay your bills,Shady 🔞
+Per day/per week/per year,Shady 🔞
+Per month,Shady 🔞
+Perfect,Shady 🔞
+Performance,Shady 🔞
+Phone,Shady 🔞
+Please,Shady 🔞
+Please open,Shady 🔞
+Presently,Shady 🔞
+Print form signature,Shady 🔞
+Print from signature,Shady 🔞
+Print out and fax,Shady 🔞
+Priority mail,Shady 🔞
+Privately owned funds,Shady 🔞
+Prizes,Shady 🔞
+Problem with shipping,Shady 🔞
+Problem with your order,Shady 🔞
+Produced and sent out,Shady 🔞
+Profit,Shady 🔞
+Promise you,Shady 🔞
+Purchase,Shady 🔞
+Pure Profits,Shady 🔞
+Quotes,Shady 🔞
+Rate,Shady 🔞
+Real thing,Shady 🔞
+Rebate,Shady 🔞
+Reduce debt,Shady 🔞
+Refinance home,Shady 🔞
+Refinanced home,Shady 🔞
+Refund,Shady 🔞
+Regarding,Shady 🔞
+Removal instructions,Shady 🔞
+Removes,Shady 🔞
+Removes wrinkles,Shady 🔞
+Replica watches,Shady 🔞
+Request,Shady 🔞
+Request now,Shady 🔞
+Request today,Shady 🔞
+Requires initial investment,Shady 🔞
+Requires investment,Shady 🔞
+Reverses aging,Shady 🔞
+Risk free,Shady 🔞
+Rolex,Shady 🔞
+Round the world,Shady 🔞
+S ,Shady 🔞
+Safeguard notice,Shady 🔞
+Sale,Shady 🔞
+Sales,Shady 🔞
+Save,Shady 🔞
+"Save $, Save €",Shady 🔞
+Save big,Shady 🔞
+Save big month,Shady 🔞
+Save money,Shady 🔞
+Save now,Shady 🔞
+Score with babes,Shady 🔞
+Search engine optimisation,Shady 🔞
+Section ,Shady 🔞
+See for yourself,Shady 🔞
+Seen on,Shady 🔞
+Serious,Shady 🔞
+Serious case,Shady 🔞
+Serious offer,Shady 🔞
+Serious only,Shady 🔞
+Sex,Shady 🔞
+Shop now,Shady 🔞
+Shopper,Shady 🔞
+Shopping spree,Shady 🔞
+Snoring,Shady 🔞
+Social security number,Shady 🔞
+Soon,Shady 🔞
+Spam,Shady 🔞
+Spam free,Shady 🔞
+Special deal,Shady 🔞
+Special discount,Shady 🔞
+Special for you,Shady 🔞
+Special offer,Shady 🔞
+Stainless steel,Shady 🔞
+Stock alert,Shady 🔞
+Stock disclaimer statement,Shady 🔞
+Stock pick,Shady 🔞
+Stocks/stock pick/stock alert,Shady 🔞
+Stop calling me,Shady 🔞
+Stop emailing me,Shady 🔞
+Stop further distribution,Shady 🔞
+Stop snoring,Shady 🔞
+Strong buy,Shady 🔞
+Stuff on sale,Shady 🔞
+Subject to,Shady 🔞
+Subject to cash,Shady 🔞
+Subscribe,Shady 🔞
+Subscribe for free,Shady 🔞
+Subscribe now,Shady 🔞
+Super promo,Shady 🔞
+Supplies,Shady 🔞
+Tack action now,Shady 🔞
+Talks about hidden charges,Shady 🔞
+Talks about prizes,Shady 🔞
+Tells you it’s an ad,Shady 🔞
+Terms,Shady 🔞
+The best rates,Shady 🔞
+The email asks for a credit card,Shady 🔞
+The following form,Shady 🔞
+They make a claim or claims that they're in accordance with spam law,Shady 🔞
+They try to keep your money no refund,Shady 🔞
+They’re just giving it away,Shady 🔞
+This isn't junk,Shady 🔞
+This isn't spam,Shady 🔞
+This isn’t a scam,Shady 🔞
+This isn’t junk,Shady 🔞
+This isn’t spam,Shady 🔞
+Timeshare,Shady 🔞
+Timeshare offers,Shady 🔞
+Traffic,Shady 🔞
+Trial unlimited,Shady 🔞
+U.S. dollars,Shady 🔞
+Undisclosed,Shady 🔞
+Undisclosed recipient,Shady 🔞
+University diplomas,Shady 🔞
+Unsecured credit,Shady 🔞
+Unsecured debt,Shady 🔞
+Unsolicited,Shady 🔞
+Unsubscribe,Shady 🔞
+Urgent response,Shady 🔞
+US dollars / Euros,Shady 🔞
+Vacation,Shady 🔞
+Vacation offers,Shady 🔞
+Valium,Shady 🔞
+Viagra,Shady 🔞
+Vicodin,Shady 🔞
+VIP,Shady 🔞
+Visit our website,Shady 🔞
+Wants credit card,Shady 🔞
+Warranty expired,Shady 🔞
+We hate spam,Shady 🔞
+We honor all,Shady 🔞
+Website visitors,Shady 🔞
+Weekend getaway,Shady 🔞
+Weight loss,Shady 🔞
+What’s keeping you?,Shady 🔞
+While available,Shady 🔞
+While in stock,Shady 🔞
+While stocks last,Shady 🔞
+While you sleep,Shady 🔞
+Who really wins?,Shady 🔞
+Win,Shady 🔞
+Winner,Shady 🔞
+Winning,Shady 🔞
+Won,Shady 🔞
+Xanax,Shady 🔞
+XXX,Shady 🔞
+You have been chosen,Shady 🔞
+You have been selected,Shady 🔞
+Your chance,Shady 🔞
+Your status,Shady 🔞
+Zero chance,Shady 🔞
+Zero percent,Shady 🔞
+Zero risk,Shady 🔞
+
+
+#,Overpromise 🤩
+%,Overpromise 🤩
+% free,Overpromise 🤩
+% Satisfied,Overpromise 🤩
+0%,Overpromise 🤩
+0% risk,Overpromise 🤩
+100%,Overpromise 🤩
+100% free,Overpromise 🤩
+100% more,Overpromise 🤩
+100% off,Overpromise 🤩
+100% satisfied,Overpromise 🤩
+99.90%,Overpromise 🤩
+99%,Overpromise 🤩
+Access for free,Overpromise 🤩
+Additional income,Overpromise 🤩
+Amazed,Overpromise 🤩
+Amazing,Overpromise 🤩
+Amazing offer,Overpromise 🤩
+Amazing stuff,Overpromise 🤩
+Be amazed,Overpromise 🤩
+Be surprised,Overpromise 🤩
+Be your own boss,Overpromise 🤩
+Believe me,Overpromise 🤩
+Best bargain,Overpromise 🤩
+Best deal,Overpromise 🤩
+Best offer,Overpromise 🤩
+Best price,Overpromise 🤩
+Best rates,Overpromise 🤩
+Big bucks,Overpromise 🤩
+Bonus,Overpromise 🤩
+Boss,Overpromise 🤩
+Can’t live without,Overpromise 🤩
+Cancel,Overpromise 🤩
+Consolidate debt,Overpromise 🤩
+Double your cash,Overpromise 🤩
+Double your income,Overpromise 🤩
+Drastically reduced,Overpromise 🤩
+Earn extra cash,Overpromise 🤩
+Earn money,Overpromise 🤩
+Eliminate bad credit,Overpromise 🤩
+Expect to earn,Overpromise 🤩
+Extra,Overpromise 🤩
+Extra cash,Overpromise 🤩
+Extra income,Overpromise 🤩
+Fantastic,Overpromise 🤩
+Fantastic deal,Overpromise 🤩
+Fantastic offer,Overpromise 🤩
+FAST,Overpromise 🤩
+Fast cash,Overpromise 🤩
+Financial freedom,Overpromise 🤩
+Free access,Overpromise 🤩
+Free consultation,Overpromise 🤩
+Free gift,Overpromise 🤩
+Free hosting,Overpromise 🤩
+Free info,Overpromise 🤩
+Free investment,Overpromise 🤩
+Free membership,Overpromise 🤩
+Free money,Overpromise 🤩
+Free preview,Overpromise 🤩
+Free quote,Overpromise 🤩
+Free trial,Overpromise 🤩
+Full refund,Overpromise 🤩
+Get out of debt,Overpromise 🤩
+Giveaway,Overpromise 🤩
+Guaranteed,Overpromise 🤩
+Increase sales,Overpromise 🤩
+Increase traffic,Overpromise 🤩
+Incredible deal,Overpromise 🤩
+Join billions,Overpromise 🤩
+Join millions,Overpromise 🤩
+Join millions of Americans,Overpromise 🤩
+Join thousands,Overpromise 🤩
+Lower rates,Overpromise 🤩
+Lowest price,Overpromise 🤩
+Make money,Overpromise 🤩
+Million,Overpromise 🤩
+Million dollars,Overpromise 🤩
+Miracle,Overpromise 🤩
+Money back,Overpromise 🤩
+Month trial offer,Overpromise 🤩
+More Internet Traffic,Overpromise 🤩
+Number one,Overpromise 🤩
+Once in a lifetime,Overpromise 🤩
+One hundred percent guaranteed,Overpromise 🤩
+One time,Overpromise 🤩
+Pennies a day,Overpromise 🤩
+Potential earnings,Overpromise 🤩
+Prize,Overpromise 🤩
+Promise,Overpromise 🤩
+Pure profit,Overpromise 🤩
+Risk-free,Overpromise 🤩
+Satisfaction guaranteed,Overpromise 🤩
+Save big money,Overpromise 🤩
+Save up to,Overpromise 🤩
+Special promotion,Overpromise 🤩
+The best,Overpromise 🤩
+Thousands,Overpromise 🤩
+Unbeatable offer,Overpromise 🤩
+Unbelievable,Overpromise 🤩
+Unlimited,Overpromise 🤩
+Unlimited trial,Overpromise 🤩
+Wonderful,Overpromise 🤩
+You will not believe your eyes,Overpromise 🤩
+
+$$$,Money 💰
+€€€,Money 💰
+£££,Money 💰
+50% off,Money 💰
+A few bob,Money 💰
+Accept cash cards,Money 💰
+Accept credit cards,Money 💰
+Affordable,Money 💰
+Affordable deal,Money 💰
+Avoid bankruptcy,Money 💰
+Bad credit,Money 💰
+Bank,Money 💰
+Bankruptcy,Money 💰
+Bargain,Money 💰
+Billing,Money 💰
+Billing address,Money 💰
+Billion,Money 💰
+Billion dollars,Money 💰
+Billionaire,Money 💰
+Card accepted,Money 💰
+Cards accepted,Money 💰
+Cash,Money 💰
+Cash bonus,Money 💰
+Cash out,Money 💰
+Cash-out,Money 💰
+Cashcashcash,Money 💰
+Casino,Money 💰
+Cents on the dollar,Money 💰
+Check,Money 💰
+Check or money order,Money 💰
+Claim your discount,Money 💰
+Cost,Money 💰
+Costs,Money 💰
+Credit,Money 💰
+Credit bureaus,Money 💰
+Credit card,Money 💰
+Credit card offers,Money 💰
+Credit or Debit,Money 💰
+Deal,Money 💰
+Debt,Money 💰
+Discount,Money 💰
+Dollars,Money 💰
+Double your,Money 💰
+Double your wealth,Money 💰
+Earn,Money 💰
+Earn $,Money 💰
+Earn cash,Money 💰
+Earn extra income,Money 💰
+Earn from home,Money 💰
+Earn monthly,Money 💰
+Earn per month,Money 💰
+Earn per week,Money 💰
+Earn your degree,Money 💰
+Easy income,Money 💰
+Easy terms,Money 💰
+F r e e,Money 💰
+For free,Money 💰
+For just $,Money 💰
+For just $ (amount),Money 💰
+For just $xxx,Money 💰
+Get Money,Money 💰
+Get your money,Money 💰
+Hidden assets,Money 💰
+Huge discount,Money 💰
+Income,Money 💰
+Income from home,Money 💰
+Increase revenue,Money 💰
+Increase sales/traffic,Money 💰
+Increase your chances,Money 💰
+Initial investment,Money 💰
+Instant earnings,Money 💰
+Instant income,Money 💰
+Insurance,Money 💰
+Investment,Money 💰
+Investment advice,Money 💰
+Lifetime,Money 💰
+Loans,Money 💰
+Make $,Money 💰
+Money,Money 💰
+Money making,Money 💰
+Money-back guarantee,Money 💰
+Money-making,Money 💰
+Monthly payment,Money 💰
+Mortgage,Money 💰
+Mortgage rates,Money 💰
+Offer,Money 💰
+One hundred percent free,Money 💰
+Only $,Money 💰
+Price,Money 💰
+Price protection,Money 💰
+Prices,Money 💰
+Profits,Money 💰
+Quote,Money 💰
+Rates,Money 💰
+Refinance,Money 💰
+Save $,Money 💰
+Serious cash,Money 💰
+Subject to credit,Money 💰
+US dollars,Money 💰
+Why pay more?,Money 💰
+Your income,Money 💰
+
+Acceptance,Unnatural 💬
+Accordingly,Unnatural 💬
+Account-based marketing (ABM),Unnatural 💬
+Accounts,Unnatural 💬
+Addresses,Unnatural 💬
+Addresses on CD,Unnatural 💬
+Beverage,Unnatural 💬
+Confidentiality on all orders,Unnatural 💬
+Confidentially on all orders,Unnatural 💬
+Content marketing,Unnatural 💬
+Dear [email address],Unnatural 💬
+Dear [email/friend/somebody],Unnatural 💬
+Dear [first name],Unnatural 💬
+Dear [wrong name],Unnatural 💬
+Digital marketing,Unnatural 💬
+Dormant,Unnatural 💬
+Email extractor,Unnatural 💬
+Email harvest,Unnatural 💬
+Email marketing,Unnatural 💬
+Extract email,Unnatural 💬
+Form,Unnatural 💬
+Freedom,Unnatural 💬
+Friend,Unnatural 💬
+Here,Unnatural 💬
+Hidden,Unnatural 💬
+Home,Unnatural 💬
+Home based,Unnatural 💬
+Home employment,Unnatural 💬
+Home-based,Unnatural 💬
+Home-based business,Unnatural 💬
+Homebased business,Unnatural 💬
+If you no longer wish to receive,Unnatural 💬
+Important information regarding,Unnatural 💬
+In accordance with laws,Unnatural 💬
+Increase your sales,Unnatural 💬
+Internet market,Unnatural 💬
+Leave,Unnatural 💬
+Lose,Unnatural 💬
+Maintained,Unnatural 💬
+Marketing,Unnatural 💬
+Marketing solution,Unnatural 💬
+Marketing solutions,Unnatural 💬
+Medium,Unnatural 💬
+Message contains,Unnatural 💬
+Multi level marketing,Unnatural 💬
+Never,Unnatural 💬
+One time mailing,Unnatural 💬
+Online marketing,Unnatural 💬
+Online pharmacy,Unnatural 💬
+Opt in,Unnatural 💬
+Per day,Unnatural 💬
+Per week,Unnatural 💬
+Pre-approved,Unnatural 💬
+Problem,Unnatural 💬
+Removal,Unnatural 💬
+Remove,Unnatural 💬
+Reserves the right,Unnatural 💬
+Reverses,Unnatural 💬
+Sample,Unnatural 💬
+Satisfaction,Unnatural 💬
+Score,Unnatural 💬
+Search engine,Unnatural 💬
+Search engine listings,Unnatural 💬
+Search engines,Unnatural 💬
+Sent in compliance,Unnatural 💬
+Solution,Unnatural 💬
+Stop,Unnatural 💬
+Success,Unnatural 💬
+Teen,Unnatural 💬
+Terms and conditions,Unnatural 💬
+Warranty,Unnatural 💬
+Web traffic,Unnatural 💬
+Wife,Unnatural 💬
+Work at home,Unnatural 💬
+Work from home,Unnatural 💬